customer churn ann.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "871dceef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afff2f3d",
   "metadata": {},
   "source": [
    "### Data loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a49b539f",
   "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>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>...</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4578</th>\n",
       "      <td>7766-CLTIC</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>10</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>60.95</td>\n",
       "      <td>629.55</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>6250-CGGUN</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>54</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>84.40</td>\n",
       "      <td>4484.05</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5379</th>\n",
       "      <td>6284-KMNUF</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>56</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>98.00</td>\n",
       "      <td>5270.6</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4980</th>\n",
       "      <td>8595-SIZNC</td>\n",
       "      <td>Female</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>22</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>...</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>25.60</td>\n",
       "      <td>548.8</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5826</th>\n",
       "      <td>9507-EXLTT</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>79.35</td>\n",
       "      <td>79.35</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customerID  gender  SeniorCitizen Partner Dependents  tenure  \\\n",
       "4578  7766-CLTIC  Female              0      No         No      10   \n",
       "1368  6250-CGGUN    Male              0      No         No      54   \n",
       "5379  6284-KMNUF  Female              0     Yes         No      56   \n",
       "4980  8595-SIZNC  Female              1     Yes         No      22   \n",
       "5826  9507-EXLTT  Female              0     Yes         No       1   \n",
       "\n",
       "     PhoneService MultipleLines InternetService       OnlineSecurity  ...  \\\n",
       "4578          Yes            No             DSL                   No  ...   \n",
       "1368          Yes            No     Fiber optic                  Yes  ...   \n",
       "5379          Yes           Yes     Fiber optic                  Yes  ...   \n",
       "4980          Yes           Yes              No  No internet service  ...   \n",
       "5826          Yes            No     Fiber optic                   No  ...   \n",
       "\n",
       "         DeviceProtection          TechSupport          StreamingTV  \\\n",
       "4578                   No                  Yes                   No   \n",
       "1368                  Yes                  Yes                   No   \n",
       "5379                   No                   No                  Yes   \n",
       "4980  No internet service  No internet service  No internet service   \n",
       "5826                   No                   No                  Yes   \n",
       "\n",
       "          StreamingMovies        Contract PaperlessBilling  \\\n",
       "4578                  Yes  Month-to-month              Yes   \n",
       "1368                   No        One year               No   \n",
       "5379                  Yes        One year              Yes   \n",
       "4980  No internet service        One year               No   \n",
       "5826                   No  Month-to-month              Yes   \n",
       "\n",
       "                  PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
       "4578               Mailed check          60.95        629.55    No  \n",
       "1368           Electronic check          84.40       4484.05    No  \n",
       "5379           Electronic check          98.00        5270.6    No  \n",
       "4980  Bank transfer (automatic)          25.60         548.8    No  \n",
       "5826  Bank transfer (automatic)          79.35         79.35   Yes  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(r'assets\\files\\customer-churn.csv')\n",
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6621879",
   "metadata": {},
   "source": [
    "# Data pre-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13fc21d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender               object\n",
       "SeniorCitizen         int64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure                int64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "MonthlyCharges      float64\n",
       "TotalCharges         object\n",
       "Churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop('customerID', axis = 1 ,inplace = True)\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "946eaa8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['29.85', '1889.5', '108.15', ..., '346.45', '306.6', '6844.5'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.TotalCharges.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "208e9654",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         29.85\n",
       "1       1889.50\n",
       "2        108.15\n",
       "3       1840.75\n",
       "4        151.65\n",
       "         ...   \n",
       "7038    1990.50\n",
       "7039    7362.90\n",
       "7040     346.45\n",
       "7041     306.60\n",
       "7042    6844.50\n",
       "Name: TotalCharges, Length: 7043, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_numeric(df.TotalCharges, errors = 'coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "18fa2c1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "7038    False\n",
       "7039    False\n",
       "7040    False\n",
       "7041    False\n",
       "7042    False\n",
       "Name: TotalCharges, Length: 7043, dtype: bool"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_numeric(df.TotalCharges, errors = 'coerce').isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f28d4a4b",
   "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>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>52.55</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>20.25</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>80.85</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>25.75</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>56.05</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3331</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>19.85</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3826</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>25.35</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4380</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>20.00</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5218</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>19.70</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6670</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>73.35</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6754</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>61.90</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "488   Female              0     Yes        Yes       0           No   \n",
       "753     Male              0      No        Yes       0          Yes   \n",
       "936   Female              0     Yes        Yes       0          Yes   \n",
       "1082    Male              0     Yes        Yes       0          Yes   \n",
       "1340  Female              0     Yes        Yes       0           No   \n",
       "3331    Male              0     Yes        Yes       0          Yes   \n",
       "3826    Male              0     Yes        Yes       0          Yes   \n",
       "4380  Female              0     Yes        Yes       0          Yes   \n",
       "5218    Male              0     Yes        Yes       0          Yes   \n",
       "6670  Female              0     Yes        Yes       0          Yes   \n",
       "6754    Male              0      No        Yes       0          Yes   \n",
       "\n",
       "         MultipleLines InternetService       OnlineSecurity  \\\n",
       "488   No phone service             DSL                  Yes   \n",
       "753                 No              No  No internet service   \n",
       "936                 No             DSL                  Yes   \n",
       "1082               Yes              No  No internet service   \n",
       "1340  No phone service             DSL                  Yes   \n",
       "3331                No              No  No internet service   \n",
       "3826               Yes              No  No internet service   \n",
       "4380                No              No  No internet service   \n",
       "5218                No              No  No internet service   \n",
       "6670               Yes             DSL                   No   \n",
       "6754               Yes             DSL                  Yes   \n",
       "\n",
       "             OnlineBackup     DeviceProtection          TechSupport  \\\n",
       "488                    No                  Yes                  Yes   \n",
       "753   No internet service  No internet service  No internet service   \n",
       "936                   Yes                  Yes                   No   \n",
       "1082  No internet service  No internet service  No internet service   \n",
       "1340                  Yes                  Yes                  Yes   \n",
       "3331  No internet service  No internet service  No internet service   \n",
       "3826  No internet service  No internet service  No internet service   \n",
       "4380  No internet service  No internet service  No internet service   \n",
       "5218  No internet service  No internet service  No internet service   \n",
       "6670                  Yes                  Yes                  Yes   \n",
       "6754                  Yes                   No                  Yes   \n",
       "\n",
       "              StreamingTV      StreamingMovies  Contract PaperlessBilling  \\\n",
       "488                   Yes                   No  Two year              Yes   \n",
       "753   No internet service  No internet service  Two year               No   \n",
       "936                   Yes                  Yes  Two year               No   \n",
       "1082  No internet service  No internet service  Two year               No   \n",
       "1340                  Yes                   No  Two year               No   \n",
       "3331  No internet service  No internet service  Two year               No   \n",
       "3826  No internet service  No internet service  Two year               No   \n",
       "4380  No internet service  No internet service  Two year               No   \n",
       "5218  No internet service  No internet service  One year              Yes   \n",
       "6670                  Yes                   No  Two year               No   \n",
       "6754                   No                   No  Two year              Yes   \n",
       "\n",
       "                  PaymentMethod  MonthlyCharges TotalCharges Churn  \n",
       "488   Bank transfer (automatic)           52.55                 No  \n",
       "753                Mailed check           20.25                 No  \n",
       "936                Mailed check           80.85                 No  \n",
       "1082               Mailed check           25.75                 No  \n",
       "1340    Credit card (automatic)           56.05                 No  \n",
       "3331               Mailed check           19.85                 No  \n",
       "3826               Mailed check           25.35                 No  \n",
       "4380               Mailed check           20.00                 No  \n",
       "5218               Mailed check           19.70                 No  \n",
       "6670               Mailed check           73.35                 No  \n",
       "6754  Bank transfer (automatic)           61.90                 No  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[pd.to_numeric(df.TotalCharges, errors = 'coerce').isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a828edfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 20)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "635be4e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7032, 20)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df[df.TotalCharges != \" \"]\n",
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a4801e6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender               object\n",
       "SeniorCitizen         int64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure                int64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "MonthlyCharges      float64\n",
       "TotalCharges         object\n",
       "Churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "55b2581b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shash\\AppData\\Local\\Temp\\ipykernel_4236\\973151263.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df1.TotalCharges = pd.to_numeric(df1.TotalCharges)\n"
     ]
    }
   ],
   "source": [
    "df1.TotalCharges = pd.to_numeric(df1.TotalCharges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "be78029d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender               object\n",
       "SeniorCitizen         int64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure                int64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "MonthlyCharges      float64\n",
       "TotalCharges        float64\n",
       "Churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0409941f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tenure_churn_no = df1[df1.Churn == 'No'].tenure\n",
    "tenure_churn_yes = df1[df1.Churn == 'Yes'].tenure\n",
    "\n",
    "plt.xlabel(\"tenure\")\n",
    "plt.ylabel(\"Number of customers\")\n",
    "plt.title('Customer Churn Prediction')\n",
    "plt.hist([tenure_churn_yes,tenure_churn_no], color=['green','red'],label =['Churn = Yes','Churn = No'])\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cd2b647c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J9OnTR5ibmwu5XC6efvpp8e2330rzH/QbfNDwPfv27RM+Pj5Sf8OGDRNnzpxRaf88qEaixkwmBO8CJSIiImrqeE8dERERkR5gqCMiIiLSAwx1RERERHqAoY6IiIhIDzDUEREREekBhjoiIiIiPcDBh1VQVVWF69evw9raWuXX1BARERE9KiEEbt26BWdn5zrfZ81Qp4Lr16/rzUuriYiIqOm5du0aWrZs+dA2DHUqqH7N0bVr1yCXy3VcDRERET0uCgsL4eLiotIrFxnqVFB9yVUulzPUERERUYNT5fYvPihBREREpAcY6oiIiIj0AEMdERERkR7gPXVEREQ6UFlZiYqKCl2XQTpmbGwMQ0NDjfTFUEdERNSAhBBQKBTIz8/XdSnUSNja2sLJyemRx8JlqCMiImpA1YHOwcEBFhYWHNT+MSaEQElJCXJzcwEALVq0eKT+GOqIiIgaSGVlpRTomjdvrutyqBEwNzcHAOTm5sLBweGRLsXyQQkiIqIGUn0PnYWFhY4rocak+vfwqPdYMtQRERE1MF5ypXtp6vfAUEdERESkBxjqiIiISGNkMhl27typ6zIeS3xQgoiIqBGQLWm4S7JikajXcgqFAh988AF+/vln/PXXX3BwcED37t0xffp0DBw4UMNV6lZZWRl69uwJHx8frF+/Xmne7NmzsXXrVpw4cQLW1tY6qrAmhjoiIiKq0+XLl+Hj4wNbW1usXLkSnp6eqKiowJ49exAaGoqzZ89qbd3l5eUwMTHRWv+1MTU1xddffw1vb28EBATAz88PAHD48GF89NFH2LdvX6MKdAAvvxIREZEKJk+eDJlMhiNHjiAgIAAdOnSAh4cHwsPDcfjwYaW2//zzD1566SVYWFigffv2+Omnn6R5sbGxsLW1VWq/c+dOpYcFFi9ejO7du+OLL76Am5sbzMzMANy9tPvFF188sG9N69WrF+bPn4+QkBDk5+ejtLQU48aNw5QpUzBgwAAcOnQI/fr1g7m5OVxcXDB16lQUFxdLy3/66ado3749zMzM4OjoiJdffllrtQIMdURERFSHvLw8xMXFITQ0FJaWljXm3x/SlixZgpEjR+LEiRPw9/dHUFAQ8vLy1FrnhQsXsG3bNmzfvh0ZGRn17nvSpEmwsrJ66Odh5s+fDycnJ0ydOhXvvvsuZDIZli1bhosXL2Lw4MEICAjAiRMn8P333+PQoUMICwsDABw9ehRTp07F0qVLkZWVhbi4OPTv31+tfaAuXn4lIiKih7pw4QKEEOjUqZNK7ceOHYtRo0YBAJYtW4aoqCgcOXIEgwcPVnmd5eXl+Prrr2Fvb/9IfS9duhRvv/22yuu9n5GREb7++mv06tULVVVVSEpKgpmZGSIiIhAUFITp06cDANq3b4+oqCgMGDAAMTExuHr1KiwtLfHf//4X1tbWcHV1RY8ePepdh0q1arV30i1tjIMk6ndzLRERNV1Czf/3d+3aVfqzpaUl5HK59CosVbm6utYIdPXp28HBAQ4ODmqt+37u7u4ICAhAfn4+vLy8AADHjx/HiRMnsHnzZqmdEAJVVVXIzs7G888/D1dXV7Rp0waDBw/G4MGDpcvG2sLLr0RERPRQ7du3h0wmU/lhCGNjY6XvMpkMVVVVAAADA4MaIbG2NynUdpm3rr5r86iXX6sZGRnByOj/zoUVFRXhzTffREZGhvQ5fvw4zp8/j7Zt28La2hrp6en49ttv0aJFCyxcuBDdunVDfn6+SuurD56pIyIiooeys7ODn58foqOjMXXq1BqBKz8/v8Z9dQ9ib2+PW7duobi4WOrn3nvmNO1RL78+SM+ePXHmzBm0a9fugW2MjIzg6+sLX19fLFq0CLa2tkhISMCIESM0Xg/AUEdEREQqiI6Oho+PD55++mksXboUXbt2xZ07dxAfH4+YmBhkZmaq1E/v3r1hYWGBd955B1OnTkVKSgpiY2O1VrcmLr/WZs6cOfjPf/6DsLAwvPHGG7C0tMSZM2cQHx+PTz75BLt378alS5fQv39/NGvWDL/88guqqqrQsWNHjddSjZdfiYiIqE5t2rRBeno6nn32WcycORNdunTB888/j/379yMmJkblfuzs7LBp0yb88ssv8PT0xLfffovFixdrr3At6dq1Kw4ePIhz586hX79+6NGjBxYuXAhnZ2cAd58I3r59O5577jl07twZ69atw7fffgsPDw+t1SQT6t79+BgqLCyEjY0NCgoKIJfLdV2O6vigBBFRo1JaWors7GylsdeIHva7UCeD8EwdERERkR5gqCMiIiLSAzoNdYmJiRg2bBicnZ0hk8mwc+fOB7adNGkSZDIZ1qxZozQ9Ly8PQUFBkMvlsLW1RUhICIqKipTanDhxAv369YOZmRlcXFwQGRmpha0hIiIi0h2dhrri4mJ069YN0dHRD223Y8cOHD58WLr58F5BQUE4ffo04uPjsXv3biQmJmLixInS/MLCQgwaNAiurq5IS0vDypUrsXjxYqxfv17j20NERESkKzod0mTIkCEYMmTIQ9v89ddfmDJlCvbs2YOhQ4cqzcvMzERcXBxSU1OlEZ7Xrl0Lf39/rFq1Cs7Ozti8eTPKy8vx1VdfwcTEBB4eHsjIyMDq1auVwh8RERFRU9ao76mrqqrCmDFjMGvWrFofAU5OToatra0U6ADA19cXBgYGSElJkdr0798fJiYmUhs/Pz9kZWXh5s2b2t8IIiIiogbQqAcfXrFiBYyMjDB16tRa5ysUihoDChoZGcHOzg4KhUJq4+bmptTG0dFRmtesWbMa/ZaVlaGsrEz6XlhY+EjbQURERKRtjfZMXVpaGj7++GPExsZCpo3x1h4iIiICNjY20sfFxaVB109ERESkrkYb6n7//Xfk5uaiVatW0kt0r1y5gpkzZ6J169YAACcnJ+Tm5iotd+fOHeTl5cHJyUlqk5OTo9Sm+nt1m/vNmzcPBQUF0ufatWsa3joiIiIizWq0oW7MmDE4ceIEMjIypI+zszNmzZqFPXv2AAC8vb2Rn5+PtLQ0abmEhARUVVWhd+/eUpvExERUVFRIbeLj49GxY8daL70CgKmpKeRyudKHiIiI6lbXEGWkPToNdUVFRVJgA4Ds7GxkZGTg6tWraN68Obp06aL0MTY2hpOTk/Qy3M6dO2Pw4MGYMGECjhw5gqSkJISFhSEwMFAa/mT06NEwMTFBSEgITp8+je+//x4ff/wxwsPDdbXZRERENclkDfepJ4VCgSlTpqBNmzYwNTWFi4sLhg0bhv3792twRzQuzzzzDGQyGb777jul6WvWrJGuHDYWOg11R48eRY8ePdCjRw8AQHh4uPRCXFVt3rwZnTp1wsCBA+Hv74++ffsqjUFnY2ODvXv3Ijs7G7169cLMmTOxcOFCDmdCRESkhsuXL6NXr15ISEjAypUrcfLkScTFxeHZZ59FaGioVtddXl6u1f7rYmZmhnfffVfpql9jpNNQ98wzz0AIUeMTGxtba/vLly9j+vTpStPs7OywZcsW3Lp1CwUFBfjqq69gZWWl1KZr1674/fffUVpaij///BNz5szR0hYRERHpp8mTJ0Mmk+HIkSMICAhAhw4d4OHhgfDwcBw+fFip7T///IOXXnoJFhYWaN++PX766SdpXmxsLGxtbZXa79y5U+mhyMWLF6N79+744osvlF5yL5PJ8MUXXzywb20ZNWoU8vPz8fnnnz+0XUxMDNq2bQsTExN07NgR33zzjdZru1ejvaeOiIiIGoe8vDzExcUhNDQUlpaWNebfH9KWLFmCkSNH4sSJE/D390dQUBDy8vLUWueFCxewbds2bN++XbpNqz59T5o0CVZWVg/91EUul2P+/PlYunQpiouLa22zY8cOTJs2DTNnzsSpU6fw5ptvYty4cThw4IBa2/0oGOqIiIjooS5cuAAhBDp16qRS+7Fjx2LUqFFo164dli1bhqKiIhw5ckStdZaXl+Prr79Gjx490LVr13r3vXTpUqWHLmv7qGLy5MkwMzPD6tWra52/atUqjB07FpMnT0aHDh0QHh6OESNGYNWqVWpt96No1IMPExERke4JIdRqf28Is7S0hFwurzEEWV1cXV1hb2//yH07ODjUeFFBfZiammLp0qWYMmUK3nrrrRrzMzMza9yv7+Pjg48//viR160qnqkjIiKih2rfvj1kMhnOnj2rUntjY2Ol7zKZDFVVVQAAAwODGiGxtgcQarvMW1fftdHE5ddqr732GlxdXfH++++rvExDYqgjIiKih7Kzs4Ofnx+io6NrvacsPz9f5b7s7e1x69YtpX5UvQRaH5q6/ArcDaQRERGIiYnB5cuXleZ17twZSUlJStOSkpLg7u6uga1QDS+/EhERUZ2io6Ph4+ODp59+GkuXLkXXrl1x584dxMfHIyYmBpmZmSr107t3b1hYWOCdd97B1KlTkZKS8sBRLzRBU5dfqw0dOhS9e/fGZ599Jr1LHgBmzZqFkSNHokePHvD19cWuXbuwfft27Nu3T2PrrgvP1BEREVGd2rRpg/T0dDz77LOYOXMmunTpgueffx779+9HTEyMyv3Y2dlh06ZN+OWXX+Dp6Ylvv/0Wixcv1l7hWrBixQqUlpYqTRs+fDg+/vhjrFq1Ch4eHvjss8+wYcMGPPPMMw1Wl0yoe/fjY6iwsBA2NjYoKChoWq8Me4RRwx+IPxcionorLS1Fdna20thrRA/7XaiTQXimjoiIiEgPMNQRERER6QGGOiIiIiI9wFBHREREpAcY6oiIiIj0AEMdERFRA3vYGxDo8aOp3wMHHyYiImogJiYmMDAwwPXr12Fvbw8TExPItDH8FDUJQgiUl5fj77//hoGBAUxMTB6pP4Y6IiKiBmJgYAA3NzfcuHED169f13U51EhYWFigVatWMDB4tAuoDHVEREQNyMTEBK1atcKdO3dQWVmp63JIxwwNDWFkZKSRM7YMdURERA1MJpPB2NgYxsbGui6F9AgflCAiIiLSAwx1RERERHqAoY6IiIhIDzDUEREREekBhjoiIiIiPcBQR0RERKQHGOqIiIiI9ABDHREREZEeYKgjIiIi0gMMdURERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3AUEdERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDDHVEREREeoChjoiIiEgPMNQRERER6QGGOiIiIiI9wFBHREREpAd0GuoSExMxbNgwODs7QyaTYefOndK8iooKzJkzB56enrC0tISzszNef/11XL9+XamPvLw8BAUFQS6Xw9bWFiEhISgqKlJqc+LECfTr1w9mZmZwcXFBZGRkQ2weERERUYPRaagrLi5Gt27dEB0dXWNeSUkJ0tPTsWDBAqSnp2P79u3IysrCCy+8oNQuKCgIp0+fRnx8PHbv3o3ExERMnDhRml9YWIhBgwbB1dUVaWlpWLlyJRYvXoz169drffuIiIiIGopMCCF0XQQAyGQy7NixA8OHD39gm9TUVDz99NO4cuUKWrVqhczMTLi7uyM1NRVeXl4AgLi4OPj7++PPP/+Es7MzYmJiMH/+fCgUCpiYmAAA5s6di507d+Ls2bMq1VZYWAgbGxsUFBRALpc/8rY2GJlM8302jp8LERHRY0GdDNKk7qkrKCiATCaDra0tACA5ORm2trZSoAMAX19fGBgYICUlRWrTv39/KdABgJ+fH7KysnDz5s1a11NWVobCwkKlDxEREVFj1mRCXWlpKebMmYNRo0ZJSVWhUMDBwUGpnZGREezs7KBQKKQ2jo6OSm2qv1e3uV9ERARsbGykj4uLi6Y3h4iIiEijmkSoq6iowMiRIyGEQExMjNbXN2/ePBQUFEifa9euaX2dRERERI/CSNcF1KU60F25cgUJCQlK15OdnJyQm5ur1P7OnTvIy8uDk5OT1CYnJ0epTfX36jb3MzU1hampqSY3g4iIiEirGvWZuupAd/78eezbtw/NmzdXmu/t7Y38/HykpaVJ0xISElBVVYXevXtLbRITE1FRUSG1iY+PR8eOHdGsWbOG2RAiIiIiLdNpqCsqKkJGRgYyMjIAANnZ2cjIyMDVq1dRUVGBl19+GUePHsXmzZtRWVkJhUIBhUKB8vJyAEDnzp0xePBgTJgwAUeOHEFSUhLCwsIQGBgIZ2dnAMDo0aNhYmKCkJAQnD59Gt9//z0+/vhjhIeH62qziYiIiDROp0Oa/Pbbb3j22WdrTA8ODsbixYvh5uZW63IHDhzAM888A+Du4MNhYWHYtWsXDAwMEBAQgKioKFhZWUntT5w4gdDQUKSmpuKJJ57AlClTMGfOHJXr5JAm9+CQJkRERA1GnQzSaMapa8wY6u7BnwsREVGD0dtx6oiIiIiodgx1RERERHqAoY6IiIhIDzDUEREREekBhjoiIiIiPcBQR0RERKQHGOqIiIiI9ABDHREREZEeYKgjIiIi0gMMdURERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3AUEdERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDDHVEREREeoChjoiIiEgPMNQRERER6QGGOiIiIiI9wFBHREREpAcY6oiIiIj0AEMdERERkR5gqCMiIiLSAwx1RERERHqAoY6IiIhIDzDUEREREekBhjoiIiIiPcBQR0RERKQH1A516enpOHnypPT9f//7H4YPH4533nkH5eXlGi2OiIiIiFSjdqh78803ce7cOQDApUuXEBgYCAsLC2zduhWzZ8/WeIFEREREVDe1Q925c+fQvXt3AMDWrVvRv39/bNmyBbGxsdi2bZum6yMiIiIiFagd6oQQqKqqAgDs27cP/v7+AAAXFxf8888/mq2OiIiIiFSidqjz8vLC+++/j2+++QYHDx7E0KFDAQDZ2dlwdHTUeIFEREREVDe1Q92aNWuQnp6OsLAwzJ8/H+3atQMA/Pjjj+jTp4/GCyQiIiKiuhmp07iyshL5+flITExEs2bNlOatXLkShoaGGi2OiIiIiFSj1pk6Q0NDDBo0CPn5+TXmmZmZwdjYWFN1EREREZEa1L782qVLF1y6dEkbtRARERFRPakd6t5//328/fbb2L17N27cuIHCwkKljzoSExMxbNgwODs7QyaTYefOnUrzhRBYuHAhWrRoAXNzc/j6+uL8+fNKbfLy8hAUFAS5XA5bW1uEhISgqKhIqc2JEyfQr18/mJmZwcXFBZGRkepuNhEREVGjpnao8/f3x/Hjx/HCCy+gZcuWaNasGZo1awZbW9sa99nVpbi4GN26dUN0dHSt8yMjIxEVFYV169YhJSUFlpaW8PPzQ2lpqdQmKCgIp0+fRnx8PHbv3o3ExERMnDhRml9YWIhBgwbB1dUVaWlpWLlyJRYvXoz169eru+lEREREjZZMCCHUWeDgwYMPnT9gwID6FSKTYceOHRg+fDiAu2fpnJ2dMXPmTLz99tsAgIKCAjg6OiI2NhaBgYHIzMyEu7s7UlNT4eXlBQCIi4uDv78//vzzTzg7OyMmJgbz58+HQqGAiYkJAGDu3LnYuXMnzp49q1JthYWFsLGxQUFBAeRyeb22TydkMs33qd7PhYiIiB6BOhlEradfgfqHNnVlZ2dDoVDA19dXmmZjY4PevXsjOTkZgYGBSE5Ohq2trRToAMDX1xcGBgZISUnBSy+9hOTkZPTv318KdADg5+eHFStW4ObNm2qfXSQiIiJqjNS+/AoAv//+O1577TX06dMHf/31FwDgm2++waFDhzRWmEKhAIAaAxo7OjpK8xQKBRwcHJTmGxkZwc7OTqlNbX3cu477lZWVPdK9gkREREQNTe1Qt23bNvj5+cHc3Bzp6ekoKysDcPfS6LJlyzReoC5ERETAxsZG+ri4uOi6JCIiIqKHqtfTr+vWrcPnn3+uNC6dj48P0tPTNVaYk5MTACAnJ0dpek5OjjTPyckJubm5SvPv3LmDvLw8pTa19XHvOu43b948FBQUSJ9r1649+gYRERERaZHaoS4rKwv9+/evMd3GxqbWQYnry83NDU5OTti/f780rbCwECkpKfD29gYAeHt7Iz8/H2lpaVKbhIQEVFVVoXfv3lKbxMREVFRUSG3i4+PRsWPHB95PZ2pqCrlcrvQhIiIiaszUDnVOTk64cOFCjemHDh1CmzZt1OqrqKgIGRkZyMjIAHD34YiMjAxcvXoVMpkM06dPx/vvv4+ffvoJJ0+exOuvvw5nZ2fpCdnOnTtj8ODBmDBhAo4cOYKkpCSEhYUhMDAQzs7OAIDRo0fDxMQEISEhOH36NL7//nt8/PHHCA8PV3fTiYiIiBovoaZly5YJd3d3cfjwYWFtbS1+//13sWnTJmFvby+ioqLU6uvAgQMCQI1PcHCwEEKIqqoqsWDBAuHo6ChMTU3FwIEDRVZWllIf//77rxg1apSwsrIScrlcjBs3Tty6dUupzfHjx0Xfvn2FqampePLJJ8Xy5cvVqrOgoEAAEAUFBWotp3N3ByDR7IeIiIgajDoZRO1x6oQQWLZsGSIiIlBSUgLg7uXKt99+G++9955mE2cjwXHq7sFx6oiIiBqMOhlE7VBXrby8HBcuXEBRURHc3d1hZWVVr2KbAoa6ezDUERERNRitDj5czcTEBO7u7vVdnIiIiIg0SO1QV1pairVr1+LAgQPIzc1FVVWV0nxNDmtCRERERKpRO9SFhIRg7969ePnll/H0009Dpo1LfERERESkFrVD3e7du/HLL7/Ax8dHG/UQERERUT2oPU7dk08+CWtra23UQkRERET1pHao+/DDDzFnzhxcuXJFG/UQERERUT2offnVy8sLpaWlaNOmDSwsLJTe/woAeXl5GiuOiIiIiFSjdqgbNWoU/vrrLyxbtgyOjo58UIKIiIioEVA71P3xxx9ITk5Gt27dtFEPEREREdWD2vfUderUCbdv39ZGLURERERUT2qHuuXLl2PmzJn47bff8O+//6KwsFDpQ0REREQNT+13vxoY3M2B999LJ4SATCZDZWWl5qprJPju13vw3a9EREQNRqvvfj1w4EC9CyMiIiIi7VA71A0YMEAbdRARERHRI1A71AFAfn4+vvzyS2RmZgIAPDw8MH78eNjY2Gi0OCIiIiJSjdoPShw9ehRt27bFRx99hLy8POTl5WH16tVo27Yt0tPTtVEjEREREdVB7Qcl+vXrh3bt2uHzzz+HkdHdE3137tzBG2+8gUuXLiExMVErheoSH5S4Bx+UICIiajDqZBC1Q525uTmOHTuGTp06KU0/c+YMvLy8UFJSon7FjRxD3T0Y6oiIiBqMOhlE7cuvcrkcV69erTH92rVrsLa2Vrc7IiIiItIAtUPdq6++ipCQEHz//fe4du0arl27hu+++w5vvPEGRo0apY0aiYiIiKgOaj/9umrVKshkMrz++uu4c+cOAMDY2BhvvfUWli9frvECiYiIiKhuat9TV62kpAQXL14EALRt2xYWFhYaLawx4T119+A9dURERA1Gq/fUjR8/Hrdu3YKFhQU8PT3h6ekJCwsLFBcXY/z48fUumoiIiIjqT+1Qt3HjRty+fbvG9Nu3b+Prr7/WSFFEREREpB6V76krLCyEEAJCCNy6dQtmZmbSvMrKSvzyyy9wcHDQSpFERERE9HAqhzpbW1vIZDLIZDJ06NChxnyZTIYlS5ZotDgiIiIiUo3Koe7AgQMQQuC5557Dtm3bYGdnJ80zMTGBq6srnJ2dtVIkERERET2cyqFuwIABAIDs7Gy0atUKMm08WUlERERE9aL2gxKZmZlISkqSvkdHR6N79+4YPXo0bt68qdHiiIiIiEg1aoe6WbNmobCwEABw8uRJhIeHw9/fH9nZ2QgPD9d4gURERERUN7XfKJGdnQ13d3cAwLZt2zBs2DAsW7YM6enp8Pf313iBRERERFQ3tc/UmZiYoKSkBACwb98+DBo0CABgZ2cnncEjIiIiooal9pm6vn37Ijw8HD4+Pjhy5Ai+//57AMC5c+fQsmVLjRdIRERERHVT+0zdJ598AiMjI/z444+IiYnBk08+CQD49ddfMXjwYI0XSERERER1kwnBN7TXRZ2X6TYq2hh2hj8XIiKiBqNOBlH78uvVq1cfOr9Vq1bqdklEREREj0jtUNe6deuHDjxcWVn5SAURERERkfrUDnXHjh1T+l5RUYFjx45h9erV+OCDDzRWGBERERGpTu1Q161btxrTvLy84OzsjJUrV2LEiBEaKYyIiIiIVKf2068P0rFjR6SmpmqqOwB3L+UuWLAAbm5uMDc3R9u2bfHee+/h3mc7hBBYuHAhWrRoAXNzc/j6+uL8+fNK/eTl5SEoKAhyuRy2trYICQlBUVGRRmslIiIi0iW1Q11hYaHSp6CgAGfPnsW7776L9u3ba7S4FStWICYmBp988gkyMzOxYsUKREZGYu3atVKbyMhIREVFYd26dUhJSYGlpSX8/PxQWloqtQkKCsLp06cRHx+P3bt3IzExERMnTtRorURERES6pPaQJgYGBjUelBBCwMXFBd999x28vb01Vtx///tfODo64ssvv5SmBQQEwNzcHJs2bYIQAs7Ozpg5cybefvttAEBBQQEcHR0RGxuLwMBAZGZmwt3dHampqfDy8gIAxMXFwd/fH3/++SecnZ3rrINDmtyDQ5oQERE1GK0OaZKQkKAU6gwMDGBvb4927drByEjt7h6qT58+WL9+Pc6dO4cOHTrg+PHjOHToEFavXg3g7ntoFQoFfH19pWVsbGzQu3dvJCcnIzAwEMnJybC1tZUCHQD4+vrCwMAAKSkpeOmll2qst6ysDGVlZdJ3vv6MiIiIGju1U9gzzzyjhTJqN3fuXBQWFqJTp04wNDREZWUlPvjgAwQFBQEAFAoFAMDR0VFpOUdHR2meQqGAg4OD0nwjIyPY2dlJbe4XERGBJUuWaHpziIiIiLRG7XvqIiIi8NVXX9WY/tVXX2HFihUaKaraDz/8gM2bN2PLli1IT0/Hxo0bsWrVKmzcuFGj67nfvHnzUFBQIH2uXbum1fURERERPSq1Q91nn32GTp061Zju4eGBdevWaaSoarNmzcLcuXMRGBgIT09PjBkzBjNmzEBERAQAwMnJCQCQk5OjtFxOTo40z8nJCbm5uUrz79y5g7y8PKnN/UxNTSGXy5U+RERERI2Z2qFOoVCgRYsWNabb29vjxo0bGimqWklJCQwMlEs0NDREVVUVAMDNzQ1OTk7Yv3+/NL+wsBApKSnSAxve3t7Iz89HWlqa1CYhIQFVVVXo3bu3RuslIiIi0hW176lzcXFBUlIS3NzclKYnJSWp9CSpOoYNG4YPPvgArVq1goeHh/TmivHjxwMAZDIZpk+fjvfffx/t27eHm5sbFixYAGdnZwwfPhwA0LlzZwwePBgTJkzAunXrUFFRgbCwMAQGBmq8XiIiIiJdUTvUTZgwAdOnT0dFRQWee+45AMD+/fsxe/ZszJw5U6PFrV27FgsWLMDkyZORm5sLZ2dnvPnmm1i4cKHUZvbs2SguLsbEiRORn5+Pvn37Ii4uDmZmZlKbzZs3IywsDAMHDoSBgQECAgIQFRWl0VqJiIiIdEntceqEEJg7dy6ioqJQXl4OADAzM8OcOXOUwpY+4Th19+A4dURERA1GnQyidqirVlRUhMzMTJibm6N9+/YwNTWtV7FNAUPdPRjqiIiIGoxWBx+uZmVlhaeeeqq+ixMRERGRBqn99CsRERERNT4MdURERER6gKGOiIiISA+oFOp69uyJmzdvAgCWLl2KkpISrRZFREREROpRKdRlZmaiuLgYALBkyRIUFRVptSgiIiIiUo9KT792794d48aNQ9++fSGEwKpVq2BlZVVrW30dq46IiIioMVNpnLqsrCwsWrQIFy9eRHp6Otzd3WFkVDMPymQypKena6VQXeI4dffgOHVEREQNRquDDxsYGEChUMDBweGRimxKGOruwVBHRETUYLQ6+HBVVVW9CyMiIiIi7ajXGyUuXryINWvWIDMzEwDg7u6OadOmoW3bthotjoiIiIhUo/Y4dXv27IG7uzuOHDmCrl27omvXrkhJSYGHhwfi4+O1USMRERER1UHte+p69OgBPz8/LF++XGn63LlzsXfvXj4o0ZjwnjoiIqImTZ0MovaZuszMTISEhNSYPn78eJw5c0bd7oiIiIhIA9QOdfb29sjIyKgxPSMj47F6IpaIiIioMVH7QYkJEyZg4sSJuHTpEvr06QMASEpKwooVKxAeHq7xAomIiIiobmrfUyeEwJo1a/Dhhx/i+vXrAABnZ2fMmjULU6dOhUwb93HpGO+puwfvqSMiImowWh18+F63bt0CAFhbW9e3iyaBoe4eDHVEREQNRquDD99L38McERERUVOh9oMSRERERNT4MNQRERER6QGGOiIiIiI9oFaoq6iowMCBA3H+/Hlt1UNERERE9aBWqDM2NsaJEye0VQsRERER1ZPal19fe+01fPnll9qohYiIiIjqSe0hTe7cuYOvvvoK+/btQ69evWBpaak0f/Xq1RorjoiIiIhUo3aoO3XqFHr27AkAOHfunNI8fXybBBEREVFToHaoO3DggDbqICIiIqJHUO8hTS5cuIA9e/bg9u3bAO6+E5aIiIiIdEPtUPfvv/9i4MCB6NChA/z9/XHjxg0AQEhICGbOnKnxAomIiIiobmqHuhkzZsDY2BhXr16FhYWFNP3VV19FXFycRosjIiIiItWofU/d3r17sWfPHrRs2VJpevv27XHlyhWNFUZEREREqlP7TF1xcbHSGbpqeXl5MDU11UhRRERERKQetUNdv3798PXXX0vfZTIZqqqqEBkZiWeffVajxRERERGRatS+/BoZGYmBAwfi6NGjKC8vx+zZs3H69Gnk5eUhKSlJGzUSERERUR3UPlPXpUsXnDt3Dn379sWLL76I4uJijBgxAseOHUPbtm21USMRERER1UEmOMBcnQoLC2FjY4OCggLI5XJdl6M6bbzhgz8XIiKiBqNOBlH78isA3Lx5E19++SUyMzMBAO7u7hg3bhzs7Ozq0x0RERERPSK1L78mJiaidevWiIqKws2bN3Hz5k1ERUXBzc0NiYmJGi/wr7/+wmuvvYbmzZvD3Nwcnp6eOHr0qDRfCIGFCxeiRYsWMDc3h6+vL86fP6/UR15eHoKCgiCXy2Fra4uQkBAUFRVpvFYiIiIiXVE71IWGhuLVV19FdnY2tm/fju3bt+PSpUsIDAxEaGioRou7efMmfHx8YGxsjF9//RVnzpzBhx9+iGbNmkltIiMjERUVhXXr1iElJQWWlpbw8/NDaWmp1CYoKAinT59GfHw8du/ejcTEREycOFGjtRIRERHpktr31JmbmyMjIwMdO3ZUmp6VlYXu3btL74LVhLlz5yIpKQm///57rfOFEHB2dsbMmTPx9ttvAwAKCgrg6OiI2NhYBAYGIjMzE+7u7khNTYWXlxcAIC4uDv7+/vjzzz/h7OxcZx28p+4evKeOiIiowaiTQdQ+U9ezZ0/pXrp7ZWZmolu3bup291A//fQTvLy88Morr8DBwQE9evTA559/Ls3Pzs6GQqGAr6+vNM3Gxga9e/dGcnIyACA5ORm2trZSoAMAX19fGBgYICUlpdb1lpWVobCwUOlDRERE1Jip9KDEiRMnpD9PnToV06ZNw4ULF/Cf//wHAHD48GFER0dj+fLlGi3u0qVLiImJQXh4ON555x2kpqZi6tSpMDExQXBwMBQKBQDA0dFRaTlHR0dpnkKhgIODg9J8IyMj2NnZSW3uFxERgSVLlmh0W4iIiIi0SaVQ1717d8hkMtx7pXb27Nk12o0ePRqvvvqqxoqrqqqCl5cXli1bBgDo0aMHTp06hXXr1iE4OFhj67nfvHnzEB4eLn0vLCyEi4uL1tZHRET30fTtI7x1hB4DKoW67OxsbddRqxYtWsDd3V1pWufOnbFt2zYAgJOTEwAgJycHLVq0kNrk5OSge/fuUpvc3FylPu7cuYO8vDxp+fuZmpryPbZERETUpKgU6lxdXbVdR618fHyQlZWlNO3cuXNSPW5ubnBycsL+/fulEFdYWIiUlBS89dZbAABvb2/k5+cjLS0NvXr1AgAkJCSgqqoKvXv3briNISIiItKieg0+fP36dRw6dAi5ubmoqqpSmjd16lSNFAYAM2bMQJ8+fbBs2TKMHDkSR44cwfr167F+/XoAgEwmw/Tp0/H++++jffv2cHNzw4IFC+Ds7Izhw4cDuHtmb/DgwZgwYQLWrVuHiooKhIWFITAwUKUnX4mIiIiaArWHNImNjcWbb74JExMTNG/eHLJ77nuQyWS4dOmSRgvcvXs35s2bh/Pnz8PNzQ3h4eGYMGGCNF8IgUWLFmH9+vXIz89H37598emnn6JDhw5Sm7y8PISFhWHXrl0wMDBAQEAAoqKiYGVlpVINHNLkHrwvhYgaAu+pIwKgXgZRO9S5uLhg0qRJmDdvHgwM1B4RpUliqLsH/8dIRA2BoY4IgJbHqSspKUFgYOBjE+iIiIiImgK1k1lISAi2bt2qjVqIiIiIqJ7UvvxaWVmJ//73v7h9+zY8PT1hbGysNH/16tUaLbAx4OXXe/ASBhE1BF5+JQKgXgZR++nXiIgI7NmzR3r36/0PShARERFRw1M71H344Yf46quvMHbsWC2UQ0RERET1ofY9daampvDx8dFGLURERERUT2qHumnTpmHt2rXaqIWIiEi/yGSa/RA9hNqXX48cOYKEhATs3r0bHh4eNR6U2L59u8aKIyIiIiLVqB3qbG1tMWLECG3UQkREj4JPjBI91tQOdRs2bNBGHURERET0CPhaCCIiIiI9oPaZOjc3t4eOR3fp0qVHKoiIiIiI1Kd2qJs+fbrS94qKChw7dgxxcXGYNWuWpuoiIiIiIjWoHeqmTZtW6/To6GgcPXr0kQsiIiIiIvVp7J66IUOGYNu2bZrqjoiIiIjUoLFQ9+OPP8LOzk5T3RERERGRGtS+/NqjRw+lByWEEFAoFPj777/x6aefarQ4IiIiIlKN2qFu+PDhSt8NDAxgb2+PZ555Bp06ddJUXURERESkBpkQHDK8LoWFhbCxsUFBQQHkcrmuy1GdNt4TyJ8LUeOlT2+U0Jdt0ZftIJ1RJ4Nw8GEiIiIiPaDy5VcDA4OHDjoMADKZDHfu3HnkooiIiIhIPSqHuh07djxwXnJyMqKiolBVVaWRooiIiIhIPSqHuhdffLHGtKysLMydOxe7du1CUFAQli5dqtHiiKgR471CRI8X/jff6NXrnrrr169jwoQJ8PT0xJ07d5CRkYGNGzfC1dVV0/URERERkQrUCnUFBQWYM2cO2rVrh9OnT2P//v3YtWsXunTpoq36iIiIiEgFKl9+jYyMxIoVK+Dk5IRvv/221suxRERERKQbKo9TZ2BgAHNzc/j6+sLQ0PCB7bZv366x4hoLjlN3D94DQdV4f03jo0/HRF+2RV+2A9CvbWlC1MkgKp+pe/311+sc0oSIiIiIdEPlUBcbG6vFMoiIiIjoUfCNEkRERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3AUEdERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDDHVEREREeoChjoiIiEgPNKlQt3z5cshkMkyfPl2aVlpaitDQUDRv3hxWVlYICAhATk6O0nJXr17F0KFDYWFhAQcHB8yaNQt37txp4OqJqFGSyTT/ISLSgSYT6lJTU/HZZ5+ha9euStNnzJiBXbt2YevWrTh48CCuX7+OESNGSPMrKysxdOhQlJeX448//sDGjRsRGxuLhQsXNvQmEBEREWlNkwh1RUVFCAoKwueff45mzZpJ0wsKCvDll19i9erVeO6559CrVy9s2LABf/zxBw4fPgwA2Lt3L86cOYNNmzahe/fuGDJkCN577z1ER0ejvLxcV5tEREREpFFNItSFhoZi6NCh8PX1VZqelpaGiooKpemdOnVCq1atkJycDABITk6Gp6cnHB0dpTZ+fn4oLCzE6dOnG2YDiIiIiLTMSNcF1OW7775Deno6UlNTa8xTKBQwMTGBra2t0nRHR0coFAqpzb2Brnp+9bzalJWVoaysTPpeWFj4KJtAREREpHWN+kzdtWvXMG3aNGzevBlmZmYNtt6IiAjY2NhIHxcXlwZbNxEREVF9NOpQl5aWhtzcXPTs2RNGRkYwMjLCwYMHERUVBSMjIzg6OqK8vBz5+flKy+Xk5MDJyQkA4OTkVONp2Orv1W3uN2/ePBQUFEifa9euaX7jiIiIiDSoUYe6gQMH4uTJk8jIyJA+Xl5eCAoKkv5sbGyM/fv3S8tkZWXh6tWr8Pb2BgB4e3vj5MmTyM3NldrEx8dDLpfD3d291vWamppCLpcrfYiIiIgas0Z9T521tTW6dOmiNM3S0hLNmzeXpoeEhCA8PBx2dnaQy+WYMmUKvL298Z///AcAMGjQILi7u2PMmDGIjIyEQqHAu+++i9DQUJiamjb4NhERERFpQ6MOdar46KOPYGBggICAAJSVlcHPzw+ffvqpNN/Q0BC7d+/GW2+9BW9vb1haWiI4OBhLly7VYdVEREREmiUTQghdF9HYFRYWwsbGBgUFBU3rUqw2Rrbnz4Wqafr3pavflj79d6IvxwTQn23Rl+0A9GtbmhB1MkijvqeOiIiIiFTDUEdERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDTX5IEyIi0i3ZEs0/QcznIonUx1BHRKQjmg5DDEJEjzdefiUiIiLSAwx1RERERHqAoY6IiIhIDzDUEREREekBhjoiIiIiPcBQR0RERKQHGOqIiIiI9ADHqSMiIvr/OHYgNWU8U0dERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDDHVEREREeoChjoiIiEgPMNQRERER6QGGOiIiIiI9wFBHREREpAcY6oiIiIj0AEMdERERkR7gu1+JiIj0jKbfYQvwPbZNAc/UEREREekBhjoiIiIiPcBQR0RERKQHGOqIiIiI9AAflCAiIqLHh0zDD5GIxvMICc/UEREREekBnqkjakia/hci0Kj+lUhERLrDM3VEREREeoChjoiIiEgPMNQRERER6QGGOiIiIiI9wFBHREREpAcY6oiIiIj0QKMOdREREXjqqadgbW0NBwcHDB8+HFlZWUptSktLERoaiubNm8PKygoBAQHIyclRanP16lUMHToUFhYWcHBwwKxZs3Dnzp2G3BQiIiIirWrUoe7gwYMIDQ3F4cOHER8fj4qKCgwaNAjFxcVSmxkzZmDXrl3YunUrDh48iOvXr2PEiBHS/MrKSgwdOhTl5eX4448/sHHjRsTGxmLhwoW62CQiIiIirWjUgw/HxcUpfY+NjYWDgwPS0tLQv39/FBQU4Msvv8SWLVvw3HPPAQA2bNiAzp074/Dhw/jPf/6DvXv34syZM9i3bx8cHR3RvXt3vPfee5gzZw4WL14MExMTXWwaERERkUY16jN19ysoKAAA2NnZAQDS0tJQUVEBX19fqU2nTp3QqlUrJCcnAwCSk5Ph6ekJR0dHqY2fnx8KCwtx+vTpWtdTVlaGwsJCpQ8RERFRY9ZkQl1VVRWmT58OHx8fdOnSBQCgUChgYmICW1tbpbaOjo5QKBRSm3sDXfX86nm1iYiIgI2NjfRxcXHR8NYQERERaVaTCXWhoaE4deoUvvvuO62va968eSgoKJA+165d0/o6iYiIiB5Fo76nrlpYWBh2796NxMREtGzZUpru5OSE8vJy5OfnK52ty8nJgZOTk9TmyJEjSv1VPx1b3eZ+pqamMDU11fBWEBEREWlPoz5TJ4RAWFgYduzYgYSEBLi5uSnN79WrF4yNjbF//35pWlZWFq5evQpvb28AgLe3N06ePInc3FypTXx8PORyOdzd3RtmQ4iIiIi0rFGfqQsNDcWWLVvwv//9D9bW1tI9cDY2NjA3N4eNjQ1CQkIQHh4OOzs7yOVyTJkyBd7e3vjPf/4DABg0aBDc3d0xZswYREZGQqFQ4N1330VoaCjPxhEREZHeaNShLiYmBgDwzDPPKE3fsGEDxo4dCwD46KOPYGBggICAAJSVlcHPzw+ffvqp1NbQ0BC7d+/GW2+9BW9vb1haWiI4OBhLly5tqM0gIiIi0rpGHeqEEHW2MTMzQ3R0NKKjox/YxtXVFb/88osmSyMiIiJqVBr1PXVEREREpBqGOiIiIiI9wFBHREREpAcY6oiIiIj0AEMdERERkR5o1E+/EpHmyJbINNpf3c+mExFRQ2Koa0T4ly4RERHVFy+/EhEREekBhjoiIiIiPcBQR0RERKQHeE8dNQ0yzd5vCBVeQUdERNSU8EwdERERkR5gqCMiIiLSAwx1RERERHqA99QRPQTHDiQioqaCZ+qIiIiI9ABDHREREZEeYKgjIiIi0gMMdURERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3AUEdERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDDHVEREREeoChjoiIiEgPMNQRERER6QEjXRdA+km2RKbR/oRGeyMiItI/DHVE1KTwHwxERLXj5VciIiIiPcBQR0RERKQHePmViIiIGi3ecqE6nqkjIiIi0gMMdURERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3wWIW66OhotG7dGmZmZujduzeOHDmi65KIiIiINOKxCXXff/89wsPDsWjRIqSnp6Nbt27w8/NDbm6urksjIiIiemSPTahbvXo1JkyYgHHjxsHd3R3r1q2DhYUFvvrqK12XRkRERPTIHotQV15ejrS0NPj6+krTDAwM4Ovri+TkZB1WRkRERKQZj8UbJf755x9UVlbC0dFRabqjoyPOnj1bo31ZWRnKysqk7wUFBQCAwsJC7RZaqtnutFKtqvugsW+LvmwHoD/boi/bAejPtuhoOwD92RZ92Q5Af7ZFZ9tR7+7v9i9E3e/CeCxCnboiIiKwZMmSGtNdXFx0UE392WilU630WvdqNd6hnmwHoD/boi/bAejPtuhoOwD92RZ92Q5Af7alqW7HrVu3YFPHuh6LUPfEE0/A0NAQOTk5StNzcnLg5ORUo/28efMQHh4ufa+qqkJeXh6aN28OmUyz76B7kMLCQri4uODatWuQy+UNsk56MB6PxofHpPHhMWlceDwan/ocEyEEbt26BWdn5zrbPhahzsTEBL169cL+/fsxfPhwAHeD2v79+xEWFlajvampKUxNTZWm2draNkClNcnlcv7H2IjweDQ+PCaND49J48Lj0fioe0zqOkNX7bEIdQAQHh6O4OBgeHl54emnn8aaNWtQXFyMcePG6bo0IiIiokf22IS6V199FX///TcWLlwIhUKB7t27Iy4ursbDE0RERERN0WMT6gAgLCys1sutjZGpqSkWLVpU4zIw6QaPR+PDY9L48Jg0LjwejY+2j4lMqPKMLBERERE1ao/F4MNERERE+o6hjoiIiEgPMNQRERER6QGGOh2KiIjAU089BWtrazg4OGD48OHIyspSalNaWorQ0FA0b94cVlZWCAgIqDGIMmnH8uXLIZPJMH36dGkaj0fD++uvv/Daa6+hefPmMDc3h6enJ44ePSrNF0Jg4cKFaNGiBczNzeHr64vz58/rsGL9VllZiQULFsDNzQ3m5uZo27Yt3nvvPaVXGPGYaE9iYiKGDRsGZ2dnyGQy7Ny5U2m+Kvs+Ly8PQUFBkMvlsLW1RUhICIqKihpwK/TLw45JRUUF5syZA09PT1haWsLZ2Rmvv/46rl+/rtSHpo4JQ50OHTx4EKGhoTh8+DDi4+NRUVGBQYMGobi4WGozY8YM7Nq1C1u3bsXBgwdx/fp1jBgxQodVPx5SU1Px2WefoWvXrkrTeTwa1s2bN+Hj4wNjY2P8+uuvOHPmDD788EM0a9ZMahMZGYmoqCisW7cOKSkpsLS0hJ+fH0pLtfDyS8KKFSsQExODTz75BJmZmVixYgUiIyOxdu1aqQ2PifYUFxejW7duiI6OrnW+Kvs+KCgIp0+fRnx8PHbv3o3ExERMnDixoTZB7zzsmJSUlCA9PR0LFixAeno6tm/fjqysLLzwwgtK7TR2TAQ1Grm5uQKAOHjwoBBCiPz8fGFsbCy2bt0qtcnMzBQARHJysq7K1Hu3bt0S7du3F/Hx8WLAgAFi2rRpQggeD12YM2eO6Nu37wPnV1VVCScnJ7Fy5UppWn5+vjA1NRXffvttQ5T42Bk6dKgYP3680rQRI0aIoKAgIQSPSUMCIHbs2CF9V2XfnzlzRgAQqampUptff/1VyGQy8ddffzVY7frq/mNSmyNHjggA4sqVK0IIzR4TnqlrRAoKCgAAdnZ2AIC0tDRUVFTA19dXatOpUye0atUKycnJOqnxcRAaGoqhQ4cq7XeAx0MXfvrpJ3h5eeGVV16Bg4MDevTogc8//1yan52dDYVCoXRMbGxs0Lt3bx4TLenTpw/279+Pc+fOAQCOHz+OQ4cOYciQIQB4THRJlX2fnJwMW1tbeHl5SW18fX1hYGCAlJSUBq/5cVRQUACZTCa9flSTx+SxGny4MauqqsL06dPh4+ODLl26AAAUCgVMTExqvHfW0dERCoVCB1Xqv++++w7p6elITU2tMY/Ho+FdunQJMTExCA8PxzvvvIPU1FRMnToVJiYmCA4Olvb7/W+G4THRnrlz56KwsBCdOnWCoaEhKisr8cEHHyAoKAgAeEx0SJV9r1Ao4ODgoDTfyMgIdnZ2PD4NoLS0FHPmzMGoUaOkd79q8pgw1DUSoaGhOHXqFA4dOqTrUh5b165dw7Rp0xAfHw8zMzNdl0O4+48dLy8vLFu2DADQo0cPnDp1CuvWrUNwcLCOq3s8/fDDD9i8eTO2bNkCDw8PZGRkYPr06XB2duYxIXqIiooKjBw5EkIIxMTEaGUdvPzaCISFhWH37t04cOAAWrZsKU13cnJCeXk58vPzldrn5OTAycmpgavUf2lpacjNzUXPnj1hZGQEIyMjHDx4EFFRUTAyMoKjoyOPRwNr0aIF3N3dlaZ17twZV69eBQBpv9//BDKPifbMmjULc+fORWBgIDw9PTFmzBjMmDEDERERAHhMdEmVfe/k5ITc3Fyl+Xfu3EFeXh6PjxZVB7orV64gPj5eOksHaPaYMNTpkBACYWFh2LFjBxISEuDm5qY0v1evXjA2Nsb+/fulaVlZWbh69Sq8vb0buly9N3DgQJw8eRIZGRnSx8vLC0FBQdKfeTwalo+PT41hfs6dOwdXV1cAgJubG5ycnJSOSWFhIVJSUnhMtKSkpAQGBsp/dRgaGqKqqgoAj4kuqbLvvb29kZ+fj7S0NKlNQkICqqqq0Lt37wav+XFQHejOnz+Pffv2oXnz5krzNXpM1HywgzTorbfeEjY2NuK3334TN27ckD4lJSVSm0mTJolWrVqJhIQEcfToUeHt7S28vb11WPXj5d6nX4Xg8WhoR44cEUZGRuKDDz4Q58+fF5s3bxYWFhZi06ZNUpvly5cLW1tb8b///U+cOHFCvPjii8LNzU3cvn1bh5Xrr+DgYPHkk0+K3bt3i+zsbLF9+3bxxBNPiNmzZ0tteEy059atW+LYsWPi2LFjAoBYvXq1OHbsmPQkpSr7fvDgwaJHjx4iJSVFHDp0SLRv316MGjVKV5vU5D3smJSXl4sXXnhBtGzZUmRkZCj9XV9WVib1oaljwlCnQwBq/WzYsEFqc/v2bTF58mTRrFkzYWFhIV566SVx48YN3RX9mLk/1PF4NLxdu3aJLl26CFNTU9GpUyexfv16pflVVVViwYIFwtHRUZiamoqBAweKrKwsHVWr/woLC8W0adNEq1athJmZmWjTpo2YP3++0l9QPCbac+DAgVr/3ggODhZCqLbv//33XzFq1ChhZWUl5HK5GDdunLh165YOtkY/POyYZGdnP/Dv+gMHDkh9aOqYyIS4ZxhwIiIiImqSeE8dERERkR5gqCMiIiLSAwx1RERERHqAoY6IiIhIDzDUEREREekBhjoiIiIiPcBQR0RERKQHGOqIiIiI9ABDHRHR/yeTybBz584Hzv/tt98gk8mQn5+v81qIiO7HUEdEOjV27FjIZDJMmjSpxrzQ0FDIZDKMHTtWo+tcvHgxunfvrtE+1aFQKDBlyhS0adMGpqamcHFxwbBhw5RexE5EpC6GOiLSORcXF3z33Xe4ffu2NK20tBRbtmxBq1atdFiZ5l2+fBm9evVCQkICVq5ciZMnTyIuLg7PPvssQkNDtbru8vJyrfZPRLrFUEdEOtezZ0+4uLhg+/bt0rTt27ejVatW6NGjh1LbsrIyTJ06FQ4ODjAzM0Pfvn2Rmpoqza++RLp//354eXnBwsICffr0QVZWFgAgNjYWS5YswfHjxyGTySCTyRAbGyst/88//+Cll16ChYUF2rdvj59++qnWmouLiyGXy/Hjjz8qTd+5cycsLS1x69atWpebPHkyZDIZjhw5goCAAHTo0AEeHh4IDw/H4cOHldo+rJbKykqEhITAzc0N5ubm6NixIz7++GOl5ceOHYvhw4fjgw8+gLOzMzp27AgA+OOPP9C9e3eYmZnBy8sLO3fuhEwmQ0ZGhrTsqVOnMGTIEFhZWcHR0RFjxozBP//8I83/8ccf4enpCXNzczRv3hy+vr4oLi6udZuJqGEw1BFRozB+/Hhs2LBB+v7VV19h3LhxNdrNnj0b27Ztw8aNG5Geno527drBz88PeXl5Su3mz5+PDz/8EEePHoWRkRHGjx8PAHj11Vcxc+ZMeHh44MaNG7hx4wZeffVVabklS5Zg5MiROHHiBPz9/REUFFSjbwCwtLREYGCgUs0AsGHDBrz88suwtrausUxeXh7i4uIQGhoKS0vLGvNtbW2Vvj+slqqqKrRs2RJbt27FmTNnsHDhQrzzzjv44YcflPrYv38/srKyEB8fj927d6OwsBDDhg2Dp6cn0tPT8d5772HOnDlKy+Tn5+O5555Djx49cPToUcTFxSEnJwcjR44EANy4cQOjRo3C+PHjkZmZid9++w0jRoyAEKLGNhFRAxJERDoUHBwsXnzxRZGbmytMTU3F5cuXxeXLl4WZmZn4+++/xYsvviiCg4OFEEIUFRUJY2NjsXnzZmn58vJy4ezsLCIjI4UQQhw4cEAAEPv27ZPa/PzzzwKAuH37thBCiEWLFolu3brVqAWAePfdd6XvRUVFAoD49ddflfq+efOmEEKIlJQUYWhoKK5fvy6EECInJ0cYGRmJ3377rdZtTUlJEQDE9u3b69wvddVSm9DQUBEQECB9Dw4OFo6OjqKsrEyaFhMTI5o3by7tCyGE+PzzzwUAcezYMSGEEO+9954YNGiQUt/Xrl0TAERWVpZIS0sTAMTly5fr3A4iajg8U0dEjYK9vT2GDh2K2NhYbNiwAUOHDsUTTzyh1ObixYuoqKiAj4+PNM3Y2BhPP/00MjMzldp27dpV+nOLFi0AALm5uXXWce9ylpaWkMvlD1zu6aefhoeHBzZu3AgA2LRpE1xdXdG/f/9a2ws1z2TVVUt0dDR69eoFe3t7WFlZYf369bh69apSH56enjAxMZG+Z2VloWvXrjAzM1PajnsdP34cBw4cgJWVlfTp1KkTgLvHoFu3bhg4cCA8PT3xyiuv4PPPP8fNmzfV2jYi0jyGOiJqNMaPH4/Y2Fhs3LhRulxaX8bGxtKfZTIZgLuXLNVZrnrZhy33xhtvSPfkbdiwAePGjZPWd7/27dtDJpPh7NmzddZRVy3fffcd3n77bYSEhGDv3r3IyMjAuHHjajwMUdtl3roUFRVh2LBhyMjIUPqcP38e/fv3h6GhIeLj4/Hrr7/C3d0da9euRceOHZGdna32uohIcxjqiKjRGDx4MMrLy1FRUQE/P78a89u2bQsTExMkJSVJ0yoqKpCamgp3d3eV12NiYoLKykqN1Pzaa6/hypUriIqKwpkzZxAcHPzAtnZ2dvDz80N0dHStDxWoM/5dUlIS+vTpg8mTJ6NHjx5o164dLl68WOdyHTt2xMmTJ1FWViZNu/dBE+DugyunT59G69at0a5dO6VPdUiUyWTw8fHBkiVLcOzYMZiYmGDHjh0q109EmsdQR0SNhqGhITIzM3HmzBkYGhrWmG9paYm33noLs2bNQlxcHM6cOYMJEyagpKQEISEhKq+ndevWyM7ORkZGBv755x+lgKOuZs2aYcSIEZg1axYGDRqEli1bPrR9dHQ0Kisr8fTTT2Pbtm04f/48MjMzERUVBW9vb5XX2759exw9ehR79uzBuXPnsGDBghrhrDajR49GVVUVJk6ciMzMTOzZswerVq0C8H9nNENDQ5GXl4dRo0YhNTUVFy9exJ49ezBu3DhUVlYiJSUFy5Ytw9GjR3H16lVs374df//9Nzp37qxy/USkeQx1RNSoyOVyyOXyB85fvnw5AgICMGbMGPTs2RMXLlzAnj170KxZM5XXERAQgMGDB+PZZ5+Fvb09vv3220eqOSQkBOXl5SpdMm7Tpg3S09Px7LPPYubMmejSpQuef/557N+/HzExMSqv880338SIESPw6quvonfv3vj3338xefLkOpeTy+XYtWsXMjIy0L17d8yfPx8LFy4EAOk+O2dnZyQlJaGyshKDBg2Cp6cnpk+fDltbWxgYGEAulyMxMRH+/v7o0KED3n33XXz44YcYMmSIyvUTkebJhLp37hIRkZJvvvkGM2bMwPXr15UeSmgqNm/ejHHjxqGgoADm5ua6LoeI6slI1wUQETVVJSUluHHjBpYvX44333yzyQS6r7/+Gm3atMGTTz6J48ePY86cORg5ciQDHVETx8uvRET1FBkZiU6dOsHJyQnz5s3TdTkqUygUeO2119C5c2fMmDEDr7zyCtavX6/rsojoEfHyKxEREZEe4Jk6IiIiIj3AUEdERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDDHVEREREeoChjoiIiEgPMNQRERER6QGGOiIiIiI98P8A1Qkyne75ynsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mc_churn_no = df1[df1.Churn == 'No'].MonthlyCharges\n",
    "mc_churn_yes = df1[df1.Churn == 'Yes'].MonthlyCharges\n",
    "\n",
    "plt.xlabel(\"Monthly Charges\")\n",
    "plt.ylabel(\"Number of customers\")\n",
    "plt.title('Customer Churn Prediction')\n",
    "plt.hist([mc_churn_yes,mc_churn_no], color=['green','red'],label =['Churn = Yes','Churn = No'])\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ef67ba89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender\n",
      "SeniorCitizen\n",
      "Partner\n",
      "Dependents\n",
      "tenure\n",
      "PhoneService\n",
      "MultipleLines\n",
      "InternetService\n",
      "OnlineSecurity\n",
      "OnlineBackup\n",
      "DeviceProtection\n",
      "TechSupport\n",
      "StreamingTV\n",
      "StreamingMovies\n",
      "Contract\n",
      "PaperlessBilling\n",
      "PaymentMethod\n",
      "MonthlyCharges\n",
      "TotalCharges\n",
      "Churn\n"
     ]
    }
   ],
   "source": [
    "for cols in df:\n",
    "    print(cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fec5897d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender :  ['Female' 'Male']\n",
      "SeniorCitizen :  [0 1]\n",
      "Partner :  ['Yes' 'No']\n",
      "Dependents :  ['No' 'Yes']\n",
      "tenure :  [ 1 34  2 45  8 22 10 28 62 13 16 58 49 25 69 52 71 21 12 30 47 72 17 27\n",
      "  5 46 11 70 63 43 15 60 18 66  9  3 31 50 64 56  7 42 35 48 29 65 38 68\n",
      " 32 55 37 36 41  6  4 33 67 23 57 61 14 20 53 40 59 24 44 19 54 51 26  0\n",
      " 39]\n",
      "PhoneService :  ['No' 'Yes']\n",
      "MultipleLines :  ['No phone service' 'No' 'Yes']\n",
      "InternetService :  ['DSL' 'Fiber optic' 'No']\n",
      "OnlineSecurity :  ['No' 'Yes' 'No internet service']\n",
      "OnlineBackup :  ['Yes' 'No' 'No internet service']\n",
      "DeviceProtection :  ['No' 'Yes' 'No internet service']\n",
      "TechSupport :  ['No' 'Yes' 'No internet service']\n",
      "StreamingTV :  ['No' 'Yes' 'No internet service']\n",
      "StreamingMovies :  ['No' 'Yes' 'No internet service']\n",
      "Contract :  ['Month-to-month' 'One year' 'Two year']\n",
      "PaperlessBilling :  ['Yes' 'No']\n",
      "PaymentMethod :  ['Electronic check' 'Mailed check' 'Bank transfer (automatic)'\n",
      " 'Credit card (automatic)']\n",
      "MonthlyCharges :  [29.85 56.95 53.85 ... 63.1  44.2  78.7 ]\n",
      "TotalCharges :  ['29.85' '1889.5' '108.15' ... '346.45' '306.6' '6844.5']\n",
      "Churn :  ['No' 'Yes']\n"
     ]
    }
   ],
   "source": [
    "for cols in df:\n",
    "    print(f'{cols} :  {df[cols].unique()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7c656c9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_unique_col_values(df):\n",
    "    for cols in df:\n",
    "        if df[cols].dtypes == 'object':\n",
    "            print(f'{cols} :  {df[cols].unique()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "50810483",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender :  ['Female' 'Male']\n",
      "Partner :  ['Yes' 'No']\n",
      "Dependents :  ['No' 'Yes']\n",
      "PhoneService :  ['No' 'Yes']\n",
      "MultipleLines :  ['No phone service' 'No' 'Yes']\n",
      "InternetService :  ['DSL' 'Fiber optic' 'No']\n",
      "OnlineSecurity :  ['No' 'Yes' 'No internet service']\n",
      "OnlineBackup :  ['Yes' 'No' 'No internet service']\n",
      "DeviceProtection :  ['No' 'Yes' 'No internet service']\n",
      "TechSupport :  ['No' 'Yes' 'No internet service']\n",
      "StreamingTV :  ['No' 'Yes' 'No internet service']\n",
      "StreamingMovies :  ['No' 'Yes' 'No internet service']\n",
      "Contract :  ['Month-to-month' 'One year' 'Two year']\n",
      "PaperlessBilling :  ['Yes' 'No']\n",
      "PaymentMethod :  ['Electronic check' 'Mailed check' 'Bank transfer (automatic)'\n",
      " 'Credit card (automatic)']\n",
      "Churn :  ['No' 'Yes']\n"
     ]
    }
   ],
   "source": [
    "print_unique_col_values(df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7f247cd1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shash\\AppData\\Local\\Temp\\ipykernel_4236\\494651664.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df1.replace('No internet service', 'No', inplace = True)\n",
      "C:\\Users\\shash\\AppData\\Local\\Temp\\ipykernel_4236\\494651664.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df1.replace('No phone service', 'No', inplace = True)\n"
     ]
    }
   ],
   "source": [
    "df1.replace('No internet service', 'No', inplace = True)\n",
    "df1.replace('No phone service', 'No', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8361f3dd",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender :  ['Female' 'Male']\n",
      "Partner :  ['Yes' 'No']\n",
      "Dependents :  ['No' 'Yes']\n",
      "PhoneService :  ['No' 'Yes']\n",
      "MultipleLines :  ['No' 'Yes']\n",
      "InternetService :  ['DSL' 'Fiber optic' 'No']\n",
      "OnlineSecurity :  ['No' 'Yes']\n",
      "OnlineBackup :  ['Yes' 'No']\n",
      "DeviceProtection :  ['No' 'Yes']\n",
      "TechSupport :  ['No' 'Yes']\n",
      "StreamingTV :  ['No' 'Yes']\n",
      "StreamingMovies :  ['No' 'Yes']\n",
      "Contract :  ['Month-to-month' 'One year' 'Two year']\n",
      "PaperlessBilling :  ['Yes' 'No']\n",
      "PaymentMethod :  ['Electronic check' 'Mailed check' 'Bank transfer (automatic)'\n",
      " 'Credit card (automatic)']\n",
      "Churn :  ['No' 'Yes']\n"
     ]
    }
   ],
   "source": [
    "print_unique_col_values(df1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20c46085",
   "metadata": {},
   "source": [
    "## Converting text to binary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "92cfe56b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shash\\AppData\\Local\\Temp\\ipykernel_4236\\1706461397.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df1[c].replace({'Yes':1,'No':0},inplace = True)\n"
     ]
    }
   ],
   "source": [
    "yes_no_cols = ['Partner','Dependents','PhoneService','MultipleLines','OnlineSecurity','OnlineBackup','DeviceProtection','TechSupport','StreamingTV','StreamingMovies','PaperlessBilling','Churn']\n",
    "for c in yes_no_cols:\n",
    "    df1[c].replace({'Yes':1,'No':0},inplace = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "951d6f81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender :  ['Female' 'Male']\n",
      "InternetService :  ['DSL' 'Fiber optic' 'No']\n",
      "Contract :  ['Month-to-month' 'One year' 'Two year']\n",
      "PaymentMethod :  ['Electronic check' 'Mailed check' 'Bank transfer (automatic)'\n",
      " 'Credit card (automatic)']\n"
     ]
    }
   ],
   "source": [
    "print_unique_col_values(df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "855859dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender :  ['Female' 'Male']\n",
      "SeniorCitizen :  [0 1]\n",
      "Partner :  [1 0]\n",
      "Dependents :  [0 1]\n",
      "tenure :  [ 1 34  2 45  8 22 10 28 62 13 16 58 49 25 69 52 71 21 12 30 47 72 17 27\n",
      "  5 46 11 70 63 43 15 60 18 66  9  3 31 50 64 56  7 42 35 48 29 65 38 68\n",
      " 32 55 37 36 41  6  4 33 67 23 57 61 14 20 53 40 59 24 44 19 54 51 26 39]\n",
      "PhoneService :  [0 1]\n",
      "MultipleLines :  [0 1]\n",
      "InternetService :  ['DSL' 'Fiber optic' 'No']\n",
      "OnlineSecurity :  [0 1]\n",
      "OnlineBackup :  [1 0]\n",
      "DeviceProtection :  [0 1]\n",
      "TechSupport :  [0 1]\n",
      "StreamingTV :  [0 1]\n",
      "StreamingMovies :  [0 1]\n",
      "Contract :  ['Month-to-month' 'One year' 'Two year']\n",
      "PaperlessBilling :  [1 0]\n",
      "PaymentMethod :  ['Electronic check' 'Mailed check' 'Bank transfer (automatic)'\n",
      " 'Credit card (automatic)']\n",
      "MonthlyCharges :  [29.85 56.95 53.85 ... 63.1  44.2  78.7 ]\n",
      "TotalCharges :  [  29.85 1889.5   108.15 ...  346.45  306.6  6844.5 ]\n",
      "Churn :  [0 1]\n"
     ]
    }
   ],
   "source": [
    "for c in df1:\n",
    "    print(f'{c} :  {df1[c].unique()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d5ea6601",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shash\\AppData\\Local\\Temp\\ipykernel_4236\\3068680385.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df1[\"gender\"].replace({'Female':1,'Male':0},inplace = True)\n"
     ]
    }
   ],
   "source": [
    "df1[\"gender\"].replace({'Female':1,'Male':0},inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "147ee2b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender :  [1 0]\n",
      "SeniorCitizen :  [0 1]\n",
      "Partner :  [1 0]\n",
      "Dependents :  [0 1]\n",
      "tenure :  [ 1 34  2 45  8 22 10 28 62 13 16 58 49 25 69 52 71 21 12 30 47 72 17 27\n",
      "  5 46 11 70 63 43 15 60 18 66  9  3 31 50 64 56  7 42 35 48 29 65 38 68\n",
      " 32 55 37 36 41  6  4 33 67 23 57 61 14 20 53 40 59 24 44 19 54 51 26 39]\n",
      "PhoneService :  [0 1]\n",
      "MultipleLines :  [0 1]\n",
      "InternetService :  ['DSL' 'Fiber optic' 'No']\n",
      "OnlineSecurity :  [0 1]\n",
      "OnlineBackup :  [1 0]\n",
      "DeviceProtection :  [0 1]\n",
      "TechSupport :  [0 1]\n",
      "StreamingTV :  [0 1]\n",
      "StreamingMovies :  [0 1]\n",
      "Contract :  ['Month-to-month' 'One year' 'Two year']\n",
      "PaperlessBilling :  [1 0]\n",
      "PaymentMethod :  ['Electronic check' 'Mailed check' 'Bank transfer (automatic)'\n",
      " 'Credit card (automatic)']\n",
      "MonthlyCharges :  [29.85 56.95 53.85 ... 63.1  44.2  78.7 ]\n",
      "TotalCharges :  [  29.85 1889.5   108.15 ...  346.45  306.6  6844.5 ]\n",
      "Churn :  [0 1]\n"
     ]
    }
   ],
   "source": [
    "for cols in df1:\n",
    "    print(f'{cols} :  {df1[cols].unique()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4edf7e26",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7032 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      gender  SeniorCitizen  Partner  Dependents  tenure  PhoneService  \\\n",
       "0          1              0        1           0       1             0   \n",
       "1          0              0        0           0      34             1   \n",
       "2          0              0        0           0       2             1   \n",
       "3          0              0        0           0      45             0   \n",
       "4          1              0        0           0       2             1   \n",
       "...      ...            ...      ...         ...     ...           ...   \n",
       "7038       0              0        1           1      24             1   \n",
       "7039       1              0        1           1      72             1   \n",
       "7040       1              0        1           1      11             0   \n",
       "7041       0              1        1           0       4             1   \n",
       "7042       0              0        0           0      66             1   \n",
       "\n",
       "      MultipleLines  OnlineSecurity  OnlineBackup  DeviceProtection  ...  \\\n",
       "0                 0               0             1                 0  ...   \n",
       "1                 0               1             0                 1  ...   \n",
       "2                 0               1             1                 0  ...   \n",
       "3                 0               1             0                 1  ...   \n",
       "4                 0               0             0                 0  ...   \n",
       "...             ...             ...           ...               ...  ...   \n",
       "7038              1               1             0                 1  ...   \n",
       "7039              1               0             1                 1  ...   \n",
       "7040              0               1             0                 0  ...   \n",
       "7041              1               0             0                 0  ...   \n",
       "7042              0               1             0                 1  ...   \n",
       "\n",
       "      InternetService_DSL  InternetService_Fiber optic  InternetService_No  \\\n",
       "0                       1                            0                   0   \n",
       "1                       1                            0                   0   \n",
       "2                       1                            0                   0   \n",
       "3                       1                            0                   0   \n",
       "4                       0                            1                   0   \n",
       "...                   ...                          ...                 ...   \n",
       "7038                    1                            0                   0   \n",
       "7039                    0                            1                   0   \n",
       "7040                    1                            0                   0   \n",
       "7041                    0                            1                   0   \n",
       "7042                    0                            1                   0   \n",
       "\n",
       "      Contract_Month-to-month  Contract_One year  Contract_Two year  \\\n",
       "0                           1                  0                  0   \n",
       "1                           0                  1                  0   \n",
       "2                           1                  0                  0   \n",
       "3                           0                  1                  0   \n",
       "4                           1                  0                  0   \n",
       "...                       ...                ...                ...   \n",
       "7038                        0                  1                  0   \n",
       "7039                        0                  1                  0   \n",
       "7040                        1                  0                  0   \n",
       "7041                        1                  0                  0   \n",
       "7042                        0                  0                  1   \n",
       "\n",
       "      PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                           0   \n",
       "1                                           0   \n",
       "2                                           0   \n",
       "3                                           1   \n",
       "4                                           0   \n",
       "...                                       ...   \n",
       "7038                                        0   \n",
       "7039                                        0   \n",
       "7040                                        0   \n",
       "7041                                        0   \n",
       "7042                                        1   \n",
       "\n",
       "      PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                         0                               1   \n",
       "1                                         0                               0   \n",
       "2                                         0                               0   \n",
       "3                                         0                               0   \n",
       "4                                         0                               1   \n",
       "...                                     ...                             ...   \n",
       "7038                                      0                               0   \n",
       "7039                                      1                               0   \n",
       "7040                                      0                               1   \n",
       "7041                                      0                               0   \n",
       "7042                                      0                               0   \n",
       "\n",
       "      PaymentMethod_Mailed check  \n",
       "0                              0  \n",
       "1                              1  \n",
       "2                              1  \n",
       "3                              0  \n",
       "4                              0  \n",
       "...                          ...  \n",
       "7038                           1  \n",
       "7039                           0  \n",
       "7040                           0  \n",
       "7041                           1  \n",
       "7042                           0  \n",
       "\n",
       "[7032 rows x 27 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.get_dummies(data=df1, columns=['InternetService', 'Contract','PaymentMethod'])\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7a73ee86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['gender', 'SeniorCitizen', 'Partner', 'Dependents', 'tenure',\n",
       "       'PhoneService', 'MultipleLines', 'OnlineSecurity', 'OnlineBackup',\n",
       "       'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies',\n",
       "       'PaperlessBilling', 'MonthlyCharges', 'TotalCharges', 'Churn',\n",
       "       'InternetService_DSL', 'InternetService_Fiber optic',\n",
       "       'InternetService_No', 'Contract_Month-to-month', 'Contract_One year',\n",
       "       'Contract_Two year', 'PaymentMethod_Bank transfer (automatic)',\n",
       "       'PaymentMethod_Credit card (automatic)',\n",
       "       'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e6f6081f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender\n",
      "SeniorCitizen\n",
      "Partner\n",
      "Dependents\n",
      "tenure\n",
      "PhoneService\n",
      "MultipleLines\n",
      "OnlineSecurity\n",
      "OnlineBackup\n",
      "DeviceProtection\n",
      "TechSupport\n",
      "StreamingTV\n",
      "StreamingMovies\n",
      "PaperlessBilling\n",
      "MonthlyCharges\n",
      "TotalCharges\n",
      "Churn\n",
      "InternetService_DSL\n",
      "InternetService_Fiber optic\n",
      "InternetService_No\n",
      "Contract_Month-to-month\n",
      "Contract_One year\n",
      "Contract_Two year\n",
      "PaymentMethod_Bank transfer (automatic)\n",
      "PaymentMethod_Credit card (automatic)\n",
      "PaymentMethod_Electronic check\n",
      "PaymentMethod_Mailed check\n"
     ]
    }
   ],
   "source": [
    "for cols in df2:\n",
    "    print(cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d23ad4aa",
   "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>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>...</th>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <th>InternetService_No</th>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <th>Contract_One year</th>\n",
       "      <th>Contract_Two year</th>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   gender  SeniorCitizen  Partner  Dependents  tenure  PhoneService  \\\n",
       "0       1              0        1           0       1             0   \n",
       "1       0              0        0           0      34             1   \n",
       "2       0              0        0           0       2             1   \n",
       "\n",
       "   MultipleLines  OnlineSecurity  OnlineBackup  DeviceProtection  ...  \\\n",
       "0              0               0             1                 0  ...   \n",
       "1              0               1             0                 1  ...   \n",
       "2              0               1             1                 0  ...   \n",
       "\n",
       "   InternetService_DSL  InternetService_Fiber optic  InternetService_No  \\\n",
       "0                    1                            0                   0   \n",
       "1                    1                            0                   0   \n",
       "2                    1                            0                   0   \n",
       "\n",
       "   Contract_Month-to-month  Contract_One year  Contract_Two year  \\\n",
       "0                        1                  0                  0   \n",
       "1                        0                  1                  0   \n",
       "2                        1                  0                  0   \n",
       "\n",
       "   PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "\n",
       "   PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                      0                               1   \n",
       "1                                      0                               0   \n",
       "2                                      0                               0   \n",
       "\n",
       "   PaymentMethod_Mailed check  \n",
       "0                           0  \n",
       "1                           1  \n",
       "2                           1  \n",
       "\n",
       "[3 rows x 27 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1d29da2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender                                       int64\n",
       "SeniorCitizen                                int64\n",
       "Partner                                      int64\n",
       "Dependents                                   int64\n",
       "tenure                                       int64\n",
       "PhoneService                                 int64\n",
       "MultipleLines                                int64\n",
       "OnlineSecurity                               int64\n",
       "OnlineBackup                                 int64\n",
       "DeviceProtection                             int64\n",
       "TechSupport                                  int64\n",
       "StreamingTV                                  int64\n",
       "StreamingMovies                              int64\n",
       "PaperlessBilling                             int64\n",
       "MonthlyCharges                             float64\n",
       "TotalCharges                               float64\n",
       "Churn                                        int64\n",
       "InternetService_DSL                          uint8\n",
       "InternetService_Fiber optic                  uint8\n",
       "InternetService_No                           uint8\n",
       "Contract_Month-to-month                      uint8\n",
       "Contract_One year                            uint8\n",
       "Contract_Two year                            uint8\n",
       "PaymentMethod_Bank transfer (automatic)      uint8\n",
       "PaymentMethod_Credit card (automatic)        uint8\n",
       "PaymentMethod_Electronic check               uint8\n",
       "PaymentMethod_Mailed check                   uint8\n",
       "dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>...</th>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <th>InternetService_No</th>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <th>Contract_One year</th>\n",
       "      <th>Contract_Two year</th>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>gender</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.001819</td>\n",
       "      <td>0.001379</td>\n",
       "      <td>-0.010349</td>\n",
       "      <td>-0.005285</td>\n",
       "      <td>0.007515</td>\n",
       "      <td>0.008883</td>\n",
       "      <td>0.016328</td>\n",
       "      <td>0.013093</td>\n",
       "      <td>0.000807</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007584</td>\n",
       "      <td>0.011189</td>\n",
       "      <td>-0.004745</td>\n",
       "      <td>0.003251</td>\n",
       "      <td>-0.007755</td>\n",
       "      <td>0.003603</td>\n",
       "      <td>0.015973</td>\n",
       "      <td>-0.001632</td>\n",
       "      <td>-0.000844</td>\n",
       "      <td>-0.013199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>0.001819</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.016957</td>\n",
       "      <td>-0.210550</td>\n",
       "      <td>0.015683</td>\n",
       "      <td>0.008392</td>\n",
       "      <td>0.142996</td>\n",
       "      <td>-0.038576</td>\n",
       "      <td>0.066663</td>\n",
       "      <td>0.059514</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.108276</td>\n",
       "      <td>0.254923</td>\n",
       "      <td>-0.182519</td>\n",
       "      <td>0.137752</td>\n",
       "      <td>-0.046491</td>\n",
       "      <td>-0.116205</td>\n",
       "      <td>-0.016235</td>\n",
       "      <td>-0.024359</td>\n",
       "      <td>0.171322</td>\n",
       "      <td>-0.152987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner</th>\n",
       "      <td>0.001379</td>\n",
       "      <td>0.016957</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.452269</td>\n",
       "      <td>0.381912</td>\n",
       "      <td>0.018397</td>\n",
       "      <td>0.142561</td>\n",
       "      <td>0.143346</td>\n",
       "      <td>0.141849</td>\n",
       "      <td>0.153556</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001043</td>\n",
       "      <td>0.001235</td>\n",
       "      <td>-0.000286</td>\n",
       "      <td>-0.280202</td>\n",
       "      <td>0.083067</td>\n",
       "      <td>0.247334</td>\n",
       "      <td>0.111406</td>\n",
       "      <td>0.082327</td>\n",
       "      <td>-0.083207</td>\n",
       "      <td>-0.096948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents</th>\n",
       "      <td>-0.010349</td>\n",
       "      <td>-0.210550</td>\n",
       "      <td>0.452269</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.163386</td>\n",
       "      <td>-0.001078</td>\n",
       "      <td>-0.024307</td>\n",
       "      <td>0.080786</td>\n",
       "      <td>0.023639</td>\n",
       "      <td>0.013900</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051593</td>\n",
       "      <td>-0.164101</td>\n",
       "      <td>0.138383</td>\n",
       "      <td>-0.229715</td>\n",
       "      <td>0.069222</td>\n",
       "      <td>0.201699</td>\n",
       "      <td>0.052369</td>\n",
       "      <td>0.061134</td>\n",
       "      <td>-0.149274</td>\n",
       "      <td>0.056448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenure</th>\n",
       "      <td>-0.005285</td>\n",
       "      <td>0.015683</td>\n",
       "      <td>0.381912</td>\n",
       "      <td>0.163386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.007877</td>\n",
       "      <td>0.332399</td>\n",
       "      <td>0.328297</td>\n",
       "      <td>0.361138</td>\n",
       "      <td>0.361520</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013786</td>\n",
       "      <td>0.017930</td>\n",
       "      <td>-0.037529</td>\n",
       "      <td>-0.649346</td>\n",
       "      <td>0.202338</td>\n",
       "      <td>0.563801</td>\n",
       "      <td>0.243822</td>\n",
       "      <td>0.232800</td>\n",
       "      <td>-0.210197</td>\n",
       "      <td>-0.232181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService</th>\n",
       "      <td>0.007515</td>\n",
       "      <td>0.008392</td>\n",
       "      <td>0.018397</td>\n",
       "      <td>-0.001078</td>\n",
       "      <td>0.007877</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.279530</td>\n",
       "      <td>-0.091676</td>\n",
       "      <td>-0.052133</td>\n",
       "      <td>-0.070076</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.452255</td>\n",
       "      <td>0.290183</td>\n",
       "      <td>0.171817</td>\n",
       "      <td>-0.001243</td>\n",
       "      <td>-0.003142</td>\n",
       "      <td>0.004442</td>\n",
       "      <td>0.008271</td>\n",
       "      <td>-0.006916</td>\n",
       "      <td>0.002747</td>\n",
       "      <td>-0.004463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines</th>\n",
       "      <td>0.008883</td>\n",
       "      <td>0.142996</td>\n",
       "      <td>0.142561</td>\n",
       "      <td>-0.024307</td>\n",
       "      <td>0.332399</td>\n",
       "      <td>0.279530</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.098592</td>\n",
       "      <td>0.202228</td>\n",
       "      <td>0.201733</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.200318</td>\n",
       "      <td>0.366420</td>\n",
       "      <td>-0.210794</td>\n",
       "      <td>-0.088558</td>\n",
       "      <td>-0.003594</td>\n",
       "      <td>0.106618</td>\n",
       "      <td>0.075429</td>\n",
       "      <td>0.060319</td>\n",
       "      <td>0.083583</td>\n",
       "      <td>-0.227672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <td>0.016328</td>\n",
       "      <td>-0.038576</td>\n",
       "      <td>0.143346</td>\n",
       "      <td>0.080786</td>\n",
       "      <td>0.328297</td>\n",
       "      <td>-0.091676</td>\n",
       "      <td>0.098592</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.283285</td>\n",
       "      <td>0.274875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.320343</td>\n",
       "      <td>-0.030506</td>\n",
       "      <td>-0.332799</td>\n",
       "      <td>-0.246844</td>\n",
       "      <td>0.100658</td>\n",
       "      <td>0.191698</td>\n",
       "      <td>0.094366</td>\n",
       "      <td>0.115473</td>\n",
       "      <td>-0.112295</td>\n",
       "      <td>-0.079918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup</th>\n",
       "      <td>0.013093</td>\n",
       "      <td>0.066663</td>\n",
       "      <td>0.141849</td>\n",
       "      <td>0.023639</td>\n",
       "      <td>0.361138</td>\n",
       "      <td>-0.052133</td>\n",
       "      <td>0.202228</td>\n",
       "      <td>0.283285</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.303058</td>\n",
       "      <td>...</td>\n",
       "      <td>0.156765</td>\n",
       "      <td>0.165940</td>\n",
       "      <td>-0.380990</td>\n",
       "      <td>-0.164393</td>\n",
       "      <td>0.084113</td>\n",
       "      <td>0.111391</td>\n",
       "      <td>0.086942</td>\n",
       "      <td>0.090455</td>\n",
       "      <td>-0.000364</td>\n",
       "      <td>-0.174075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection</th>\n",
       "      <td>0.000807</td>\n",
       "      <td>0.059514</td>\n",
       "      <td>0.153556</td>\n",
       "      <td>0.013900</td>\n",
       "      <td>0.361520</td>\n",
       "      <td>-0.070076</td>\n",
       "      <td>0.201733</td>\n",
       "      <td>0.274875</td>\n",
       "      <td>0.303058</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.145150</td>\n",
       "      <td>0.176356</td>\n",
       "      <td>-0.380151</td>\n",
       "      <td>-0.225988</td>\n",
       "      <td>0.102911</td>\n",
       "      <td>0.165248</td>\n",
       "      <td>0.083047</td>\n",
       "      <td>0.111252</td>\n",
       "      <td>-0.003308</td>\n",
       "      <td>-0.187325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport</th>\n",
       "      <td>0.008507</td>\n",
       "      <td>-0.060577</td>\n",
       "      <td>0.120206</td>\n",
       "      <td>0.063053</td>\n",
       "      <td>0.325288</td>\n",
       "      <td>-0.095138</td>\n",
       "      <td>0.100421</td>\n",
       "      <td>0.354458</td>\n",
       "      <td>0.293705</td>\n",
       "      <td>0.332850</td>\n",
       "      <td>...</td>\n",
       "      <td>0.312183</td>\n",
       "      <td>-0.020299</td>\n",
       "      <td>-0.335695</td>\n",
       "      <td>-0.285491</td>\n",
       "      <td>0.096258</td>\n",
       "      <td>0.240924</td>\n",
       "      <td>0.100472</td>\n",
       "      <td>0.117024</td>\n",
       "      <td>-0.114807</td>\n",
       "      <td>-0.084631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV</th>\n",
       "      <td>0.007124</td>\n",
       "      <td>0.105445</td>\n",
       "      <td>0.124483</td>\n",
       "      <td>-0.016499</td>\n",
       "      <td>0.280264</td>\n",
       "      <td>-0.021383</td>\n",
       "      <td>0.257804</td>\n",
       "      <td>0.175514</td>\n",
       "      <td>0.281601</td>\n",
       "      <td>0.389924</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014973</td>\n",
       "      <td>0.329744</td>\n",
       "      <td>-0.414951</td>\n",
       "      <td>-0.112550</td>\n",
       "      <td>0.061930</td>\n",
       "      <td>0.072124</td>\n",
       "      <td>0.046121</td>\n",
       "      <td>0.040010</td>\n",
       "      <td>0.144747</td>\n",
       "      <td>-0.247712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies</th>\n",
       "      <td>0.010105</td>\n",
       "      <td>0.119842</td>\n",
       "      <td>0.118108</td>\n",
       "      <td>-0.038375</td>\n",
       "      <td>0.285402</td>\n",
       "      <td>-0.033477</td>\n",
       "      <td>0.259194</td>\n",
       "      <td>0.187426</td>\n",
       "      <td>0.274523</td>\n",
       "      <td>0.402309</td>\n",
       "      <td>...</td>\n",
       "      <td>0.025623</td>\n",
       "      <td>0.322457</td>\n",
       "      <td>-0.418450</td>\n",
       "      <td>-0.117867</td>\n",
       "      <td>0.064780</td>\n",
       "      <td>0.075603</td>\n",
       "      <td>0.048755</td>\n",
       "      <td>0.048398</td>\n",
       "      <td>0.137420</td>\n",
       "      <td>-0.250290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <td>0.011902</td>\n",
       "      <td>0.156258</td>\n",
       "      <td>-0.013957</td>\n",
       "      <td>-0.110131</td>\n",
       "      <td>0.004823</td>\n",
       "      <td>0.016696</td>\n",
       "      <td>0.163746</td>\n",
       "      <td>-0.004051</td>\n",
       "      <td>0.127056</td>\n",
       "      <td>0.104079</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.063390</td>\n",
       "      <td>0.326470</td>\n",
       "      <td>-0.320592</td>\n",
       "      <td>0.168296</td>\n",
       "      <td>-0.052278</td>\n",
       "      <td>-0.146281</td>\n",
       "      <td>-0.017469</td>\n",
       "      <td>-0.013726</td>\n",
       "      <td>0.208427</td>\n",
       "      <td>-0.203981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>0.013779</td>\n",
       "      <td>0.219874</td>\n",
       "      <td>0.097825</td>\n",
       "      <td>-0.112343</td>\n",
       "      <td>0.246862</td>\n",
       "      <td>0.248033</td>\n",
       "      <td>0.490912</td>\n",
       "      <td>0.296447</td>\n",
       "      <td>0.441529</td>\n",
       "      <td>0.482607</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.161368</td>\n",
       "      <td>0.787195</td>\n",
       "      <td>-0.763191</td>\n",
       "      <td>0.058933</td>\n",
       "      <td>0.004810</td>\n",
       "      <td>-0.073256</td>\n",
       "      <td>0.042410</td>\n",
       "      <td>0.030055</td>\n",
       "      <td>0.271117</td>\n",
       "      <td>-0.376568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCharges</th>\n",
       "      <td>-0.000048</td>\n",
       "      <td>0.102411</td>\n",
       "      <td>0.319072</td>\n",
       "      <td>0.064653</td>\n",
       "      <td>0.825880</td>\n",
       "      <td>0.113008</td>\n",
       "      <td>0.469042</td>\n",
       "      <td>0.412619</td>\n",
       "      <td>0.510100</td>\n",
       "      <td>0.522881</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.052190</td>\n",
       "      <td>0.360769</td>\n",
       "      <td>-0.374878</td>\n",
       "      <td>-0.446776</td>\n",
       "      <td>0.170569</td>\n",
       "      <td>0.358036</td>\n",
       "      <td>0.186119</td>\n",
       "      <td>0.182663</td>\n",
       "      <td>-0.060436</td>\n",
       "      <td>-0.294708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Churn</th>\n",
       "      <td>0.008545</td>\n",
       "      <td>0.150541</td>\n",
       "      <td>-0.149982</td>\n",
       "      <td>-0.163128</td>\n",
       "      <td>-0.354049</td>\n",
       "      <td>0.011691</td>\n",
       "      <td>0.040033</td>\n",
       "      <td>-0.171270</td>\n",
       "      <td>-0.082307</td>\n",
       "      <td>-0.066193</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.124141</td>\n",
       "      <td>0.307463</td>\n",
       "      <td>-0.227578</td>\n",
       "      <td>0.404565</td>\n",
       "      <td>-0.178225</td>\n",
       "      <td>-0.301552</td>\n",
       "      <td>-0.118136</td>\n",
       "      <td>-0.134687</td>\n",
       "      <td>0.301455</td>\n",
       "      <td>-0.090773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <td>-0.007584</td>\n",
       "      <td>-0.108276</td>\n",
       "      <td>-0.001043</td>\n",
       "      <td>0.051593</td>\n",
       "      <td>0.013786</td>\n",
       "      <td>-0.452255</td>\n",
       "      <td>-0.200318</td>\n",
       "      <td>0.320343</td>\n",
       "      <td>0.156765</td>\n",
       "      <td>0.145150</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.641636</td>\n",
       "      <td>-0.379912</td>\n",
       "      <td>-0.065226</td>\n",
       "      <td>0.047300</td>\n",
       "      <td>0.030924</td>\n",
       "      <td>0.024760</td>\n",
       "      <td>0.051222</td>\n",
       "      <td>-0.104293</td>\n",
       "      <td>0.042754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <td>0.011189</td>\n",
       "      <td>0.254923</td>\n",
       "      <td>0.001235</td>\n",
       "      <td>-0.164101</td>\n",
       "      <td>0.017930</td>\n",
       "      <td>0.290183</td>\n",
       "      <td>0.366420</td>\n",
       "      <td>-0.030506</td>\n",
       "      <td>0.165940</td>\n",
       "      <td>0.176356</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.641636</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.465736</td>\n",
       "      <td>0.243014</td>\n",
       "      <td>-0.076809</td>\n",
       "      <td>-0.209965</td>\n",
       "      <td>-0.022779</td>\n",
       "      <td>-0.050552</td>\n",
       "      <td>0.335763</td>\n",
       "      <td>-0.305984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_No</th>\n",
       "      <td>-0.004745</td>\n",
       "      <td>-0.182519</td>\n",
       "      <td>-0.000286</td>\n",
       "      <td>0.138383</td>\n",
       "      <td>-0.037529</td>\n",
       "      <td>0.171817</td>\n",
       "      <td>-0.210794</td>\n",
       "      <td>-0.332799</td>\n",
       "      <td>-0.380990</td>\n",
       "      <td>-0.380151</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.379912</td>\n",
       "      <td>-0.465736</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.217824</td>\n",
       "      <td>0.038061</td>\n",
       "      <td>0.217542</td>\n",
       "      <td>-0.001094</td>\n",
       "      <td>0.001870</td>\n",
       "      <td>-0.284608</td>\n",
       "      <td>0.319694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <td>0.003251</td>\n",
       "      <td>0.137752</td>\n",
       "      <td>-0.280202</td>\n",
       "      <td>-0.229715</td>\n",
       "      <td>-0.649346</td>\n",
       "      <td>-0.001243</td>\n",
       "      <td>-0.088558</td>\n",
       "      <td>-0.246844</td>\n",
       "      <td>-0.164393</td>\n",
       "      <td>-0.225988</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.065226</td>\n",
       "      <td>0.243014</td>\n",
       "      <td>-0.217824</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.570053</td>\n",
       "      <td>-0.621933</td>\n",
       "      <td>-0.180159</td>\n",
       "      <td>-0.204960</td>\n",
       "      <td>0.330879</td>\n",
       "      <td>0.006209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_One year</th>\n",
       "      <td>-0.007755</td>\n",
       "      <td>-0.046491</td>\n",
       "      <td>0.083067</td>\n",
       "      <td>0.069222</td>\n",
       "      <td>0.202338</td>\n",
       "      <td>-0.003142</td>\n",
       "      <td>-0.003594</td>\n",
       "      <td>0.100658</td>\n",
       "      <td>0.084113</td>\n",
       "      <td>0.102911</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047300</td>\n",
       "      <td>-0.076809</td>\n",
       "      <td>0.038061</td>\n",
       "      <td>-0.570053</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.288843</td>\n",
       "      <td>0.057629</td>\n",
       "      <td>0.067590</td>\n",
       "      <td>-0.109546</td>\n",
       "      <td>0.000197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Two year</th>\n",
       "      <td>0.003603</td>\n",
       "      <td>-0.116205</td>\n",
       "      <td>0.247334</td>\n",
       "      <td>0.201699</td>\n",
       "      <td>0.563801</td>\n",
       "      <td>0.004442</td>\n",
       "      <td>0.106618</td>\n",
       "      <td>0.191698</td>\n",
       "      <td>0.111391</td>\n",
       "      <td>0.165248</td>\n",
       "      <td>...</td>\n",
       "      <td>0.030924</td>\n",
       "      <td>-0.209965</td>\n",
       "      <td>0.217542</td>\n",
       "      <td>-0.621933</td>\n",
       "      <td>-0.288843</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.155004</td>\n",
       "      <td>0.174410</td>\n",
       "      <td>-0.281147</td>\n",
       "      <td>-0.007423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <td>0.015973</td>\n",
       "      <td>-0.016235</td>\n",
       "      <td>0.111406</td>\n",
       "      <td>0.052369</td>\n",
       "      <td>0.243822</td>\n",
       "      <td>0.008271</td>\n",
       "      <td>0.075429</td>\n",
       "      <td>0.094366</td>\n",
       "      <td>0.086942</td>\n",
       "      <td>0.083047</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024760</td>\n",
       "      <td>-0.022779</td>\n",
       "      <td>-0.001094</td>\n",
       "      <td>-0.180159</td>\n",
       "      <td>0.057629</td>\n",
       "      <td>0.155004</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.278423</td>\n",
       "      <td>-0.377270</td>\n",
       "      <td>-0.288097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <td>-0.001632</td>\n",
       "      <td>-0.024359</td>\n",
       "      <td>0.082327</td>\n",
       "      <td>0.061134</td>\n",
       "      <td>0.232800</td>\n",
       "      <td>-0.006916</td>\n",
       "      <td>0.060319</td>\n",
       "      <td>0.115473</td>\n",
       "      <td>0.090455</td>\n",
       "      <td>0.111252</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051222</td>\n",
       "      <td>-0.050552</td>\n",
       "      <td>0.001870</td>\n",
       "      <td>-0.204960</td>\n",
       "      <td>0.067590</td>\n",
       "      <td>0.174410</td>\n",
       "      <td>-0.278423</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.373978</td>\n",
       "      <td>-0.285583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <td>-0.000844</td>\n",
       "      <td>0.171322</td>\n",
       "      <td>-0.083207</td>\n",
       "      <td>-0.149274</td>\n",
       "      <td>-0.210197</td>\n",
       "      <td>0.002747</td>\n",
       "      <td>0.083583</td>\n",
       "      <td>-0.112295</td>\n",
       "      <td>-0.000364</td>\n",
       "      <td>-0.003308</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.104293</td>\n",
       "      <td>0.335763</td>\n",
       "      <td>-0.284608</td>\n",
       "      <td>0.330879</td>\n",
       "      <td>-0.109546</td>\n",
       "      <td>-0.281147</td>\n",
       "      <td>-0.377270</td>\n",
       "      <td>-0.373978</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.386971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "      <td>-0.013199</td>\n",
       "      <td>-0.152987</td>\n",
       "      <td>-0.096948</td>\n",
       "      <td>0.056448</td>\n",
       "      <td>-0.232181</td>\n",
       "      <td>-0.004463</td>\n",
       "      <td>-0.227672</td>\n",
       "      <td>-0.079918</td>\n",
       "      <td>-0.174075</td>\n",
       "      <td>-0.187325</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042754</td>\n",
       "      <td>-0.305984</td>\n",
       "      <td>0.319694</td>\n",
       "      <td>0.006209</td>\n",
       "      <td>0.000197</td>\n",
       "      <td>-0.007423</td>\n",
       "      <td>-0.288097</td>\n",
       "      <td>-0.285583</td>\n",
       "      <td>-0.386971</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           gender  SeniorCitizen   Partner  \\\n",
       "gender                                   1.000000       0.001819  0.001379   \n",
       "SeniorCitizen                            0.001819       1.000000  0.016957   \n",
       "Partner                                  0.001379       0.016957  1.000000   \n",
       "Dependents                              -0.010349      -0.210550  0.452269   \n",
       "tenure                                  -0.005285       0.015683  0.381912   \n",
       "PhoneService                             0.007515       0.008392  0.018397   \n",
       "MultipleLines                            0.008883       0.142996  0.142561   \n",
       "OnlineSecurity                           0.016328      -0.038576  0.143346   \n",
       "OnlineBackup                             0.013093       0.066663  0.141849   \n",
       "DeviceProtection                         0.000807       0.059514  0.153556   \n",
       "TechSupport                              0.008507      -0.060577  0.120206   \n",
       "StreamingTV                              0.007124       0.105445  0.124483   \n",
       "StreamingMovies                          0.010105       0.119842  0.118108   \n",
       "PaperlessBilling                         0.011902       0.156258 -0.013957   \n",
       "MonthlyCharges                           0.013779       0.219874  0.097825   \n",
       "TotalCharges                            -0.000048       0.102411  0.319072   \n",
       "Churn                                    0.008545       0.150541 -0.149982   \n",
       "InternetService_DSL                     -0.007584      -0.108276 -0.001043   \n",
       "InternetService_Fiber optic              0.011189       0.254923  0.001235   \n",
       "InternetService_No                      -0.004745      -0.182519 -0.000286   \n",
       "Contract_Month-to-month                  0.003251       0.137752 -0.280202   \n",
       "Contract_One year                       -0.007755      -0.046491  0.083067   \n",
       "Contract_Two year                        0.003603      -0.116205  0.247334   \n",
       "PaymentMethod_Bank transfer (automatic)  0.015973      -0.016235  0.111406   \n",
       "PaymentMethod_Credit card (automatic)   -0.001632      -0.024359  0.082327   \n",
       "PaymentMethod_Electronic check          -0.000844       0.171322 -0.083207   \n",
       "PaymentMethod_Mailed check              -0.013199      -0.152987 -0.096948   \n",
       "\n",
       "                                         Dependents    tenure  PhoneService  \\\n",
       "gender                                    -0.010349 -0.005285      0.007515   \n",
       "SeniorCitizen                             -0.210550  0.015683      0.008392   \n",
       "Partner                                    0.452269  0.381912      0.018397   \n",
       "Dependents                                 1.000000  0.163386     -0.001078   \n",
       "tenure                                     0.163386  1.000000      0.007877   \n",
       "PhoneService                              -0.001078  0.007877      1.000000   \n",
       "MultipleLines                             -0.024307  0.332399      0.279530   \n",
       "OnlineSecurity                             0.080786  0.328297     -0.091676   \n",
       "OnlineBackup                               0.023639  0.361138     -0.052133   \n",
       "DeviceProtection                           0.013900  0.361520     -0.070076   \n",
       "TechSupport                                0.063053  0.325288     -0.095138   \n",
       "StreamingTV                               -0.016499  0.280264     -0.021383   \n",
       "StreamingMovies                           -0.038375  0.285402     -0.033477   \n",
       "PaperlessBilling                          -0.110131  0.004823      0.016696   \n",
       "MonthlyCharges                            -0.112343  0.246862      0.248033   \n",
       "TotalCharges                               0.064653  0.825880      0.113008   \n",
       "Churn                                     -0.163128 -0.354049      0.011691   \n",
       "InternetService_DSL                        0.051593  0.013786     -0.452255   \n",
       "InternetService_Fiber optic               -0.164101  0.017930      0.290183   \n",
       "InternetService_No                         0.138383 -0.037529      0.171817   \n",
       "Contract_Month-to-month                   -0.229715 -0.649346     -0.001243   \n",
       "Contract_One year                          0.069222  0.202338     -0.003142   \n",
       "Contract_Two year                          0.201699  0.563801      0.004442   \n",
       "PaymentMethod_Bank transfer (automatic)    0.052369  0.243822      0.008271   \n",
       "PaymentMethod_Credit card (automatic)      0.061134  0.232800     -0.006916   \n",
       "PaymentMethod_Electronic check            -0.149274 -0.210197      0.002747   \n",
       "PaymentMethod_Mailed check                 0.056448 -0.232181     -0.004463   \n",
       "\n",
       "                                         MultipleLines  OnlineSecurity  \\\n",
       "gender                                        0.008883        0.016328   \n",
       "SeniorCitizen                                 0.142996       -0.038576   \n",
       "Partner                                       0.142561        0.143346   \n",
       "Dependents                                   -0.024307        0.080786   \n",
       "tenure                                        0.332399        0.328297   \n",
       "PhoneService                                  0.279530       -0.091676   \n",
       "MultipleLines                                 1.000000        0.098592   \n",
       "OnlineSecurity                                0.098592        1.000000   \n",
       "OnlineBackup                                  0.202228        0.283285   \n",
       "DeviceProtection                              0.201733        0.274875   \n",
       "TechSupport                                   0.100421        0.354458   \n",
       "StreamingTV                                   0.257804        0.175514   \n",
       "StreamingMovies                               0.259194        0.187426   \n",
       "PaperlessBilling                              0.163746       -0.004051   \n",
       "MonthlyCharges                                0.490912        0.296447   \n",
       "TotalCharges                                  0.469042        0.412619   \n",
       "Churn                                         0.040033       -0.171270   \n",
       "InternetService_DSL                          -0.200318        0.320343   \n",
       "InternetService_Fiber optic                   0.366420       -0.030506   \n",
       "InternetService_No                           -0.210794       -0.332799   \n",
       "Contract_Month-to-month                      -0.088558       -0.246844   \n",
       "Contract_One year                            -0.003594        0.100658   \n",
       "Contract_Two year                             0.106618        0.191698   \n",
       "PaymentMethod_Bank transfer (automatic)       0.075429        0.094366   \n",
       "PaymentMethod_Credit card (automatic)         0.060319        0.115473   \n",
       "PaymentMethod_Electronic check                0.083583       -0.112295   \n",
       "PaymentMethod_Mailed check                   -0.227672       -0.079918   \n",
       "\n",
       "                                         OnlineBackup  DeviceProtection  ...  \\\n",
       "gender                                       0.013093          0.000807  ...   \n",
       "SeniorCitizen                                0.066663          0.059514  ...   \n",
       "Partner                                      0.141849          0.153556  ...   \n",
       "Dependents                                   0.023639          0.013900  ...   \n",
       "tenure                                       0.361138          0.361520  ...   \n",
       "PhoneService                                -0.052133         -0.070076  ...   \n",
       "MultipleLines                                0.202228          0.201733  ...   \n",
       "OnlineSecurity                               0.283285          0.274875  ...   \n",
       "OnlineBackup                                 1.000000          0.303058  ...   \n",
       "DeviceProtection                             0.303058          1.000000  ...   \n",
       "TechSupport                                  0.293705          0.332850  ...   \n",
       "StreamingTV                                  0.281601          0.389924  ...   \n",
       "StreamingMovies                              0.274523          0.402309  ...   \n",
       "PaperlessBilling                             0.127056          0.104079  ...   \n",
       "MonthlyCharges                               0.441529          0.482607  ...   \n",
       "TotalCharges                                 0.510100          0.522881  ...   \n",
       "Churn                                       -0.082307         -0.066193  ...   \n",
       "InternetService_DSL                          0.156765          0.145150  ...   \n",
       "InternetService_Fiber optic                  0.165940          0.176356  ...   \n",
       "InternetService_No                          -0.380990         -0.380151  ...   \n",
       "Contract_Month-to-month                     -0.164393         -0.225988  ...   \n",
       "Contract_One year                            0.084113          0.102911  ...   \n",
       "Contract_Two year                            0.111391          0.165248  ...   \n",
       "PaymentMethod_Bank transfer (automatic)      0.086942          0.083047  ...   \n",
       "PaymentMethod_Credit card (automatic)        0.090455          0.111252  ...   \n",
       "PaymentMethod_Electronic check              -0.000364         -0.003308  ...   \n",
       "PaymentMethod_Mailed check                  -0.174075         -0.187325  ...   \n",
       "\n",
       "                                         InternetService_DSL  \\\n",
       "gender                                             -0.007584   \n",
       "SeniorCitizen                                      -0.108276   \n",
       "Partner                                            -0.001043   \n",
       "Dependents                                          0.051593   \n",
       "tenure                                              0.013786   \n",
       "PhoneService                                       -0.452255   \n",
       "MultipleLines                                      -0.200318   \n",
       "OnlineSecurity                                      0.320343   \n",
       "OnlineBackup                                        0.156765   \n",
       "DeviceProtection                                    0.145150   \n",
       "TechSupport                                         0.312183   \n",
       "StreamingTV                                         0.014973   \n",
       "StreamingMovies                                     0.025623   \n",
       "PaperlessBilling                                   -0.063390   \n",
       "MonthlyCharges                                     -0.161368   \n",
       "TotalCharges                                       -0.052190   \n",
       "Churn                                              -0.124141   \n",
       "InternetService_DSL                                 1.000000   \n",
       "InternetService_Fiber optic                        -0.641636   \n",
       "InternetService_No                                 -0.379912   \n",
       "Contract_Month-to-month                            -0.065226   \n",
       "Contract_One year                                   0.047300   \n",
       "Contract_Two year                                   0.030924   \n",
       "PaymentMethod_Bank transfer (automatic)             0.024760   \n",
       "PaymentMethod_Credit card (automatic)               0.051222   \n",
       "PaymentMethod_Electronic check                     -0.104293   \n",
       "PaymentMethod_Mailed check                          0.042754   \n",
       "\n",
       "                                         InternetService_Fiber optic  \\\n",
       "gender                                                      0.011189   \n",
       "SeniorCitizen                                               0.254923   \n",
       "Partner                                                     0.001235   \n",
       "Dependents                                                 -0.164101   \n",
       "tenure                                                      0.017930   \n",
       "PhoneService                                                0.290183   \n",
       "MultipleLines                                               0.366420   \n",
       "OnlineSecurity                                             -0.030506   \n",
       "OnlineBackup                                                0.165940   \n",
       "DeviceProtection                                            0.176356   \n",
       "TechSupport                                                -0.020299   \n",
       "StreamingTV                                                 0.329744   \n",
       "StreamingMovies                                             0.322457   \n",
       "PaperlessBilling                                            0.326470   \n",
       "MonthlyCharges                                              0.787195   \n",
       "TotalCharges                                                0.360769   \n",
       "Churn                                                       0.307463   \n",
       "InternetService_DSL                                        -0.641636   \n",
       "InternetService_Fiber optic                                 1.000000   \n",
       "InternetService_No                                         -0.465736   \n",
       "Contract_Month-to-month                                     0.243014   \n",
       "Contract_One year                                          -0.076809   \n",
       "Contract_Two year                                          -0.209965   \n",
       "PaymentMethod_Bank transfer (automatic)                    -0.022779   \n",
       "PaymentMethod_Credit card (automatic)                      -0.050552   \n",
       "PaymentMethod_Electronic check                              0.335763   \n",
       "PaymentMethod_Mailed check                                 -0.305984   \n",
       "\n",
       "                                         InternetService_No  \\\n",
       "gender                                            -0.004745   \n",
       "SeniorCitizen                                     -0.182519   \n",
       "Partner                                           -0.000286   \n",
       "Dependents                                         0.138383   \n",
       "tenure                                            -0.037529   \n",
       "PhoneService                                       0.171817   \n",
       "MultipleLines                                     -0.210794   \n",
       "OnlineSecurity                                    -0.332799   \n",
       "OnlineBackup                                      -0.380990   \n",
       "DeviceProtection                                  -0.380151   \n",
       "TechSupport                                       -0.335695   \n",
       "StreamingTV                                       -0.414951   \n",
       "StreamingMovies                                   -0.418450   \n",
       "PaperlessBilling                                  -0.320592   \n",
       "MonthlyCharges                                    -0.763191   \n",
       "TotalCharges                                      -0.374878   \n",
       "Churn                                             -0.227578   \n",
       "InternetService_DSL                               -0.379912   \n",
       "InternetService_Fiber optic                       -0.465736   \n",
       "InternetService_No                                 1.000000   \n",
       "Contract_Month-to-month                           -0.217824   \n",
       "Contract_One year                                  0.038061   \n",
       "Contract_Two year                                  0.217542   \n",
       "PaymentMethod_Bank transfer (automatic)           -0.001094   \n",
       "PaymentMethod_Credit card (automatic)              0.001870   \n",
       "PaymentMethod_Electronic check                    -0.284608   \n",
       "PaymentMethod_Mailed check                         0.319694   \n",
       "\n",
       "                                         Contract_Month-to-month  \\\n",
       "gender                                                  0.003251   \n",
       "SeniorCitizen                                           0.137752   \n",
       "Partner                                                -0.280202   \n",
       "Dependents                                             -0.229715   \n",
       "tenure                                                 -0.649346   \n",
       "PhoneService                                           -0.001243   \n",
       "MultipleLines                                          -0.088558   \n",
       "OnlineSecurity                                         -0.246844   \n",
       "OnlineBackup                                           -0.164393   \n",
       "DeviceProtection                                       -0.225988   \n",
       "TechSupport                                            -0.285491   \n",
       "StreamingTV                                            -0.112550   \n",
       "StreamingMovies                                        -0.117867   \n",
       "PaperlessBilling                                        0.168296   \n",
       "MonthlyCharges                                          0.058933   \n",
       "TotalCharges                                           -0.446776   \n",
       "Churn                                                   0.404565   \n",
       "InternetService_DSL                                    -0.065226   \n",
       "InternetService_Fiber optic                             0.243014   \n",
       "InternetService_No                                     -0.217824   \n",
       "Contract_Month-to-month                                 1.000000   \n",
       "Contract_One year                                      -0.570053   \n",
       "Contract_Two year                                      -0.621933   \n",
       "PaymentMethod_Bank transfer (automatic)                -0.180159   \n",
       "PaymentMethod_Credit card (automatic)                  -0.204960   \n",
       "PaymentMethod_Electronic check                          0.330879   \n",
       "PaymentMethod_Mailed check                              0.006209   \n",
       "\n",
       "                                         Contract_One year  Contract_Two year  \\\n",
       "gender                                           -0.007755           0.003603   \n",
       "SeniorCitizen                                    -0.046491          -0.116205   \n",
       "Partner                                           0.083067           0.247334   \n",
       "Dependents                                        0.069222           0.201699   \n",
       "tenure                                            0.202338           0.563801   \n",
       "PhoneService                                     -0.003142           0.004442   \n",
       "MultipleLines                                    -0.003594           0.106618   \n",
       "OnlineSecurity                                    0.100658           0.191698   \n",
       "OnlineBackup                                      0.084113           0.111391   \n",
       "DeviceProtection                                  0.102911           0.165248   \n",
       "TechSupport                                       0.096258           0.240924   \n",
       "StreamingTV                                       0.061930           0.072124   \n",
       "StreamingMovies                                   0.064780           0.075603   \n",
       "PaperlessBilling                                 -0.052278          -0.146281   \n",
       "MonthlyCharges                                    0.004810          -0.073256   \n",
       "TotalCharges                                      0.170569           0.358036   \n",
       "Churn                                            -0.178225          -0.301552   \n",
       "InternetService_DSL                               0.047300           0.030924   \n",
       "InternetService_Fiber optic                      -0.076809          -0.209965   \n",
       "InternetService_No                                0.038061           0.217542   \n",
       "Contract_Month-to-month                          -0.570053          -0.621933   \n",
       "Contract_One year                                 1.000000          -0.288843   \n",
       "Contract_Two year                                -0.288843           1.000000   \n",
       "PaymentMethod_Bank transfer (automatic)           0.057629           0.155004   \n",
       "PaymentMethod_Credit card (automatic)             0.067590           0.174410   \n",
       "PaymentMethod_Electronic check                   -0.109546          -0.281147   \n",
       "PaymentMethod_Mailed check                        0.000197          -0.007423   \n",
       "\n",
       "                                         PaymentMethod_Bank transfer (automatic)  \\\n",
       "gender                                                                  0.015973   \n",
       "SeniorCitizen                                                          -0.016235   \n",
       "Partner                                                                 0.111406   \n",
       "Dependents                                                              0.052369   \n",
       "tenure                                                                  0.243822   \n",
       "PhoneService                                                            0.008271   \n",
       "MultipleLines                                                           0.075429   \n",
       "OnlineSecurity                                                          0.094366   \n",
       "OnlineBackup                                                            0.086942   \n",
       "DeviceProtection                                                        0.083047   \n",
       "TechSupport                                                             0.100472   \n",
       "StreamingTV                                                             0.046121   \n",
       "StreamingMovies                                                         0.048755   \n",
       "PaperlessBilling                                                       -0.017469   \n",
       "MonthlyCharges                                                          0.042410   \n",
       "TotalCharges                                                            0.186119   \n",
       "Churn                                                                  -0.118136   \n",
       "InternetService_DSL                                                     0.024760   \n",
       "InternetService_Fiber optic                                            -0.022779   \n",
       "InternetService_No                                                     -0.001094   \n",
       "Contract_Month-to-month                                                -0.180159   \n",
       "Contract_One year                                                       0.057629   \n",
       "Contract_Two year                                                       0.155004   \n",
       "PaymentMethod_Bank transfer (automatic)                                 1.000000   \n",
       "PaymentMethod_Credit card (automatic)                                  -0.278423   \n",
       "PaymentMethod_Electronic check                                         -0.377270   \n",
       "PaymentMethod_Mailed check                                             -0.288097   \n",
       "\n",
       "                                         PaymentMethod_Credit card (automatic)  \\\n",
       "gender                                                               -0.001632   \n",
       "SeniorCitizen                                                        -0.024359   \n",
       "Partner                                                               0.082327   \n",
       "Dependents                                                            0.061134   \n",
       "tenure                                                                0.232800   \n",
       "PhoneService                                                         -0.006916   \n",
       "MultipleLines                                                         0.060319   \n",
       "OnlineSecurity                                                        0.115473   \n",
       "OnlineBackup                                                          0.090455   \n",
       "DeviceProtection                                                      0.111252   \n",
       "TechSupport                                                           0.117024   \n",
       "StreamingTV                                                           0.040010   \n",
       "StreamingMovies                                                       0.048398   \n",
       "PaperlessBilling                                                     -0.013726   \n",
       "MonthlyCharges                                                        0.030055   \n",
       "TotalCharges                                                          0.182663   \n",
       "Churn                                                                -0.134687   \n",
       "InternetService_DSL                                                   0.051222   \n",
       "InternetService_Fiber optic                                          -0.050552   \n",
       "InternetService_No                                                    0.001870   \n",
       "Contract_Month-to-month                                              -0.204960   \n",
       "Contract_One year                                                     0.067590   \n",
       "Contract_Two year                                                     0.174410   \n",
       "PaymentMethod_Bank transfer (automatic)                              -0.278423   \n",
       "PaymentMethod_Credit card (automatic)                                 1.000000   \n",
       "PaymentMethod_Electronic check                                       -0.373978   \n",
       "PaymentMethod_Mailed check                                           -0.285583   \n",
       "\n",
       "                                         PaymentMethod_Electronic check  \\\n",
       "gender                                                        -0.000844   \n",
       "SeniorCitizen                                                  0.171322   \n",
       "Partner                                                       -0.083207   \n",
       "Dependents                                                    -0.149274   \n",
       "tenure                                                        -0.210197   \n",
       "PhoneService                                                   0.002747   \n",
       "MultipleLines                                                  0.083583   \n",
       "OnlineSecurity                                                -0.112295   \n",
       "OnlineBackup                                                  -0.000364   \n",
       "DeviceProtection                                              -0.003308   \n",
       "TechSupport                                                   -0.114807   \n",
       "StreamingTV                                                    0.144747   \n",
       "StreamingMovies                                                0.137420   \n",
       "PaperlessBilling                                               0.208427   \n",
       "MonthlyCharges                                                 0.271117   \n",
       "TotalCharges                                                  -0.060436   \n",
       "Churn                                                          0.301455   \n",
       "InternetService_DSL                                           -0.104293   \n",
       "InternetService_Fiber optic                                    0.335763   \n",
       "InternetService_No                                            -0.284608   \n",
       "Contract_Month-to-month                                        0.330879   \n",
       "Contract_One year                                             -0.109546   \n",
       "Contract_Two year                                             -0.281147   \n",
       "PaymentMethod_Bank transfer (automatic)                       -0.377270   \n",
       "PaymentMethod_Credit card (automatic)                         -0.373978   \n",
       "PaymentMethod_Electronic check                                 1.000000   \n",
       "PaymentMethod_Mailed check                                    -0.386971   \n",
       "\n",
       "                                         PaymentMethod_Mailed check  \n",
       "gender                                                    -0.013199  \n",
       "SeniorCitizen                                             -0.152987  \n",
       "Partner                                                   -0.096948  \n",
       "Dependents                                                 0.056448  \n",
       "tenure                                                    -0.232181  \n",
       "PhoneService                                              -0.004463  \n",
       "MultipleLines                                             -0.227672  \n",
       "OnlineSecurity                                            -0.079918  \n",
       "OnlineBackup                                              -0.174075  \n",
       "DeviceProtection                                          -0.187325  \n",
       "TechSupport                                               -0.084631  \n",
       "StreamingTV                                               -0.247712  \n",
       "StreamingMovies                                           -0.250290  \n",
       "PaperlessBilling                                          -0.203981  \n",
       "MonthlyCharges                                            -0.376568  \n",
       "TotalCharges                                              -0.294708  \n",
       "Churn                                                     -0.090773  \n",
       "InternetService_DSL                                        0.042754  \n",
       "InternetService_Fiber optic                               -0.305984  \n",
       "InternetService_No                                         0.319694  \n",
       "Contract_Month-to-month                                    0.006209  \n",
       "Contract_One year                                          0.000197  \n",
       "Contract_Two year                                         -0.007423  \n",
       "PaymentMethod_Bank transfer (automatic)                   -0.288097  \n",
       "PaymentMethod_Credit card (automatic)                     -0.285583  \n",
       "PaymentMethod_Electronic check                            -0.386971  \n",
       "PaymentMethod_Mailed check                                 1.000000  \n",
       "\n",
       "[27 rows x 27 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 12))\n",
    "sns.heatmap(\n",
    "    df2.corr(),\n",
    "    annot=True,\n",
    "    cmap=\"coolwarm\",\n",
    "    linewidths=2\n",
    ")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    5163\n",
       "1    1869\n",
       "Name: Churn, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['Churn'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Splitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df2.drop(['Churn'],axis=1)\n",
    "y = df2['Churn']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((6328, 26), (704, 26), (6328,), (704,))"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train,x_test,y_train,y_test = train_test_split(x, y, stratify=y, test_size=0.1, random_state=42)\n",
    "x_train.shape,x_test.shape,y_train.shape,y_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "818e83af",
   "metadata": {},
   "source": [
    "# Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d529656f",
   "metadata": {},
   "outputs": [],
   "source": [
    "scale_cols = ['tenure', 'MonthlyCharges', 'TotalCharges']\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "x_train[scale_cols] = scaler.fit_transform(x_train[scale_cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>...</th>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <th>InternetService_No</th>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <th>Contract_One year</th>\n",
       "      <th>Contract_Two year</th>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.197269</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3533</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.912209</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2730</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.675981</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.553812</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1322</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.912209</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      gender  SeniorCitizen  Partner  Dependents    tenure  PhoneService  \\\n",
       "1443       0              0        1           0 -1.197269             1   \n",
       "3533       1              0        0           0 -0.912209             1   \n",
       "2730       0              0        0           0  0.675981             1   \n",
       "332        0              0        0           0  0.553812             1   \n",
       "1322       1              0        1           0 -0.912209             1   \n",
       "\n",
       "      MultipleLines  OnlineSecurity  OnlineBackup  DeviceProtection  ...  \\\n",
       "1443              0               0             0                 1  ...   \n",
       "3533              0               0             0                 0  ...   \n",
       "2730              1               0             1                 0  ...   \n",
       "332               1               0             1                 1  ...   \n",
       "1322              0               0             0                 0  ...   \n",
       "\n",
       "      InternetService_DSL  InternetService_Fiber optic  InternetService_No  \\\n",
       "1443                    1                            0                   0   \n",
       "3533                    0                            0                   1   \n",
       "2730                    0                            1                   0   \n",
       "332                     0                            1                   0   \n",
       "1322                    0                            0                   1   \n",
       "\n",
       "      Contract_Month-to-month  Contract_One year  Contract_Two year  \\\n",
       "1443                        1                  0                  0   \n",
       "3533                        0                  1                  0   \n",
       "2730                        0                  1                  0   \n",
       "332                         0                  1                  0   \n",
       "1322                        1                  0                  0   \n",
       "\n",
       "      PaymentMethod_Bank transfer (automatic)  \\\n",
       "1443                                        0   \n",
       "3533                                        0   \n",
       "2730                                        1   \n",
       "332                                         0   \n",
       "1322                                        1   \n",
       "\n",
       "      PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "1443                                      0                               0   \n",
       "3533                                      0                               0   \n",
       "2730                                      0                               0   \n",
       "332                                       1                               0   \n",
       "1322                                      0                               0   \n",
       "\n",
       "      PaymentMethod_Mailed check  \n",
       "1443                           1  \n",
       "3533                           1  \n",
       "2730                           0  \n",
       "332                            0  \n",
       "1322                           0  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
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       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>...</th>\n",
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       "      <th>InternetService_Fiber optic</th>\n",
       "      <th>InternetService_No</th>\n",
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       "      <th>Contract_One year</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>5787</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
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       "      <td>1</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
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      ],
      "text/plain": [
       "      gender  SeniorCitizen  Partner  Dependents    tenure  PhoneService  \\\n",
       "2713       0              0        0           0 -1.278714             1   \n",
       "1613       0              0        0           0  0.065138             1   \n",
       "2090       1              0        1           1  0.635258             0   \n",
       "5787       1              0        0           0  0.146584             1   \n",
       "6596       0              0        0           0  1.286823             1   \n",
       "\n",
       "      MultipleLines  OnlineSecurity  OnlineBackup  DeviceProtection  ...  \\\n",
       "2713              0               0             0                 0  ...   \n",
       "1613              0               0             0                 0  ...   \n",
       "2090              0               0             0                 0  ...   \n",
       "5787              0               0             0                 1  ...   \n",
       "6596              1               1             1                 1  ...   \n",
       "\n",
       "      InternetService_DSL  InternetService_Fiber optic  InternetService_No  \\\n",
       "2713                    0                            0                   1   \n",
       "1613                    0                            0                   1   \n",
       "2090                    1                            0                   0   \n",
       "5787                    0                            1                   0   \n",
       "6596                    1                            0                   0   \n",
       "\n",
       "      Contract_Month-to-month  Contract_One year  Contract_Two year  \\\n",
       "2713                        1                  0                  0   \n",
       "1613                        1                  0                  0   \n",
       "2090                        1                  0                  0   \n",
       "5787                        1                  0                  0   \n",
       "6596                        0                  1                  0   \n",
       "\n",
       "      PaymentMethod_Bank transfer (automatic)  \\\n",
       "2713                                        0   \n",
       "1613                                        0   \n",
       "2090                                        0   \n",
       "5787                                        0   \n",
       "6596                                        0   \n",
       "\n",
       "      PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "2713                                      0                               0   \n",
       "1613                                      0                               0   \n",
       "2090                                      1                               0   \n",
       "5787                                      0                               1   \n",
       "6596                                      0                               1   \n",
       "\n",
       "      PaymentMethod_Mailed check  \n",
       "2713                           1  \n",
       "1613                           1  \n",
       "2090                           0  \n",
       "5787                           0  \n",
       "6596                           0  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_test[scale_cols] = scaler.transform(x_test[scale_cols])\n",
    "x_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "5dfb7a76",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "edf687a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "198/198 [==============================] - 1s 1ms/step - loss: 0.4873 - accuracy: 0.7658\n",
      "Epoch 2/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7966\n",
      "Epoch 3/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.4178 - accuracy: 0.7984\n",
      "Epoch 4/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.4142 - accuracy: 0.8021\n",
      "Epoch 5/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.4119 - accuracy: 0.8048\n",
      "Epoch 6/100\n",
      "198/198 [==============================] - 0s 954us/step - loss: 0.4108 - accuracy: 0.8031\n",
      "Epoch 7/100\n",
      "198/198 [==============================] - 0s 922us/step - loss: 0.4093 - accuracy: 0.8045\n",
      "Epoch 8/100\n",
      "198/198 [==============================] - 0s 917us/step - loss: 0.4086 - accuracy: 0.8061\n",
      "Epoch 9/100\n",
      "198/198 [==============================] - 0s 927us/step - loss: 0.4073 - accuracy: 0.8053\n",
      "Epoch 10/100\n",
      "198/198 [==============================] - 0s 941us/step - loss: 0.4070 - accuracy: 0.8093\n",
      "Epoch 11/100\n",
      "198/198 [==============================] - 0s 983us/step - loss: 0.4060 - accuracy: 0.8085\n",
      "Epoch 12/100\n",
      "198/198 [==============================] - 0s 930us/step - loss: 0.4058 - accuracy: 0.8093\n",
      "Epoch 13/100\n",
      "198/198 [==============================] - 0s 941us/step - loss: 0.4053 - accuracy: 0.8093\n",
      "Epoch 14/100\n",
      "198/198 [==============================] - 0s 962us/step - loss: 0.4045 - accuracy: 0.8094\n",
      "Epoch 15/100\n",
      "198/198 [==============================] - 0s 972us/step - loss: 0.4039 - accuracy: 0.8078\n",
      "Epoch 16/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.4043 - accuracy: 0.8099\n",
      "Epoch 17/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.4035 - accuracy: 0.8083\n",
      "Epoch 18/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.4031 - accuracy: 0.8086\n",
      "Epoch 19/100\n",
      "198/198 [==============================] - 0s 935us/step - loss: 0.4022 - accuracy: 0.8097\n",
      "Epoch 20/100\n",
      "198/198 [==============================] - 0s 915us/step - loss: 0.4015 - accuracy: 0.8102\n",
      "Epoch 21/100\n",
      "198/198 [==============================] - 0s 919us/step - loss: 0.4020 - accuracy: 0.8121\n",
      "Epoch 22/100\n",
      "198/198 [==============================] - 0s 951us/step - loss: 0.4010 - accuracy: 0.8112\n",
      "Epoch 23/100\n",
      "198/198 [==============================] - 0s 915us/step - loss: 0.4011 - accuracy: 0.8102\n",
      "Epoch 24/100\n",
      "198/198 [==============================] - 0s 941us/step - loss: 0.4001 - accuracy: 0.8102\n",
      "Epoch 25/100\n",
      "198/198 [==============================] - 0s 937us/step - loss: 0.3996 - accuracy: 0.8123\n",
      "Epoch 26/100\n",
      "198/198 [==============================] - 0s 916us/step - loss: 0.3989 - accuracy: 0.8115\n",
      "Epoch 27/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8127\n",
      "Epoch 28/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8129\n",
      "Epoch 29/100\n",
      "198/198 [==============================] - 0s 926us/step - loss: 0.3978 - accuracy: 0.8121\n",
      "Epoch 30/100\n",
      "198/198 [==============================] - 0s 932us/step - loss: 0.3973 - accuracy: 0.8135\n",
      "Epoch 31/100\n",
      "198/198 [==============================] - 0s 936us/step - loss: 0.3978 - accuracy: 0.8112\n",
      "Epoch 32/100\n",
      "198/198 [==============================] - 0s 921us/step - loss: 0.3965 - accuracy: 0.8145\n",
      "Epoch 33/100\n",
      "198/198 [==============================] - 0s 944us/step - loss: 0.3963 - accuracy: 0.8154\n",
      "Epoch 34/100\n",
      "198/198 [==============================] - 0s 944us/step - loss: 0.3960 - accuracy: 0.8101\n",
      "Epoch 35/100\n",
      "198/198 [==============================] - 0s 924us/step - loss: 0.3959 - accuracy: 0.8149\n",
      "Epoch 36/100\n",
      "198/198 [==============================] - 0s 958us/step - loss: 0.3952 - accuracy: 0.8138\n",
      "Epoch 37/100\n",
      "198/198 [==============================] - 0s 942us/step - loss: 0.3955 - accuracy: 0.8146\n",
      "Epoch 38/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8148\n",
      "Epoch 39/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3942 - accuracy: 0.8145\n",
      "Epoch 40/100\n",
      "198/198 [==============================] - 0s 929us/step - loss: 0.3941 - accuracy: 0.8146\n",
      "Epoch 41/100\n",
      "198/198 [==============================] - 0s 934us/step - loss: 0.3939 - accuracy: 0.8142\n",
      "Epoch 42/100\n",
      "198/198 [==============================] - 0s 913us/step - loss: 0.3937 - accuracy: 0.8134\n",
      "Epoch 43/100\n",
      "198/198 [==============================] - 0s 911us/step - loss: 0.3934 - accuracy: 0.8142\n",
      "Epoch 44/100\n",
      "198/198 [==============================] - 0s 923us/step - loss: 0.3926 - accuracy: 0.8146\n",
      "Epoch 45/100\n",
      "198/198 [==============================] - 0s 992us/step - loss: 0.3922 - accuracy: 0.8148\n",
      "Epoch 46/100\n",
      "198/198 [==============================] - 0s 912us/step - loss: 0.3925 - accuracy: 0.8138\n",
      "Epoch 47/100\n",
      "198/198 [==============================] - 0s 936us/step - loss: 0.3923 - accuracy: 0.8134\n",
      "Epoch 48/100\n",
      "198/198 [==============================] - 0s 926us/step - loss: 0.3917 - accuracy: 0.8154\n",
      "Epoch 49/100\n",
      "198/198 [==============================] - 0s 939us/step - loss: 0.3915 - accuracy: 0.8167\n",
      "Epoch 50/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3909 - accuracy: 0.8157\n",
      "Epoch 51/100\n",
      "198/198 [==============================] - 0s 958us/step - loss: 0.3911 - accuracy: 0.8172\n",
      "Epoch 52/100\n",
      "198/198 [==============================] - 0s 924us/step - loss: 0.3909 - accuracy: 0.8168\n",
      "Epoch 53/100\n",
      "198/198 [==============================] - 0s 940us/step - loss: 0.3910 - accuracy: 0.8118\n",
      "Epoch 54/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8162\n",
      "Epoch 55/100\n",
      "198/198 [==============================] - 0s 938us/step - loss: 0.3903 - accuracy: 0.8157\n",
      "Epoch 56/100\n",
      "198/198 [==============================] - 0s 958us/step - loss: 0.3894 - accuracy: 0.8148\n",
      "Epoch 57/100\n",
      "198/198 [==============================] - 0s 972us/step - loss: 0.3898 - accuracy: 0.8138\n",
      "Epoch 58/100\n",
      "198/198 [==============================] - 0s 937us/step - loss: 0.3890 - accuracy: 0.8143\n",
      "Epoch 59/100\n",
      "198/198 [==============================] - 0s 939us/step - loss: 0.3897 - accuracy: 0.8167\n",
      "Epoch 60/100\n",
      "198/198 [==============================] - 0s 921us/step - loss: 0.3899 - accuracy: 0.8151\n",
      "Epoch 61/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8176\n",
      "Epoch 62/100\n",
      "198/198 [==============================] - 0s 929us/step - loss: 0.3888 - accuracy: 0.8168\n",
      "Epoch 63/100\n",
      "198/198 [==============================] - 0s 928us/step - loss: 0.3881 - accuracy: 0.8157\n",
      "Epoch 64/100\n",
      "198/198 [==============================] - 0s 958us/step - loss: 0.3881 - accuracy: 0.8176\n",
      "Epoch 65/100\n",
      "198/198 [==============================] - 0s 931us/step - loss: 0.3871 - accuracy: 0.8191\n",
      "Epoch 66/100\n",
      "198/198 [==============================] - 0s 937us/step - loss: 0.3875 - accuracy: 0.8173\n",
      "Epoch 67/100\n",
      "198/198 [==============================] - 0s 936us/step - loss: 0.3874 - accuracy: 0.8164\n",
      "Epoch 68/100\n",
      "198/198 [==============================] - 0s 951us/step - loss: 0.3869 - accuracy: 0.8180\n",
      "Epoch 69/100\n",
      "198/198 [==============================] - 0s 928us/step - loss: 0.3872 - accuracy: 0.8170\n",
      "Epoch 70/100\n",
      "198/198 [==============================] - 0s 945us/step - loss: 0.3864 - accuracy: 0.8162\n",
      "Epoch 71/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8192\n",
      "Epoch 72/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8153\n",
      "Epoch 73/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8176\n",
      "Epoch 74/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8173\n",
      "Epoch 75/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3854 - accuracy: 0.8187\n",
      "Epoch 76/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3853 - accuracy: 0.8170\n",
      "Epoch 77/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3851 - accuracy: 0.8187\n",
      "Epoch 78/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3848 - accuracy: 0.8200\n",
      "Epoch 79/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3847 - accuracy: 0.8183\n",
      "Epoch 80/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3851 - accuracy: 0.8191\n",
      "Epoch 81/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3840 - accuracy: 0.8197\n",
      "Epoch 82/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3840 - accuracy: 0.8191\n",
      "Epoch 83/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3841 - accuracy: 0.8194\n",
      "Epoch 84/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3841 - accuracy: 0.8186\n",
      "Epoch 85/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3837 - accuracy: 0.8200\n",
      "Epoch 86/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3835 - accuracy: 0.8198\n",
      "Epoch 87/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3829 - accuracy: 0.8187\n",
      "Epoch 88/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3833 - accuracy: 0.8181\n",
      "Epoch 89/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3836 - accuracy: 0.8205\n",
      "Epoch 90/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3832 - accuracy: 0.8195\n",
      "Epoch 91/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3824 - accuracy: 0.8205\n",
      "Epoch 92/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3825 - accuracy: 0.8198\n",
      "Epoch 93/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3828 - accuracy: 0.8191\n",
      "Epoch 94/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3829 - accuracy: 0.8186\n",
      "Epoch 95/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3820 - accuracy: 0.8210\n",
      "Epoch 96/100\n",
      "198/198 [==============================] - 0s 2ms/step - loss: 0.3827 - accuracy: 0.8187\n",
      "Epoch 97/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3831 - accuracy: 0.8187\n",
      "Epoch 98/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3822 - accuracy: 0.8183\n",
      "Epoch 99/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3825 - accuracy: 0.8197\n",
      "Epoch 100/100\n",
      "198/198 [==============================] - 0s 1ms/step - loss: 0.3815 - accuracy: 0.8200\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.src.callbacks.History at 0x1af4e76f0d0>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = tf.keras.Sequential([\n",
    "    tf.keras.layers.Dense(20, input_shape=(26,), activation='relu'),\n",
    "    tf.keras.layers.Dense(1, activation='sigmoid'),\n",
    "])\n",
    "\n",
    "model.compile(optimizer='adam',\n",
    "             loss = 'binary_crossentropy',\n",
    "             metrics=['accuracy'])\n",
    "\n",
    "model.fit(\n",
    "    x_train,\n",
    "    y_train,\n",
    "    epochs=100\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5e7d0743",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22/22 [==============================] - 0s 983us/step - loss: 0.4546 - accuracy: 0.7741\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.4545864164829254, 0.7741477489471436]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.evaluate(x_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d7317097",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22/22 [==============================] - 0s 862us/step\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0.23871475],\n",
       "       [0.03428937],\n",
       "       [0.09152519],\n",
       "       [0.1704319 ],\n",
       "       [0.08611335]], dtype=float32)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yp = model.predict(x_test)\n",
    "yp[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "9df30dd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = []\n",
    "for i in yp:\n",
    "    if i > 0.5:\n",
    "        y_pred.append(1)\n",
    "    else:\n",
    "        y_pred.append(0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "45d6b8aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 0, 0, 0, 0],\n",
       " 2713    0\n",
       " 1613    0\n",
       " 2090    0\n",
       " 5787    1\n",
       " 6596    0\n",
       " Name: Churn, dtype: int64)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred[:5],y_test[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "81ccd43d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.89      0.85       517\n",
      "           1       0.60      0.45      0.51       187\n",
      "\n",
      "    accuracy                           0.77       704\n",
      "   macro avg       0.71      0.67      0.68       704\n",
      "weighted avg       0.76      0.77      0.76       704\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d964546c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(95.72222222222221, 0.5, 'Truth')"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "cm = tf.math.confusion_matrix(labels=y_test, predictions=y_pred)\n",
    "\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(\n",
    "    cm,\n",
    "    annot=True,\n",
    "    fmt='d',\n",
    "    cmap='coolwarm',\n",
    "    linewidths=0.5\n",
    ")\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('Truth')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "575538e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import (\n",
    "    accuracy_score,\n",
    "    recall_score,\n",
    "    precision_score,\n",
    "    f1_score\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7741477272727273"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(\n",
    "    y_test,\n",
    "    y_pred\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.44919786096256686"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recall_score(\n",
    "    y_test,\n",
    "    y_pred\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precision_score(\n",
    "    y_test,\n",
    "    y_pred\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5137614678899082"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(\n",
    "    y_test,\n",
    "    y_pred\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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