From 12130bda7851770f815b1857edd1b900755bc3d6 Mon Sep 17 00:00:00 2001
From: TheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com>
Date: Thu, 10 Oct 2024 15:51:46 +0900
Subject: created ", created README.md

---
 .../Customer-Churn-Prediction-checkpoint.ipynb     | 3283 +++++++++
 .../.ipynb_checkpoints/tele_churn-checkpoint.ipynb | 5535 +++++++++++++++
 .../WA_Fn-UseC_-Telco-Customer-Churn.csv           | 7044 ++++++++++++++++++++
 Data Prediction/Tele Churn/tele_churn.ipynb        | 5141 ++++++++++++++
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 create mode 100644 Data Prediction/Tele Churn/.ipynb_checkpoints/Customer-Churn-Prediction-checkpoint.ipynb
 create mode 100644 Data Prediction/Tele Churn/.ipynb_checkpoints/tele_churn-checkpoint.ipynb
 create mode 100644 Data Prediction/Tele Churn/WA_Fn-UseC_-Telco-Customer-Churn.csv
 create mode 100644 Data Prediction/Tele Churn/tele_churn.ipynb

(limited to 'Data Prediction')

diff --git a/Data Prediction/Tele Churn/.ipynb_checkpoints/Customer-Churn-Prediction-checkpoint.ipynb b/Data Prediction/Tele Churn/.ipynb_checkpoints/Customer-Churn-Prediction-checkpoint.ipynb
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@@ -0,0 +1,3283 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Introduction \n",
+    "## Customer Churn Prediction"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Customer attrition or churn, is when customers stop doing business with a company. It can have a significant impact on a company's revenue and it's crucial for businesses to find out the reasons why customers are leaving and take steps to reduce the number of customers leaving. One way to do this is by identifying customer segments that are at risk of leaving, and implementing retention strategies to keep them. Also, by using data and machine learning techniques, companies can predict which customers are likely to leave in the future and take actions to keep them before they decide to leave.\n",
+    "\n",
+    "We are going to build a basic model for predicting customer churn using [Telco Customer Churn dataset](https://www.kaggle.com/blastchar/telco-customer-churn). We are using some classification algorithm to model customers who have left, using Python tools such as pandas for data manipulation and matplotlib for visualizations.\n",
+    "\n",
+    "\n",
+    "Let's get started."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Steps Involved to Predict Customer Churn\n",
+    "- Importing Libraries\n",
+    "- Loading Dataset\n",
+    "- Exploratory Data Analysis\n",
+    "- Outliers using IQR method\n",
+    "- Cleaning and Transforming Data\n",
+    "    - One-hot Encoding\n",
+    "    - Rearranging Columns\n",
+    "    - Feature Scaling\n",
+    "    - Feature Selection\n",
+    "- Prediction using Logistic Regression\n",
+    "- Prediction using Support Vector Classifier\n",
+    "- Prediction using Decision Tree Classifier\n",
+    "- Prediction using KNN Classifier"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing Libraries\n",
+    "\n",
+    "First of all, we will import knwon necessary libraries."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#import platform\n",
+    "import pandas as pd\n",
+    "import sklearn\n",
+    "import numpy as np\n",
+    "#import graphviz\n",
+    "import seaborn as sns\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "# import plotly.express as px\n",
+    "# import plotly.graph_objects as go\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Loading Dataset\n",
+    "We use pandas to read the dataset and preprocess it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7043, 21)"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('WA_Fn-UseC_-Telco-Customer-Churn.csv')\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploratory Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "scrolled": false
+   },
+   "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>0</th>\n",
+       "      <td>7590-VHVEG</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5575-GNVDE</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.95</td>\n",
+       "      <td>1889.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3668-QPYBK</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.85</td>\n",
+       "      <td>108.15</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7795-CFOCW</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</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>Bank transfer (automatic)</td>\n",
+       "      <td>42.30</td>\n",
+       "      <td>1840.75</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9237-HQITU</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.70</td>\n",
+       "      <td>151.65</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 PhoneService  \\\n",
+       "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
+       "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
+       "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
+       "3  7795-CFOCW    Male              0      No         No      45           No   \n",
+       "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
+       "\n",
+       "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
+       "0  No phone service             DSL             No  ...               No   \n",
+       "1                No             DSL            Yes  ...              Yes   \n",
+       "2                No             DSL            Yes  ...               No   \n",
+       "3  No phone service             DSL            Yes  ...              Yes   \n",
+       "4                No     Fiber optic             No  ...               No   \n",
+       "\n",
+       "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
+       "0          No          No              No  Month-to-month              Yes   \n",
+       "1          No          No              No        One year               No   \n",
+       "2          No          No              No  Month-to-month              Yes   \n",
+       "3         Yes          No              No        One year               No   \n",
+       "4          No          No              No  Month-to-month              Yes   \n",
+       "\n",
+       "               PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
+       "0           Electronic check          29.85         29.85    No  \n",
+       "1               Mailed check          56.95        1889.5    No  \n",
+       "2               Mailed check          53.85        108.15   Yes  \n",
+       "3  Bank transfer (automatic)          42.30       1840.75    No  \n",
+       "4           Electronic check          70.70        151.65   Yes  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.018231Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.017819Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.052282Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.051336Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.018175Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "  <thead>\n",
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+       "      <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",
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+       "      <th>7038</th>\n",
+       "      <td>6840-RESVB</td>\n",
+       "      <td>Male</td>\n",
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+       "      <td>Yes</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>84.80</td>\n",
+       "      <td>1990.5</td>\n",
+       "      <td>No</td>\n",
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+       "      <th>7039</th>\n",
+       "      <td>2234-XADUH</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>72</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Credit card (automatic)</td>\n",
+       "      <td>103.20</td>\n",
+       "      <td>7362.9</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7040</th>\n",
+       "      <td>4801-JZAZL</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>11</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.60</td>\n",
+       "      <td>346.45</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7041</th>\n",
+       "      <td>8361-LTMKD</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>74.40</td>\n",
+       "      <td>306.6</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7042</th>\n",
+       "      <td>3186-AJIEK</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>66</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>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Two year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>105.65</td>\n",
+       "      <td>6844.5</td>\n",
+       "      <td>No</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",
+       "7038  6840-RESVB    Male              0     Yes        Yes      24   \n",
+       "7039  2234-XADUH  Female              0     Yes        Yes      72   \n",
+       "7040  4801-JZAZL  Female              0     Yes        Yes      11   \n",
+       "7041  8361-LTMKD    Male              1     Yes         No       4   \n",
+       "7042  3186-AJIEK    Male              0      No         No      66   \n",
+       "\n",
+       "     PhoneService     MultipleLines InternetService OnlineSecurity  ...  \\\n",
+       "7038          Yes               Yes             DSL            Yes  ...   \n",
+       "7039          Yes               Yes     Fiber optic             No  ...   \n",
+       "7040           No  No phone service             DSL            Yes  ...   \n",
+       "7041          Yes               Yes     Fiber optic             No  ...   \n",
+       "7042          Yes                No     Fiber optic            Yes  ...   \n",
+       "\n",
+       "     DeviceProtection TechSupport StreamingTV StreamingMovies        Contract  \\\n",
+       "7038              Yes         Yes         Yes             Yes        One year   \n",
+       "7039              Yes          No         Yes             Yes        One year   \n",
+       "7040               No          No          No              No  Month-to-month   \n",
+       "7041               No          No          No              No  Month-to-month   \n",
+       "7042              Yes         Yes         Yes             Yes        Two year   \n",
+       "\n",
+       "     PaperlessBilling              PaymentMethod MonthlyCharges  TotalCharges  \\\n",
+       "7038              Yes               Mailed check          84.80        1990.5   \n",
+       "7039              Yes    Credit card (automatic)         103.20        7362.9   \n",
+       "7040              Yes           Electronic check          29.60        346.45   \n",
+       "7041              Yes               Mailed check          74.40         306.6   \n",
+       "7042              Yes  Bank transfer (automatic)         105.65        6844.5   \n",
+       "\n",
+       "     Churn  \n",
+       "7038    No  \n",
+       "7039    No  \n",
+       "7040    No  \n",
+       "7041   Yes  \n",
+       "7042    No  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.079833Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.078995Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.090558Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.089462Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.079771Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7043, 21)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We have 2 types of features in the dataset: categorical (two or more values and without any order) and numerical. Most of the feature names are self-explanatory, except for:\n",
+    " - Partner: whether the customer has a partner or not (Yes, No),\n",
+    " - Dependents: whether the customer has dependents or not (Yes, No),\n",
+    " - OnlineBackup: whether the customer has online backup or not (Yes, No, No internet service),\n",
+    " - tenure: number of months the customer has stayed with the company,\n",
+    " - MonthlyCharges: the amount charged to the customer monthly,\n",
+    " - TotalCharges: the total amount charged to the customer.\n",
+    " \n",
+    "There are 7043 customers in the dataset and 19 features without customerID (non-informative) and Churn column (target variable). Most of the categorical features have 4 or less unique values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.093002Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.092646Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.101858Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.100608Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.092944Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "147903"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.size"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.055811Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.055339Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.065207Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.064137Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.055751Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "customerID           object\n",
+       "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": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Totalcharges is given as object datatype but it is float datatype"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.067769Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.067117Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.076918Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.075769Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.067723Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents',\n",
+       "       'tenure', 'PhoneService', 'MultipleLines', 'InternetService',\n",
+       "       'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport',\n",
+       "       'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling',\n",
+       "       'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.105839Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.104115Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.143193Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.142163Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.105792Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 7043 entries, 0 to 7042\n",
+      "Data columns (total 21 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   customerID        7043 non-null   object \n",
+      " 1   gender            7043 non-null   object \n",
+      " 2   SeniorCitizen     7043 non-null   int64  \n",
+      " 3   Partner           7043 non-null   object \n",
+      " 4   Dependents        7043 non-null   object \n",
+      " 5   tenure            7043 non-null   int64  \n",
+      " 6   PhoneService      7043 non-null   object \n",
+      " 7   MultipleLines     7043 non-null   object \n",
+      " 8   InternetService   7043 non-null   object \n",
+      " 9   OnlineSecurity    7043 non-null   object \n",
+      " 10  OnlineBackup      7043 non-null   object \n",
+      " 11  DeviceProtection  7043 non-null   object \n",
+      " 12  TechSupport       7043 non-null   object \n",
+      " 13  StreamingTV       7043 non-null   object \n",
+      " 14  StreamingMovies   7043 non-null   object \n",
+      " 15  Contract          7043 non-null   object \n",
+      " 16  PaperlessBilling  7043 non-null   object \n",
+      " 17  PaymentMethod     7043 non-null   object \n",
+      " 18  MonthlyCharges    7043 non-null   float64\n",
+      " 19  TotalCharges      7043 non-null   object \n",
+      " 20  Churn             7043 non-null   object \n",
+      "dtypes: float64(1), int64(2), object(18)\n",
+      "memory usage: 1.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.176933Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.176295Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.202429Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.201454Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.176874Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "customerID          0\n",
+       "gender              0\n",
+       "SeniorCitizen       0\n",
+       "Partner             0\n",
+       "Dependents          0\n",
+       "tenure              0\n",
+       "PhoneService        0\n",
+       "MultipleLines       0\n",
+       "InternetService     0\n",
+       "OnlineSecurity      0\n",
+       "OnlineBackup        0\n",
+       "DeviceProtection    0\n",
+       "TechSupport         0\n",
+       "StreamingTV         0\n",
+       "StreamingMovies     0\n",
+       "Contract            0\n",
+       "PaperlessBilling    0\n",
+       "PaymentMethod       0\n",
+       "MonthlyCharges      0\n",
+       "TotalCharges        0\n",
+       "Churn               0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.205070Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.203846Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.233001Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.231899Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.205022Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Basic Data Cleaning: \n",
+    "As we have already observered in above cell that Totalcharges is given as object datatype but it is float datatype. We will fix it here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('O')"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['TotalCharges'].dtype"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.290044Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.289662Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.301523Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.300033Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.289998Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df['TotalCharges'] = pd.to_numeric(df['TotalCharges'],errors = 'coerce')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('float64')"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['TotalCharges'].dtype"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "categorical_features = [\n",
+    "    \"gender\",\n",
+    "    \"SeniorCitizen\",\n",
+    "    \"Partner\",\n",
+    "    \"Dependents\",\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",
+    "]\n",
+    "numerical_features = [\"tenure\", \"MonthlyCharges\", \"TotalCharges\"]\n",
+    "target = \"Churn\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.235534Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.234920Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.262979Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.261969Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.235471Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SeniorCitizen     1.833633\n",
+       "tenure            0.239540\n",
+       "MonthlyCharges   -0.220524\n",
+       "TotalCharges      0.961642\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.skew(numeric_only= True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:52:43.269333Z",
+     "iopub.status.busy": "2021-11-09T03:52:43.268524Z",
+     "iopub.status.idle": "2021-11-09T03:52:43.287626Z",
+     "shell.execute_reply": "2021-11-09T03:52:43.286653Z",
+     "shell.execute_reply.started": "2021-11-09T03:52:43.269284Z"
+    }
+   },
+   "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>SeniorCitizen</th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>SeniorCitizen</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.016567</td>\n",
+       "      <td>0.220173</td>\n",
+       "      <td>0.102411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tenure</th>\n",
+       "      <td>0.016567</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.247900</td>\n",
+       "      <td>0.825880</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <td>0.220173</td>\n",
+       "      <td>0.247900</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.651065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TotalCharges</th>\n",
+       "      <td>0.102411</td>\n",
+       "      <td>0.825880</td>\n",
+       "      <td>0.651065</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                SeniorCitizen    tenure  MonthlyCharges  TotalCharges\n",
+       "SeniorCitizen        1.000000  0.016567        0.220173      0.102411\n",
+       "tenure               0.016567  1.000000        0.247900      0.825880\n",
+       "MonthlyCharges       0.220173  0.247900        1.000000      0.651065\n",
+       "TotalCharges         0.102411  0.825880        0.651065      1.000000"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr(numeric_only= True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Feature distribution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We plot distributions for numerical and categorical features to check for outliers and compare feature distributions with target variable."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Numerical features distribution\n",
+    "\n",
+    "Numeric summarizing techniques (mean, standard deviation, etc.) don't show us spikes, shapes of distributions and it is hard to observe outliers with it. That is the reason we use histograms."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>7043.000000</td>\n",
+       "      <td>7043.000000</td>\n",
+       "      <td>7032.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>32.371149</td>\n",
+       "      <td>64.761692</td>\n",
+       "      <td>2283.300441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>24.559481</td>\n",
+       "      <td>30.090047</td>\n",
+       "      <td>2266.771362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>18.250000</td>\n",
+       "      <td>18.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>35.500000</td>\n",
+       "      <td>401.450000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>70.350000</td>\n",
+       "      <td>1397.475000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>55.000000</td>\n",
+       "      <td>89.850000</td>\n",
+       "      <td>3794.737500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>118.750000</td>\n",
+       "      <td>8684.800000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            tenure  MonthlyCharges  TotalCharges\n",
+       "count  7043.000000     7043.000000   7032.000000\n",
+       "mean     32.371149       64.761692   2283.300441\n",
+       "std      24.559481       30.090047   2266.771362\n",
+       "min       0.000000       18.250000     18.800000\n",
+       "25%       9.000000       35.500000    401.450000\n",
+       "50%      29.000000       70.350000   1397.475000\n",
+       "75%      55.000000       89.850000   3794.737500\n",
+       "max      72.000000      118.750000   8684.800000"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[numerical_features].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[<AxesSubplot: title={'center': 'tenure'}>,\n",
+       "        <AxesSubplot: title={'center': 'MonthlyCharges'}>],\n",
+       "       [<AxesSubplot: title={'center': 'TotalCharges'}>, <AxesSubplot: >]],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x700 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[numerical_features].hist(bins=30, figsize=(10, 7))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We look at distributions of numerical features in relation to the target variable. We can observe that the greater TotalCharges and tenure are the less is the probability of churn."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot: title={'center': 'tenure'}>,\n",
+       "       <AxesSubplot: title={'center': 'MonthlyCharges'}>,\n",
+       "       <AxesSubplot: title={'center': 'TotalCharges'}>], dtype=object)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1400x400 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1, 3, figsize=(14, 4))\n",
+    "df[df.Churn == \"No\"][numerical_features].hist(bins=30, color=\"blue\", alpha=0.5, ax=ax)\n",
+    "df[df.Churn == \"Yes\"][numerical_features].hist(bins=30, color=\"red\", alpha=0.5, ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Categorical feature distribution\n",
+    "\n",
+    "To analyze categorical features, we use bar charts. We observe that Senior citizens and customers without phone service are less represented in the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1900x1900 with 16 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ROWS, COLS = 4, 4\n",
+    "fig, ax = plt.subplots(ROWS,COLS, figsize=(19,19))\n",
+    "row, col = 0, 0,\n",
+    "for i, categorical_feature in enumerate(categorical_features):\n",
+    "    if col == COLS - 1:\n",
+    "        row += 1\n",
+    "    col = i % COLS\n",
+    "    df[categorical_feature].value_counts().plot(kind='bar', ax=ax[row, col]).set_title(categorical_feature)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The next step is to look at categorical features in relation to the target variable. We do this only for contract feature. Users who have a month-to-month contract are more likely to churn than users with long term contracts."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'churned')"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feature = 'Contract'\n",
+    "fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n",
+    "df[df.Churn == \"No\"][feature].value_counts().plot(kind='bar', ax=ax[0]).set_title('not churned')\n",
+    "df[df.Churn == \"Yes\"][feature].value_counts().plot(kind='bar', ax=ax[1]).set_title('churned')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Target variable distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'churned')"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[target].value_counts().plot(kind='bar').set_title('churned')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Target variable distribution shows that we are dealing with an imbalanced problem as there are many more non-churned as compare to churned users. The model would achieve high accuracy as it would mostly predict majority class - users who didn't churn in our example.\n",
+    "\n",
+    "Few things we can do to minimize the influence of imbalanced dataset:\n",
+    "- resample data,\n",
+    "- collect more samples,\n",
+    "- use precision and recall as accuracy metrics."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Outliers Analysis with IQR Method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:14.876626Z",
+     "iopub.status.busy": "2021-11-09T03:53:14.875430Z",
+     "iopub.status.idle": "2021-11-09T03:53:14.900303Z",
+     "shell.execute_reply": "2021-11-09T03:53:14.899071Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:14.876576Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "No outliers in tenure\n",
+      "No outliers in MonthlyCharges\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = ['tenure','MonthlyCharges']\n",
+    "def count_outliers(data,col):\n",
+    "        q1 = data[col].quantile(0.25,interpolation='nearest')\n",
+    "        q2 = data[col].quantile(0.5,interpolation='nearest')\n",
+    "        q3 = data[col].quantile(0.75,interpolation='nearest')\n",
+    "        q4 = data[col].quantile(1,interpolation='nearest')\n",
+    "        IQR = q3 -q1\n",
+    "        global LLP\n",
+    "        global ULP\n",
+    "        LLP = q1 - 1.5*IQR\n",
+    "        ULP = q3 + 1.5*IQR\n",
+    "        if data[col].min() > LLP and data[col].max() < ULP:\n",
+    "            print(\"No outliers in\",i)\n",
+    "        else:\n",
+    "            print(\"There are outliers in\",i)\n",
+    "            x = data[data[col]<LLP][col].size\n",
+    "            y = data[data[col]>ULP][col].size\n",
+    "            a.append(i)\n",
+    "            print('Count of outliers are:',x+y)\n",
+    "global a\n",
+    "a = []\n",
+    "for i in x:\n",
+    "    count_outliers(df,i)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cleaning and Transforming Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:14.902614Z",
+     "iopub.status.busy": "2021-11-09T03:53:14.902166Z",
+     "iopub.status.idle": "2021-11-09T03:53:14.911726Z",
+     "shell.execute_reply": "2021-11-09T03:53:14.910394Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:14.902565Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df.drop(['customerID'],axis = 1,inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:14.914366Z",
+     "iopub.status.busy": "2021-11-09T03:53:14.914012Z",
+     "iopub.status.idle": "2021-11-09T03:53:14.952158Z",
+     "shell.execute_reply": "2021-11-09T03:53:14.951160Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:14.914319Z"
+    }
+   },
+   "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>0</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.95</td>\n",
+       "      <td>1889.50</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.85</td>\n",
+       "      <td>108.15</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>42.30</td>\n",
+       "      <td>1840.75</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.70</td>\n",
+       "      <td>151.65</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
+       "0  Female              0     Yes         No       1           No   \n",
+       "1    Male              0      No         No      34          Yes   \n",
+       "2    Male              0      No         No       2          Yes   \n",
+       "3    Male              0      No         No      45           No   \n",
+       "4  Female              0      No         No       2          Yes   \n",
+       "\n",
+       "      MultipleLines InternetService OnlineSecurity OnlineBackup  \\\n",
+       "0  No phone service             DSL             No          Yes   \n",
+       "1                No             DSL            Yes           No   \n",
+       "2                No             DSL            Yes          Yes   \n",
+       "3  No phone service             DSL            Yes           No   \n",
+       "4                No     Fiber optic             No           No   \n",
+       "\n",
+       "  DeviceProtection TechSupport StreamingTV StreamingMovies        Contract  \\\n",
+       "0               No          No          No              No  Month-to-month   \n",
+       "1              Yes          No          No              No        One year   \n",
+       "2               No          No          No              No  Month-to-month   \n",
+       "3              Yes         Yes          No              No        One year   \n",
+       "4               No          No          No              No  Month-to-month   \n",
+       "\n",
+       "  PaperlessBilling              PaymentMethod  MonthlyCharges  TotalCharges  \\\n",
+       "0              Yes           Electronic check           29.85         29.85   \n",
+       "1               No               Mailed check           56.95       1889.50   \n",
+       "2              Yes               Mailed check           53.85        108.15   \n",
+       "3               No  Bank transfer (automatic)           42.30       1840.75   \n",
+       "4              Yes           Electronic check           70.70        151.65   \n",
+       "\n",
+       "  Churn  \n",
+       "0    No  \n",
+       "1    No  \n",
+       "2   Yes  \n",
+       "3    No  \n",
+       "4   Yes  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Dropped customerID because it is not needed"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### On Hot Encoding"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:14.954613Z",
+     "iopub.status.busy": "2021-11-09T03:53:14.953998Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.014837Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.013920Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:14.954564Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df1=pd.get_dummies(data=df,columns=['gender', 'Partner', 'Dependents', \n",
+    "       'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity',\n",
+    "       'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV',\n",
+    "       'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod', 'Churn'], drop_first=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>SeniorCitizen</th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "      <th>gender_Male</th>\n",
+       "      <th>Partner_Yes</th>\n",
+       "      <th>Dependents_Yes</th>\n",
+       "      <th>PhoneService_Yes</th>\n",
+       "      <th>MultipleLines_No phone service</th>\n",
+       "      <th>MultipleLines_Yes</th>\n",
+       "      <th>...</th>\n",
+       "      <th>StreamingTV_Yes</th>\n",
+       "      <th>StreamingMovies_No internet service</th>\n",
+       "      <th>StreamingMovies_Yes</th>\n",
+       "      <th>Contract_One year</th>\n",
+       "      <th>Contract_Two year</th>\n",
+       "      <th>PaperlessBilling_Yes</th>\n",
+       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
+       "      <th>PaymentMethod_Electronic check</th>\n",
+       "      <th>PaymentMethod_Mailed check</th>\n",
+       "      <th>Churn_Yes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>29.85</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>...</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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>56.95</td>\n",
+       "      <td>1889.50</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>...</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",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>53.85</td>\n",
+       "      <td>108.15</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>...</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",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>42.30</td>\n",
+       "      <td>1840.75</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>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>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>70.70</td>\n",
+       "      <td>151.65</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>...</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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   SeniorCitizen  tenure  MonthlyCharges  TotalCharges  gender_Male  \\\n",
+       "0              0       1           29.85         29.85            0   \n",
+       "1              0      34           56.95       1889.50            1   \n",
+       "2              0       2           53.85        108.15            1   \n",
+       "3              0      45           42.30       1840.75            1   \n",
+       "4              0       2           70.70        151.65            0   \n",
+       "\n",
+       "   Partner_Yes  Dependents_Yes  PhoneService_Yes  \\\n",
+       "0            1               0                 0   \n",
+       "1            0               0                 1   \n",
+       "2            0               0                 1   \n",
+       "3            0               0                 0   \n",
+       "4            0               0                 1   \n",
+       "\n",
+       "   MultipleLines_No phone service  MultipleLines_Yes  ...  StreamingTV_Yes  \\\n",
+       "0                               1                  0  ...                0   \n",
+       "1                               0                  0  ...                0   \n",
+       "2                               0                  0  ...                0   \n",
+       "3                               1                  0  ...                0   \n",
+       "4                               0                  0  ...                0   \n",
+       "\n",
+       "   StreamingMovies_No internet service  StreamingMovies_Yes  \\\n",
+       "0                                    0                    0   \n",
+       "1                                    0                    0   \n",
+       "2                                    0                    0   \n",
+       "3                                    0                    0   \n",
+       "4                                    0                    0   \n",
+       "\n",
+       "   Contract_One year  Contract_Two year  PaperlessBilling_Yes  \\\n",
+       "0                  0                  0                     1   \n",
+       "1                  1                  0                     0   \n",
+       "2                  0                  0                     1   \n",
+       "3                  1                  0                     0   \n",
+       "4                  0                  0                     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",
+       "   PaymentMethod_Mailed check  Churn_Yes  \n",
+       "0                           0          0  \n",
+       "1                           1          0  \n",
+       "2                           1          1  \n",
+       "3                           0          0  \n",
+       "4                           0          1  \n",
+       "\n",
+       "[5 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['SeniorCitizen', 'tenure', 'MonthlyCharges', 'TotalCharges',\n",
+       "       'gender_Male', 'Partner_Yes', 'Dependents_Yes', 'PhoneService_Yes',\n",
+       "       'MultipleLines_No phone service', 'MultipleLines_Yes',\n",
+       "       'InternetService_Fiber optic', 'InternetService_No',\n",
+       "       'OnlineSecurity_No internet service', 'OnlineSecurity_Yes',\n",
+       "       'OnlineBackup_No internet service', 'OnlineBackup_Yes',\n",
+       "       'DeviceProtection_No internet service', 'DeviceProtection_Yes',\n",
+       "       'TechSupport_No internet service', 'TechSupport_Yes',\n",
+       "       'StreamingTV_No internet service', 'StreamingTV_Yes',\n",
+       "       'StreamingMovies_No internet service', 'StreamingMovies_Yes',\n",
+       "       'Contract_One year', 'Contract_Two year', 'PaperlessBilling_Yes',\n",
+       "       'PaymentMethod_Credit card (automatic)',\n",
+       "       'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check',\n",
+       "       'Churn_Yes'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Rearranging Columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "_kg_hide-input": true,
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.018322Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.017423Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.028617Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.027469Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.018273Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df1 = df1[['SeniorCitizen', 'tenure', 'MonthlyCharges', 'TotalCharges',\n",
+    "        'gender_Male', 'Partner_Yes', 'Dependents_Yes',\n",
+    "       'PhoneService_Yes', 'MultipleLines_No phone service',\n",
+    "       'MultipleLines_Yes', 'InternetService_Fiber optic',\n",
+    "       'InternetService_No', 'OnlineSecurity_No internet service',\n",
+    "       'OnlineSecurity_Yes', 'OnlineBackup_No internet service',\n",
+    "       'OnlineBackup_Yes', 'DeviceProtection_No internet service',\n",
+    "       'DeviceProtection_Yes', 'TechSupport_No internet service',\n",
+    "       'TechSupport_Yes', 'StreamingTV_No internet service', 'StreamingTV_Yes',\n",
+    "       'StreamingMovies_No internet service', 'StreamingMovies_Yes',\n",
+    "       'Contract_One year', 'Contract_Two year', 'PaperlessBilling_Yes',\n",
+    "       'PaymentMethod_Credit card (automatic)',\n",
+    "       'PaymentMethod_Electronic check', 'PaymentMethod_Mailed check','Churn_Yes']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.031710Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.030868Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.064625Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.063618Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.031661Z"
+    }
+   },
+   "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>SeniorCitizen</th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "      <th>gender_Male</th>\n",
+       "      <th>Partner_Yes</th>\n",
+       "      <th>Dependents_Yes</th>\n",
+       "      <th>PhoneService_Yes</th>\n",
+       "      <th>MultipleLines_No phone service</th>\n",
+       "      <th>MultipleLines_Yes</th>\n",
+       "      <th>...</th>\n",
+       "      <th>StreamingTV_Yes</th>\n",
+       "      <th>StreamingMovies_No internet service</th>\n",
+       "      <th>StreamingMovies_Yes</th>\n",
+       "      <th>Contract_One year</th>\n",
+       "      <th>Contract_Two year</th>\n",
+       "      <th>PaperlessBilling_Yes</th>\n",
+       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
+       "      <th>PaymentMethod_Electronic check</th>\n",
+       "      <th>PaymentMethod_Mailed check</th>\n",
+       "      <th>Churn_Yes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>29.85</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>...</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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>56.95</td>\n",
+       "      <td>1889.50</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>...</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",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>53.85</td>\n",
+       "      <td>108.15</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>...</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",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>42.30</td>\n",
+       "      <td>1840.75</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>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>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>70.70</td>\n",
+       "      <td>151.65</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>...</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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   SeniorCitizen  tenure  MonthlyCharges  TotalCharges  gender_Male  \\\n",
+       "0              0       1           29.85         29.85            0   \n",
+       "1              0      34           56.95       1889.50            1   \n",
+       "2              0       2           53.85        108.15            1   \n",
+       "3              0      45           42.30       1840.75            1   \n",
+       "4              0       2           70.70        151.65            0   \n",
+       "\n",
+       "   Partner_Yes  Dependents_Yes  PhoneService_Yes  \\\n",
+       "0            1               0                 0   \n",
+       "1            0               0                 1   \n",
+       "2            0               0                 1   \n",
+       "3            0               0                 0   \n",
+       "4            0               0                 1   \n",
+       "\n",
+       "   MultipleLines_No phone service  MultipleLines_Yes  ...  StreamingTV_Yes  \\\n",
+       "0                               1                  0  ...                0   \n",
+       "1                               0                  0  ...                0   \n",
+       "2                               0                  0  ...                0   \n",
+       "3                               1                  0  ...                0   \n",
+       "4                               0                  0  ...                0   \n",
+       "\n",
+       "   StreamingMovies_No internet service  StreamingMovies_Yes  \\\n",
+       "0                                    0                    0   \n",
+       "1                                    0                    0   \n",
+       "2                                    0                    0   \n",
+       "3                                    0                    0   \n",
+       "4                                    0                    0   \n",
+       "\n",
+       "   Contract_One year  Contract_Two year  PaperlessBilling_Yes  \\\n",
+       "0                  0                  0                     1   \n",
+       "1                  1                  0                     0   \n",
+       "2                  0                  0                     1   \n",
+       "3                  1                  0                     0   \n",
+       "4                  0                  0                     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",
+       "   PaymentMethod_Mailed check  Churn_Yes  \n",
+       "0                           0          0  \n",
+       "1                           1          0  \n",
+       "2                           1          1  \n",
+       "3                           0          0  \n",
+       "4                           0          1  \n",
+       "\n",
+       "[5 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7043, 31)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.067076Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.066454Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.080022Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.078954Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.067027Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.impute import SimpleImputer\n",
+    "\n",
+    "# The imputer will replace missing values with the mean of the non-missing values for the respective columns\n",
+    "\n",
+    "imputer = SimpleImputer(missing_values=np.nan, strategy=\"mean\")\n",
+    "\n",
+    "df1.TotalCharges = imputer.fit_transform(df1[\"TotalCharges\"].values.reshape(-1, 1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Feature Scaling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.082462Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.082111Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.103525Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.102463Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.082399Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "scaler = StandardScaler()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler.fit(df1.drop(['Churn_Yes'],axis = 1))\n",
+    "scaled_features = scaler.transform(df1.drop('Churn_Yes',axis = 1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Feature Selection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.106000Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.105329Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.116525Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.115285Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.105952Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X = scaled_features\n",
+    "Y = df1['Churn_Yes']\n",
+    "X_train,X_test,Y_train,Y_test = train_test_split(X,Y,test_size = 0.3,random_state=44)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prediction using Logistic Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.228616Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.227007Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.319319Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.318141Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.228565Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression()</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "LogisticRegression()"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.metrics import classification_report,accuracy_score ,confusion_matrix\n",
+    "\n",
+    "logmodel = LogisticRegression()\n",
+    "logmodel.fit(X_train,Y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.328549Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.325493Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.338505Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.337265Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.328497Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "predLR = logmodel.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0, 0, 0, ..., 0, 0, 0], dtype=uint8)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "predLR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5616    0\n",
+       "2937    0\n",
+       "1355    0\n",
+       "5441    1\n",
+       "3333    0\n",
+       "       ..\n",
+       "2797    1\n",
+       "412     0\n",
+       "174     0\n",
+       "5761    0\n",
+       "5895    0\n",
+       "Name: Churn_Yes, Length: 2113, dtype: uint8"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y_test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.348885Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.344785Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.381860Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.380863Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.348824Z"
+    },
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.84      0.90      0.87      1557\n",
+      "           1       0.65      0.53      0.58       556\n",
+      "\n",
+      "    accuracy                           0.80      2113\n",
+      "   macro avg       0.74      0.71      0.73      2113\n",
+      "weighted avg       0.79      0.80      0.79      2113\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(Y_test, predLR))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1200x400 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# calculate the classification report\n",
+    "report = classification_report(Y_test, predLR, target_names=['Churn_No', 'Churn_Yes'])\n",
+    "\n",
+    "# split the report into lines\n",
+    "lines = report.split('\\n')\n",
+    "\n",
+    "# split each line into parts\n",
+    "parts = [line.split() for line in lines[2:-5]]\n",
+    "\n",
+    "# extract the metrics for each class\n",
+    "class_metrics = dict()\n",
+    "for part in parts:\n",
+    "    class_metrics[part[0]] = {'precision': float(part[1]), 'recall': float(part[2]), 'f1-score': float(part[3]), 'support': int(part[4])}\n",
+    "\n",
+    "# create a bar chart for each metric\n",
+    "fig, ax = plt.subplots(1, 4, figsize=(12, 4))\n",
+    "metrics = ['precision', 'recall', 'f1-score', 'support']\n",
+    "for i, metric in enumerate(metrics):\n",
+    "    ax[i].bar(class_metrics.keys(), [class_metrics[key][metric] for key in class_metrics.keys()])\n",
+    "    ax[i].set_title(metric)\n",
+    "\n",
+    "# display the plot\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "confusion_matrix_LR = confusion_matrix(Y_test, predLR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# create a heatmap of the matrix using matshow()\n",
+    "\n",
+    "plt.matshow(confusion_matrix(Y_test, predLR))\n",
+    "\n",
+    "# add labels for the x and y axes\n",
+    "plt.xlabel('Predicted Class')\n",
+    "plt.ylabel('Actual Class')\n",
+    "\n",
+    "for i in range(2):\n",
+    "    for j in range(2):\n",
+    "        plt.text(j, i, confusion_matrix_LR[i, j], ha='center', va='center')\n",
+    "\n",
+    "\n",
+    "# Add custom labels for x and y ticks\n",
+    "plt.xticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.yticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.390863Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.388123Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.405849Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.404464Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.390782Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8062880324543611"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "logmodel.score(X_train, Y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8002839564600095"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "accuracy_score(Y_test, predLR)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prediction using Support Vector Classifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.527574Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.526756Z",
+     "iopub.status.idle": "2021-11-09T03:53:43.842686Z",
+     "shell.execute_reply": "2021-11-09T03:53:43.841678Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.527527Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.svm import SVC\n",
+    "\n",
+    "svc = SVC()\n",
+    "svc.fit(X_train, Y_train)\n",
+    "y_pred_svc = svc.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:43.862493Z",
+     "iopub.status.busy": "2021-11-09T03:53:43.861822Z",
+     "iopub.status.idle": "2021-11-09T03:53:43.877207Z",
+     "shell.execute_reply": "2021-11-09T03:53:43.876226Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:43.862445Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.83      0.92      0.87      1557\n",
+      "           1       0.67      0.48      0.56       556\n",
+      "\n",
+      "    accuracy                           0.80      2113\n",
+      "   macro avg       0.75      0.70      0.71      2113\n",
+      "weighted avg       0.79      0.80      0.79      2113\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(Y_test, y_pred_svc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:43.844696Z",
+     "iopub.status.busy": "2021-11-09T03:53:43.844279Z",
+     "iopub.status.idle": "2021-11-09T03:53:43.858729Z",
+     "shell.execute_reply": "2021-11-09T03:53:43.857478Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:43.844652Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "confusion_matrix_svc = confusion_matrix(Y_test, y_pred_svc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# create a heatmap of the matrix using matshow()\n",
+    "\n",
+    "plt.matshow(confusion_matrix_svc)\n",
+    "\n",
+    "# add labels for the x and y axes\n",
+    "plt.xlabel('Predicted Class')\n",
+    "plt.ylabel('Actual Class')\n",
+    "\n",
+    "for i in range(2):\n",
+    "    for j in range(2):\n",
+    "        plt.text(j, i, confusion_matrix_svc[i, j], ha='center', va='center')\n",
+    "\n",
+    "        \n",
+    "# Add custom labels for x and y ticks\n",
+    "plt.xticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.yticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8170385395537525"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "svc.score(X_train,Y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:43.879144Z",
+     "iopub.status.busy": "2021-11-09T03:53:43.878814Z",
+     "iopub.status.idle": "2021-11-09T03:53:43.885927Z",
+     "shell.execute_reply": "2021-11-09T03:53:43.884870Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:43.879102Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8012304779933743"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "accuracy_score(Y_test, y_pred_svc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Prediction using Decision Tree Classifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.414719Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.412027Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.465457Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.464395Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.414670Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "\n",
+    "dtc = DecisionTreeClassifier()\n",
+    "\n",
+    "dtc.fit(X_train, Y_train)\n",
+    "y_pred_dtc = dtc.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.485884Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.485243Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.506139Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.505038Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.485837Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.81      0.80      0.81      1557\n",
+      "           1       0.47      0.48      0.47       556\n",
+      "\n",
+      "    accuracy                           0.72      2113\n",
+      "   macro avg       0.64      0.64      0.64      2113\n",
+      "weighted avg       0.72      0.72      0.72      2113\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(Y_test, y_pred_dtc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.468239Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.467658Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.483494Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.482335Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.468197Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "confusion_matrix_dtc = confusion_matrix(Y_test, y_pred_dtc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# create a heatmap of the matrix using matshow()\n",
+    "\n",
+    "plt.matshow(confusion_matrix_dtc)\n",
+    "\n",
+    "# add labels for the x and y axes\n",
+    "plt.xlabel('Predicted Class')\n",
+    "plt.ylabel('Actual Class')\n",
+    "\n",
+    "for i in range(2):\n",
+    "    for j in range(2):\n",
+    "        plt.text(j, i, confusion_matrix_dtc[i, j], ha='center', va='center')\n",
+    "\n",
+    "\n",
+    "# Add custom labels for x and y ticks\n",
+    "plt.xticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.yticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9987829614604462"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dtc.score(X_train,Y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:42.512579Z",
+     "iopub.status.busy": "2021-11-09T03:53:42.511696Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.524237Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.523090Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:42.512525Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.718409843823947"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "accuracy_score(Y_test, y_pred_dtc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prediction using KNN Classifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.119418Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.118718Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.188313Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.187419Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.119360Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(n_neighbors=30)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier(n_neighbors=30)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "KNeighborsClassifier(n_neighbors=30)"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "\n",
+    "knn = KNeighborsClassifier(n_neighbors = 30)\n",
+    "knn.fit(X_train,Y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.190286Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.189853Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.800866Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.799696Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.190238Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "pred_knn = knn.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.840171Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.839811Z",
+     "iopub.status.idle": "2021-11-09T03:53:40.333004Z",
+     "shell.execute_reply": "2021-11-09T03:53:40.332162Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.840125Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "error_rate= []\n",
+    "for i in range(1,40):\n",
+    "    knn = KNeighborsClassifier(n_neighbors = i)\n",
+    "    knn.fit(X_train,Y_train)\n",
+    "    pred_i = knn.predict(X_test)\n",
+    "    error_rate.append(np.mean(pred_i != Y_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:40.334926Z",
+     "iopub.status.busy": "2021-11-09T03:53:40.334639Z",
+     "iopub.status.idle": "2021-11-09T03:53:40.729899Z",
+     "shell.execute_reply": "2021-11-09T03:53:40.728891Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:40.334874Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Error Rate')"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (10,6))\n",
+    "plt.plot(range(1,40),error_rate,color = 'blue',linestyle = '--',marker = 'o',markerfacecolor='red',markersize = 10)\n",
+    "plt.title('Error Rate vs K')\n",
+    "plt.xlabel('K')\n",
+    "plt.ylabel('Error Rate')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.820436Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.820173Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.838086Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.837096Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.820382Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.84      0.88      0.86      1557\n",
+      "           1       0.62      0.55      0.58       556\n",
+      "\n",
+      "    accuracy                           0.79      2113\n",
+      "   macro avg       0.73      0.71      0.72      2113\n",
+      "weighted avg       0.79      0.79      0.79      2113\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(Y_test,pred_knn))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:15.803343Z",
+     "iopub.status.busy": "2021-11-09T03:53:15.803004Z",
+     "iopub.status.idle": "2021-11-09T03:53:15.818621Z",
+     "shell.execute_reply": "2021-11-09T03:53:15.817622Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:15.803297Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "confusion_matrix_knn = confusion_matrix(Y_test,pred_knn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# create a heatmap of the matrix using matshow()\n",
+    "\n",
+    "plt.matshow(confusion_matrix_knn)\n",
+    "\n",
+    "# add labels for the x and y axes\n",
+    "plt.xlabel('Predicted Class')\n",
+    "plt.ylabel('Actual Class')\n",
+    "\n",
+    "for i in range(2):\n",
+    "    for j in range(2):\n",
+    "        plt.text(j, i, confusion_matrix_knn[i, j], ha='center', va='center')\n",
+    "\n",
+    "# Add custom labels for x and y ticks\n",
+    "plt.xticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.yticks([0, 1], [\"Not Churned\", \"Churned\"])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8008113590263691"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "knn.score(X_train,Y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-11-09T03:53:40.732823Z",
+     "iopub.status.busy": "2021-11-09T03:53:40.731412Z",
+     "iopub.status.idle": "2021-11-09T03:53:42.225267Z",
+     "shell.execute_reply": "2021-11-09T03:53:42.224304Z",
+     "shell.execute_reply.started": "2021-11-09T03:53:40.732768Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.792238523426408"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "accuracy_score(Y_test, pred_knn)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Conclusion\n",
+    "So, Thank you for sticking with me until the end. If you are interested in learning more about this dataset, you can explore other machine learning classification models such as Ada Boost Classifier, Gradient Boosting Classifier, Stochastic Gradient Boosting (SGB) Classifier, Cat Boost Classifier and XGB Boost Classifier. Additionally, you can try tuning the model's hyperparameters using techniques like GridSearchCV. I am not going into detail about those topics, but if you are interested, feel free to explore them further.  "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Data Prediction/Tele Churn/.ipynb_checkpoints/tele_churn-checkpoint.ipynb b/Data Prediction/Tele Churn/.ipynb_checkpoints/tele_churn-checkpoint.ipynb
new file mode 100644
index 0000000..a603791
--- /dev/null
+++ b/Data Prediction/Tele Churn/.ipynb_checkpoints/tele_churn-checkpoint.ipynb	
@@ -0,0 +1,5535 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "211755a3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# pip install matplotlib pandas seaborn missingno plotly scikit-learn xgboost catboost lightgbm"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be0c7624-8210-4045-9033-2176cb5211ef",
+   "metadata": {},
+   "source": [
+    "# Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "3ce7f5d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.27.0.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import warnings\n",
+    "warnings.simplefilter(action='ignore')\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import missingno as msno\n",
+    "from plotly.offline import plot, iplot, init_notebook_mode\n",
+    "init_notebook_mode(connected=True)\n",
+    "import plotly.express as px\n",
+    "import plotly.graph_objects as go\n",
+    "from plotly.subplots import make_subplots\n",
+    "from sklearn.preprocessing import MinMaxScaler, LabelEncoder, StandardScaler, RobustScaler\n",
+    "from sklearn.model_selection import GridSearchCV, cross_validate\n",
+    "from sklearn.metrics import roc_auc_score,roc_curve, classification_report, confusion_matrix, accuracy_score\n",
+    "from sklearn.metrics import RocCurveDisplay\n",
+    "from sklearn.model_selection import train_test_split, cross_validate\n",
+    "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier, VotingClassifier, AdaBoostClassifier\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from xgboost import XGBClassifier\n",
+    "from catboost import CatBoostClassifier\n",
+    "from lightgbm import LGBMClassifier\n",
+    "from sklearn.exceptions import ConvergenceWarning\n",
+    "import tkinter\n",
+    "from collections import Counter\n",
+    "\n",
+    "pd.set_option('display.max_columns', None)\n",
+    "pd.set_option('display.max_rows', None)\n",
+    "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
+    "pd.set_option('display.width', 500)\n",
+    "\n",
+    "# %matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a35dd24-0ced-4d2d-930c-064a0be81b50",
+   "metadata": {},
+   "source": [
+    "# Loading Dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "fe7fdda7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1 = pd.read_csv(\"WA_Fn-UseC_-Telco-Customer-Churn.csv\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "147cc94e-f526-4f19-9101-caac1a7a8f4e",
+   "metadata": {},
+   "source": [
+    "# Explorartory Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "eccab7dd-6d55-4d84-9ef2-10c8b9fefc93",
+   "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>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>0</th>\n",
+       "      <td>7590-VHVEG</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5575-GNVDE</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.950</td>\n",
+       "      <td>1889.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3668-QPYBK</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.850</td>\n",
+       "      <td>108.15</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7795-CFOCW</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>42.300</td>\n",
+       "      <td>1840.75</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9237-HQITU</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.700</td>\n",
+       "      <td>151.65</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges TotalCharges Churn\n",
+       "0  7590-VHVEG  Female              0     Yes         No       1           No  No phone service             DSL             No          Yes               No          No          No              No  Month-to-month              Yes           Electronic check          29.850        29.85    No\n",
+       "1  5575-GNVDE    Male              0      No         No      34          Yes                No             DSL            Yes           No              Yes          No          No              No        One year               No               Mailed check          56.950       1889.5    No\n",
+       "2  3668-QPYBK    Male              0      No         No       2          Yes                No             DSL            Yes          Yes               No          No          No              No  Month-to-month              Yes               Mailed check          53.850       108.15   Yes\n",
+       "3  7795-CFOCW    Male              0      No         No      45           No  No phone service             DSL            Yes           No              Yes         Yes          No              No        One year               No  Bank transfer (automatic)          42.300      1840.75    No\n",
+       "4  9237-HQITU  Female              0      No         No       2          Yes                No     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes           Electronic check          70.700       151.65   Yes"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = df1.copy()\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "072cc34f-b29e-41ae-998a-3796be0dcc86",
+   "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>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>7038</th>\n",
+       "      <td>6840-RESVB</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</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>Yes</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>84.800</td>\n",
+       "      <td>1990.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7039</th>\n",
+       "      <td>2234-XADUH</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>72</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Credit card (automatic)</td>\n",
+       "      <td>103.200</td>\n",
+       "      <td>7362.9</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7040</th>\n",
+       "      <td>4801-JZAZL</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>11</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.600</td>\n",
+       "      <td>346.45</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7041</th>\n",
+       "      <td>8361-LTMKD</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>74.400</td>\n",
+       "      <td>306.6</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7042</th>\n",
+       "      <td>3186-AJIEK</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Two year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>105.650</td>\n",
+       "      <td>6844.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges TotalCharges Churn\n",
+       "7038  6840-RESVB    Male              0     Yes        Yes      24          Yes               Yes             DSL            Yes           No              Yes         Yes         Yes             Yes        One year              Yes               Mailed check          84.800       1990.5    No\n",
+       "7039  2234-XADUH  Female              0     Yes        Yes      72          Yes               Yes     Fiber optic             No          Yes              Yes          No         Yes             Yes        One year              Yes    Credit card (automatic)         103.200       7362.9    No\n",
+       "7040  4801-JZAZL  Female              0     Yes        Yes      11           No  No phone service             DSL            Yes           No               No          No          No              No  Month-to-month              Yes           Electronic check          29.600       346.45    No\n",
+       "7041  8361-LTMKD    Male              1     Yes         No       4          Yes               Yes     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes               Mailed check          74.400        306.6   Yes\n",
+       "7042  3186-AJIEK    Male              0      No         No      66          Yes                No     Fiber optic            Yes           No              Yes         Yes         Yes             Yes        Two year              Yes  Bank transfer (automatic)         105.650       6844.5    No"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "9c64a681",
+   "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>SeniorCitizen</th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>7043.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.162</td>\n",
+       "      <td>32.371</td>\n",
+       "      <td>64.762</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.369</td>\n",
+       "      <td>24.559</td>\n",
+       "      <td>30.090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>18.250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>35.500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>29.000</td>\n",
+       "      <td>70.350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>55.000</td>\n",
+       "      <td>89.850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.000</td>\n",
+       "      <td>72.000</td>\n",
+       "      <td>118.750</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       SeniorCitizen   tenure  MonthlyCharges\n",
+       "count       7043.000 7043.000        7043.000\n",
+       "mean           0.162   32.371          64.762\n",
+       "std            0.369   24.559          30.090\n",
+       "min            0.000    0.000          18.250\n",
+       "25%            0.000    9.000          35.500\n",
+       "50%            0.000   29.000          70.350\n",
+       "75%            0.000   55.000          89.850\n",
+       "max            1.000   72.000         118.750"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0d330dc4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>SeniorCitizen</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>0.162</td>\n",
+       "      <td>0.369</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tenure</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>32.371</td>\n",
+       "      <td>24.559</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>29.000</td>\n",
+       "      <td>55.000</td>\n",
+       "      <td>72.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>64.762</td>\n",
+       "      <td>30.090</td>\n",
+       "      <td>18.250</td>\n",
+       "      <td>35.500</td>\n",
+       "      <td>70.350</td>\n",
+       "      <td>89.850</td>\n",
+       "      <td>118.750</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  count   mean    std    min    25%    50%    75%     max\n",
+       "SeniorCitizen  7043.000  0.162  0.369  0.000  0.000  0.000  0.000   1.000\n",
+       "tenure         7043.000 32.371 24.559  0.000  9.000 29.000 55.000  72.000\n",
+       "MonthlyCharges 7043.000 64.762 30.090 18.250 35.500 70.350 89.850 118.750"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe().T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a30694a2-5fec-4755-871a-ed37833b7c3c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7043, 21)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "f6e03abf-0d4e-4f82-b40d-a89f7cb5e102",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents', 'tenure', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'], dtype='object')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2962acc6-4b0b-4fab-96ba-1af16ddf8dcc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "customerID          0\n",
+       "gender              0\n",
+       "SeniorCitizen       0\n",
+       "Partner             0\n",
+       "Dependents          0\n",
+       "tenure              0\n",
+       "PhoneService        0\n",
+       "MultipleLines       0\n",
+       "InternetService     0\n",
+       "OnlineSecurity      0\n",
+       "OnlineBackup        0\n",
+       "DeviceProtection    0\n",
+       "TechSupport         0\n",
+       "StreamingTV         0\n",
+       "StreamingMovies     0\n",
+       "Contract            0\n",
+       "PaperlessBilling    0\n",
+       "PaymentMethod       0\n",
+       "MonthlyCharges      0\n",
+       "TotalCharges        0\n",
+       "Churn               0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "76760a8d-b933-47d6-8357-de5fad75fe1d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "09aeaead",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1m******************** SHAPE ********************\u001b[0m\n",
+      "(7043, 21)\n",
+      "\u001b[1m******************** TYPES ********************\u001b[0m\n",
+      "customerID           object\n",
+      "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\n",
+      "\u001b[1m******************** NA ********************\u001b[0m\n",
+      "customerID          0\n",
+      "gender              0\n",
+      "SeniorCitizen       0\n",
+      "Partner             0\n",
+      "Dependents          0\n",
+      "tenure              0\n",
+      "PhoneService        0\n",
+      "MultipleLines       0\n",
+      "InternetService     0\n",
+      "OnlineSecurity      0\n",
+      "OnlineBackup        0\n",
+      "DeviceProtection    0\n",
+      "TechSupport         0\n",
+      "StreamingTV         0\n",
+      "StreamingMovies     0\n",
+      "Contract            0\n",
+      "PaperlessBilling    0\n",
+      "PaymentMethod       0\n",
+      "MonthlyCharges      0\n",
+      "TotalCharges        0\n",
+      "Churn               0\n",
+      "dtype: int64\n",
+      "\u001b[1m******************** DUPLICATED VALUE ********************\u001b[0m\n",
+      "0\n"
+     ]
+    }
+   ],
+   "source": [
+    "def check_df(dataframe, head=10):\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' SHAPE ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.shape)\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' TYPES ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.dtypes)\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' NA ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.isnull().sum())\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' DUPLICATED VALUE ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.duplicated().sum())\n",
+    "    \n",
+    "check_df(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09adc81e-77f4-4ebe-8f85-e0ea6da42b7c",
+   "metadata": {},
+   "source": [
+    "### Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "b2f45ccf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Making the necessary arrangements\n",
+    "# Since we do not need the CustomerID variable, we omitted it from the dataset.\n",
+    "df = df.drop(['customerID'], axis = 1)\n",
+    "\n",
+    "# We converted the Churn variable as we wanted to see it as 1/0 instead of yes/no.\n",
+    "df[\"Churn\"] = df[\"Churn\"].replace({\"Yes\":1, \"No\":0})\n",
+    "\n",
+    "# We converted the TotalCharges variable to a numeric variable.\n",
+    "df.TotalCharges = pd.to_numeric(df.TotalCharges, errors='coerce')\n",
+    "\n",
+    "# SeniorCitizen variable should be object not integer, we changed that too.\n",
+    "df[\"SeniorCitizen\"] = df[\"SeniorCitizen\"].astype(\"O\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f21e4206",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 7043 entries, 0 to 7042\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   gender            7043 non-null   object \n",
+      " 1   SeniorCitizen     7043 non-null   object \n",
+      " 2   Partner           7043 non-null   object \n",
+      " 3   Dependents        7043 non-null   object \n",
+      " 4   tenure            7043 non-null   int64  \n",
+      " 5   PhoneService      7043 non-null   object \n",
+      " 6   MultipleLines     7043 non-null   object \n",
+      " 7   InternetService   7043 non-null   object \n",
+      " 8   OnlineSecurity    7043 non-null   object \n",
+      " 9   OnlineBackup      7043 non-null   object \n",
+      " 10  DeviceProtection  7043 non-null   object \n",
+      " 11  TechSupport       7043 non-null   object \n",
+      " 12  StreamingTV       7043 non-null   object \n",
+      " 13  StreamingMovies   7043 non-null   object \n",
+      " 14  Contract          7043 non-null   object \n",
+      " 15  PaperlessBilling  7043 non-null   object \n",
+      " 16  PaymentMethod     7043 non-null   object \n",
+      " 17  MonthlyCharges    7043 non-null   float64\n",
+      " 18  TotalCharges      7032 non-null   float64\n",
+      " 19  Churn             7043 non-null   int64  \n",
+      "dtypes: float64(2), int64(2), object(16)\n",
+      "memory usage: 1.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "089edcff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.02, 'Count of Target Variable per Category')"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df['Churn'].value_counts().plot(kind='barh', figsize=(8,6))\n",
+    "plt.xlabel(\"Count\", labelpad=14)\n",
+    "plt.ylabel(\"Target Variable\", labelpad=14)\n",
+    "plt.title(\"Count of Target Variable per Category\", y=1.02)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "9eae1591",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Churn\n",
+       "0    5174\n",
+       "1    1869\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Churn'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "63180e4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Churn\n",
+       "0   73.463\n",
+       "1   26.537\n",
+       "Name: count, dtype: float64"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "100*df['Churn'].value_counts()/len(df['Churn'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "3048dfc6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 7043 entries, 0 to 7042\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   gender            7043 non-null   object \n",
+      " 1   SeniorCitizen     7043 non-null   object \n",
+      " 2   Partner           7043 non-null   object \n",
+      " 3   Dependents        7043 non-null   object \n",
+      " 4   tenure            7043 non-null   int64  \n",
+      " 5   PhoneService      7043 non-null   object \n",
+      " 6   MultipleLines     7043 non-null   object \n",
+      " 7   InternetService   7043 non-null   object \n",
+      " 8   OnlineSecurity    7043 non-null   object \n",
+      " 9   OnlineBackup      7043 non-null   object \n",
+      " 10  DeviceProtection  7043 non-null   object \n",
+      " 11  TechSupport       7043 non-null   object \n",
+      " 12  StreamingTV       7043 non-null   object \n",
+      " 13  StreamingMovies   7043 non-null   object \n",
+      " 14  Contract          7043 non-null   object \n",
+      " 15  PaperlessBilling  7043 non-null   object \n",
+      " 16  PaymentMethod     7043 non-null   object \n",
+      " 17  MonthlyCharges    7043 non-null   float64\n",
+      " 18  TotalCharges      7032 non-null   float64\n",
+      " 19  Churn             7043 non-null   int64  \n",
+      "dtypes: float64(2), int64(2), object(16)\n",
+      "memory usage: 1.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "54fbf0bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "gender               0\n",
+       "SeniorCitizen        0\n",
+       "Partner              0\n",
+       "Dependents           0\n",
+       "tenure               0\n",
+       "PhoneService         0\n",
+       "MultipleLines        0\n",
+       "InternetService      0\n",
+       "OnlineSecurity       0\n",
+       "OnlineBackup         0\n",
+       "DeviceProtection     0\n",
+       "TechSupport          0\n",
+       "StreamingTV          0\n",
+       "StreamingMovies      0\n",
+       "Contract             0\n",
+       "PaperlessBilling     0\n",
+       "PaymentMethod        0\n",
+       "MonthlyCharges       0\n",
+       "TotalCharges        11\n",
+       "Churn                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "8b1e531b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observations: 7043\n",
+      "Variables: 20\n",
+      "cat_cols: 17\n",
+      "num_cols: 3\n",
+      "cat_but_car: 0\n",
+      "num_but_cat: 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "def grab_col_names(dataframe, cat_th=10, car_th=20):\n",
+    "    \"\"\"\n",
+    "\n",
+    "    It gives the names of categorical, numerical and categorical but cardinal variables in the data set.\n",
+    "    Note: Categorical variables with numerical appearance are also included in categorical variables.\n",
+    "\n",
+    "    Parameters\n",
+    "    ------\n",
+    "            df: Dataframe\n",
+    "                The dataframe from which variable names are to be retrieved\n",
+    "        cat_th: int, optional\n",
+    "                threshold value for numeric but categorical variables\n",
+    "        car_th: int, optinal\n",
+    "                threshold value for categorical but cardinal variables\n",
+    "\n",
+    "    Returns\n",
+    "    ------\n",
+    "        cat_cols: list\n",
+    "                Categorical variable list\n",
+    "        num_cols: list\n",
+    "                Numeric variable list\n",
+    "        cat_but_car: list\n",
+    "                Categorical but cardinal variable list\n",
+    "\n",
+    "    Notes\n",
+    "    ------\n",
+    "        cat_cols + num_cols + cat_but_car = total number of variables\n",
+    "        num_but_cat is inside cat_cols\n",
+    "\n",
+    "    \"\"\"\n",
+    "\n",
+    "    # cat_cols, cat_but_car\n",
+    "    cat_cols = [col for col in dataframe.columns if dataframe[col].dtypes == \"O\"]\n",
+    "    num_but_cat = [col for col in dataframe.columns if dataframe[col].nunique() < cat_th and\n",
+    "                   dataframe[col].dtypes != \"O\"]\n",
+    "    cat_but_car = [col for col in dataframe.columns if dataframe[col].nunique() > car_th and\n",
+    "                   dataframe[col].dtypes == \"O\"]\n",
+    "    cat_cols = cat_cols + num_but_cat\n",
+    "    cat_cols = [col for col in cat_cols if col not in cat_but_car]\n",
+    "\n",
+    "    # num_cols\n",
+    "    num_cols = [col for col in dataframe.columns if dataframe[col].dtypes != \"O\"]\n",
+    "    num_cols = [col for col in num_cols if col not in num_but_cat]\n",
+    "\n",
+    "    print(f\"Observations: {dataframe.shape[0]}\")\n",
+    "    print(f\"Variables: {dataframe.shape[1]}\")\n",
+    "    print(f'cat_cols: {len(cat_cols)}')\n",
+    "    print(f'num_cols: {len(num_cols)}')\n",
+    "    print(f'cat_but_car: {len(cat_but_car)}')\n",
+    "    print(f'num_but_cat: {len(num_but_cat)}')\n",
+    "    return cat_cols, num_cols, cat_but_car\n",
+    "\n",
+    "cat_cols, num_cols, cat_but_car = grab_col_names(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "5831c338",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['tenure', 'MonthlyCharges', 'TotalCharges']"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "02d09051",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['gender',\n",
+       " 'SeniorCitizen',\n",
+       " 'Partner',\n",
+       " 'Dependents',\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",
+       " 'Churn']"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat_cols"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c805c38",
+   "metadata": {},
+   "source": [
+    "Data Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "6bb2c162",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### gender ############################\n",
+      "        gender  Ratio\n",
+      "gender               \n",
+      "Male      3555 50.476\n",
+      "Female    3488 49.524\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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lZGTot7/9rVasWKH27dvL6/XK6/Xq+PHjkqSDBw9q/vz5Kioq0uHDh/WnP/1J48eP15AhQ5ScnCxJGjFihJKSknTPPffoww8/1Jo1azR79mxlZGTYH3tNnjxZf/vb3zRz5kz99a9/1a9//Wu98cYbmj59esCuHQAAtBwBDaIlS5aoqqpKKSkpio2NtbfXX39dkhQSEqJ169ZpxIgR6tmzpx566CGNHTtW7777rn2O4OBgrVy5UsHBwfJ4PPrRj36k8ePHa968efacxMRErVq1Srm5uerbt68WLlyoF1988axfuQcAAOYJ6EPVlmWddzw+Pl4FBQVfe56EhAS99957552TkpKinTt3fqP1AQAAM7SIh6oBAAACiSACAADGI4gAAIDxCCIAAGA8gggAABiPIAIAAMYjiAAAgPEIIgAAYDyCCAAAGI8gAgAAxiOIAACA8QgiAABgPIIIAAAYjyACAADGI4gAAIDxCCIAAGA8gggAABiPIAIAAMYjiAAAgPEIIgAAYDyCCAAAGI8gAgAAxiOIAACA8QgiAABgPIIIAAAYjyACAADGI4gAAIDxCCIAAGA8gggAABiPIAIAAMYjiAAAgPEIIgAAYDyCCAAAGI8gAgAAxiOIAACA8QgiAABgPIIIAAAYjyACAADGa1QQDR06VJWVlWcc9/l8Gjp06AWfJzs7W9ddd53at2+v6Oho3XbbbSopKfGbc+LECWVkZKhjx46KiIjQ2LFjVV5e7jentLRUaWlpCg8PV3R0tGbMmKFTp075zcnPz9eAAQPkdDrVvXt35eTkXPA6AQDApa1RQZSfn6+6urozjp84cUIbN2684PMUFBQoIyNDW7duVW5urk6ePKkRI0aopqbGnjN9+nS9++67evPNN1VQUKCPP/5Yt99+uz1eX1+vtLQ01dXVacuWLXrllVeUk5OjOXPm2HMOHTqktLQ03XTTTSouLta0adN0//33a82aNY25fAAAcIlp800m79q1y/7z3r175fV67f36+nqtXr1al19++QWfb/Xq1X77OTk5io6OVlFRkYYMGaKqqiq99NJLWrFihX3n6eWXX1avXr20detWDR48WGvXrtXevXu1bt06xcTEqF+/fpo/f75mzZqluXPnKiQkREuXLlViYqIWLlwoSerVq5c2bdqkRYsWKTU19Zv8FQAAgEvQNwqifv36yeFwyOFwnPWjsbCwMD3zzDONXkxVVZUkqUOHDpKkoqIinTx5UsOHD7fn9OzZU127dlVhYaEGDx6swsJC9enTRzExMfac1NRUTZkyRXv27FH//v1VWFjod47Tc6ZNm3bWddTW1qq2ttbe9/l8jb4mAADQ8n2jIDp06JAsy9KVV16p7du3q3PnzvZYSEiIoqOjFRwc3KiFNDQ0aNq0afrud7+ra665RpLk9XoVEhKiqKgov7kxMTH23Smv1+sXQ6fHT4+db47P59Px48cVFhbmN5adna1HH320UdcBAABan28URAkJCZL+FS9NLSMjQx999JE2bdrU5Of+prKyspSZmWnv+3w+xcfHB3BFAACgOX2jIPqy/fv36/3331dFRcUZgfTlB5ovxNSpU7Vy5Upt2LBBXbp0sY+73W7V1dWpsrLS7y5ReXm53G63PWf79u1+5zv9LbQvz/nqN9PKy8vlcrnOuDskSU6nU06n8xtdAwAAaL0aFUQvvPCCpkyZok6dOsntdsvhcNhjDofjgoPIsiw9+OCDevvtt5Wfn6/ExES/8YEDB6pt27bKy8vT2LFjJUklJSUqLS2Vx+ORJHk8Hj322GOqqKhQdHS0JCk3N1cul0tJSUn2nPfee8/v3Lm5ufY5AACA2RoVRD/72c/02GOPadasWd/qzTMyMrRixQr98Y9/VPv27e1nfiIjIxUWFqbIyEhNnDhRmZmZ6tChg1wulx588EF5PB4NHjxYkjRixAglJSXpnnvu0YIFC+T1ejV79mxlZGTYd3kmT56sZ599VjNnztSECRO0fv16vfHGG1q1atW3Wj8AALg0NOrfIfr88891xx13fOs3X7JkiaqqqpSSkqLY2Fh7e/311+05ixYt0q233qqxY8dqyJAhcrvdeuutt+zx4OBgrVy5UsHBwfJ4PPrRj36k8ePHa968efacxMRErVq1Srm5uerbt68WLlyoF198ka/cAwAASY28Q3THHXdo7dq1mjx58rd6c8uyvnZOaGioFi9erMWLF59zTkJCwhkfiX1VSkqKdu7c+Y3XCAAALn2NCqLu3bvrpz/9qbZu3ao+ffqobdu2fuP//d//3SSLAwAAuBgaFUTPP/+8IiIiVFBQoIKCAr8xh8NBEAEAgFalUUF06NChpl4HAABAwDTqoWoAAIBLSaPuEE2YMOG848uWLWvUYgAAAAKhUUH0+eef++2fPHlSH330kSorK8/6S18BAABaskYF0dtvv33GsYaGBk2ZMkXdunX71osCAAC4mJrsGaKgoCBlZmZq0aJFTXVKAACAi6JJH6o+ePCgTp061ZSnBAAAaHaN+sgsMzPTb9+yLJWVlWnVqlVKT09vkoUBAABcLI0Koq/+CoygoCB17txZCxcu/NpvoAEAALQ0jQqi999/v6nXAQAAEDCNCqLTPvnkE5WUlEiSevTooc6dOzfJogAAAC6mRj1UXVNTowkTJig2NlZDhgzRkCFDFBcXp4kTJ+rYsWNNvUYAAIBm1aggyszMVEFBgd59911VVlaqsrJSf/zjH1VQUKCHHnqoqdcIAADQrBr1kdkf/vAH/f73v1dKSop97JZbblFYWJh+8IMfaMmSJU21PgAAgGbXqDtEx44dU0xMzBnHo6Oj+cgMAAC0Oo0KIo/Ho0ceeUQnTpywjx0/flyPPvqoPB5Pky0OAADgYmjUR2ZPPfWURo4cqS5duqhv376SpA8//FBOp1Nr165t0gUCAAA0t0YFUZ8+fbR//34tX75cf/3rXyVJd911l8aNG6ewsLAmXSAAAEBza1QQZWdnKyYmRpMmTfI7vmzZMn3yySeaNWtWkywOAADgYmjUM0TPPfecevbsecbx3r17a+nSpd96UQAAABdTo4LI6/UqNjb2jOOdO3dWWVnZt14UAADAxdSoIIqPj9fmzZvPOL5582bFxcV960UBAABcTI16hmjSpEmaNm2aTp48qaFDh0qS8vLyNHPmTP6lagAA0Oo0KohmzJihzz77TP/1X/+luro6SVJoaKhmzZqlrKysJl0gAABAc2tUEDkcDv3iF7/QT3/6U+3bt09hYWG66qqr5HQ6m3p9AAAAza5RQXRaRESErrvuuqZaCwAAQEA06qFqAACASwlBBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMFNIg2bNig0aNHKy4uTg6HQ++8847f+L333iuHw+G3jRw50m/O0aNHNW7cOLlcLkVFRWnixImqrq72m7Nr1y7deOONCg0NVXx8vBYsWNDclwYAAFqRgAZRTU2N+vbtq8WLF59zzsiRI1VWVmZvv/vd7/zGx40bpz179ig3N1crV67Uhg0b9MADD9jjPp9PI0aMUEJCgoqKivTLX/5Sc+fO1fPPP99s1wUAAFqXb/Xb7r+tUaNGadSoUeed43Q65Xa7zzq2b98+rV69Wh988IGuvfZaSdIzzzyjW265RU888YTi4uK0fPly1dXVadmyZQoJCVHv3r1VXFysJ5980i+cvqy2tla1tbX2vs/na+QVAgCA1qDFP0OUn5+v6Oho9ejRQ1OmTNFnn31mjxUWFioqKsqOIUkaPny4goKCtG3bNnvOkCFDFBISYs9JTU1VSUmJPv/887O+Z3Z2tiIjI+0tPj6+ma4OAAC0BC06iEaOHKlXX31VeXl5+sUvfqGCggKNGjVK9fX1kiSv16vo6Gi/17Rp00YdOnSQ1+u158TExPjNOb1/es5XZWVlqaqqyt6OHDnS1JcGAABakIB+ZPZ17rzzTvvPffr0UXJysrp166b8/HwNGzas2d7X6XTK6XQ22/kBAEDL0qLvEH3VlVdeqU6dOunAgQOSJLfbrYqKCr85p06d0tGjR+3njtxut8rLy/3mnN4/17NJAADALK0qiP7xj3/os88+U2xsrCTJ4/GosrJSRUVF9pz169eroaFBgwYNsuds2LBBJ0+etOfk5uaqR48euuyyyy7uBQAAgBYpoEFUXV2t4uJiFRcXS5IOHTqk4uJilZaWqrq6WjNmzNDWrVt1+PBh5eXlacyYMerevbtSU1MlSb169dLIkSM1adIkbd++XZs3b9bUqVN15513Ki4uTpJ09913KyQkRBMnTtSePXv0+uuv6+mnn1ZmZmagLhsAALQwAQ2iHTt2qH///urfv78kKTMzU/3799ecOXMUHBysXbt26T//8z919dVXa+LEiRo4cKA2btzo93zP8uXL1bNnTw0bNky33HKLbrjhBr9/YygyMlJr167VoUOHNHDgQD300EOaM2fOOb9yDwAAzBPQh6pTUlJkWdY5x9esWfO15+jQoYNWrFhx3jnJycnauHHjN14fAAAwQ6t6hggAAKA5EEQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4AQ2iDRs2aPTo0YqLi5PD4dA777zjN25ZlubMmaPY2FiFhYVp+PDh2r9/v9+co0ePaty4cXK5XIqKitLEiRNVXV3tN2fXrl268cYbFRoaqvj4eC1YsKC5Lw0AALQiAQ2impoa9e3bV4sXLz7r+IIFC/SrX/1KS5cu1bZt29SuXTulpqbqxIkT9pxx48Zpz549ys3N1cqVK7VhwwY98MAD9rjP59OIESOUkJCgoqIi/fKXv9TcuXP1/PPPN/v1AQCA1qFNIN981KhRGjVq1FnHLMvSU089pdmzZ2vMmDGSpFdffVUxMTF65513dOedd2rfvn1avXq1PvjgA1177bWSpGeeeUa33HKLnnjiCcXFxWn58uWqq6vTsmXLFBISot69e6u4uFhPPvmkXzgBAABztdhniA4dOiSv16vhw4fbxyIjIzVo0CAVFhZKkgoLCxUVFWXHkCQNHz5cQUFB2rZtmz1nyJAhCgkJseekpqaqpKREn3/++Vnfu7a2Vj6fz28DAACXrhYbRF6vV5IUExPjdzwmJsYe83q9io6O9htv06aNOnTo4DfnbOf48nt8VXZ2tiIjI+0tPj7+218QAABosVpsEAVSVlaWqqqq7O3IkSOBXhIAAGhGLTaI3G63JKm8vNzveHl5uT3mdrtVUVHhN37q1CkdPXrUb87ZzvHl9/gqp9Mpl8vltwEAgEtXiw2ixMREud1u5eXl2cd8Pp+2bdsmj8cjSfJ4PKqsrFRRUZE9Z/369WpoaNCgQYPsORs2bNDJkyftObm5uerRo4cuu+yyi3Q1AACgJQtoEFVXV6u4uFjFxcWS/vUgdXFxsUpLS+VwODRt2jT97Gc/05/+9Cft3r1b48ePV1xcnG677TZJUq9evTRy5EhNmjRJ27dv1+bNmzV16lTdeeediouLkyTdfffdCgkJ0cSJE7Vnzx69/vrrevrpp5WZmRmgqwYAAC1NQL92v2PHDt100032/ulISU9PV05OjmbOnKmamho98MADqqys1A033KDVq1crNDTUfs3y5cs1depUDRs2TEFBQRo7dqx+9atf2eORkZFau3atMjIyNHDgQHXq1Elz5szhK/cAAMAW0CBKSUmRZVnnHHc4HJo3b57mzZt3zjkdOnTQihUrzvs+ycnJ2rhxY6PXCQAALm0t9hkiAACAi4UgAgAAxiOIAACA8QgiAABgPIIIAAAYjyACAADGI4gAAIDxCCIAAGA8gggAABiPIAIAAMYjiAAAgPEIIgAAYDyCCAAAGI8gAgAAxiOIAACA8QgiAABgPIIIAAAYjyACAADGI4gAAIDxCCIAAGA8gggAABiPIAIAAMYjiAAAgPEIIgAAYDyCCAAAGI8gAgAAxiOIAACA8QgiAABgPIIIAAAYjyACAADGI4gAAIDxCCIAAGA8gggAABiPIAIAAMYjiAAAgPEIIgAAYDyCCAAAGI8gAgAAxiOIAACA8Vp0EM2dO1cOh8Nv69mzpz1+4sQJZWRkqGPHjoqIiNDYsWNVXl7ud47S0lKlpaUpPDxc0dHRmjFjhk6dOnWxLwUAALRgbQK9gK/Tu3dvrVu3zt5v0+bfS54+fbpWrVqlN998U5GRkZo6dapuv/12bd68WZJUX1+vtLQ0ud1ubdmyRWVlZRo/frzatm2rn//85xf9WgAAQMvU4oOoTZs2crvdZxyvqqrSSy+9pBUrVmjo0KGSpJdfflm9evXS1q1bNXjwYK1du1Z79+7VunXrFBMTo379+mn+/PmaNWuW5s6dq5CQkLO+Z21trWpra+19n8/XPBcHAABahBb9kZkk7d+/X3Fxcbryyis1btw4lZaWSpKKiop08uRJDR8+3J7bs2dPde3aVYWFhZKkwsJC9enTRzExMfac1NRU+Xw+7dmz55zvmZ2drcjISHuLj49vpqsDAAAtQYsOokGDBiknJ0erV6/WkiVLdOjQId1444364osv5PV6FRISoqioKL/XxMTEyOv1SpK8Xq9fDJ0ePz12LllZWaqqqrK3I0eONO2FAQCAFqVFf2Q2atQo+8/JyckaNGiQEhIS9MYbbygsLKzZ3tfpdMrpdDbb+QEAQMvSou8QfVVUVJSuvvpqHThwQG63W3V1daqsrPSbU15ebj9z5Ha7z/jW2en9sz2XBAAAzNSqgqi6uloHDx5UbGysBg4cqLZt2yovL88eLykpUWlpqTwejyTJ4/Fo9+7dqqiosOfk5ubK5XIpKSnpoq8fAAC0TC36I7OHH35Yo0ePVkJCgj7++GM98sgjCg4O1l133aXIyEhNnDhRmZmZ6tChg1wulx588EF5PB4NHjxYkjRixAglJSXpnnvu0YIFC+T1ejV79mxlZGTwkRgAALC16CD6xz/+obvuukufffaZOnfurBtuuEFbt25V586dJUmLFi1SUFCQxo4dq9raWqWmpurXv/61/frg4GCtXLlSU6ZMkcfjUbt27ZSenq558+YF6pIAAEAL1KKD6LXXXjvveGhoqBYvXqzFixefc05CQoLee++9pl4aAAC4hLSqZ4gAAACaA0EEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAADAeQQQAAIxHEAEAAOMRRAAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMZ1QQLV68WFdccYVCQ0M1aNAgbd++PdBLAgAALYAxQfT6668rMzNTjzzyiP7yl7+ob9++Sk1NVUVFRaCXBgAAAsyYIHryySc1adIk3XfffUpKStLSpUsVHh6uZcuWBXppAAAgwNoEegEXQ11dnYqKipSVlWUfCwoK0vDhw1VYWHjG/NraWtXW1tr7VVVVkiSfz9dsa6yurpYk7Snep2M1x5vtfYDW5tD+w5L+9TPSnD+DzYmfb+Dsmvvn+/Q5Lcv6+smWAf75z39akqwtW7b4HZ8xY4Z1/fXXnzH/kUcesSSxsbGxsbGxXQLbkSNHvrYVjLhD9E1lZWUpMzPT3m9oaNDRo0fVsWNHORyOAK4MF4PP51N8fLyOHDkil8sV6OUAaEL8fJvFsix98cUXiouL+9q5RgRRp06dFBwcrPLycr/j5eXlcrvdZ8x3Op1yOp1+x6KioppziWiBXC4X/8EELlH8fJsjMjLyguYZ8VB1SEiIBg4cqLy8PPtYQ0OD8vLy5PF4ArgyAADQEhhxh0iSMjMzlZ6ermuvvVbXX3+9nnrqKdXU1Oi+++4L9NIAAECAGRNEP/zhD/XJJ59ozpw58nq96tevn1avXq2YmJhALw0tjNPp1COPPHLGx6YAWj9+vnEuDsu6kO+iAQAAXLqMeIYIAADgfAgiAABgPIIIAAAYjyACmtAVV1yhp556KtDLAPANHD58WA6HQ8XFxYFeCgKIIEKrde+998rhcJyxHThwINBLA9DMTv/8T548+YyxjIwMORwO3XvvvRd/YWi1CCK0aiNHjlRZWZnflpiYGOhlAbgI4uPj9dprr+n48X//wtwTJ05oxYoV6tq1awBXhtaIIEKr5nQ65Xa7/bbg4GD98Y9/1IABAxQaGqorr7xSjz76qE6dOmW/zuFw6LnnntOtt96q8PBw9erVS4WFhTpw4IBSUlLUrl07fec739HBgwft1xw8eFBjxoxRTEyMIiIidN1112ndunXnXV9lZaXuv/9+de7cWS6XS0OHDtWHH37YbH8fgEkGDBig+Ph4vfXWW/axt956S127dlX//v3tY6tXr9YNN9ygqKgodezYUbfeeqvfz/bZfPTRRxo1apQiIiIUExOje+65R59++mmzXQsCjyDCJWfjxo0aP368fvKTn2jv3r167rnnlJOTo8cee8xv3vz58zV+/HgVFxerZ8+euvvuu/XjH/9YWVlZ2rFjhyzL0tSpU+351dXVuuWWW5SXl6edO3dq5MiRGj16tEpLS8+5ljvuuEMVFRX685//rKKiIg0YMEDDhg3T0aNHm+36AZNMmDBBL7/8sr2/bNmyM34DQU1NjTIzM7Vjxw7l5eUpKChI3/ve99TQ0HDWc1ZWVmro0KHq37+/duzYodWrV6u8vFw/+MEPmvVaEGAW0Eqlp6dbwcHBVrt27ezt+9//vjVs2DDr5z//ud/c3/zmN1ZsbKy9L8maPXu2vV9YWGhJsl566SX72O9+9zsrNDT0vGvo3bu39cwzz9j7CQkJ1qJFiyzLsqyNGzdaLpfLOnHihN9runXrZj333HPf+HoB/Ft6ero1ZswYq6KiwnI6ndbhw4etw4cPW6GhodYnn3xijRkzxkpPTz/raz/55BNLkrV7927Lsizr0KFDliRr586dlmVZ1vz5860RI0b4vebIkSOWJKukpKQ5LwsBZMyv7sCl6aabbtKSJUvs/Xbt2ik5OVmbN2/2uyNUX1+vEydO6NixYwoPD5ckJScn2+Onf4VLnz59/I6dOHFCPp9PLpdL1dXVmjt3rlatWqWysjKdOnVKx48fP+cdog8//FDV1dXq2LGj3/Hjx49/7e16ABemc+fOSktLU05OjizLUlpamjp16uQ3Z//+/ZozZ462bdumTz/91L4zVFpaqmuuueaMc3744Yd6//33FRERccbYwYMHdfXVVzfPxSCgCCK0au3atVP37t39jlVXV+vRRx/V7bfffsb80NBQ+89t27a1/+xwOM557PR/PB9++GHl5ubqiSeeUPfu3RUWFqbvf//7qqurO+vaqqurFRsbq/z8/DPGoqKiLuwCAXytCRMm2B9vL168+Izx0aNHKyEhQS+88ILi4uLU0NCga6655rw/u6NHj9YvfvGLM8ZiY2ObdvFoMQgiXHIGDBigkpKSM0Lp29q8ebPuvfdefe9735P0r/9oHj58+Lzr8Hq9atOmja644oomXQuAfxs5cqTq6urkcDiUmprqN/bZZ5+ppKREL7zwgm688UZJ0qZNm857vgEDBugPf/iDrrjiCrVpw/8mTcFD1bjkzJkzR6+++qoeffRR7dmzR/v27dNrr72m2bNnf6vzXnXVVXrrrbdUXFysDz/8UHffffc5H8qUpOHDh8vj8ei2227T2rVrdfjwYW3ZskX/7//9P+3YseNbrQXAvwUHB2vfvn3au3evgoOD/cYuu+wydezYUc8//7wOHDig9evXKzMz87zny8jI0NGjR3XXXXfpgw8+0MGDB7VmzRrdd999qq+vb85LQQARRLjkpKamauXKlVq7dq2uu+46DR48WIsWLVJCQsK3Ou+TTz6pyy67TN/5znc0evRopaamasCAAeec73A49N5772nIkCG67777dPXVV+vOO+/U3//+d/uZJQBNw+VyyeVynXE8KChIr732moqKinTNNddo+vTp+uUvf3nec8XFxWnz5s2qr6/XiBEj1KdPH02bNk1RUVEKCuJ/m5cqh2VZVqAXAQAAEEikLgAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADjEUQAAMB4BBEAfI17771Xt912W6CXAaAZEUQAAMB4BBEANDPLsnTq1KlALwPAeRBEAFqNL774QuPGjVO7du0UGxurRYsWKSUlRdOmTZMk1dbW6uGHH9bll1+udu3aadCgQcrPz7dfn5OTo6ioKK1Zs0a9evVSRESERo4cqbKyMntOfX29MjMzFRUVpY4dO2rmzJn66q98bGhoUHZ2thITExUWFqa+ffvq97//vT2en58vh8OhP//5zxo4cKCcTqc2bdrUrH83AL4dgghAq5GZmanNmzfrT3/6k3Jzc7Vx40b95S9/scenTp2qwsJCvfbaa9q1a5fuuOMOjRw5Uvv377fnHDt2TE888YR+85vfaMOGDSotLdXDDz9sjy9cuFA5OTlatmyZNm3apKNHj+rtt9/2W0d2drZeffVVLV26VHv27NH06dP1ox/9SAUFBX7z/ud//kePP/649u3bp+Tk5Gb6WwHQJCwAaAV8Pp/Vtm1b680337SPVVZWWuHh4dZPfvIT6+9//7sVHBxs/fOf//R73bBhw6ysrCzLsizr5ZdftiRZBw4csMcXL15sxcTE2PuxsbHWggUL7P2TJ09aXbp0scaMGWNZlmWdOHHCCg8Pt7Zs2eL3PhMnTrTuuusuy7Is6/3337ckWe+8807TXDyAZtcm0EEGABfib3/7m06ePKnrr7/ePhYZGakePXpIknbv3q36+npdffXVfq+rra1Vx44d7f3w8HB169bN3o+NjVVFRYUkqaqqSmVlZRo0aJA93qZNG1177bX2x2YHDhzQsWPHdPPNN/u9T11dnfr37+937Nprr/02lwzgIiKIAFwSqqurFRwcrKKiIgUHB/uNRURE2H9u27at35jD4TjjGaGvex9JWrVqlS6//HK/MafT6bffrl27Cz4vgMAiiAC0CldeeaXatm2rDz74QF27dpX0rzs6//d//6chQ4aof//+qq+vV0VFhW688cZGvUdkZKRiY2O1bds2DRkyRJJ06tQpFRUVacCAAZKkpKQkOZ1OlZaW6j/+4z+a5uIABBxBBKBVaN++vdLT0zVjxgx16NBB0dHReuSRRxQUFCSHw6Grr75a48aN0/jx47Vw4UL1799fn3zyifLy8pScnKy0tLQLep+f/OQnevzxx3XVVVepZ8+eevLJJ1VZWem3jocffljTp09XQ0ODbrjhBlVVVWnz5s1yuVxKT09vpr8BAM2JIALQajz55JOaPHmybr31VrlcLs2cOVNHjhxRaGioJOnll1/Wz372Mz300EP65z//qU6dOmnw4MG69dZbL/g9HnroIZWVlSk9PV1BQUGaMGGCvve976mqqsqeM3/+fHXu3FnZ2dn629/+pqioKA0YMED/+7//2+TXDODicFjf5MNzAGhBampqdPnll2vhwoWaOHFioJcDoBXjDhGAVmPnzp3661//quuvv15VVVWaN2+eJGnMmDEBXhmA1o4gAtCqPPHEEyopKVFISIgGDhyojRs3qlOnToFeFoBWjo/MAACA8fjVHQAAwHgEEQAAMB5BBAAAjEcQAQAA4xFEAADAeAQRAAAwHkEEAACMRxABAADj/X+ilFud0a2D+wAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### SeniorCitizen ############################\n",
+      "               SeniorCitizen  Ratio\n",
+      "SeniorCitizen                      \n",
+      "0                       5901 83.785\n",
+      "1                       1142 16.215\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Partner ############################\n",
+      "         Partner  Ratio\n",
+      "Partner                \n",
+      "No          3641 51.697\n",
+      "Yes         3402 48.303\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Dependents ############################\n",
+      "            Dependents  Ratio\n",
+      "Dependents                   \n",
+      "No                4933 70.041\n",
+      "Yes               2110 29.959\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### PhoneService ############################\n",
+      "              PhoneService  Ratio\n",
+      "PhoneService                     \n",
+      "Yes                   6361 90.317\n",
+      "No                     682  9.683\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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4JCk8PPycT52dOf+5GofDocDAwMu0OwAAcCXxWiDq3bu3du3apfz8fOu4+eablZSUZP3coEEDrVu3znpNYWGhiouL5XQ6JUlOp1O7du1SWVmZVZOdnS2Hw6G4uDir5uw1ztScWQMAAMBrt8waN26sG2+80WOsUaNGatq0qTU+dOhQpaSkqEmTJnI4HHr88cfldDrVtWtXSVKfPn0UFxenBx98UFOnTlVJSYkmTpyo5ORk65bXY489ptmzZ2v8+PEaMmSI1q9fr+XLl2v16tV1u2EAAFBveS0QXYzp06fLx8dHAwcOVGVlpRISEjRnzhxr3tfXV6tWrdKIESPkdDrVqFEjDR48WOnp6VZNTEyMVq9erTFjxmjGjBmKjIzU66+/roSEBG9sCQAA1EP1KhBt2LDB4zwgIEAZGRnKyMj4yddER0frgw8+uOC6PXr00Oeff14bLQIAgKuQ17+HCAAAwNsIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwXo0CUa9evVReXn7OuMvlUq9evX5pTwAAAHWqRoFow4YNqqqqOmf8xIkT2rRp0y9uCgAAoC75XUrxzp07rZ93796tkpIS6/z06dNas2aNfvWrX9VedwAAAHXgkgJRx44dZbPZZLPZzntrLDAwULNmzaq15gAAAOrCJQWioqIiud1u/frXv9aOHTvUvHlza87f31+hoaHy9fWt9SYBAAAup0sKRNHR0ZKk6urqy9IMAACAN1xSIDrb3r179fHHH6usrOycgJSWlvaLGwMAAKgrNQpEr732mkaMGKFmzZopPDxcNpvNmrPZbAQiAABwRalRIJo8ebKeffZZTZgwobb7AQAAqHM1+h6i77//Xvfcc09t9wIAAOAVNQpE99xzj9auXVvbvQAAAHhFjW6ZtWrVSk8++aS2bdumdu3aqUGDBh7zo0aNqpXmAAAA6kKNAtGrr76qoKAg5eTkKCcnx2POZrMRiAAAwBWlRoGoqKiotvsAAADwmho9QwQAAHA1qdEVoiFDhlxwfsGCBTVqBgAAwBtqFIi+//57j/OTJ0/qyy+/VHl5+Xn/6CsAAEB9VqNA9M4775wzVl1drREjRui66677xU0BAADUpVp7hsjHx0cpKSmaPn16bS0JAABQJ2r1oep9+/bp1KlTtbkkAADAZVejW2YpKSke5263WwcPHtTq1as1ePDgWmkMAACgrtQoEH3++ece5z4+PmrevLmmTZv2s59AAwAAqG9qFIg+/vjj2u4DAADAa2oUiM747rvvVFhYKElq3bq1mjdvXitNAQAA1KUaPVR99OhRDRkyRC1atFD37t3VvXt3RUREaOjQoTp27Fht9wgAAHBZ1SgQpaSkKCcnR++//77Ky8tVXl6ud999Vzk5OXriiSdqu0cAAIDLqka3zN566y29+eab6tGjhzV25513KjAwUPfee6/mzp1bW/0BAABcdjW6QnTs2DGFhYWdMx4aGsotMwAAcMWpUSByOp166qmndOLECWvs+PHjevrpp+V0OmutOQAAgLpQo1tmL7/8svr27avIyEh16NBBkvTFF1/Ibrdr7dq1tdogAADA5VajQNSuXTvt3btXixcv1ldffSVJGjRokJKSkhQYGFirDQIAAFxuNQpEU6ZMUVhYmIYNG+YxvmDBAn333XeaMGFCrTQHAABQF2r0DNErr7yiNm3anDPetm1bzZs376LXmTt3rtq3by+HwyGHwyGn06kPP/zQmj9x4oSSk5PVtGlTBQUFaeDAgSotLfVYo7i4WImJiWrYsKFCQ0M1bty4c/7A7IYNG9SpUyfZ7Xa1atVKmZmZl7ZhAABwVatRICopKVGLFi3OGW/evLkOHjx40etERkbq+eefV15enj799FP16tVL/fv3V0FBgSRpzJgxev/997VixQrl5OTowIEDGjBggPX606dPKzExUVVVVdq6dasWLVqkzMxMpaWlWTVFRUVKTExUz549lZ+fr9GjR+vRRx9VVlZWTbYOAACuQjW6ZRYVFaUtW7YoJibGY3zLli2KiIi46HXuuusuj/Nnn31Wc+fO1bZt2xQZGan58+dryZIl6tWrlyRp4cKFio2N1bZt29S1a1etXbtWu3fv1kcffaSwsDB17NhRzzzzjCZMmKBJkybJ399f8+bNU0xMjKZNmyZJio2N1ebNmzV9+nQlJCTUZPsAAOAqU6MrRMOGDdPo0aO1cOFC/eMf/9A//vEPLViwQGPGjDnnuaKLdfr0aS1dulRHjx6V0+lUXl6eTp48qfj4eKumTZs2atmypXJzcyVJubm5ateuncd3IiUkJMjlcllXmXJzcz3WOFNzZo3zqayslMvl8jgAAMDVq0ZXiMaNG6d//etf+uMf/6iqqipJUkBAgCZMmKDU1NRLWmvXrl1yOp06ceKEgoKC9M477yguLk75+fny9/dXSEiIR31YWJhKSkok/Xjr7t+/IPLM+c/VuFwuHT9+/LyfipsyZYqefvrpS9oHAAC4ctUoENlsNr3wwgt68skntWfPHgUGBur666+X3W6/5LVat26t/Px8VVRU6M0339TgwYOVk5NTk7ZqTWpqqlJSUqxzl8ulqKgoL3YEAAAupxoFojOCgoJ0yy23/KIG/P391apVK0lS586d9cknn2jGjBm67777VFVVpfLyco+rRKWlpQoPD5ckhYeHa8eOHR7rnfkU2tk1//7JtNLSUjkcjp/8ziS73V6jcAcAAK5MNXqG6HKqrq5WZWWlOnfurAYNGmjdunXWXGFhoYqLi60/D+J0OrVr1y6VlZVZNdnZ2XI4HIqLi7Nqzl7jTA1/YgQAAJzxi64Q/VKpqanq16+fWrZsqR9++EFLlizRhg0blJWVpeDgYA0dOlQpKSlq0qSJHA6HHn/8cTmdTnXt2lWS1KdPH8XFxenBBx/U1KlTVVJSookTJyo5Odm6wvPYY49p9uzZGj9+vIYMGaL169dr+fLlWr16tTe3DgAA6hGvBqKysjI99NBDOnjwoIKDg9W+fXtlZWXpjjvukCRNnz5dPj4+GjhwoCorK5WQkKA5c+ZYr/f19dWqVas0YsQIOZ1ONWrUSIMHD1Z6erpVExMTo9WrV2vMmDGaMWOGIiMj9frrr/ORewAAYPFqIJo/f/4F5wMCApSRkaGMjIyfrImOjtYHH3xwwXV69Oihzz//vEY9AgCAq1+9e4YIAACgrhGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDyvBqIpU6bolltuUePGjRUaGqq7775bhYWFHjUnTpxQcnKymjZtqqCgIA0cOFClpaUeNcXFxUpMTFTDhg0VGhqqcePG6dSpUx41GzZsUKdOnWS329WqVStlZmZe7u0BAIArhFcDUU5OjpKTk7Vt2zZlZ2fr5MmT6tOnj44ePWrVjBkzRu+//75WrFihnJwcHThwQAMGDLDmT58+rcTERFVVVWnr1q1atGiRMjMzlZaWZtUUFRUpMTFRPXv2VH5+vkaPHq1HH31UWVlZdbpfAABQP/l5883XrFnjcZ6ZmanQ0FDl5eWpe/fuqqio0Pz587VkyRL16tVLkrRw4ULFxsZq27Zt6tq1q9auXavdu3fro48+UlhYmDp27KhnnnlGEyZM0KRJk+Tv76958+YpJiZG06ZNkyTFxsZq8+bNmj59uhISEup83wAAoH6pV88QVVRUSJKaNGkiScrLy9PJkycVHx9v1bRp00YtW7ZUbm6uJCk3N1ft2rVTWFiYVZOQkCCXy6WCggKr5uw1ztScWePfVVZWyuVyeRwAAODqVW8CUXV1tUaPHq1u3brpxhtvlCSVlJTI399fISEhHrVhYWEqKSmxas4OQ2fmz8xdqMblcun48ePn9DJlyhQFBwdbR1RUVK3sEQAA1E/1JhAlJyfryy+/1NKlS73dilJTU1VRUWEd+/fv93ZLAADgMvLqM0RnjBw5UqtWrdLGjRsVGRlpjYeHh6uqqkrl5eUeV4lKS0sVHh5u1ezYscNjvTOfQju75t8/mVZaWiqHw6HAwMBz+rHb7bLb7bWyNwAAUP959QqR2+3WyJEj9c4772j9+vWKiYnxmO/cubMaNGigdevWWWOFhYUqLi6W0+mUJDmdTu3atUtlZWVWTXZ2thwOh+Li4qyas9c4U3NmDQAAYDavXiFKTk7WkiVL9O6776px48bWMz/BwcEKDAxUcHCwhg4dqpSUFDVp0kQOh0OPP/64nE6nunbtKknq06eP4uLi9OCDD2rq1KkqKSnRxIkTlZycbF3leeyxxzR79myNHz9eQ4YM0fr167V8+XKtXr3aa3sHAAD1h1evEM2dO1cVFRXq0aOHWrRoYR3Lli2zaqZPn67/+I//0MCBA9W9e3eFh4fr7bfftuZ9fX21atUq+fr6yul06ve//70eeughpaenWzUxMTFavXq1srOz1aFDB02bNk2vv/46H7kHAACSvHyFyO12/2xNQECAMjIylJGR8ZM10dHR+uCDDy64To8ePfT5559fco8AAODqV28+ZQYAAOAtBCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACM59VAtHHjRt11112KiIiQzWbTypUrPebdbrfS0tLUokULBQYGKj4+Xnv37vWoOXz4sJKSkuRwOBQSEqKhQ4fqyJEjHjU7d+7U7bffroCAAEVFRWnq1KmXe2sAAOAK4tVAdPToUXXo0EEZGRnnnZ86dapmzpypefPmafv27WrUqJESEhJ04sQJqyYpKUkFBQXKzs7WqlWrtHHjRg0fPtyad7lc6tOnj6Kjo5WXl6e//OUvmjRpkl599dXLvj8AAHBl8PPmm/fr10/9+vU775zb7dbLL7+siRMnqn///pKkN954Q2FhYVq5cqXuv/9+7dmzR2vWrNEnn3yim2++WZI0a9Ys3XnnnXrxxRcVERGhxYsXq6qqSgsWLJC/v7/atm2r/Px8vfTSSx7B6WyVlZWqrKy0zl0uVy3vHAAA1Cf19hmioqIilZSUKD4+3hoLDg5Wly5dlJubK0nKzc1VSEiIFYYkKT4+Xj4+Ptq+fbtV0717d/n7+1s1CQkJKiws1Pfff3/e954yZYqCg4OtIyoq6nJsEQAA1BP1NhCVlJRIksLCwjzGw8LCrLmSkhKFhoZ6zPv5+alJkyYeNedb4+z3+HepqamqqKiwjv379//yDQEAgHrLq7fM6iu73S673e7tNgAAQB2pt1eIwsPDJUmlpaUe46WlpdZceHi4ysrKPOZPnTqlw4cPe9Scb42z3wMAAJit3gaimJgYhYeHa926ddaYy+XS9u3b5XQ6JUlOp1Pl5eXKy8uzatavX6/q6mp16dLFqtm4caNOnjxp1WRnZ6t169a65ppr6mg3AACgPvNqIDpy5Ijy8/OVn58v6ccHqfPz81VcXCybzabRo0dr8uTJeu+997Rr1y499NBDioiI0N133y1Jio2NVd++fTVs2DDt2LFDW7Zs0ciRI3X//fcrIiJCkvTAAw/I399fQ4cOVUFBgZYtW6YZM2YoJSXFS7sGAAD1jVefIfr000/Vs2dP6/xMSBk8eLAyMzM1fvx4HT16VMOHD1d5ebluu+02rVmzRgEBAdZrFi9erJEjR6p3797y8fHRwIEDNXPmTGs+ODhYa9euVXJysjp37qxmzZopLS3tJz9yDwAAzOPVQNSjRw+53e6fnLfZbEpPT1d6evpP1jRp0kRLliy54Pu0b99emzZtqnGfAADg6lZvnyECAACoKwQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4Xv2mangqLi7WoUOHvN0GUO80a9ZMLVu29HYbAK5iBKJ6ori4WLGxsTp27Ji3WwHqnYYNG2rPnj2EIgCXDYGonjh06JCOHTumF19L13WtY7zdDlBv7Css0thhaTp06BCBCMBlQyCqZ65rHaO2Hdt4uw0AAIzCQ9UAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMZFYgyMjJ07bXXKiAgQF26dNGOHTu83RIAAKgHjAlEy5YtU0pKip566il99tln6tChgxISElRWVubt1gAAgJcZE4heeuklDRs2TI888oji4uI0b948NWzYUAsWLPB2awAAwMv8vN1AXaiqqlJeXp5SU1OtMR8fH8XHxys3N/ec+srKSlVWVlrnFRUVkiSXy3XZejxy5IgkqSB/j44dPX7Z3ge40hTt/UbSj78jl/N38HLi9xs4v8v9+31mTbfb/fPFbgP885//dEtyb9261WN83Lhx7ltvvfWc+qeeesotiYODg4ODg+MqOPbv3/+zWcGIK0SXKjU1VSkpKdZ5dXW1Dh8+rKZNm8pms3mxM9QFl8ulqKgo7d+/Xw6Hw9vtAKhF/H6bxe1264cfflBERMTP1hoRiJo1ayZfX1+VlpZ6jJeWlio8PPycervdLrvd7jEWEhJyOVtEPeRwOPgPJnCV4vfbHMHBwRdVZ8RD1f7+/urcubPWrVtnjVVXV2vdunVyOp1e7AwAANQHRlwhkqSUlBQNHjxYN998s2699Va9/PLLOnr0qB555BFvtwYAALzMmEB033336bvvvlNaWppKSkrUsWNHrVmzRmFhYd5uDfWM3W7XU089dc5tUwBXPn6/8VNsbvfFfBYNAADg6mXEM0QAAAAXQiACAADGIxABAADjEYgAAIDxCEQw0sMPPyybzabnn3/eY3zlypV8GzlwBXK73YqPj1dCQsI5c3PmzFFISIi+/fZbL3SGKwWBCMYKCAjQCy+8oO+//97brQD4hWw2mxYuXKjt27frlVdescaLioo0fvx4zZo1S5GRkV7sEPUdgQjGio+PV3h4uKZMmfKTNW+99Zbatm0ru92ua6+9VtOmTavDDgFciqioKM2YMUNjx45VUVGR3G63hg4dqj59+uimm25Sv379FBQUpLCwMD344IM6dOiQ9do333xT7dq1U2BgoJo2bar4+HgdPXrUi7tBXSMQwVi+vr567rnnNGvWrPNeSs/Ly9O9996r+++/X7t27dKkSZP05JNPKjMzs+6bBXBRBg8erN69e2vIkCGaPXu2vvzyS73yyivq1auXbrrpJn366adas2aNSktLde+990qSDh48qEGDBmnIkCHas2ePNmzYoAEDBoiv6TMLX8wIIz388MMqLy/XypUr5XQ6FRcXp/nz52vlypX67W9/K7fbraSkJH333Xdau3at9brx48dr9erVKigo8GL3AC6krKxMbdu21eHDh/XWW2/pyy+/1KZNm5SVlWXVfPvtt4qKilJhYaGOHDmizp0765tvvlF0dLQXO4c3cYUIxnvhhRe0aNEi7dmzx2N8z5496tatm8dYt27dtHfvXp0+fbouWwRwCUJDQ/WHP/xBsbGxuvvuu/XFF1/o448/VlBQkHW0adNGkrRv3z516NBBvXv3Vrt27XTPPffotdde49lCAxGIYLzu3bsrISFBqamp3m4FQC3x8/OTn9+Pf67zyJEjuuuuu5Sfn+9x7N27V927d5evr6+ys7P14YcfKi4uTrNmzVLr1q1VVFTk5V2gLhnzx12BC3n++efVsWNHtW7d2hqLjY3Vli1bPOq2bNmiG264Qb6+vnXdIoAa6tSpk9566y1de+21Vkj6dzabTd26dVO3bt2Ulpam6OhovfPOO0pJSanjbuEtXCECJLVr105JSUmaOXOmNfbEE09o3bp1euaZZ/S3v/1NixYt0uzZszV27FgvdgrgUiUnJ+vw4cMaNGiQPvnkE+3bt09ZWVl65JFHdPr0aW3fvl3PPfecPv30UxUXF+vtt9/Wd999p9jYWG+3jjpEIAL+n/T0dFVXV1vnnTp10vLly7V06VLdeOONSktLU3p6uh5++GHvNQngkkVERGjLli06ffq0+vTpo3bt2mn06NEKCQmRj4+PHA6HNm7cqDvvvFM33HCDJk6cqGnTpqlfv37ebh11iE+ZAQAA43GFCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIQJ3JzMxUSEiIt9vwuocfflh33323t9sAcBYCEYBa9fDDD8tms8lms8nf31+tWrVSenq6Tp065e3WPBQVFemBBx5QRESEAgICFBkZqf79++urr7667O89Y8YMZWZmXvb3AXDx+Gv3AGpd3759tXDhQlVWVuqDDz5QcnKyGjRooBYtWni7NUnSyZMndccdd6h169Z6++231aJFC3377bf68MMPVV5eXuN1q6qq5O/v/7N1wcHBNX4PAJcHV4gA1Dq73a7w8HBFR0drxIgRio+P13vvvWfNZ2VlKTY2VkFBQerbt68OHjxozVVXVys9PV2RkZGy2+3q2LGj1qxZY81/8803stlsevvtt9WzZ081bNhQHTp0UG5urkcPmzdv1u23367AwEBFRUVp1KhROnr0qCSpoKBA+/bt05w5c9S1a1dFR0erW7dumjx5srp27WqtsX//ft17770KCQlRkyZN1L9/f33zzTfW/JlbX88++6wiIiLUunVr/fd//7e6dOlyzr9Jhw4dlJ6e7vG6s/c8depUtWrVSna7XS1bttSzzz570X0A+OUIRAAuu8DAQFVVVUmSjh07phdffFF//etftXHjRhUXF2vs2LFW7YwZMzRt2jS9+OKL2rlzpxISEvSf//mf2rt3r8eaf/7znzV27Fjl5+frhhtu0KBBg6zbcvv27VPfvn01cOBA7dy5U8uWLdPmzZs1cuRISVLz5s3l4+OjN998U6dPnz5vzydPnlRCQoIaN26sTZs2acuWLVaAO7MXSVq3bp0KCwuVnZ2tVatWKSkpSTt27NC+ffusmoKCAu3cuVMPPPDAed8rNTVVzz//vJ588knt3r1bS5YsUVhY2CX1AeAXcgNALRo8eLC7f//+brfb7a6urnZnZ2e77Xa7e+zYse6FCxe6Jbm//vprqz4jI8MdFhZmnUdERLifffZZjzVvueUW9x//+Ee32+12FxUVuSW5X3/9dWu+oKDALcm9Z88et9vtdg8dOtQ9fPhwjzU2bdrk9vHxcR8/ftztdrvds2fPdjds2NDduHFjd8+ePd3p6enuffv2WfV//etf3a1bt3ZXV1dbY5WVle7AwEB3VlaWtdewsDB3ZWWlx3t16NDBnZ6ebp2npqa6u3Tpct5/I5fL5bbb7e7XXnvtvP+eF9MHgF+OK0QAat2qVasUFBSkgIAA9evXT/fdd58mTZokSWrYsKGuu+46q7ZFixYqKyuTJLlcLh04cEDdunXzWK9bt27as2ePx1j79u091pBkrfPFF18oMzNTQUFB1pGQkKDq6moVFRVJkpKTk1VSUqLFixfL6XRqxYoVatu2rbKzs601vv76azVu3Nhao0mTJjpx4oTH1Z927dqd89xQUlKSlixZIklyu9363//9XyUlJZ3332rPnj2qrKxU7969zzt/sX0A+GV4qBpArevZs6fmzp0rf39/RUREyM/v//+npkGDBh61NptNbrf7kt/j7HVsNpukH5/FkaQjR47oD3/4g0aNGnXO61q2bGn93LhxY91111266667NHnyZCUkJGjy5Mm64447dOTIEXXu3FmLFy8+Z43mzZtbPzdq1Oic+UGDBmnChAn67LPPdPz4ce3fv1/33XffefcRGBh4wX1ebB8AfhkCEYBa16hRI7Vq1eqSX+dwOBQREaEtW7boN7/5jTW+ZcsW3XrrrRe9TqdOnbR79+5L6sFms6lNmzbaunWrtcayZcsUGhoqh8Nx8ZuQFBkZqd/85jdavHixjh8/rjvuuEOhoaHnrb3++usVGBiodevW6dFHHz3vXmraB4CLxy0zAPXKuHHj9MILL2jZsmUqLCzUf/3Xfyk/P19/+tOfLnqNCRMmaOvWrRo5cqTy8/O1d+9evfvuu9ZD1fn5+erfv7/efPNN7d69W19//bXmz5+vBQsWqH///pJ+vO3VrFkz9e/fX5s2bVJRUZE2bNigUaNG6dtvv/3ZHpKSkrR06VKtWLHiJ2+XSVJAQIAmTJig8ePH64033tC+ffu0bds2zZ8/v1b6AHBxuEIEoF4ZNWqUKioq9MQTT6isrExxcXF67733dP3111/0Gu3bt1dOTo7+/Oc/6/bbb5fb7dZ1111n3baKjIzUtddeq6efftr6GP+Z8zFjxkj68VmnjRs3asKECRowYIB++OEH/epXv1Lv3r0v6krN7373O40cOVK+vr4/+63UTz75pPz8/JSWlqYDBw6oRYsWeuyxx2qlDwAXx+auyc17AACAqwi3zAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgvP8DEctRcVtOk/UAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### MultipleLines ############################\n",
+      "                  MultipleLines  Ratio\n",
+      "MultipleLines                         \n",
+      "No                         3390 48.133\n",
+      "Yes                        2971 42.184\n",
+      "No phone service            682  9.683\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### InternetService ############################\n",
+      "                 InternetService  Ratio\n",
+      "InternetService                        \n",
+      "Fiber optic                 3096 43.959\n",
+      "DSL                         2421 34.375\n",
+      "No                          1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### OnlineSecurity ############################\n",
+      "                     OnlineSecurity  Ratio\n",
+      "OnlineSecurity                            \n",
+      "No                             3498 49.666\n",
+      "Yes                            2019 28.667\n",
+      "No internet service            1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### OnlineBackup ############################\n",
+      "                     OnlineBackup  Ratio\n",
+      "OnlineBackup                            \n",
+      "No                           3088 43.845\n",
+      "Yes                          2429 34.488\n",
+      "No internet service          1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### DeviceProtection ############################\n",
+      "                     DeviceProtection  Ratio\n",
+      "DeviceProtection                            \n",
+      "No                               3095 43.944\n",
+      "Yes                              2422 34.389\n",
+      "No internet service              1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### TechSupport ############################\n",
+      "                     TechSupport  Ratio\n",
+      "TechSupport                            \n",
+      "No                          3473 49.311\n",
+      "Yes                         2044 29.022\n",
+      "No internet service         1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### StreamingTV ############################\n",
+      "                     StreamingTV  Ratio\n",
+      "StreamingTV                            \n",
+      "No                          2810 39.898\n",
+      "Yes                         2707 38.435\n",
+      "No internet service         1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### StreamingMovies ############################\n",
+      "                     StreamingMovies  Ratio\n",
+      "StreamingMovies                            \n",
+      "No                              2785 39.543\n",
+      "Yes                             2732 38.790\n",
+      "No internet service             1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Contract ############################\n",
+      "                Contract  Ratio\n",
+      "Contract                       \n",
+      "Month-to-month      3875 55.019\n",
+      "Two year            1695 24.066\n",
+      "One year            1473 20.914\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### PaperlessBilling ############################\n",
+      "                  PaperlessBilling  Ratio\n",
+      "PaperlessBilling                         \n",
+      "Yes                           4171 59.222\n",
+      "No                            2872 40.778\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### PaymentMethod ############################\n",
+      "                           PaymentMethod  Ratio\n",
+      "PaymentMethod                                  \n",
+      "Electronic check                    2365 33.579\n",
+      "Mailed check                        1612 22.888\n",
+      "Bank transfer (automatic)           1544 21.922\n",
+      "Credit card (automatic)             1522 21.610\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Churn ############################\n",
+      "       Churn  Ratio\n",
+      "Churn              \n",
+      "0       5174 73.463\n",
+      "1       1869 26.537\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def cat_summary(dataframe, col_name, plot = False):\n",
+    "    print('#####################',col_name,'############################')\n",
+    "    print(pd.DataFrame({col_name: dataframe[col_name].value_counts(),\n",
+    "                       'Ratio':100 * dataframe[col_name].value_counts()/len(dataframe)}))\n",
+    "    \n",
+    "    if plot:\n",
+    "        sns.countplot(x = dataframe[col_name], data = dataframe, edgecolor='black', color='#D9F9C4')\n",
+    "        plt.show(block = True)\n",
+    "        \n",
+    "for col in cat_cols:\n",
+    "    cat_summary(df, col, plot = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "03a89b6e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from plotly.subplots import make_subplots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "884f9b09",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "domain": {
+          "x": [
+           0,
+           0.45
+          ],
+          "y": [
+           0,
+           1
+          ]
+         },
+         "hole": 0.4,
+         "hoverinfo": "label+percent+name",
+         "labels": [
+          "Male",
+          "Female"
+         ],
+         "name": "Gender",
+         "textfont": {
+          "size": 16
+         },
+         "type": "pie",
+         "values": [
+          3555,
+          3488
+         ]
+        },
+        {
+         "domain": {
+          "x": [
+           0.55,
+           1
+          ],
+          "y": [
+           0,
+           1
+          ]
+         },
+         "hole": 0.4,
+         "hoverinfo": "label+percent+name",
+         "labels": [
+          "No",
+          "Yes"
+         ],
+         "name": "Churn",
+         "textfont": {
+          "size": 16
+         },
+         "type": "pie",
+         "values": [
+          5174,
+          1869
+         ]
+        }
+       ],
+       "layout": {
+        "annotations": [
+         {
+          "font": {
+           "size": 20
+          },
+          "showarrow": false,
+          "text": "Gender",
+          "x": 0.16,
+          "y": 0.5
+         },
+         {
+          "font": {
+           "size": 20
+          },
+          "showarrow": false,
+          "text": "Churn",
+          "x": 0.84,
+          "y": 0.5
+         }
+        ],
+        "autosize": true,
+        "template": {
+         "data": {
+          "bar": [
+           {
+            "error_x": {
+             "color": "#2a3f5f"
+            },
+            "error_y": {
+             "color": "#2a3f5f"
+            },
+            "marker": {
+             "line": {
+              "color": "#E5ECF6",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "bar"
+           }
+          ],
+          "barpolar": [
+           {
+            "marker": {
+             "line": {
+              "color": "#E5ECF6",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "barpolar"
+           }
+          ],
+          "carpet": [
+           {
+            "aaxis": {
+             "endlinecolor": "#2a3f5f",
+             "gridcolor": "white",
+             "linecolor": "white",
+             "minorgridcolor": "white",
+             "startlinecolor": "#2a3f5f"
+            },
+            "baxis": {
+             "endlinecolor": "#2a3f5f",
+             "gridcolor": "white",
+             "linecolor": "white",
+             "minorgridcolor": "white",
+             "startlinecolor": "#2a3f5f"
+            },
+            "type": "carpet"
+           }
+          ],
+          "choropleth": [
+           {
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "type": "choropleth"
+           }
+          ],
+          "contour": [
+           {
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1,
+              "#f0f921"
+             ]
+            ],
+            "type": "contour"
+           }
+          ],
+          "contourcarpet": [
+           {
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "type": "contourcarpet"
+           }
+          ],
+          "heatmap": [
+           {
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1,
+              "#f0f921"
+             ]
+            ],
+            "type": "heatmap"
+           }
+          ],
+          "heatmapgl": [
+           {
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
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",
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+       "                            \n",
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+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "g_labels = ['Male', 'Female']\n",
+    "c_labels = ['No', 'Yes']\n",
+    "# Create subplots: use 'domain' type for Pie subplot\n",
+    "fig = make_subplots(rows=1, cols=2, specs=[[{'type':'domain'}, {'type':'domain'}]])\n",
+    "fig.add_trace(go.Pie(labels=g_labels, values=df['gender'].value_counts(), name=\"Gender\"),\n",
+    "              1, 1)\n",
+    "fig.add_trace(go.Pie(labels=c_labels, values=df['Churn'].value_counts(), name=\"Churn\"),\n",
+    "              1, 2)\n",
+    "\n",
+    "# Use `hole` to create a donut-like pie chart\n",
+    "fig.update_traces(hole=.4, hoverinfo=\"label+percent+name\", textfont_size=16)\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    title_text=\"Gender and Churn Distributions\",\n",
+    "    # Add annotations in the center of the donut pies.\n",
+    "    annotations=[dict(text='Gender', x=0.16, y=0.5, font_size=20, showarrow=False),\n",
+    "                 dict(text='Churn', x=0.84, y=0.5, font_size=20, showarrow=False)])\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "153ebb4d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count   7043.000\n",
+      "mean      32.371\n",
+      "std       24.559\n",
+      "min        0.000\n",
+      "5%         1.000\n",
+      "10%        2.000\n",
+      "20%        6.000\n",
+      "30%       12.000\n",
+      "40%       20.000\n",
+      "50%       29.000\n",
+      "60%       40.000\n",
+      "70%       50.000\n",
+      "80%       60.000\n",
+      "90%       69.000\n",
+      "95%       72.000\n",
+      "99%       72.000\n",
+      "max       72.000\n",
+      "Name: tenure, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count   7043.000\n",
+      "mean      64.762\n",
+      "std       30.090\n",
+      "min       18.250\n",
+      "5%        19.650\n",
+      "10%       20.050\n",
+      "20%       25.050\n",
+      "30%       45.850\n",
+      "40%       58.830\n",
+      "50%       70.350\n",
+      "60%       79.100\n",
+      "70%       85.500\n",
+      "80%       94.250\n",
+      "90%      102.600\n",
+      "95%      107.400\n",
+      "99%      114.729\n",
+      "max      118.750\n",
+      "Name: MonthlyCharges, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+vvLz863Xubm5kn4/reVyucpo74or2lZ5bvNiRJ3LB3Uue9S4fFDn8uGJOpd02TINMCdOnNCIESPUp08f63lE2dnZCgkJcZ9E9eoKDg5Wdna2NSYqKsptTGhoqNV3ugAzfvx4jRkzplh7Wlqa/P39PbI/pfHnI1EoG9S5fFDnskeNywd1Lh8XUue8vLwSjSuzAONyudSrVy8ZYzRr1qyy2oxl5MiRGjZsmPW66GmWcXFx5f4wx/T0dHXs2JEHhpUh6lw+qHPZo8blgzqXD0/UuegMyrmUSYApCi+7d+/WmjVr3AJEWFiY9u3b5zb+1KlTOnDggMLCwqwxOTk5bmOKXheN+TNfX1/5+voWa/f29q6QH9aK2u7FhjqXD+pc9qhx+aDO5eNC6lzS5Tz+PTBF4WXHjh1atWqV6tSp49YfExOjQ4cOaePGjVbbmjVrVFhYqLZt21pj1q9f73YeLD09XU2aNDnt6SMAAHBxKfURmKNHj+q7776zXu/atUubN29WcHCwwsPDdccdd2jTpk1atmyZCgoKrOtagoOD5ePjo2bNmqlTp07q37+/Zs+eLZfLpeTkZPXu3VsRERGSpLvuuktjxoxRv379NGLECH399dd68cUXNWXKFA/t9oU5293cDocUEiKlpkrGlH7d3GQFAMC5lTrAfPbZZ7rpppus10XXnSQmJmr06NFasmSJJKlVq1Zuy61du1Y33nijJGn+/PlKTk5Whw4d5OXlpZ49e2ratGnW2MDAQKWlpSkpKUlt2rTRJZdcolGjRnELNQAAkHQeAebGG2+UOcuhhbP1FQkODtaCBQvOOubyyy/Xf//739JODwAAXAR4FhIAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALCdUgeY9evXq1u3boqIiJDD4dDixYvd+o0xGjVqlMLDw1WjRg3FxsZqx44dbmMOHDighIQEOZ1OBQUFqV+/fjp69KjbmC+//FLXXXed/Pz8FBkZqZSUlNLvHQAAqJJKHWCOHTumK664QjNnzjxtf0pKiqZNm6bZs2crMzNTAQEBio+P14kTJ6wxCQkJ2rJli9LT07Vs2TKtX79eAwYMsPpzc3MVFxenBg0aaOPGjZo4caJGjx6tOXPmnMcuAgCAqqZ6aRfo3LmzOnfufNo+Y4ymTp2qJ598Urfeeqsk6Y033lBoaKgWL16s3r17a9u2bVq5cqWysrIUHR0tSZo+fbq6dOmiF154QREREZo/f75Onjyp1157TT4+PmrRooU2b96syZMnuwUdAABwcSp1gDmbXbt2KTs7W7GxsVZbYGCg2rZtq4yMDPXu3VsZGRkKCgqywoskxcbGysvLS5mZmerRo4cyMjJ0/fXXy8fHxxoTHx+vCRMm6ODBg6pdu3axbefn5ys/P996nZubK0lyuVxyuVye3E05HGfrc7n9XVoenmqVVfSeevq9hTvqXPaocfmgzuXDE3Uu6bIeDTDZ2dmSpNDQULf20NBQqy87O1shISHuk6heXcHBwW5joqKiiq2jqO90AWb8+PEaM2ZMsfa0tDT5+/uf5x6d3p+mf1p166af17qXLz+vxS5a6ennV2eUDnUue9S4fFDn8nEhdc7LyyvROI8GmIo0cuRIDRs2zHqdm5uryMhIxcXFyel0enRbqaln7nM4XKpbN12//tpRxniXet333nve07qouFwupaenq2PHjvL2Ln2dUTLUuexR4/JBncuHJ+pcdAblXDwaYMLCwiRJOTk5Cg8Pt9pzcnLUqlUra8y+ffvcljt16pQOHDhgLR8WFqacnBy3MUWvi8b8ma+vr3x9fYu1e3t7e/yH1ZiSjPE+rwDD71XplMX7i+Koc9mjxuWDOpePC6lzSZfz6PfAREVFKSwsTKtXr7bacnNzlZmZqZiYGElSTEyMDh06pI0bN1pj1qxZo8LCQrVt29Yas379erfzYOnp6WrSpMlpTx8BAICLS6kDzNGjR7V582Zt3rxZ0u8X7m7evFl79uyRw+HQkCFD9Mwzz2jJkiX66quv1LdvX0VEROi2226TJDVr1kydOnVS//79tWHDBn388cdKTk5W7969FRERIUm666675OPjo379+mnLli1655139OKLL7qdIgIAABevUp9C+uyzz3TTTTdZr4tCRWJiolJTU/XYY4/p2LFjGjBggA4dOqRrr71WK1eulJ+fn7XM/PnzlZycrA4dOsjLy0s9e/bUtGnTrP7AwEClpaUpKSlJbdq00SWXXKJRo0ZxCzUAAJB0HgHmxhtvlDnLRSAOh0Njx47V2LFjzzgmODhYCxYsOOt2Lr/8cv33v/8t7fQAAMBFgGchAQAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2/F4gCkoKNBTTz2lqKgo1ahRQ40aNdK4ceNkjLHGGGM0atQohYeHq0aNGoqNjdWOHTvc1nPgwAElJCTI6XQqKChI/fr109GjRz09XQAAYEMeDzATJkzQrFmzNGPGDG3btk0TJkxQSkqKpk+fbo1JSUnRtGnTNHv2bGVmZiogIEDx8fE6ceKENSYhIUFbtmxRenq6li1bpvXr12vAgAGeni4AALCh6p5e4SeffKJbb71VXbt2lSQ1bNhQb731ljZs2CDp96MvU6dO1ZNPPqlbb71VkvTGG28oNDRUixcvVu/evbVt2zatXLlSWVlZio6OliRNnz5dXbp00QsvvKCIiAhPTxsAANiIxwNMu3btNGfOHH377bf629/+pi+++EIfffSRJk+eLEnatWuXsrOzFRsbay0TGBiotm3bKiMjQ71791ZGRoaCgoKs8CJJsbGx8vLyUmZmpnr06FFsu/n5+crPz7de5+bmSpJcLpdcLpdH99HhOFufy+3v0vLwVKusovfU0+8t3FHnskeNywd1Lh+eqHNJl/V4gHn88ceVm5urpk2bqlq1aiooKNCzzz6rhIQESVJ2drYkKTQ01G250NBQqy87O1shISHuE61eXcHBwdaYPxs/frzGjBlTrD0tLU3+/v4XvF9/9KepnVbduunnte7ly89rsYtWevr51RmlQ53LHjUuH9S5fFxInfPy8ko0zuMB5t///rfmz5+vBQsWqEWLFtq8ebOGDBmiiIgIJSYmenpzlpEjR2rYsGHW69zcXEVGRiouLk5Op9Oj20pNPXOfw+FS3brp+vXXjjLGu9Trvvfe857WRcXlcik9PV0dO3aUt3fp64ySoc5ljxqXD+pcPjxR56IzKOfi8QAzfPhwPf744+rdu7ckqWXLltq9e7fGjx+vxMREhYWFSZJycnIUHh5uLZeTk6NWrVpJksLCwrRv3z639Z46dUoHDhywlv8zX19f+fr6Fmv39vb2+A/rH26oOssY7/MKMPxelU5ZvL8ojjqXPWpcPqhz+biQOpd0OY/fhZSXlycvL/fVVqtWTYWFhZKkqKgohYWFafXq1VZ/bm6uMjMzFRMTI0mKiYnRoUOHtHHjRmvMmjVrVFhYqLZt23p6ygAAwGY8fgSmW7duevbZZ1W/fn21aNFCn3/+uSZPnqz7779fkuRwODRkyBA988wzaty4saKiovTUU08pIiJCt912mySpWbNm6tSpk/r376/Zs2fL5XIpOTlZvXv35g4kAADg+QAzffp0PfXUUxo0aJD27duniIgIPfjggxo1apQ15rHHHtOxY8c0YMAAHTp0SNdee61WrlwpPz8/a8z8+fOVnJysDh06yMvLSz179tS0adM8PV0AAGBDHg8wtWrV0tSpUzV16tQzjnE4HBo7dqzGjh17xjHBwcFasGCBp6cHAACqAJ6FBAAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbKdMAszPP/+su+++W3Xq1FGNGjXUsmVLffbZZ1a/MUajRo1SeHi4atSoodjYWO3YscNtHQcOHFBCQoKcTqeCgoLUr18/HT16tCymCwAAbMbjAebgwYNq3769vL29tWLFCm3dulWTJk1S7dq1rTEpKSmaNm2aZs+erczMTAUEBCg+Pl4nTpywxiQkJGjLli1KT0/XsmXLtH79eg0YMMDT0wUAADZU3dMrnDBhgiIjIzV37lyrLSoqyvq3MUZTp07Vk08+qVtvvVWS9MYbbyg0NFSLFy9W7969tW3bNq1cuVJZWVmKjo6WJE2fPl1dunTRCy+8oIiICE9PGwAA2IjHA8ySJUsUHx+vv//971q3bp0uvfRSDRo0SP3795ck7dq1S9nZ2YqNjbWWCQwMVNu2bZWRkaHevXsrIyNDQUFBVniRpNjYWHl5eSkzM1M9evQott38/Hzl5+dbr3NzcyVJLpdLLpfLo/vocJytz+X2d2l5eKpVVtF76un3Fu6oc9mjxuWDOpcPT9S5pMt6PMDs3LlTs2bN0rBhw/TEE08oKytLgwcPlo+PjxITE5WdnS1JCg0NdVsuNDTU6svOzlZISIj7RKtXV3BwsDXmz8aPH68xY8YUa09LS5O/v78nds3yp6mdVt266ee17uXLz2uxi1Z6+vnVGaVDncseNS4f1Ll8XEid8/LySjTO4wGmsLBQ0dHReu655yRJrVu31tdff63Zs2crMTHR05uzjBw5UsOGDbNe5+bmKjIyUnFxcXI6nR7dVmrqmfscDpfq1k3Xr792lDHepV73vfee97QuKi6XS+np6erYsaO8vUtfZ5QMdS571Lh8UOfy4Yk6F51BORePB5jw8HA1b97cra1Zs2Z69913JUlhYWGSpJycHIWHh1tjcnJy1KpVK2vMvn373NZx6tQpHThwwFr+z3x9feXr61us3dvb2+M/rMaUZIz3eQUYfq9KpyzeXxRHncseNS4f1Ll8XEidS7qcx+9Cat++vbZv3+7W9u2336pBgwaSfr+gNywsTKtXr7b6c3NzlZmZqZiYGElSTEyMDh06pI0bN1pj1qxZo8LCQrVt29bTUwYAADbj8SMwQ4cOVbt27fTcc8+pV69e2rBhg+bMmaM5c+ZIkhwOh4YMGaJnnnlGjRs3VlRUlJ566ilFRETotttuk/T7EZtOnTqpf//+mj17tlwul5KTk9W7d2/uQAIAAJ4PMFdddZXee+89jRw5UmPHjlVUVJSmTp2qhIQEa8xjjz2mY8eOacCAATp06JCuvfZarVy5Un5+ftaY+fPnKzk5WR06dJCXl5d69uypadOmeXq6AADAhjweYCTplltu0S233HLGfofDobFjx2rs2LFnHBMcHKwFCxaUxfQAAIDN8SwkAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgOwQYAABgO9UregIAcLGYM6d4m8MhhYRIqamSMee33gEDLmhagC1xBAYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOz0ICgD843fOKAFQ+HIEBAAC2Q4ABAAC2wykkALC5sjztNWBA2a0buBAcgQEAALbDERgAwBlxdAeVFUdgAACA7RBgAACA7XAKCYAt8X0twMWNIzAAAMB2CDAAAMB2OIUEAKgQZXUakLubLg4EmEqGX2gAAM6NU0gAAMB2yjzAPP/883I4HBoyZIjVduLECSUlJalOnTqqWbOmevbsqZycHLfl9uzZo65du8rf318hISEaPny4Tp06VdbTBQAANlCmASYrK0svv/yyLr/8crf2oUOHaunSpVq4cKHWrVunvXv36vbbb7f6CwoK1LVrV508eVKffPKJXn/9daWmpmrUqFFlOV0AAGATZRZgjh49qoSEBL3yyiuqXbu21X748GH961//0uTJk3XzzTerTZs2mjt3rj755BN9+umnkqS0tDRt3bpV8+bNU6tWrdS5c2eNGzdOM2fO1MmTJ8tqygAAwCbK7CLepKQkde3aVbGxsXrmmWes9o0bN8rlcik2NtZqa9q0qerXr6+MjAxdc801ysjIUMuWLRUaGmqNiY+P18CBA7Vlyxa1bt262Pby8/OVn59vvc7NzZUkuVwuuVwuj+6bw3G2Ppfb35WFh0tQ4YreU0+/t3BXmet8tt9DO6msnxl2drof18r8s1yVeKLOJV22TALM22+/rU2bNikrK6tYX3Z2tnx8fBQUFOTWHhoaquzsbGvMH8NLUX9R3+mMHz9eY8aMKdaelpYmf3//89mNMwoJOfeYunXTPbrNC7V8eUXPoGykp1euOldVlbHOJfk9tJPK9plhZ2f7vKuMP8tV0YXUOS8vr0TjPB5gfvzxRz388MNKT0+Xn5+fp1d/RiNHjtSwYcOs17m5uYqMjFRcXJycTqdHt5WaeuY+h8OlunXT9euvHWWMt0e3eyHuvbeiZ+BZLpdL6enp6tixo7y9K0+dq5rKXOez/R7aSWX9zLCz033eVeaf5arEE3UuOoNyLh4PMBs3btS+fft05ZVXWm0FBQVav369ZsyYoQ8++EAnT57UoUOH3I7C5OTkKCwsTJIUFhamDRs2uK236C6lojF/5uvrK19f32Lt3t7eHv9hNaYkY7wr1YdRVf19LYv3F8VVxjqX5PfQTirbZ4adzZ1bvM3h+P2o3fz5F1ZnvlOrZC7kM6Oky3n8It4OHTroq6++0ubNm60/0dHRSkhIsP7t7e2t1atXW8ts375de/bsUUxMjCQpJiZGX331lfbt22eNSU9Pl9PpVPPmzT09ZQAAYDMePwJTq1YtXXbZZW5tAQEBqlOnjtXer18/DRs2TMHBwXI6nXrooYcUExOja665RpIUFxen5s2b65577lFKSoqys7P15JNPKikp6bRHWQAAwMWlQh4lMGXKFHl5ealnz57Kz89XfHy8XnrpJau/WrVqWrZsmQYOHKiYmBgFBAQoMTFRY8eOrYjpAgCASqZcAsyHH37o9trPz08zZ87UzJkzz7hMgwYNtLyq3joDAAAuCM9CAgAAtkOAAQAAtkOAAQAAtlMhF/ECAGBHc+aUzXr5fpnS4wgMAACwHQIMAACwHQIMAACwHQIMAACwHQIMAACwHQIMAACwHQIMAACwHQIMAACwHQIMAACwHQIMAACwHR4lANhEWX2FucTXmAOwH47AAAAA2yHAAAAA2yHAAAAA2yHAAAAA2yHAAAAA2+EuJMDDyvJuIQDA7zgCAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIcAAwAAbIenUeOixBOjAcDeOAIDAABshwADAABshwADAABsh2tgAJzxmiCHQwoJkVJTJWNKv94BAy5oWgBwRhyBAQAAtkOAAQAAtkOAAQAAtkOAAQAAtkOAAQAAtkOAAQAAtsNt1ADKDI9sAFBWOAIDAABshwADAABsx+MBZvz48brqqqtUq1YthYSE6LbbbtP27dvdxpw4cUJJSUmqU6eOatasqZ49eyonJ8dtzJ49e9S1a1f5+/srJCREw4cP16lTpzw9XQAAYEMeDzDr1q1TUlKSPv30U6Wnp8vlcikuLk7Hjh2zxgwdOlRLly7VwoULtW7dOu3du1e333671V9QUKCuXbvq5MmT+uSTT/T6668rNTVVo0aN8vR0AQCADXn8It6VK1e6vU5NTVVISIg2btyo66+/XocPH9a//vUvLViwQDfffLMkae7cuWrWrJk+/fRTXXPNNUpLS9PWrVu1atUqhYaGqlWrVho3bpxGjBih0aNHy8fHx9PTBgAANlLmdyEdPnxYkhQcHCxJ2rhxo1wul2JjY60xTZs2Vf369ZWRkaFrrrlGGRkZatmypUJDQ60x8fHxGjhwoLZs2aLWrVsX205+fr7y8/Ot17m5uZIkl8sll8vl0X1yOM7W53L7u7LwcAkqXNF7er7v7dneQ/xPZf15rkqocfmo7HWuKp/RF/rZXJplyzTAFBYWasiQIWrfvr0uu+wySVJ2drZ8fHwUFBTkNjY0NFTZ2dnWmD+Gl6L+or7TGT9+vMaMGVOsPS0tTf7+/he6K25CQs49pm7ddI9u80ItX17RMygb6ennV+eSvIf4n8r281wVUePyUVnrXNU+o8/3s1mS8vLySjSuTANMUlKSvv76a3300UdluRlJ0siRIzVs2DDrdW5uriIjIxUXFyen0+nRbaWmnrnP4XCpbt10/fprRxnj7dHtXoh7763oGXiWy+VSenq6OnbsKG/v0tf5bO8h/qey/jxXJdS4fFzMdS7Pz/8L/WyW/ncG5VzKLMAkJydr2bJlWr9+verVq2e1h4WF6eTJkzp06JDbUZicnByFhYVZYzZs2OC2vqK7lIrG/Jmvr698fX2LtXt7e593Ec/EmJKM8a5UvyQeLkGlcb7vb0neQ/xPZft5roqocfm4GOtcEZ//F/J/b0mX8/hdSMYYJScn67333tOaNWsUFRXl1t+mTRt5e3tr9erVVtv27du1Z88excTESJJiYmL01Vdfad++fdaY9PR0OZ1ONW/e3NNTBgAANuPxIzBJSUlasGCB3n//fdWqVcu6ZiUwMFA1atRQYGCg+vXrp2HDhik4OFhOp1MPPfSQYmJidM0110iS4uLi1Lx5c91zzz1KSUlRdna2nnzySSUlJZ32KAsAALi4eDzAzJo1S5J04403urXPnTtX9/7/E3FTpkyRl5eXevbsqfz8fMXHx+ull16yxlarVk3Lli3TwIEDFRMTo4CAACUmJmrs2LGeni4AALAhjwcYU4KLC/z8/DRz5kzNnDnzjGMaNGig5VXtsmwAAOARPAsJAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYDgEGAADYTvWKngDsb86cslv3gAFlt24AgH0RYFCpnSkcORxSSIiUmioZU65TAgBUApxCAgAAtsMRGAAAqrCyOs1f0af4OQIDAABshwADAABshwADAABsh2tgLhJleaszAADljSMwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdggwAADAdip1gJk5c6YaNmwoPz8/tW3bVhs2bKjoKQEAgEqg0gaYd955R8OGDdPTTz+tTZs26YorrlB8fLz27dtX0VMDAAAVrNIGmMmTJ6t///6677771Lx5c82ePVv+/v567bXXKnpqAACgglXKAHPy5Elt3LhRsbGxVpuXl5diY2OVkZFRgTMDAACVQfWKnsDp/PbbbyooKFBoaKhbe2hoqL755pvTLpOfn6/8/Hzr9eHDhyVJBw4ckMvl8uj8Tpw4c5/D4VJeXp5OnNgvY7w9ul38D3UuH9S57FHj8kGdPW///uJtLtfvdd6/f7+8vc+vzkeOHJEkGWPOOq5SBpjzMX78eI0ZM6ZYe1RUVAXMBgCAqu3hh8t2/UeOHFFgYOAZ+ytlgLnkkktUrVo15eTkuLXn5OQoLCzstMuMHDlSw4YNs14XFhbqwIEDqlOnjhwOR5nO949yc3MVGRmpH3/8UU6ns9y2e7GhzuWDOpc9alw+qHP58ESdjTE6cuSIIiIizjquUgYYHx8ftWnTRqtXr9Ztt90m6fdAsnr1aiUnJ592GV9fX/n6+rq1BQUFlfFMz8zpdPJLUg6oc/mgzmWPGpcP6lw+LrTOZzvyUqRSBhhJGjZsmBITExUdHa2rr75aU6dO1bFjx3TfffdV9NQAAEAFq7QB5s4779Svv/6qUaNGKTs7W61atdLKlSuLXdgLAAAuPpU2wEhScnLyGU8ZVVa+vr56+umni53OgmdR5/JBncseNS4f1Ll8lGedHeZc9ykBAABUMpXyi+wAAADOhgADAABshwADAABshwADAABshwBzHsaPH6+rrrpKtWrVUkhIiG677TZt377dbcyJEyeUlJSkOnXqqGbNmurZs2exbxZG6Tz//PNyOBwaMmSI1UadPePnn3/W3XffrTp16qhGjRpq2bKlPvvsM6vfGKNRo0YpPDxcNWrUUGxsrHbs2FGBM7afgoICPfXUU4qKilKNGjXUqFEjjRs3zu15L9S59NavX69u3bopIiJCDodDixcvdusvSU0PHDighIQEOZ1OBQUFqV+/fjp69Gg57kXldrYau1wujRgxQi1btlRAQIAiIiLUt29f7d27120dZVFjAsx5WLdunZKSkvTpp58qPT1dLpdLcXFxOnbsmDVm6NChWrp0qRYuXKh169Zp7969uv322ytw1vaWlZWll19+WZdffrlbO3W+cAcPHlT79u3l7e2tFStWaOvWrZo0aZJq165tjUlJSdG0adM0e/ZsZWZmKiAgQPHx8Tpxtiebws2ECRM0a9YszZgxQ9u2bdOECROUkpKi6dOnW2Ooc+kdO3ZMV1xxhWbOnHna/pLUNCEhQVu2bFF6erqWLVum9evXa8CAAeW1C5Xe2Wqcl5enTZs26amnntKmTZu0aNEibd++Xd27d3cbVyY1Nrhg+/btM5LMunXrjDHGHDp0yHh7e5uFCxdaY7Zt22YkmYyMjIqapm0dOXLENG7c2KSnp5sbbrjBPPzww8YY6uwpI0aMMNdee+0Z+wsLC01YWJiZOHGi1Xbo0CHj6+tr3nrrrfKYYpXQtWtXc//997u13X777SYhIcEYQ509QZJ57733rNclqenWrVuNJJOVlWWNWbFihXE4HObnn38ut7nbxZ9rfDobNmwwkszu3buNMWVXY47AeMDhw4clScHBwZKkjRs3yuVyKTY21hrTtGlT1a9fXxkZGRUyRztLSkpS165d3eopUWdPWbJkiaKjo/X3v/9dISEhat26tV555RWrf9euXcrOznarc2BgoNq2bUudS6Fdu3ZavXq1vv32W0nSF198oY8++kidO3eWRJ3LQklqmpGRoaCgIEVHR1tjYmNj5eXlpczMzHKfc1Vw+PBhORwO63mEZVXjSv1NvHZQWFioIUOGqH379rrsssskSdnZ2fLx8Sn2MMnQ0FBlZ2dXwCzt6+2339amTZuUlZVVrI86e8bOnTs1a9YsDRs2TE888YSysrI0ePBg+fj4KDEx0arlnx/jQZ1L5/HHH1dubq6aNm2qatWqqaCgQM8++6wSEhIkiTqXgZLUNDs7WyEhIW791atXV3BwMHU/DydOnNCIESPUp08f62GOZVVjAswFSkpK0tdff62PPvqooqdS5fz44496+OGHlZ6eLj8/v4qeTpVVWFio6OhoPffcc5Kk1q1b6+uvv9bs2bOVmJhYwbOrOv79739r/vz5WrBggVq0aKHNmzdryJAhioiIoM6oElwul3r16iVjjGbNmlXm2+MU0gVITk7WsmXLtHbtWtWrV89qDwsL08mTJ3Xo0CG38Tk5OQoLCyvnWdrXxo0btW/fPl155ZWqXr26qlevrnXr1mnatGmqXr26QkNDqbMHhIeHq3nz5m5tzZo10549eyTJquWf7+6izqUzfPhwPf744+rdu7datmype+65R0OHDtX48eMlUeeyUJKahoWFad++fW79p06d0oEDB6h7KRSFl927dys9Pd06+iKVXY0JMOfBGKPk5GS99957WrNmjaKiotz627RpI29vb61evdpq2759u/bs2aOYmJjynq5tdejQQV999ZU2b95s/YmOjlZCQoL1b+p84dq3b1/sawC+/fZbNWjQQJIUFRWlsLAwtzrn5uYqMzOTOpdCXl6evLzcP3KrVaumwsJCSdS5LJSkpjExMTp06JA2btxojVmzZo0KCwvVtm3bcp+zHRWFlx07dmjVqlWqU6eOW3+Z1fi8L/+9iA0cONAEBgaaDz/80Pzyyy/Wn7y8PGvMP/7xD1O/fn2zZs0a89lnn5mYmBgTExNTgbOuGv54F5Ix1NkTNmzYYKpXr26effZZs2PHDjN//nzj7+9v5s2bZ415/vnnTVBQkHn//ffNl19+aW699VYTFRVljh8/XoEzt5fExERz6aWXmmXLlpldu3aZRYsWmUsuucQ89thj1hjqXHpHjhwxn3/+ufn888+NJDN58mTz+eefW3fAlKSmnTp1Mq1btzaZmZnmo48+Mo0bNzZ9+vSpqF2qdM5W45MnT5ru3bubevXqmc2bN7v9n5ifn2+toyxqTIA5D5JO+2fu3LnWmOPHj5tBgwaZ2rVrG39/f9OjRw/zyy+/VNykq4g/Bxjq7BlLly41l112mfH19TVNmzY1c+bMcesvLCw0Tz31lAkNDTW+vr6mQ4cOZvv27RU0W3vKzc01Dz/8sKlfv77x8/Mzf/nLX8w///lPtw956lx6a9euPe3ncWJiojGmZDXdv3+/6dOnj6lZs6ZxOp3mvvvuM0eOHKmAvamczlbjXbt2nfH/xLVr11rrKIsaO4z5w9dAAgAA2ADXwAAAANshwAAAANshwAAAANshwAAAANshwAAAANshwAAAANshwAAAANshwAAocw6HQ4sXLz5j/4cffiiHw1HsuVYXKjU1tdjTygFUDQQYoAq799575XA49I9//KNYX1JSkhwOh+69916PbW/06NFq1aqVx9Z3LmvXrlWXLl1Up04d+fv7q3nz5nrkkUf0888/l9scAFQMAgxQxUVGRurtt9/W8ePHrbYTJ05owYIFql+/fgXO7MK8/PLLio2NVVhYmN59911t3bpVs2fP1uHDhzVp0qQy3bbL5SrT9QM4NwIMUMVdeeWVioyM1KJFi6y2RYsWqX79+mrdurXVlp+fr8GDByskJER+fn669tprlZWVZfUXneZZvXq1oqOj5e/vr3bt2llPsk5NTdWYMWP0xRdfyOFwyOFwKDU11Vr+t99+U48ePeTv76/GjRtryZIlp53vsWPH5HQ69Z///MetffHixQoICNCRI0f0008/afDgwRo8eLBee+013XjjjWrYsKGuv/56vfrqqxo1apTbsh988IGaNWummjVrqlOnTvrll1+svqysLHXs2FGXXHKJAgMDdcMNN2jTpk1uyzscDs2aNUvdu3dXQECAnn32WUnSM888o5CQENWqVUsPPPCAHn/88WJHoF599VU1a9ZMfn5+atq0qV566SWr7+TJk0pOTlZ4eLj8/PzUoEEDjR8//rR1AfAnF/QkJQCVWmJiorn11lvN5MmTTYcOHaz2Dh06mClTpphbb73Veujd4MGDTUREhFm+fLnZsmWLSUxMNLVr1zb79+83xvzvgW5t27Y1H374odmyZYu57rrrTLt27YwxxuTl5ZlHHnnEtGjRotgT2iWZevXqmQULFpgdO3aYwYMHm5o1axZb98GDB40xxvTv39906dLFbV+6d+9u+vbta4wxZvLkyUaS2bt371n3f+7cucbb29vExsaarKwss3HjRtOsWTNz1113WWNWr15t3nzzTbNt2zazdetW069fPxMaGmpyc3OtMZJMSEiIee2118z3339vdu/ebebNm2f8/PzMa6+9ZrZv327GjBljnE6nueKKK6zl5s2bZ8LDw827775rdu7cad59910THBxsUlNTjTHGTJw40URGRpr169ebH374wfz3v/81CxYsKNF7C1zsCDBAFVYUYPbt22d8fX3NDz/8YH744Qfj5+dnfv31VyvAHD161Hh7e5v58+dby548edJERESYlJQUY8z/QsaqVausMf/3f/9nJJnjx48bY4x5+umn3f4DLyLJPPnkk9bro0ePGklmxYoVbusuCjCZmZmmWrVqVkDJyckx1atXNx9++KExxpiBAwcap9N5zv2fO3eukWS+++47q23mzJkmNDT0jMsUFBSYWrVqmaVLl7rNf8iQIW7j2rZta5KSktza2rdv77b/jRo1KhZIxo0bZ2JiYowxxjz00EPm5ptvNoWFhefcFwDuOIUEXATq1q2rrl27KjU1VXPnzlXXrl11ySWXWP3ff/+9XC6X2rdvb7V5e3vr6quv1rZt29zWdfnll1v/Dg8PlyTt27fvnHP443IBAQFyOp1nXO7qq69WixYt9Prrr0uS5s2bpwYNGuj666+XJBlj5HA4zrlNSfL391ejRo3c5vzH7ebk5Kh///5q3LixAgMD5XQ6dfToUe3Zs8dtPdHR0W6vt2/frquvvrrYvIscO3ZM33//vfr166eaNWtaf5555hl9//33kn6/yHrz5s1q0qSJBg8erLS0tBLtEwCpekVPAED5uP/++5WcnCxJmjlz5nmvx9vb2/p3UYgoLCws1XJFy55tuQceeEAzZ87U448/rrlz5+q+++6ztve3v/1Nhw8f1i+//GKFqNJs1xhjvU5MTNT+/fv14osvqkGDBvL19VVMTIxOnjzptlxAQMA59/GPjh49Kkl65ZVX1LZtW7e+atWqSfr9+qRdu3ZpxYoVWrVqlXr16qXY2Nhi1/8AKI4jMMBFolOnTjp58qRcLpfi4+Pd+ho1aiQfHx99/PHHVpvL5VJWVpaaN29e4m34+PiooKDAI/O9++67tXv3bk2bNk1bt25VYmKi1XfHHXfIx8dHKSkpp122NN8n8/HHH2vw4MHq0qWLWrRoIV9fX/3222/nXK5JkyZuFzlLcnsdGhqqiIgI7dy5U3/961/d/kRFRVnjnE6n7rzzTr3yyit655139O677+rAgQMlnj9wseIIDHCRqFatmnU6qOgIQJGAgAANHDhQw4cPV3BwsOrXr6+UlBTl5eWpX79+Jd5Gw4YNtWvXLm3evFn16tVTrVq15Ovre17zrV27tm6//XYNHz5ccXFxqlevntUXGRmpKVOmKDk5Wbm5uerbt68aNmyon376SW+88YZq1qxZ4lupGzdurDfffFPR0dHKzc3V8OHDVaNGjXMu99BDD6l///6Kjo5Wu3bt9M477+jLL7/UX/7yF2vMmDFjNHjwYAUGBqpTp07Kz8/XZ599poMHD2rYsGGaPHmywsPD1bp1a3l5eWnhwoUKCwvjy/eAEuAIDHARcTqdcjqdp+17/vnn1bNnT91zzz268sor9d133+mDDz5Q7dq1S7z+nj17qlOnTrrppptUt25dvfXWWxc03379+unkyZO6//77i/UNGjRIaWlp+vnnn9WjRw81bdpUDzzwgJxOpx599NESb+Nf//qXDh48qCuvvFL33HOPdSv5uSQkJGjkyJF69NFHrVNB9957r/z8/KwxDzzwgF599VXNnTtXLVu21A033KDU1FTrCEytWrWUkpKi6OhoXXXVVfrhhx+0fPlyeXnx0Qyci8P88WQwAFQib775poYOHaq9e/fKx8enoqdzTh07dlRYWJjefPPNip4KUOVxCglApZOXl6dffvlFzz//vB588MFKGV7y8vI0e/ZsxcfHq1q1anrrrbe0atUqpaenV/TUgIsCxykBVDopKSlq2rSpwsLCNHLkyIqezmk5HA4tX75c119/vdq0aaOlS5fq3XffVWxsbEVPDbgocAoJAADYDkdgAACA7RBgAACA7RBgAACA7RBgAACA7RBgAACA7RBgAACA7RBgAACA7RBgAACA7RBgAACA7fw/DSA2HjDwzLIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count   7032.000\n",
+      "mean    2283.300\n",
+      "std     2266.771\n",
+      "min       18.800\n",
+      "5%        49.605\n",
+      "10%       84.600\n",
+      "20%      267.070\n",
+      "30%      551.995\n",
+      "40%      944.170\n",
+      "50%     1397.475\n",
+      "60%     2048.950\n",
+      "70%     3141.130\n",
+      "80%     4475.410\n",
+      "90%     5976.640\n",
+      "95%     6923.590\n",
+      "99%     8039.883\n",
+      "max     8684.800\n",
+      "Name: TotalCharges, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def num_summary(dataframe, numerical_col, plot=False):\n",
+    "    quantiles = [0.05, 0.10, 0.20, 0.30, 0.40, 0.50, 0.60, 0.70, 0.80, 0.90, 0.95, 0.99]\n",
+    "    print(dataframe[numerical_col].describe(quantiles).T)\n",
+    "\n",
+    "    if plot:\n",
+    "        dataframe[numerical_col].hist(bins=20, alpha=0.4, color='b')\n",
+    "        plt.xlabel(numerical_col)\n",
+    "        plt.title(numerical_col)\n",
+    "        plt.show(block=True)\n",
+    "        \n",
+    "for col in num_cols:\n",
+    "    num_summary(df, col, plot=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "id": "ff85677a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "        CHURN_MEAN\n",
+      "gender            \n",
+      "Female       0.269\n",
+      "Male         0.262\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "               CHURN_MEAN\n",
+      "SeniorCitizen            \n",
+      "0                   0.236\n",
+      "1                   0.417\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "         CHURN_MEAN\n",
+      "Partner            \n",
+      "No            0.330\n",
+      "Yes           0.197\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "            CHURN_MEAN\n",
+      "Dependents            \n",
+      "No               0.313\n",
+      "Yes              0.155\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "              CHURN_MEAN\n",
+      "PhoneService            \n",
+      "No                 0.249\n",
+      "Yes                0.267\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                  CHURN_MEAN\n",
+      "MultipleLines               \n",
+      "No                     0.250\n",
+      "No phone service       0.249\n",
+      "Yes                    0.286\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                 CHURN_MEAN\n",
+      "InternetService            \n",
+      "DSL                   0.190\n",
+      "Fiber optic           0.419\n",
+      "No                    0.074\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "OnlineSecurity                 \n",
+      "No                        0.418\n",
+      "No internet service       0.074\n",
+      "Yes                       0.146\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "OnlineBackup                   \n",
+      "No                        0.399\n",
+      "No internet service       0.074\n",
+      "Yes                       0.215\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "DeviceProtection               \n",
+      "No                        0.391\n",
+      "No internet service       0.074\n",
+      "Yes                       0.225\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "TechSupport                    \n",
+      "No                        0.416\n",
+      "No internet service       0.074\n",
+      "Yes                       0.152\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "StreamingTV                    \n",
+      "No                        0.335\n",
+      "No internet service       0.074\n",
+      "Yes                       0.301\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "StreamingMovies                \n",
+      "No                        0.337\n",
+      "No internet service       0.074\n",
+      "Yes                       0.299\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                CHURN_MEAN\n",
+      "Contract                  \n",
+      "Month-to-month       0.427\n",
+      "One year             0.113\n",
+      "Two year             0.028\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                  CHURN_MEAN\n",
+      "PaperlessBilling            \n",
+      "No                     0.163\n",
+      "Yes                    0.336\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                           CHURN_MEAN\n",
+      "PaymentMethod                        \n",
+      "Bank transfer (automatic)       0.167\n",
+      "Credit card (automatic)         0.152\n",
+      "Electronic check                0.453\n",
+      "Mailed check                    0.191\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "       CHURN_MEAN\n",
+      "Churn            \n",
+      "0           0.000\n",
+      "1           1.000\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n"
+     ]
+    }
+   ],
+   "source": [
+    "def target_summary_with_cat(dataframe,target,categorical_col):\n",
+    "    print(pd.DataFrame({\"CHURN_MEAN\": dataframe.groupby(categorical_col)[target].mean()}))\n",
+    "    print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\")\n",
+    "\n",
+    "for col in cat_cols:\n",
+    "    target_summary_with_cat(df,\"Churn\",col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "cd0bef79",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def outlier_thresholds(dataframe, col_name, q1=0.05, q3=0.95):\n",
+    "    quartile1 = dataframe[col_name].quantile(q1)\n",
+    "    quartile3 = dataframe[col_name].quantile(q3)\n",
+    "    interquantile_range = quartile3 - quartile1\n",
+    "    up_limit = quartile3 + 1.5 * interquantile_range\n",
+    "    low_limit = quartile1 - 1.5 * interquantile_range\n",
+    "    return low_limit, up_limit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "id": "3a1bd489",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def check_outlier(dataframe, col_name):\n",
+    "    low_limit, up_limit = outlier_thresholds(dataframe, col_name)\n",
+    "    if dataframe[(dataframe[col_name] > up_limit) | (dataframe[col_name] < low_limit)].any(axis=None):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 206,
+   "id": "4b42d8eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tenure False\n",
+      "MonthlyCharges False\n",
+      "TotalCharges False\n"
+     ]
+    }
+   ],
+   "source": [
+    "for col in num_cols:\n",
+    "    print(col, check_outlier(df, col))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 207,
+   "id": "0e5ca3eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              n_miss  ratio\n",
+      "TotalCharges      11  0.160\n"
+     ]
+    }
+   ],
+   "source": [
+    "def missing_values_table(dataframe, na_name=False):\n",
+    "    na_columns = [col for col in dataframe.columns if dataframe[col].isnull().sum() > 0]\n",
+    "\n",
+    "    n_miss = dataframe[na_columns].isnull().sum().sort_values(ascending=False)\n",
+    "    ratio = (dataframe[na_columns].isnull().sum() / dataframe.shape[0] * 100).sort_values(ascending=False)\n",
+    "    missing_df = pd.concat([n_miss, np.round(ratio, 2)], axis=1, keys=['n_miss', 'ratio'])\n",
+    "    print(missing_df, end=\"\\n\")\n",
+    "\n",
+    "    if na_name:\n",
+    "        return na_columns\n",
+    "\n",
+    "missing_values_table(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "id": "6f73eb78",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 208,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Filling in missing values with the median\n",
+    "\n",
+    "df[\"TotalCharges\"].fillna(df[\"TotalCharges\"].median(), inplace=True)\n",
+    "\n",
+    "df['TotalCharges'].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "id": "137afb24",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 209,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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AwPwMfp2Xp6enOnTooAkTJsjX11clSpTQ+PHj5efnp0aNGun27du6dOmSvL295eXlpWrVqql27doaNGiQRowYoUKFCikmJkbu7u5q0aKFU2OjMgcAAMzPanXeJ4OioqLUpk0bRUdHq23btnJ3d9ecOXPk4eGhs2fPKiIiQrGxsfb5U6dOVfXq1dWrVy+1adNGSUlJWrBggXx9fZ3xN2LnZrPZeHMt0viiaFujQ8BdGh161+gQ8BfLzGFGh4C/rJpudAS4o8OZRZn+jKs9GzvtXt7Tv3TavcyAyhwAAIALY80cAAAwP4PXzJkZyRwAADA9VoU5RpsVAADAhVGZAwAA5keb1SGSOQAAYH4kcw7RZgUAAHBhVOYAAIDpZfSdqjkByRwAADA/kjmHaLMCAAC4MCpzAADA/DL+StVsj2QOAACYHmvmHCOZAwAA5kcy5xBr5gAAAFwYlTkAAGB+rJlziGQOAACYHmvmHPtHbdb69esrKChI8+bNS/f6sGHDFBQUpKlTpzolOEn69ttvdeLECUnSjh07FBQUpF9//dXh/MjISA0ePPgfPWP37t167bXX9O9//1shISFq1qyZPvroI1ksFvucwYMHKzIyMmO/BAAAQCb5x2vmPDw8tH79+jTjt27d0oYNG+Tm5uaUwCTp9OnT6tGjhy5evOi0e/7dwoUL1alTJ5UqVUqzZs3S2rVr1b17d82dO1e9e/eW1UpdFwAAw1md+Mlm/nGbtVatWtqyZYvOnTsnPz8/+/j27duVL18+5c2b12nB2WyZW1KNi4vTmDFjNHDgQHXq1Mk+7u/vr+LFi6tDhw6KjY1Vs2bNMjUOAABwb7RZHfvHlbkqVaqoePHiWrduXarx2NhYNW7cOFVlbt++ferYsaOqVq2qGjVqaMiQIfr999/t1+vXr685c+aod+/eCg0NVY0aNTRq1CjdunVLv/76qxo0aCBJ6tixY6rW7ebNm9WsWTNVqlRJTZs21aZNm9KNtWXLlhoyZEiqsS1btqhy5cq6fPmyli1bJm9vb7Vv3z7Nd8PDwzV//nzVrVvXPpaSkqKxY8eqZs2aCgkJUc+ePfXbb7/Zr+/evVsdO3ZUWFiYKlWqpMaNG+uzzz6zXx88eLCioqL00ksvKSwsTLNnz5YkrV27Vo0bN1blypX13//+VwsWLFBQUJD9e1evXtVbb72lmjVrqmrVqurYsaMOHDhgv37jxg0NHTpU//73v1W5cmW1bNlSGzZsSPfvBAAAZC8ZOpqkcePGqZI5i8Wir7/+Wk2bNrWP7d+/X5GRkSpXrpw+/fRTTZkyRT/++KO6du2q27dv2+dNmTJF4eHhWrNmjQYOHKhFixbp888/V7FixbRs2TJJ0tSpU/XSSy/Zv7NgwQK99dZbWrt2rUqXLq2+ffvq2rVraeJs3bq11q9fr5s3b9rHVq9erfr166tQoUI6ePCgqlSpoty50y9Q1qpVSz4+PvY/79u3T1euXNGSJUv04Ycf6ocfftC4ceMkSYmJieratasqV66sVatWafXq1apSpYqGDh2aKuFbv369ateurRUrVqhZs2b69ttvNWjQILVp00Zr1qxR69atNWHCBPt8m82m7t27KyEhQR9++KE+/fRThYSEqG3btjp8+LD97/Do0aOaNWuWYmNjVbduXfXr1++eawsBAHAptFkdynAy98MPPygxMVGStG3bNvn6+qpChQr2OXPnzlVQUJDeeustBQYGqmbNmnr//fd16NAhbd261T4vIiJCHTt2lL+/v5577jkFBwdr7969cnd3l6+vrySpYMGCyp8/v/07b775pmrUqKEyZcrotdde040bNxQfH58mzubNm9sTTUlKSkrS119/rdatW0uSLl++nCpZu5/HHntMI0eOVNmyZVWjRg01adJEBw8elCQlJyerd+/eev311xUQEKB//etfevnll5WSkqJffvnFfo+CBQuqW7duKlOmjIoVK6Y5c+bomWeeUdeuXVWmTBm1bdtWbdu2tc/fvn27fvjhB02ePFlPPPGEAgMD1b9/f4WEhGjBggWSpFOnTil//vzy9/eXv7+/+vTpo5kzZ6pgwYIP/LsBAGBmNqvzPtlNho4mqVSpkvz9/bV+/Xp17NhRsbGxqapyknTs2DH9+9//TjUWHBwsb29vHT16VE8++aQkKTAwMNUcb29vpaSk3PP5ZcqUsf98Jxm7u/p2xyOPPKIGDRpo9erVatasmb788kt5e3srIiJCkuTr66vLly8/2C8tqVSpUsqV6//nvwULFrQ/t1SpUmrdurUWLFigY8eO6dSpU4qLi5OkVJXIgICAVPc8dOiQGjVqlGrsTov3znWbzaannnoq1RyLxaLk5GRJUvfu3dWjRw/VqlVLVapU0b///W81b95c3t7eD/y7AQAA15Thc+butFpfeOEFbdy40d4SvcPR5gWbzSYPDw/7nz09PdOdcy93J1T3+85zzz1n3xG7Zs0atWjRQu7u7pKk0NBQLV++XLdv37aP3e31119XWFiY2rVrJ0npzrnjxIkTateunSpWrKjatWurUaNGeuSRR/Tf//431TwvL69Uf86dO/c9d8xarVYVKFBAK1euTHPtzt9daGioNm/erG3btun777/X6tWrNWPGDH300UeqVauWw3sDAOAysmFFzVky/Dqvxo0ba+/evVqxYoX8/f3TVNiCgoK0Z8+eVGNxcXFKSkpKM9cRZxxzEhERoccee0yffvqpdu/ebW+xSn8meteuXdOiRYvSfG/Hjh1au3atChQo8EDPWbp0qR599FHNmzdP3bt315NPPmlfK3ev5DQ4OFg//vhjqrF9+/bZfy5fvrySkpKUkpKigIAA+2f27NnauHGjJCkmJkZ79uxRgwYNFB0drfXr19srpwAAZAe0WR3LcDL3+OOPKyAgQBMnTkzTYpWkLl266OjRoxo5cqTi4+O1Y8cOvf7666pQocIDV4vy5csn6c+W7dWrVzMUZ65cudSyZUvNnDlTlStXTpVIBgYGqk+fPhozZozGjRunuLg4/fzzz1qyZIl69+6tp59+Ot3fLT1+fn46d+6cNm/erNOnT2vDhg16++23JSnV4cN/1717d61bt07z5s3TL7/8ohUrVqRKLuvUqaPHH39c/fr10/bt23Xy5Em99957Wrlypf13SUhI0PDhw/X999/r9OnTWr9+vc6cOaPQ0NAM/I0BAGBCbIBw6KFe59W4cWPNmDFDTZo0SXPtiSee0EcffaTJkyerZcuWKlCggBo2bKgBAwakarPeyyOPPKLnnntO48aN08mTJ/X0009nKM7WrVtr5syZqapyd7z88ssqW7asFi5cqJUrV+rmzZvy9/dXz5491a5du3u2Vu/WsWNH/fTTTxo4cKAsFotKly6t/v37KyYmRgcOHEh1xMnd6tatqxEjRujDDz/UxIkTValSJbVt29ae0Lm7u2vu3LkaP368+vbtqxs3bigwMFDTpk2zJ8XDhw/X2LFj9cYbb+jy5csqUaKEXn/9dbVo0SJDf18AAMB1uNky+2ReE9ixY4deeeUVbdmyxXSbAnbu3KnChQurbNmy9rGZM2dq+fLl9l24RviiaNv7T0KWaXToXaNDwF8sM4cZHQL+smq60RHgjg5n0i5XcrYLTz/ptHs99tVmp93LDB6qMmd28fHxOnbsmGbOnKlWrVqZLpGTpK1bt2rt2rV67733VKpUKR05ckQff/yxfdMFAADInmvdnCVbJ3MnT57UkCFD9MQTT6hfv35Gh5OuXr166fr16xo4cKAuXbqkYsWKqXPnzurWrZvRoQEAABeQrZO5+vXr64cffjA6jHvy9PRUdHS0oqOjjQ4FAADTojLnWLZO5gAAQDZhe/jjyrKrDB9NAgAAAONRmQMAAKZHm9UxkjkAAGB6NittVkdoswIAALgwKnMAAMD0aLM6RjIHAABMz8ZuVodI5gAAgOlRmXOMNXMAAAAujMocAAAwPXazOkYyBwAATM9mMzoC86LNCgAA4MJI5gAAgOnZrG5O+2SU1WpVTEyM6tSpo5CQEHXv3l0JCQkP9N01a9YoKChIv/76a4af7wjJHAAAMD0zJHPTp0/XkiVLNHLkSC1dulRWq1XdunWTxWK55/dOnz6tESNGZPi590MyBwAAcB8Wi0Vz585VVFSU6tWrp+DgYE2aNEnnzp3Thg0bHH7ParXqjTfeUMWKFTMtNpI5AABgejab8z4ZERcXp2vXrqlWrVr2MR8fH1WoUEG7du1y+L2ZM2cqJSVFr7zySsYe/ADYzQoAAEzPmUeTNGjQ4J7XN27cmGbs3LlzkqRixYqlGi9SpIj92t/t379fc+fO1fLly5WYmJjBaO+PyhwAAMB93LhxQ5Lk6emZajxPnjxKTk5OM//69et6/fXX9frrr6t06dKZGhuVOQAAYHrOfDdrepW3+/Hy8pL059q5Oz9LUnJysvLmzZtm/qhRo1SmTBm9+OKLGQ/0AZHMAQAA0zP63ax32qvnz59XqVKl7OPnz59XUFBQmvkrVqyQp6enQkNDJUm3b9+WJDVr1kw9evRQjx49nBYbyRwAADA9qxMrcxkRHBysAgUKaMeOHfZk7sqVKzp8+LA6dOiQZv7fd7j++OOPeuONNzRr1iyVL1/eqbGRzAEAANyHp6enOnTooAkTJsjX11clSpTQ+PHj5efnp0aNGun27du6dOmSvL295eXlpYCAgFTfv7NJonjx4ipUqJBTY2MDBAAAMD2bzc1pn4yKiopSmzZtFB0drbZt28rd3V1z5syRh4eHzp49q4iICMXGxjrxt34wVOYAAIDpOfNokoxyd3fXG2+8oTfeeCPNtZIlS+ro0aMOv1ujRo17Xn8YVOYAAABcGJU5AABgehl9c0NOQDIHAABMzwxtVrOizQoAAODCqMwBAADTM/qcOTMjmQMAAKbnzNd5ZTe0WQEAAFwYlTkAAGB67GZ1jGQOAACYHmvmHCOZAwAApseaOcdYMwcAAODCqMwBAADTY82cYyRzAADA9Fgz5xhtVgAAABdGZQ7pqr+wjtEh4C6WmcOMDgF/8ewxwugQ8JcxU9sZHQL+0iELnsEGCMdI5gAAgOnRZnWMNisAAIALozIHAABMj82sjpHMAQAA06PN6hhtVgAAABdGZQ4AAJgeu1kdI5kDAACmZzU6ABMjmQMAAKZnE5U5R1gzBwAA4MKozAEAANOzcjaJQyRzAADA9Ky0WR2izQoAAODCqMwBAADTYwOEYyRzAADA9DiaxDHarAAAAC6MyhwAADA92qyOkcwBAADTo83qGG1WAAAAF0ZlDgAAmB6VOcdI5gAAgOmxZs4xkjkAAGB6VnI5h1gzBwAA4MKozAEAANPj3ayOkcwBAADTsxkdgInRZgUAAHBhVOYAAIDpcTSJYyRzAADA9KxurJlzhDYrAACACyOZAwAApmdz4iejrFarYmJiVKdOHYWEhKh79+5KSEhwOP/48eN6+eWXVaNGDdWqVUtRUVE6c+bMQ0SQPpI5AABgelYnfjJq+vTpWrJkiUaOHKmlS5fKarWqW7duslgsaeb+/vvv6tKli7y8vLRw4ULNnj1bly5dUrdu3ZScnPwQUaRFMgcAAHAfFotFc+fOVVRUlOrVq6fg4GBNmjRJ586d04YNG9LM//rrr3X9+nWNGzdO5cuXV6VKlTR+/HjFx8dr7969To2NZA4AAJie1c15n4yIi4vTtWvXVKtWLfuYj4+PKlSooF27dqWZX6tWLU2fPl1eXl72sVy5/ky7rly5krEgHGA3KwAAMD1nvgGiQYMG97y+cePGNGPnzp2TJBUrVizVeJEiRezX7layZEmVLFky1disWbPk5eWl8PDwfxryPVGZAwAApmf0BogbN25Ikjw9PVON58mT54HWwC1cuFCLFi3S66+/Ll9f3wxGkT4qcwAAIEdJr/J2P3fapRaLJVXrNDk5WXnz5nX4PZvNpilTpmjGjBl69dVXFRkZ+c8Dvg+SOQAAYHoZXevmLHfaq+fPn1epUqXs4+fPn1dQUFC630lJSdGQIUP0+eefa8iQIercuXOmxEabFQAAmJ7RR5MEBwerQIEC2rFjh33sypUrOnz4sMM1cAMHDtS6des0ceLETEvkJCpzAAAA9+Xp6akOHTpowoQJ8vX1VYkSJTR+/Hj5+fmpUaNGun37ti5duiRvb295eXlp5cqVio2N1cCBA1W9enVduHDBfq87c5zF8Mrc4MGDFRQUdM/PvZw5c0ZffPHFAz9v5cqV6d5z1apVateunapVq6Zq1aqpbdu2Wr9+fao59evX19SpUx/4WQAAwDmM3gAhSVFRUWrTpo2io6PVtm1bubu7a86cOfLw8NDZs2cVERGh2NhYSdLnn38uSRo3bpwiIiJSfe7McRbDK3NDhw7VgAED7H+OiIjQm2++qSZNmjzQ9wcNGqQSJUqoadOmGXq+zWZT3759tX37dvXu3VsjRoyQm5ubNmzYoH79+qlv3756+eWXM3RvAADgHEavmZMkd3d3vfHGG3rjjTfSXCtZsqSOHj1q//PcuXOzLC7Dkzlvb295e3unGXvsscey5PlLlizRV199pWXLlqlixYr28VdffVW3b99WTEyMmjVrpuLFi2dJPAAAAP+E4cnc/WzatEnTp0/X8ePHlT9/fjVt2lT9+vWTl5eXIiMjtXPnTknSzp079c033+jMmTMaP368tm/fritXrujRRx9V8+bNNWDAAPvJy3dbunSp6tWrlyqRu6NTp06qWbOmChcubB+7cOGCevXqpa1btypPnjxq2bKlBg4cKHd3d0nSsmXLtGDBAp08eVK5cuVShQoVNGTIEFWuXFnSn63a//znP9q8ebMuXryoqVOnqmrVqoqJidGKFSuUlJSkunXrqmjRooqLi9PChQslSfHx8RozZox2796t/Pnzq0aNGho8eLA96f3ll180cuRI/fDDD7JarQoLC9PAgQPv26YGAMAVPMw7VbM7w9fM3ctXX32lV199VfXq1dPKlSv1zjvvKDY2Vv3795ckTZ06VaGhoWrcuLGWL18u6c+K2tWrVzVv3jytW7dOL730kj766CN98803ae6fnJysY8eOKSwsLN3ne3t7q1q1aqkOCFy+fLnCw8O1du1avfHGG5o/f75WrVplj3fEiBHq1q2bvvzyS82fP1/JycmKjo5Odd9FixYpOjpaH330kUJCQjRhwgT973//0/Dhw7VixQo99thj9iROkhITE9WuXTsFBARo+fLlmjlzppKSkvTCCy/o+vXrkqT+/furaNGiWrFihZYtW6ZcuXKpV69eD/G3DwCAeRi9m9XMTF2ZmzVrlp5++mn17NlTklSmTBnZbDa99tprOnHihP71r3/Jw8NDXl5e8vX11c2bN9WiRQs1btzYfh5M586dNXv2bB09elQNGzZMdf8//vhDklSwYMEHjqlRo0bq1KmTJMnf318LFizQwYMH1aZNGxUqVEjvvvuunn32WUlSiRIl1KZNG40YMSLVPZ588knVrl1b0p8nSi9ZskRDhgzR008/LUmKjo7Wvn377PM/+eQT+fn5pUoKJ0+erJo1a2rdunVq3bq1Tp06pdq1a6tEiRLy8PDQ6NGj9dNPP8lqtaZbkQQAANmDqZO5Y8eOpdnYUL16dfu1f/3rX6mueXl5qUOHDlq3bp3279+vkydP6ujRo/rtt99ktabNxQsVKiQ3Nzf9/vvvDxxT6dKlU/25YMGC9td4hIeHKz4+Xh988IF++ukn+/P//uyAgAD7z/Hx8bp586ZCQkLsY25ubqpatari4uIkSYcPH9bx48cVGhqa6j7JycmKj4+XJPXr10+jR4/WkiVLVL16ddWpU0fNmjUjkQMAZAs2E2yAMCtTJ3M2W9oNxHcSo9y504Z+/fp1dejQQTdv3tQzzzyjVq1aqUqVKmrfvn269/f09FSlSpW0d+/edK9fuXJFvXr1Uq9evexJ5J21cenFuXbtWg0ePFjNmzdXWFiYXnzxRR07dixNZe7us2Xu/B7p/a53/841a9bU8OHD01y7s3mkffv2euaZZ7R582Z9//33iomJ0YwZM7R69epUa/4AAHBF2bE96iymLtsEBQWlSbR2794tSQoMDEwzf+vWrTp06JAWLFigqKgoNWnSRAUKFNDFixcdJkvPP/+8vvvuOx06dCjNtQULFmj37t0qWbLkA8U7a9YstWnTRmPGjFH79u0VHh6uhIQESY6TtYCAAHl5eemHH35INf7jjz/afy5Xrpzi4+NVrFgxBQQEKCAgQAULFtTo0aN17NgxXbx4USNGjFBKSopat26t8ePHa82aNbpw4YJ9gwgAAK6MNXOOmTqZ69atmzZs2KDp06fr559/1rfffquRI0fqqaeesidz+fPn1+nTp3Xu3Dn5+flJktasWaPTp09r9+7d6tmzp1JSUmSxWNJ9Rps2bVSnTh116dJFixcv1i+//KK4uDiNGzdOH3zwgQYOHPjAx5IUK1ZMe/fu1aFDh3Tq1CnNnz9fixYtkiSHz8+bN68iIyMVExOjr7/+Wj///LPGjh2bKplr166drl69qtdff11xcXGKi4tTv379dODAAZUvX14FCxbUpk2bFB0drSNHjighIUFLly6Vh4eHKlWq9MB/3wAAwPWYus36n//8R++//75mzJih6dOny9fXV82aNVNUVJR9zosvvqhBgwbp2Wef1ffff68hQ4Zo/vz5mjx5sooWLaomTZqoWLFiOnDgQLrPyJUrlz744AMtWrRIy5Yt08SJE5U7d26VK1dO06ZNU4MGDR443rfeekvDhg1Thw4d5OnpqeDgYI0bN86eeFWrVi3d7/Xp00cpKSmKjo7WjRs39NRTT6lBgwb2tXj+/v5atGiRJk6caD9xOiwsTAsWLJCvr68kafbs2Ro7dqw6d+6sGzdu6PHHH9esWbNSvQwYAABX9TBvbsju3Gz3WqyFLPHVV1+patWq9sRMkl566SX5+flp9OjRhsR0Y8N0Q56L9Fl3/p/RIeAvnj1G3H8SskRoxXZGh4C/HEzcnunPmFKqg9Pu1efUIqfdywxM3WbNKebMmaMBAwbYW6Tz58/X9u3b7UecAAAAOGLqNmtOMWHCBI0ZM0adO3fWzZs39a9//UtTpkxRzZo1jQ4NAABTyI4bF5yFZM4ESpYsqWnTphkdBgAApkUy5xhtVgAAABdGZQ4AAJgeuzUdI5kDAACmZ+V1Xg7RZgUAAHBhVOYAAIDpsQHCMZI5AABgeqyZc4xkDgAAmJ6VdM4h1swBAAC4MCpzAADA9Fgz5xjJHAAAMD2arI7RZgUAAHBhVOYAAIDp0WZ1jGQOAACYHm+AcIw2KwAAgAujMgcAAEyPc+YcI5kDAACmRyrnGMkcAAAwPTZAOMaaOQAAABdGZQ4AAJgea+YcI5kDAACmRyrnGG1WAAAAF0ZlDgAAmB4bIBwjmQMAAKbHmjnHaLMCAAC4MCpzAADA9KjLOUYyBwAATI81c47RZgUAAHBhVOYAAIDp2Wi0OkQyBwAATI82q2O0WQEAgOlZZXPaJ8MxWK2KiYlRnTp1FBISou7duyshIcHh/N9//10DBgxQeHi4qlevrnfeeUc3btzI8PMdIZkDAAB4ANOnT9eSJUs0cuRILV26VFarVd26dZPFYkl3flRUlE6ePKn58+drypQp2rx5s95++22nx0UyBwAATM/mxE9GWCwWzZ07V1FRUapXr56Cg4M1adIknTt3Ths2bEgzf9++fdq5c6fGjh2rihUrqlatWhoxYoQ+++wzJSYmZjCK9JHMAQAA0zO6zRoXF6dr166pVq1a9jEfHx9VqFBBu3btSjN/9+7deuyxxxQYGGgfq169utzc3LRnz54MxeAIGyAAAECO0qBBg3te37hxY5qxc+fOSZKKFSuWarxIkSL2a3dLTExMM9fT01OFChXS2bNn/2nI90QyBwAATM/o3ax3Ni54enqmGs+TJ4/++OOPdOf/fe6d+cnJyU6NjWQOAACYnjPPmUuv8nY/Xl5ekv5cO3fnZ0lKTk5W3rx5052f3saI5ORk5cuX7x8//15YMwcAAHAfd1qm58+fTzV+/vx5FS1aNM18Pz+/NHMtFosuX76sIkWKODU2kjkAAGB6Vid+MiI4OFgFChTQjh077GNXrlzR4cOHFR4enmZ+eHi4zp07p5MnT9rHdu7cKUmqWrVqBqNIH21WpMu72btGh4C7zC/8lNEh4C9jprYzOgT8Zd+hJUaHgCxk9Ou8PD091aFDB02YMEG+vr4qUaKExo8fLz8/PzVq1Ei3b9/WpUuX5O3tLS8vLz3xxBMKCwtTv3799Pbbb+v69esaNmyYWrZsmW4l72FQmQMAAHgAUVFRatOmjaKjo9W2bVu5u7trzpw58vDw0NmzZxUREaHY2FhJkpubm6ZNm6aSJUuqU6dO6tu3r+rWrZsphwa72Ww23lyLNHJ7ljA6BNyFypx5jLl9wugQ8Bcqc+bhUbhspj+jU+nnnHavj39Z4bR7mQFtVgAAYHpWak8OkcwBAADTI5VzjDVzAAAALozKHAAAML2MvlM1JyCZAwAApmf00SRmRpsVAADAhVGZAwAAppfRNzfkBCRzAADA9Fgz5xhtVgAAABdGZQ4AAJgeGyAcI5kDAACmx5o5x2izAgAAuDAqcwAAwPRsvJvVIZI5AABgeuxmdYxkDgAAmB5r5hxjzRwAAIALozIHAABMj6NJHCOZAwAApseaOcdoswIAALgwKnMAAMD0OJrEMZI5AABgeuxmdYw2KwAAgAujMgcAAEyP3ayOkcwBAADTYzerY7RZAQAAXBiVOQAAYHrsZnWMZA4AAJgebVbHSOYAAIDpsQHCMdbMAQAAuDAqcwAAwPSsrJlziGQOAACYHqmcY7RZAQAAXBiVOQAAYHrsZnWMZA4AAJgeyZxjtFkBAABcGJU5AABgerwBwjGSOQAAYHq0WR2jzeokt27d0scff6zWrVsrNDRUNWvW1EsvvaTt27fb5wQFBWnlypUGRgkAALIbKnNOkJycrC5duujs2bOKiopSaGiobt68qRUrVqhLly4aN26cmjdvbnSYAAC4LF7n5RjJnBNMmTJFR48e1eeff65ixYrZx4cOHaqkpCSNGjVK9evXNzBCAABcG2vmHKPN+pBSUlK0YsUKtW7dOlUid0ffvn01e/ZseXl5SZJ+/vlnde7cWZUrV1adOnX04Ycf2udOnTo1TdL397GgoCDFxMToqaeeUkREhH755RfVr19fc+bMUe/evRUaGqoaNWpo1KhRunXrVib91gAAZC2rbE77ZDckcw8pISFBly9fVlhYWLrXixYtqipVqsjd3V2StGjRIrVs2VKxsbFq27at3n//fX3//ff/6JlLlixRTEyMpk2bptKlS0v6szoYHh6uNWvWaODAgVq0aJE+//zzh/rdAACA+ZHMPaQ//vhDklSwYMEHmt+uXTu1bNlS/v7+6tmzp7y9vXXw4MF/9MwWLVqocuXKCgkJsY9FRESoY8eO8vf313PPPafg4GDt3bv3H90XAACzstlsTvtkNyRzD8nX11eSdPny5Qeaf6eSdoePj4+Sk5P/0TMDAgLSjAUGBqb6s7e3t1JSUv7RfQEAMCtXabMmJyfrnXfeUa1atRQaGqoBAwbo0qVL9/zO3r17FRkZqapVq6pOnToaOnToA+cVEsncQ/P391fhwoUdVsHi4+P10ksv6fjx45Jkb7fe7V7/lZDeurc76+/u5unp+Y/uCwAAnO/tt9/W1q1bNXXqVH388cf66aefFBUV5XD+zz//rK5duyooKEiffvqpJk2apP3796tPnz4P/EySuYeUK1cutWnTRitXrtTZs2fTXP/oo4904MABlShR4r738vDw0LVr11KNnTx50mmxAgDgqmxO/J/MkpiYqNWrVys6OlrVqlVTlSpV9P7772vXrl3at29fut9ZvXq1ihQpoqFDhyowMFDVqlXT8OHDtX37diUkJDzQc0nmnKBHjx4qXbq02rVrp9WrV+vUqVPav3+/hgwZotWrV2vkyJHKly/ffe8TEhKiy5cva86cOfr111+1dOlSfffdd1nwGwAAYG5Wm81pn8yyZ88eSVLNmjXtY2XKlFHRokW1a9eudL/z7LPPauzYsXJzc7OP3fn5zrr8++GcOSfImzevFi1apLlz52r27Nk6c+aMvLy8VKFCBS1cuFDVqlV7oPvUrFlTvXv31ty5cxUTE6O6desqKipKCxYsyOTfAACAnKNBgwb3vL5x48YM3TcxMVGPPPKI8uTJk2q8SJEiOnfuXLrf+fuad0maPXu2HnvsMQUFBT3Qc91sLKxCOnJ73r8tjKwzv/BTRoeAv4y5fcLoEPCXfYeWGB0C/uJRuGymP6Ni0RpOu5dfpQL3vO4omfv111/vmQj26dNHn376qTZt2pRqvH379ipdurTefffd+8Y2duxYzZs3T9OmTVPDhg3vO1+iMgcAAFyAM9ujGa28FS1aVLGxsQ6vb968WRaLJc14cnKy8ubNe897p6SkaNiwYfblWQ+ayEkkcwAAAA/Ew8Mj3bboHUePHtXly5dlsVhSnTJx/vx5FS1a1OH3kpKS1KtXL+3evVvvv/++Gjdu/I/iYgMEAAAwPVfYzVq1alVZrVb7Rgjpz6NHEhMTFR4enu53LBaLXnnlFe3fv19z5sz5x4mcRGUOAAC4gMzcheosRYsWVdOmTRUdHa3Ro0crb968Gj58uKpXr25/a5PFYtEff/yhggULytPTUx9++KH27NmjiRMnqmzZsrpw4YL9fnfm3A/JHAAAML3MrKg508iRIzV69Gj16tVLklS3bl1FR0fbr+/bt08dO3bUggULVKNGDX3++eey2Wzq379/mnvdmXM/7GZFutjNai7sZjUPdrOaB7tZzSMrdrOWe6yq0+51/MKe+09yIVTmAACA6blCm9UoJHMAAMD0XKXNagR2swIAALgwKnMAAMD0bDar0SGYFskcAAAwPSttVodoswIAALgwKnMAAMD0OEnNMZI5AABgerRZHaPNCgAA4MKozAEAANOjzeoYyRwAADA93gDhGMkcAAAwPd4A4Rhr5gAAAFwYlTkAAGB6rJlzjGQOAACYHkeTOEabFQAAwIVRmQMAAKZHm9UxkjkAAGB6HE3iGG1WAAAAF0ZlDgAAmB5tVsdI5gAAgOmxm9Ux2qwAAAAujMocAAAwPdqsjpHMAQAA02M3q2MkcwAAwPRsrJlziDVzAAAALozKHAAAMD3arI6RzAEAANNjA4RjtFkBAABcGJU5AABgemyAcIxkDgAAmB5tVsdoswIAALgwKnMAAMD0qMw5RjIHAABMj1TOMdqsAAAALszNRt0SAADAZVGZAwAAcGEkcwAAAC6MZA4AAMCFkcwBAAC4MJI5AAAAF0YyBwAA4MJI5gAAAFwYyRwAAIALI5kDAABwYSRzAAAALoxkDgAAwIWRzAEAALgwkjkAAAAXRjIHAADgwkjmACCHuXTpktatW6eEhASjQwHgBG42m81mdBCAs9y8eVPr1q1TfHy8unbtqmPHjqlcuXJ65JFHjA4NMMyxY8fUu3dvjRo1SkFBQWrSpIl+++03eXp6atasWapZs6bRIeYYVqtVa9eu1d69e5WSkqK//yv4vffeMygyuLLcRgcAOMtvv/2mF154QRcvXpTFYtHzzz+vuXPn6uDBg/r4448VGBhodIg5zpkzZ+Tj46MCBQpo+/bt2rBhg8LCwtSsWTOjQ8tRxo4dq4CAAJUtW1aff/65bt26pc2bN2vp0qWaPHmyli5danSIOcbo0aO1ePFiBQcHq0CBAkaHg2yCyhyyjddff11JSUmaNGmSateurTVr1sjHx0d9+/ZVnjx5NHPmTKNDzFG++uor9evXTx9++KH8/f3VpEkT+fv76+zZs3rjjTfUvn17o0PMMcLCwrRs2TIFBgbq1VdflY+Pj8aOHauEhAQ1b95cP/zwg9Eh5hg1atTQ4MGD1apVK6NDQTbCmjlkG9u3b1dUVJTy5s1rHytYsKAGDRqkvXv3GhhZzjR9+nR17dpVtWrV0tq1a1W8eHF98cUXGj16tBYtWmR0eDlKrly55OnpqVu3bmnnzp2qVauWJOnatWvy8vIyOLqcxWKxKDw83OgwkM2QzCHbuHbtmvLly5futVu3bmVxNIiPj9fzzz+vXLlyadu2bXryySeVK1cuhYSE6PTp00aHl6OEhIToww8/VExMjJKTk1W3bl0lJibq/fffV0hIiNHh5Sh16tTR5s2bjQ4D2Qxr5pBthIeH65NPPtGQIUPsYykpKZoxY4bCwsIMjCxn8vHx0dWrV3X16lXt379f3bt3lySdOnVKhQoVMja4HOatt95Sv379lJCQoDfffFO+vr4aOXKk4uPjNXv2bKPDy1FCQkI0fvx4ff/99woMDJSHh0eq67169TIoMrgy1swh24iPj1f79u1VrFgxHT9+XDVq1NBPP/2kq1evatGiRQoODjY6xBxl6NChOn78uPLnz6+4uDht3rxZu3fv1ttvv62aNWtqxIgRRoeYo126dEkFCxaUu7u70aHkKPXr13d4zc3NTRs3bszCaJBdkMwhWzl//rw++eQTHT58WFarVeXKlVO7du1UsmRJo0PLcW7evKnJkycrISFB3bt3V0hIiKZOnaqEhAQNHz5c+fPnNzrEHIVje8zh5MmTCggIMDoMZDMkc8g2evXqpX79+nEECfA3fz+2Z/369Xr33Xc5tscAderU0QcffKAqVaoYHQqyETZAINvYvn278uTJY3QYuEtcXJyGDBmiF198UYmJiVq8eLF27txpdFg5zpgxY1SuXDl9//339v8fGTt2rMqVK6fx48cbHF3O4uHhody5Wa4O5+L/opBttGrVShMmTNBrr72mgIAAeXp6Gh1Sjnbw4EG1bdtWISEhOnjwoCwWi44cOaL33ntPH3zwgZ588kmjQ8wxtm/frlmzZqV7bE/Hjh0NjCznadWqlbp166YWLVooICAgzdEwLVu2NCYwuDSSOWQbmzdv1qlTp7R+/fp0rx85ciSLI8rZJkyYoJdeekn9+vVTaGioJGnUqFHKnz+/pk6dSjKXhTi2xzw++OADSdK8efPSXHNzcyOZQ4aQzCHbePXVV40OAXc5ePCghg8fnma8ffv2+vTTTw2IKOfi2B7ziIuLMzoEZEMkc8g2eD2OuXh4eCgpKSnN+NmzZ1O1+5D5Bg0apPbt22vnzp1KSUnR22+/nerYHgCujWQO2ca0adPueZ3DOLNWw4YNNXnyZE2aNMk+Fh8fr3fffVf16tUzLrAcKDAwUJ999pk++eQTFSlSRFarVY0bN+bYHgPUr19fbm5uDq9zzhwygqNJkG38/TDO27dv6+LFi8qdO7fCwsI0d+5cgyLLmZKSktStWzft379fVqtV3t7eSkpKUnBwsObNm8dbIJAjTZ06NVUyd+vWLf3yyy/asmWLoqKi1KlTJwOjg6simUO2lpSUpDfffFNhYWHq3Lmz0eHkSN9//739EOfy5curTp06ypWLU5GyUmRkZLrVIDc3N3l4eMjPz08tWrTgBfAGWrp0qf7v//5PMTExRocCF0Qyh2zvxIkTeumll/Tdd98ZHQpgiNGjR2vhwoV6/PHHVa1aNUnSjz/+qB9//FENGzbUjRs3tGPHDk2ZMkUNGjQwONqc6fTp02rWrJn27dtndChwQayZQ7Z352XvyFrBwcEO1wbdXQ3q2bPnPdcQ4eGdO3dO7du3V3R0dKrxsWPHKjExUdOmTdP8+fM1c+ZMkjmDrF+/nlfcIcNI5pBtpLcB4tq1a4qNjVWNGjUMiChne/PNNzVx4kS1bdvWXg3at2+fFi9erLZt26pgwYJasGCBPD091b17d4Ojzd62bNmilStXphl/4YUX7LvAGzRooClTpmR1aDlOehsgrl27pj/++EO9e/c2KCq4OpI5ZBvp/cvKw8NDtWrVUr9+/QyIKGf74osv9Oabb+qFF16wjzVs2FBly5bV8uXL9cknn6hcuXIaN24cyVwmK1CggH766SeVKVMm1fiJEyfsx8Rcu3YtzdsI4HytWrVKk8x5eHgoJCSE/+hEhpHMIdv45ptvjA4Bdzly5Ihq1qyZZrxatWp65513JEkVKlTQ2bNnszq0HKd169Z66623dOnSJT3xxBOyWq368ccfFRMToxYtWuj333/XuHHj2ACRBai+ITOQzCHb+e2335SSkqK/7+0pXry4QRHlTCVLltS3336bZhfxt99+Kz8/P0nSqVOn5Ovra0B0OUufPn1ksVj07rvvKjk5WTabTV5eXoqMjFSfPn20adMmXb9+XaNGjTI61Bxhx44dOnjwoG7evJnmn1Och4mMYDcrso29e/dqyJAhOnXqVKpxm80mNzc33s2axdauXavBgwfrmWeeUWhoqL0atG7dOo0YMUJhYWHq2rWrGjZsqDfffNPocLO13bt364knntDt27cVHx8vd3d3lS5dmraqAWbNmqX3339f3t7e8vb2TnXNzc2NQ4ORISRzyDZat26tfPnyqUuXLmn+ISlJ1atXNyCqnO3bb7/V3LlzdejQIeXOnVtBQUF6+eWXVadOHe3atUtbt25Vr1695OHhYXSo2VqtWrX00UcfqWLFikaHkuPVrVtXbdu25V3ScCrarMg2jh8/rtWrVyswMNDoUCBpzpw5atasmRYuXJju9fDwcNZoZRFfX1+O5zGJy5cvq3nz5kaHgWyGZA7ZRrFixXTt2jWjw8BfZsyYoYYNGxodBvRnNeiVV17Rk08+qYCAAOXJkyfVddZpZZ2qVatq3759vBMXTkWbFdnGqlWr9L///U/vvPOOypYtS+vOYF27dlVERIS6dOlidCg53t/fW3w31mllvtWrV9t//umnn7R48WK1b99eAQEBcnd3TzW3ZcuWWRscsgWSOWQbjRo10pkzZ3T79u10r7MBImv16dNHGzZskI+Pj0qXLp2mGrRgwQKDIgOyVnBw8APNY6MWMoo2K7INFhSbS758+agymJzFYtGBAwdUtWpVo0PJ1uLi4iRJ169fl5eXl3LlymW/duLECZUsWZKdxXgoVOYAIJs7ePCg3nrrLR07dkxWqzXNdapBme+LL77QqFGjNHv2bFWqVMk+3rVrVx08eFCjRo3S008/bWCEcGW57j8FcB2bN29Wx44dFRERodOnT2vq1Kn67LPPjA4rx7p06ZL27NmjXbt2adeuXdq5c6e2bt2qGTNmGB1ajvLee+/J3d1d0dHR8vDw0FtvvaVOnTopd+7cev/9940OL9vbsWOH3njjDT311FMqWrRoqmtvvvmm6tevr759+2rv3r0GRQhXR5sV2ca2bdvUq1cvNW3aVD/88IOsVqtu3bqlIUOGyGaz0fLLYmvWrFF0dLQsFovc3NzshzdLUokSJWiLZ6HDhw/r448/VpUqVbRy5UqVL19e7dq1k5+fnz799FM1btzY6BCztVmzZqlDhw7pHo4dGBio9957T9KfO8Bnz56d1eEhG6Ayh2xj6tSpGjBggMaMGWPfIdavXz/169dPc+bMMTi6nGfmzJlq2rSpvvjiC3l7e2v58uX64IMPVKRIEd5PmcWsVqsee+wxSVJAQICOHTsmSWrQoIF9PRcyz+HDh9WmTZt7zmnXrp0OHz6cRREhuyGZQ7Zx9OjRdI9geOaZZ9K84guZLyEhQd26dVNgYKCCgoJ06dIl1a9fX0OHDtXHH39sdHg5SkBAgPbs2SNJKlu2rA4cOCBJunr1qiwWi5Gh5QjJycn33eBQqFAh3bhxI4siQnZDmxXZhre3t86fP69SpUqlGj9x4oQKFixoUFQ5l6enpzw9PSX9mUwcP35cdevWVaVKlXTy5EmDo8tZIiMjNXToUEnSf/7zH7Vo0UJeXl7au3evQkJCjA0uByhTpoz27duX5p9Nd9u7d69KlCiRhVEhO6Eyh2yjefPmGj16tOLi4uTm5qZr167pu+++08iRI9WkSROjw8txKlWqpGXLlkmSypcvr//7v/+T9GdyzYHOWeu///2vJk6cKD8/P/sarT179sjPz0/vvPOO0eFle88++6ymTJmixMTEdK8nJiZqypQpeuaZZ7I4MmQXHE2CbCMlJUWDBw/WF198IUn2Rff16tXT5MmTOccpi+3evVvdunVTVFSUWrVqpWeeeUaFCxfW2bNn1aRJE40aNcroEIEscfv2bUVGRur48eN67rnnFBoaKh8fH12+fFl79+7VqlWrVLp0aS1atIh/TiFDSOaQbTRo0EDLly/X1atXdfjwYVmtVpUvX17e3t569tlntWPHDqNDzHESExNlsVjk7++vEydOaOnSpSpWrJgiIyPtLVhkPpvNplWrVungwYO6efOm/v6P/Tu7KZF5LBaLJk+erBUrVuiPP/6wjxcuXFjPPfecXn31VRI5ZBjJHFxabGystmzZIunPd7M2adIkzWujTp8+rWPHjmn79u1GhAgYbsyYMZo/f76CgoLk4+OT5vrChQsNiCpnunXrlhISEvTHH3/I19dX/v7+9iN7gIxiAwRcWmhoqJYuXWqvNJw5cybVeiw3Nzfly5dPY8eONSrEHOvSpUsaN26cw2oQL3fPOqtXr9bo0aPVunVro0PJ8XLnzq0yZcoYHQayGZI5uLRixYrZX9geGRmpDz74IN3KA7LeW2+9pR9++EFNmjRhN7HBkpOTVaNGDaPDAJBJaLMCyBShoaGaNWuWwsPDjQ4lx+vdu7dq1KihDh06GB0KgExAZQ5ApvDy8rK/dQBZb9q0afafH3nkEY0ZM0b79u1TQECAcuVKfSpVr169sjo8AE5EZQ5Aphg3bpyuXr2qkSNHGh1KjpTe21DS4+bmxvpFwMWRzAFwmo4dO9p/vnXrlvbu3asiRYqoVKlSaapBd9Y6AgAeDm1WAE7z99cRBQQEGBQJ7jh37pwKFy6s3Ln//z/ud+/eLX9/fxUtWtTAyAA4C5U5AMimZs+erZiYGM2fP19Vq1a1j3fq1El79uzRwIEDU1VTAbgm3s0KwOliY2OVlJSUamzp0qX64osv0pw3h8yxYcMGTZ48WT169FBQUFCqa9OmTVOPHj00duxYbdq0yZgAATgNyRwAp0lJSVGPHj00YMAAHTp0KNW1PXv2aMCAAerTp49u3bplUIQ5x/z589W7d2+99tprKlCgQKpr3t7e6tWrlzp16qQ5c+YYFCEAZyGZA+A0CxYs0IEDB7Rw4cI0h9SOHz9eH3/8sXbs2KFPPvnEoAhzjuPHj6tRo0b3nPPss8/q2LFjWRQRgMxCMgfAaVavXq3BgwerWrVq6V6vUaOG+vTpo+XLl2dxZDnT/VraefPm1e3bt7MoGgCZhWQOgNP8+uuvCg0Nveec2rVr69SpU1kUUc5Vvnx57dix455ztm3bplKlSmVRRAAyC8kcAKfJnz+/rl69es85N2/eVN68ebMoopyrTZs2mjp1quLi4tK9fuTIEU2ZMkUtWrTI4sgAOBvnzAFwmpCQEH3xxRd6/PHHHc5Zu3Ztmt2VcL5WrVpp06ZNatOmjerVq6ewsDD5+Pjo8uXL2rt3r7777jtFREQoMjLS6FABPCTOmQPgNLt371bnzp01ePBgtWvXLtVbH2w2mxYuXKixY8dq6tSpD/y6KTycxYsXa+nSpTp+/LikP1/fValSJT3//PNq06aN3NzcDI4QwMMimQPgVHcSNh8fH1WpUsVeDfrxxx917do19enTR927dzc6zBzHYrHojz/+UKFCheTh4WF0OACciGQOgNPFxcVp2bJlOnTokC5fvixfX1+FhoaqdevWCgwMNDo8AMhWSOYAZIorV67Ix8fH6DByrODg4AduoR45ciSTowGQmdgAASBTREREqGHDhmrVqpUiIiJYm5XFRo8ezd85kENQmQOQKbZs2aLVq1dr48aN8vHxUYsWLdS6dWuVKVPG6NAAIFshmQOQqZKSkvTll19qzZo12rt3rypXrqznnntOjRs3TvPOUGSejRs36tixY6ne+GCxWHTgwAHNmzfPwMgAPCySOQBZ4tKlS/r00081c+ZM+8HBzz33nPr27UtSl8kmTJigjz76SIULF9bFixdVtGhR/fbbb7p9+7aaNm2qCRMmGB0igIfAGyAAZBqLxaLY2Fi9/PLLqlu3rv73v/+pc+fO2rBhg2bOnKndu3crKirK6DCzvbVr1+rNN9/U1q1bVaRIES1ZskRbt25VWFiY/P39jQ4PwEMimQOQKYYOHaratWtr0KBBypcvn2bMmKFvvvlGffv2ValSpVSjRg298sor2rdvn9GhZnsXL160H9IcFBSk/fv3q1ChQurXr59iY2MNjg7Aw2I3K4BMcfjwYfXp00fNmzdXoUKF0p0TFBSk999/P2sDy4F8fHx0/fp1SVKpUqV04sQJSVLx4sWVmJhoZGgAnIDKHIBMsWrVKkVGRjpM5CSpbNmyeuqpp7IuqByqRo0amjBhghITE/XEE09o3bp1unTpktavXy9fX1+jwwPwkNgAAcBphgwZ8sBz33vvvUyMBHc7c+aMevbsqZYtW6pdu3Z68cUX7QcFDxo0SJ07dzY2QAAPhWQOgNNERkY+8NyFCxdmYiRIT3JysvLkyaMbN25o69atKlq0qCpXrszhwoCLI5kDgGyuQYMGWrFiRZqWd2Jiop599lnt2LHDmMAAOAUbIABkmhs3bujEiRNKTk7W3f/d6ObmpmrVqhkYWfYXGxurLVu2SJJOnz6tESNGKE+ePKnmnD59mqockA2QzAHIFJs3b1bfvn118+ZN/b0B4ObmxsvdM1loaKiWLl1q/7s/c+aMPDw87Nfd3NyUL18+jR071qgQATgJbVYAmaJZs2YqXbq0XnvtNfn4+KS5XqJECQOiypkiIyM1bdo0FSxY0OhQAGQCkjkAmaJy5cr6/PPPFRAQYHQo+Et8fLyOHTsmDw8PBQYGqkyZMkaHBMAJaLMCyBSlS5fWhQsXSOZMwGKxqH///vr666/tY25ubnrqqac0efJkeXp6GhgdgIdFZQ6A05w5c8b+87fffqtFixZp6NChCggIkLu7e6q5xYsXz+rwcqwxY8YoNjZWw4cPV/Xq1WW1WrVr1y6NGjVKzZs314ABA4wOEcBDIJkD4DTBwcH23ZF/3716h81mYwNEFouIiNDIkSPTvG3j22+/1TvvvKNNmzYZExgAp6DNCsBpFixYYHQISMe1a9dUtmzZNONlypTRpUuXDIgIgDORzAFwmurVq9t/njZtmrp27aq8efOmmpOUlKQpU6akmovMVb58ea1bt06vvPJKqvEvv/ySTRBANkAyB8Bp4uPj7ZWeDz74QMHBwWmOwzh27Jg+/fRTDR061IgQc4zHH39cW7du1aOPPqpXX31VPXv21JEjRxQWFiZJ2rNnj7766itNnDjR4EgBPCySOQBOk5CQoB49ekj6c51cr1690p333HPPZWVYOdLdaxbr1aunKVOmaPbs2dq0aZNsNpuCgoI0efJkNWrUyMAoATgDGyAAONWZM2dktVrVsGFDLVu2TL6+vvZrd9468Pd3hML5goODtW3bNj366KNGhwIgk1GZA+BUd44c2bhxo4oXL867Pw305ZdfqkCBAved17Jly8wPBkCmoTIHIFNYrVatXbtWe/fuVUpKSpr3s7733nsGRZYzBAcHP9A8jokBXB+VOQCZYvTo0Vq8eLGCg4MfqDoE56PNCuQMJHMAMsXatWs1evRotWrVyuhQciTa20DOkcvoAABkTxaLReHh4UaHkWOxggbIOUjmAGSKOnXqaPPmzUaHkWO1atVKefLkMToMAFmADRAAMsXcuXMVExOjiIgIBQYGysPDI9V1R2fQAQD+GZI5AJmifv36Dq+5ublp48aNWRgNAGRfJHMAAAAujN2sADKNzWbTli1bdOzYMeXOnVvlypVTzZo15e7ubnRoAJBtkMwByBSXL19W165ddejQIXl7e8tmsykpKUkVK1bUvHnz5OPjY3SIAJAtsJsVQKYYO3asbt68qdWrV2vXrl3avXu3Vq9eLYvFookTJxodHgBkG6yZA5ApatasqZiYGFWvXj3V+I4dO9S/f39t27bNoMgAIHuhMgcgU9y6dUuFCxdOM164cGElJSUZEBEAZE8kcwAyRcWKFfXJJ5+kGf/kk0/0+OOPGxARAGRPtFkBZIp9+/apY8eOCg4OVlhYmCRpz549iouL00cffaSaNWsaHCEAZA8kcwAyzf79+zVv3jwdO3ZMNptNQUFB6tKli6pUqWJ0aACQbZDMAXCaadOmPdA8Nzc3vfbaa5kcDQDkDCRzAJwmODhYuXLlkp+f3z3n8TovAHAeDg0G4DTPP/+8vvrqK0lS06ZN1bRpUwUHBxscFQBkb1TmADjV7du3tX37dsXGxurrr7/Wo48+ak/sSpcubXR4AJDtkMwByDQpKSnaunWrvvzyS23cuFGlSpVSkyZN1LRpUxUvXtzo8AAgWyCZA5AlLBaLVqxYoYkTJ+ratWs6cuSI0SEBQLbAmjkAmer8+fPasGGD1q1bpz179iggIECRkZFGhwUA2QaVOQBOl5iYqPXr12vdunXat2+f/P391bhxYzVu3JgNEQDgZCRzAJxm/vz5Wr9+vX788UcVL15cjRs31jPPPKOKFSsaHRoAZFskcwCcJjg4WB4eHqpdu7YqV658z7m9evXKoqgAIHsjmQPgNPXr13+geRwaDADOQzIHAADgwnIZHQAAAAAyjmQOAADAhZHMAQAAuDCSOQAAABdGMgcAAODCSOYAAABcGMkcAACAC/t/53D5HtDodGIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.heatmap(df[['tenure', 'MonthlyCharges', 'TotalCharges','Churn']].corr())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8d5436d7-9833-4e97-a620-0dbbcd219b58",
+   "metadata": {},
+   "source": [
+    "IT IS LOGICAL THAT THERE IS A HIGH CORRELATION BETWEEN TENURE AND TOTALCHARGES BECAUSE AS THE TENURE, I.e., TOTAL SERVICE PROVIDED MONTH INCREASES, THE AMOUNT COLLECTED ALSO INCREASES."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "id": "2aa3d5f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.loc[((df[\"gender\"] == \"Male\") & (df[\"SeniorCitizen\"]== 1)),\"SENIOR/YOUNG_GENDER\"] = \"senior_male\"\n",
+    "df.loc[((df[\"gender\"] == \"Female\") & (df[\"SeniorCitizen\"]== 0)),\"SENIOR/YOUNG_GENDER\"] =\"young_male\"\n",
+    "df.loc[((df[\"gender\"] == \"Male\") & (df[\"SeniorCitizen\"]== 1)),\"SENIOR/YOUNG_GENDER\"] =\"senior_female\"\n",
+    "df.loc[((df[\"gender\"] == \"Female\") & (df[\"SeniorCitizen\"]== 0)),\"SENIOR/YOUNG_GENDER\"] =\"young_female\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"gender\"] == \"Male\") & (df[\"TechSupport\"] == \"No\")),\"GENDER_SUPPORT\"] = \"no_sup_male\"\n",
+    "df.loc[((df[\"gender\"] == \"Female\") & (df[\"TechSupport\"] == \"No\")),\"GENDER_SUPPORT\"] = \"no_sup_female\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"Contract\"] == \"Month-to-month\")\n",
+    "       & (df[\"PaymentMethod\"] == \"Electronic check\")\n",
+    "       & (df[\"gender\"] == \"Male\")),\"GENDER_EC_MONTH\"] = \"male_ec_month\"\n",
+    "\n",
+    "df.loc[((df[\"Contract\"] == \"Month-to-month\")\n",
+    "       & (df[\"PaymentMethod\"] == \"Electronic check\")\n",
+    "       & (df[\"gender\"] == \"Female\")),\"GENDER_EC_MONTH\"] = \"female_ec_month\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"No\") & (df[\"gender\"] == \"Female\")), \"GENDER_SECURITY\"] = \"no_sec_female\"\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"Yes\") & (df[\"gender\"] == \"Female\")),\"GENDER_SECURITY\"] = \"yes_sec_female\"\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"No\") & (df[\"gender\"] == \"Male\")),\"GENDER_SECURITY\"] = \"no_sec_male\"\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"Yes\") & (df[\"gender\"] == \"Male\")),\"GENDER_SECURITY\"] = \"yes_sec_male\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"InternetService\"] == \"Fiber optic\")\n",
+    "       & (df[\"gender\"] == \"Male\")\n",
+    "       & (df[\"Dependents\"] == \"No\")),\"GENDER_FIB_DEP\"] = \"male_fib_dep_no\"\n",
+    "\n",
+    "df.loc[((df[\"InternetService\"] == \"Fiber optic\")\n",
+    "       & (df[\"gender\"] == \"Female\")\n",
+    "       & (df[\"Dependents\"] == \"No\")),\"GENDER_FIB_DEP\"] = \"female_fib_dep_no\"\n",
+    "\n",
+    "df.loc[(df[\"tenure\"]>=0) & (df[\"tenure\"]<=12),\"NEW_TENURE_YEAR\"] = \"0-1 Year\"\n",
+    "df.loc[(df[\"tenure\"]>12) & (df[\"tenure\"]<=24),\"NEW_TENURE_YEAR\"] = \"1-2 Year\"\n",
+    "df.loc[(df[\"tenure\"]>24) & (df[\"tenure\"]<=36),\"NEW_TENURE_YEAR\"] = \"2-3 Year\"\n",
+    "df.loc[(df[\"tenure\"]>36) & (df[\"tenure\"]<=48),\"NEW_TENURE_YEAR\"] = \"3-4 Year\"\n",
+    "df.loc[(df[\"tenure\"]>48) & (df[\"tenure\"]<=60),\"NEW_TENURE_YEAR\"] = \"4-5 Year\"\n",
+    "df.loc[(df[\"tenure\"]>60) & (df[\"tenure\"]<=72),\"NEW_TENURE_YEAR\"] = \"5-6 Year\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"Partner\"] == \"No\") & (df[\"Contract\"] == \"Month-to-month\")),\"PARTNER_CONTR\"] = \"no_partner_month\"\n",
+    "df.loc[((df[\"Partner\"] == \"Yes\") & (df[\"Contract\"] == \"Month-to-month\")),\"PARTNER_CONTR\"] = \"yes_partner_month\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "id": "39b74b87",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observations: 7043\n",
+      "Variables: 27\n",
+      "cat_cols: 24\n",
+      "num_cols: 3\n",
+      "cat_but_car: 0\n",
+      "num_but_cat: 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "cat_cols, num_cols, cat_but_car = grab_col_names(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "id": "ed4b3bb8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "le = LabelEncoder()\n",
+    "\n",
+    "binary_cols = [col for col in df.columns if df[col].dtype not in [int, float]\n",
+    "               and df[col].nunique() == 2]\n",
+    "\n",
+    "def label_encoder(dataframe, binary_col):\n",
+    "    labelencoder = LabelEncoder()\n",
+    "    dataframe[binary_col] = labelencoder.fit_transform(dataframe[binary_col])\n",
+    "    return dataframe\n",
+    "\n",
+    "\n",
+    "for col in binary_cols:\n",
+    "    df = label_encoder(df, col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "id": "2ef6b00b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def one_hot_encoder(dataframe, categorical_cols, drop_first=True):\n",
+    "    dataframe = pd.get_dummies(dataframe, columns=categorical_cols, drop_first=drop_first)\n",
+    "    return dataframe\n",
+    "\n",
+    "ohe_cols = [col for col in df.columns if 30 >= df[col].nunique() > 2]\n",
+    "df = one_hot_encoder(df, ohe_cols)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "id": "27af7c78",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.277</td>\n",
+       "      <td>-1.160</td>\n",
+       "      <td>-0.994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.066</td>\n",
+       "      <td>-0.260</td>\n",
+       "      <td>-0.173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>-0.363</td>\n",
+       "      <td>-0.960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.514</td>\n",
+       "      <td>-0.747</td>\n",
+       "      <td>-0.195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>0.197</td>\n",
+       "      <td>-0.940</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   tenure  MonthlyCharges  TotalCharges\n",
+       "0  -1.277          -1.160        -0.994\n",
+       "1   0.066          -0.260        -0.173\n",
+       "2  -1.237          -0.363        -0.960\n",
+       "3   0.514          -0.747        -0.195\n",
+       "4  -1.237           0.197        -0.940"
+      ]
+     },
+     "execution_count": 214,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "df[num_cols] = scaler.fit_transform(df[num_cols])\n",
+    "\n",
+    "df[num_cols].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "id": "d2dd691f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = df[\"Churn\"]\n",
+    "X = df.drop([\"Churn\"], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "id": "7036f544",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "id": "ce93de41-cf13-4b1f-bbc6-cf35402a3720",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def base_models(X, y, scoring=\"roc_auc\"):\n",
+    "    print(\"Base Models....\")\n",
+    "    classifiers = [('LR', LogisticRegression()),\n",
+    "                   ('KNN', KNeighborsClassifier()),\n",
+    "                   (\"CART\", DecisionTreeClassifier()),\n",
+    "                   (\"RF\", RandomForestClassifier()),\n",
+    "                   ('Adaboost', AdaBoostClassifier()),\n",
+    "                   ('GBM', GradientBoostingClassifier()),\n",
+    "                   ('XGBoost', XGBClassifier(use_label_encoder=False, eval_metric='logloss')),\n",
+    "                   ('LightGBM', LGBMClassifier()),\n",
+    "                   ]\n",
+    "\n",
+    "    for name, classifier in classifiers:\n",
+    "        cv_results = cross_validate(classifier, X, y, cv=3, scoring=scoring)\n",
+    "        print(f\"{scoring}: {round(cv_results['test_score'].mean(), 4)} ({name}) \")\n",
+    "\n",
+    "base_models(X, y, scoring=\"accuracy\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 232,
+   "id": "e412726e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "knn_params = {\"n_neighbors\": range(2, 50)}\n",
+    "\n",
+    "cart_params = {'max_depth': range(1, 20),\n",
+    "               \"min_samples_split\": range(2, 30)}\n",
+    "\n",
+    "rf_params = {\"max_depth\": [8, 15, None],\n",
+    "             \"max_features\": [5, 7, \"auto\"],\n",
+    "             \"min_samples_split\": [15, 20],\n",
+    "             \"n_estimators\": [200, 300]}\n",
+    "\n",
+    "xgboost_params = {\"learning_rate\": [0.1, 0.01],\n",
+    "                  \"max_depth\": [5, 8],\n",
+    "                  \"n_estimators\": [100, 200]}\n",
+    "\n",
+    "lightgbm_params = {\"learning_rate\": [0.01, 0.1],\n",
+    "                   \"n_estimators\": [300, 500]}\n",
+    "\n",
+    "\n",
+    "classifiers = [('KNN', KNeighborsClassifier(), knn_params),\n",
+    "               (\"CART\", DecisionTreeClassifier(), cart_params),\n",
+    "               (\"RF\", RandomForestClassifier(), rf_params),\n",
+    "               ('XGBoost', XGBClassifier(use_label_encoder=False, eval_metric='logloss'), xgboost_params),\n",
+    "               ('LightGBM', LGBMClassifier(), lightgbm_params)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "id": "6568b4b0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def hyperparameter_optimization(X, y, cv=3, scoring=\"roc_auc\"):\n",
+    "    print(\"Hyperparameter Optimization....\")\n",
+    "    best_models = {}\n",
+    "    for name, classifier, params in classifiers:\n",
+    "        print(f\"########## {name} ##########\")\n",
+    "        cv_results = cross_validate(classifier, X, y, cv=cv, scoring=scoring)\n",
+    "        print(f\"{scoring} (Before): {round(cv_results['test_score'].mean(), 4)}\")\n",
+    "\n",
+    "        gs_best = GridSearchCV(classifier, params, cv=cv, n_jobs=-1, verbose=False).fit(X, y)\n",
+    "        final_model = classifier.set_params(**gs_best.best_params_)\n",
+    "\n",
+    "        cv_results = cross_validate(final_model, X, y, cv=cv, scoring=scoring)\n",
+    "        print(f\"{scoring} (After): {round(cv_results['test_score'].mean(), 4)}\")\n",
+    "        print(f\"{name} best params: {gs_best.best_params_}\", end=\"\\n\\n\")\n",
+    "        best_models[name] = final_model\n",
+    "    return best_models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "id": "23ff2b58",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Base Models....\n",
+      "roc_auc: 0.8403 (LR) \n",
+      "roc_auc: 0.7827 (KNN) \n",
+      "roc_auc: 0.6498 (CART) \n",
+      "roc_auc: 0.8182 (RF) \n",
+      "roc_auc: 0.8371 (Adaboost) \n",
+      "roc_auc: 0.8383 (GBM) \n",
+      "roc_auc: 0.8114 (XGBoost) \n",
+      "roc_auc: 0.8356 (CatBoost) \n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000621 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000553 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000501 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "roc_auc: 0.8262 (LightGBM) \n",
+      "Hyperparameter Optimization....\n",
+      "########## KNN ##########\n",
+      "roc_auc (Before): 0.7827\n",
+      "roc_auc (After): 0.8246\n",
+      "KNN best params: {'n_neighbors': 26}\n",
+      "\n",
+      "########## CART ##########\n",
+      "roc_auc (Before): 0.6471\n",
+      "roc_auc (After): 0.8081\n",
+      "CART best params: {'max_depth': 4, 'min_samples_split': 2}\n",
+      "\n",
+      "########## RF ##########\n",
+      "roc_auc (Before): 0.816\n",
+      "roc_auc (After): 0.8391\n",
+      "RF best params: {'max_depth': 15, 'max_features': 5, 'min_samples_split': 20, 'n_estimators': 300}\n",
+      "\n",
+      "########## XGBoost ##########\n",
+      "roc_auc (Before): 0.8114\n",
+      "roc_auc (After): 0.8362\n",
+      "XGBoost best params: {'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}\n",
+      "\n",
+      "########## LightGBM ##########\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001389 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000611 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000637 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "roc_auc (Before): 0.8262\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 1496, number of negative: 4138\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000679 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 5634, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265531 -> initscore=-1.017418\n",
+      "[LightGBM] [Info] Start training from score -1.017418\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000629 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000625 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000640 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "roc_auc (After): 0.8388\n",
+      "LightGBM best params: {'learning_rate': 0.01, 'n_estimators': 300}\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "def fit_models(X,y):\n",
+    "    base_models(X, y)\n",
+    "    best_models = hyperparameter_optimization(X, y)\n",
+    "    return best_models\n",
+    "\n",
+    "best_models = fit_models(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "id": "4b9313a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 1496, number of negative: 4138\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001857 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 5634, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265531 -> initscore=-1.017418\n",
+      "[LightGBM] [Info] Start training from score -1.017418\n"
+     ]
+    }
+   ],
+   "source": [
+    "lgbm_model = best_models['LightGBM'].fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "id": "b1554003",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.84      0.92      0.88      1036\n",
+      "           1       0.68      0.51      0.58       373\n",
+      "\n",
+      "    accuracy                           0.81      1409\n",
+      "   macro avg       0.76      0.71      0.73      1409\n",
+      "weighted avg       0.80      0.81      0.80      1409\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_pred = lgbm_model.predict(X_test)\n",
+    "y_prob = lgbm_model.predict_proba(X_test)[:, 1]\n",
+    "print(classification_report(y_test, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "id": "d3d93aca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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N8DP+gnj/L43F5+XmFwIAvNxdEOTnjtTMfONjM7MLcDkhE/Uj/FA30h8+Pu64cTsDpy+mICunALXDfeGqlMPNRW58XJCfOzSFemNbakYe1LlahAV6IirMB6mZ+cjNL0SuphCFOgNa1A1C7eq+Jb6H63eycOZKGlz++YUuNSMPbkoXdGgcCgDGmu5/3K5fb2LLwat40Ni3AJQ6p2OTMEzo36hE2+Ezd7Dqh4tlPpcoAnHbzz/gFf9VHHQEAB7uLvByU8DTTQGXrHS4+/vh7J2SNxDJBMDDRUBGRq7Fr2GOj4+7xSNzDhV23NzcoNVqS7UXFBTAw8PjoZ7b3AetqdWPRVHE+xt+x9U7WQ/1mqIIbNj/Nzbs/9uqx9Wp4Yu3hres0Nuxz5z5DY0bNzE7auLp6WWch2NOamoKNm3agEcffazUuZ06dcX8+fNw5sxpxMYWXcr68cd9aNOmLby8vC2u8/7QWfKYgQs42gH72T6qcj8Xzwu5cFOFH36NN7YLAEY/EQMAJeaBtG8UimN/Jlv1Gh2bhKFFgxB8+tXZCqwc+PaXm+jQOBTj+jQEAHy+84LZ2vadSijx9b2P2308HlsPXbPoNU2FoV/+SMK5q+nGEXODQURWbunPT3NkAuDr5QofTyV8PZVwdZHj1KXUEucIAvDGsy0QXs0LHq4KyGQCCtPSkLg8DgU3b0ARGIhmQ17C+v1XYRCLnnNUrxj4eCjt/t52qLATGhqKAwcOlGjTarXIzMxEcHCwmUfZiJMt+6JS3UVMTMMSbQcP7sMHH7xXom3BgsVo1qwFAOD8+bPo0aMTgKJ/mLXaAvj6+mLGjLdLPb+3tzdiY9vhxx8PGsPOwYP7MXTocBQWFtriWyKiSqo4zLi6yJCepUHOPaMxd7M02Hb4msl5jiKAtbsvlWwTYXXQAYrCwC9/lH/6Q1mO/ZlcrprK+zhzsvPL92+rIAAfTmqPQN+Sl/ganUvEF3sulQgu9SL+vVyW/dtppKxdBUN+PmQenggeNgK1m0eiRUwo8gpFeLgIVfduLGvExsZiwYIFiI+PR82aNQEAJ0+eBAC0atXKbnUIgoC3hrd84GUsoOR2ERnZBXj78+Ml/hLLBGDuuHbw97Z8heaHuYxljp+fH9RqdYm29u07Ys2ajQCAtLRUvPjiROOK0gBQv34DzJo1F0DRthoqlQpbt27CpEljsWLFOkRG1izxfN26dceSJR/jtdfeRHJyEm7duomOHbvgp59KBlgiso3776S5npiFK7ezULeGL2qH+5Y6t3j0upqvG9KzNACAOtV9S8w1vPe8Ov9chjH1uOI/X4zPwJGziQ+8NEMPb9yTDVA9qGiUXZ2rxaKt5x74mOI7pu4POgDQuVk4GkcFIDUjH8H33I1lKNQifesWZP54EADgFl0HYRMmwyWwaC/DAB83RPt7IiMjV7LRykoddvT6og9Qb29vuLm5oVmzZmjZsiVeeeUVzJ49G3l5eZg5cyYGDBhg99vOBUGAq1L+wPMUChnk/0zSDQ30wOheMaWScWjgw12CqwhNmjTHd9/tQGFhIVxcXAAAHh4exsuDcnnp79XV1RU1akQYv46MrIWGDRvjySe74/vvv8HUqS+VOL9Tpy746KP/4syZ33Dhwp/o0KEj3N0r9+RAImdx5Fwi1u2+ZAwZYQEeSFL9O1exQU1/PN4mEgDw5427OHD6ttnn6t66BhpHBT7wPFtxhDtcXxncFACwaKvl81+KH+fjqcSctZYvxWFqzk6HxqHocN980DFPxJR4D9zv8TYR6NE6oswbZwJ83Eoc1+fk4Pb/5qPgVtHlRv9evVFtwEAIisoVLypXNfdJSkrCY489hvfffx8DBw6EIAhYsmQJ5syZg9GjR8PV1RW9evXCW2+9JXWpFjOXjKXWv/9A7NjxFVavXoGJE6eWOp6ammLR8wiCAINBD4OhdHr39PRC27btcejQQfz55x947rkJD103ERUxtf5J8chNiL97qcs/9wYdALgYn4GL8RkWvdaB07elCTn4d87Ovb80tmsUil//TLZqtMhWc3aAoqDRJLqa8c+WXpq693GmgsnjbSIQGxOMu1kaZOcXwsvdxTialpqRD41Wh9SMfNQxMVIH/Pv5c+1OlvHx1XzdoC00lPvzSObpCUVAAHQqFULHjYdn46ZWP4c9VKqw88EHH5T4ukaNGrh8+XKJtsDAQCxevNieZVW4+5OxPd25cxvHjx8r0ebq6ooWLVrhP/+Zjf/+dxZu305A//4DUaNGBDIzM/Djj/uxfftXCA+vjrCwfxeD0ul0uHs33fh1VlYmNmxYh8LCQvTo0cvk6z/6aA8sXPg+BEFAu3YdTJ5D5CisXWCt+DHmLvvUqe6L4ADrR3pNLdx2+VYGfv3Lsl9Sivl7KaF0kSMl48Fb8Ph7KZGRY/mE14fVpVk4+j5Sy9jP9//SOLBzbeOHOADjB/ndLA1EFPVtZk4Brt7OQp0avqgX6Q9/f09Eh3rht0upyMzVIirUG25KBZQuMuPjisNAcVtyRh6y8woRGuCBWqHexuCRqymETi+iWXRgiaAxrk9DdGtZHeev3oVcUTTKn5aZDzelAu0aFl2RKK7p3sfdG0yK6y/+3k0FGUvffxXx+WPQagGDATI3NwiCgNAxz8NQWAgXf9O3u1cGlSrskO3t27cb+/btLtEWGhqGbdu+R7du3REdXQdbt27C/PnzkJaWCqXSFXXq1MULL7yC3r37wNX1378kf/55Hv37F4UaQRDg4eGBOnXq4cMP/4eYmAYmX79jx8748MP30K1bD5PLCBBVRqZCTXlWhj1yLrHUCMu9BADPPdkAA7rVs6q2e0cARLH0JF5LTR3YBH5erngt7liZ5wlC0blzv/itXK9jDXOXVu7/0Db3IX5vMAjwcSsVFAJ83PBoyxplPs7aNlPnlHWeuWNS/mJsjjYpEYnL4uBaIwKh4yZAEATIvbzw4Ekd0hJEa5avdVJ6vQEqlel7/gsLtbh7NwmBgWFwcbH+w/neCcpUfmX9HBQKGfwlnvxWFVSFfrY01DSOCsDrccdKXTZpVMsfShfT/+xrC/X466Zll4la1A+CDDCuU1WWDLUGN1NyLHrestx72/P983vuVXwpqXOz8DLPs1SX5mGICC5afuL+yzK2vNRfFd7PFU3961GkbPgCYkEB5N4+qDlrDhR+Dx7NsVVfBwR4Ouc6O0REFenecPPnDZXJUGNq1CTQx9XkB7ylYeZBzlxOq5DneZBpTzcxOcfj/kso918OKg4gpi61ADD5uPv//KB5IpVtRKMqMxQUIHXjBqiP/gwAcI9pgLBxE6Hw85O2MCsw7BBRlaNSa7D/9G3sO3XL9Hou/4QaD1e5yVBzV216xfbOzcJQK9TH5LFcTSG2H77+wNoEACN7N4BMFC0a2TH1vAKAVvWDcPqe0BQd7oNrif8uLzHmiRg0rxtk9nnvv4RizaUWc4+z5JIPVS4Fd+4gafln0CYmAoKAwH4DEPBkXwgyx9pTjGGHiKqUB82buVdegd5ke9fm4Th0NrFEmwCg3yNRZY5IeHsoy7zsc++cHWuG/O993nsvM11PzCox+VWl1lS6O0Gp8hL1eiQu+QSFaamQ+/ohbPxEeJiZj1nZMewQkdO7d8XedXssn7zbq10E9hwvuaS/AKBPh1qoFeZTKmA8KEA86LJPee/GMrekxf0TYyvjhFeqvAS5HCGjxkC1dw9CnxsHhY/pUUtHwLBjIc7jlhb7n6xVHHBuJqmx7dA1qyfRCgC6t4xAqL+nyVBT3jWzHnTZp7wYZKgiFCQkoFB1F17NmgMAPBo0hHtMgwpftd/eGHYeQCYrurPCYDA9nE32Udz/xT8PorJYs4miKZaGGgYMchaiKCLryGGkbf4SkMlRc+ZsKEOKdmV39KADMOw8kEwmg0wmh0aTBzc36bd1qKo0mjzIZHLIHGxSHNmXSq3B98du4vB982ksMeaJGIYaqpL0+flIXb8W2SdPAAA8mzaE3MNT4qoqFsPOAwiCAC8vP6jVd5GT4wKl0s2qlGswCNDreQmmvERRhFargUaTCx+fQKf4DYNso7yjOQKAt0e1Ms5tYaihqkQTfxNJy5eiMDUFkMtRbeAg+Pd43OHutnoQhh0LuLt7orCwADk5WQAyrXqsTCYzuU8UWUOAu7sX3N2d6zcNsp657RmsDTrFG0kWb8bLW6KpKsr88QDSvtoMUaeDIiAQYRMnwz26jtRl2QTDjgUEQYCvbyC8vf2g11s+d0cuF+Dr64GsrDyO7jwEuVzOuTpViLlAY257BpVaY3HQKZ6LUxk34yWyt8K0NIg6HTybt0DomOch9/KSuiSbYdixQtGcEcs/dBUKGdzc3JCfr+dy5EQWKCvQmFrJ+Jufb6DQgr9bT7ariUZRASXCDUMOVUWiwWC8RFXt6cFwrVkT3m3bO/0UAYYdIpJc8U7g9y72Vxxo1u8tCj+mxkYzc0yvZHyvwV2j8US7mhVYLZHjEUURmQf2IefsGdR45TUICgUEhQI+7TpIXZpdMOwQkaTuHc0xRV/GwM1TnaMQEeSNxdvPlzrWpVk4+j5SiyM4VOXpc3KQvHYVcs+eAQBknzoBn/aPSFyVfTnXdGsicijGy1NlTGnr2DQU74xqVapdAPBI4zA0r1sNY56Iwb2D8IO7Rlu0ojGRs8u/dhXx785C7tkzEBQKBA8fCe8qMppzL47sEJHdFU9CTrqb+8CVjaNCfVA73Bdjnogxuz1DeVczJnJWosGAjH17kP71dkCvh0twCMImTYFbZNW8pMuwQ0R2Ze1t4s3qVAPw4EDDhf+I/pW+dQsy9u8FAHi3aYvgkWMgd3eXuCrpMOwQkd1sP3QNPxyPt/j8MfddimKgIbKMb5euUP96DIEDn4Zvpy5Of7fVgzDsEFG5mFsPx5zdx+MtDjr9HqmFzs3CGWyILCQaDNBcuwr3uvUAAMrQMER9uAAyV1eJK6scGHaIyGq7j8cbdxK/dz0cc6xd+I9Bh8hyOrUayatWIO/CX6jx2hvwqB8DAAw692DYISKrbPvpKr47etP4dfF6ON8dvQG5zPRQuUZr2crj9088JqKy5V26iKSVy6DPyoKgVEKflSV1SZUSww4RWWzHT1dKBJ17qdQPXuDPlMFdo9G2YQjvpCKygmgwQLXzO9z9/ltAFKEMr46wSVPgGl5d6tIqJYYdIrKISq3Bmp0XzB5/qlMUGtYKMHlMnavFpzv+KNX+ZLuaxtWNGXKILKPLzETS58uRf+kiAMCnYycEDxvBy1ZlYNghIpPun4C898StMs9/pElYmYHl3nVyAG7jQFReuX+eR/6lixBcXREyYjR82le9RQKtxbBDVMWZuqvqyLnEEsGkTUwwTl5KNfsc998ibgoX/iOqGD6PdEJhehp82nWAMjRM6nIcAsMOURVzb7j584aqRKhpXT8IIf4epW4RLyvoTO7fCLENQix6ba6TQ2S9wowMpG/7CsHPjoDc0xOCIKDagKelLsuhMOwQObH7R20etOnm6ctpVj2/IADR1X0roFIiMiX3j/NIXrUS+pxsQADCxk2UuiSHxLBD5KTuXwtnUJdo49dlCQ1wR7Iq36LXGNQlmiM1RDYg6nRI/2YHMvbsAgC4RtZEYN8B0hblwLjrOZET2n7oGrbeE2xEESW+LkuP1hGl2gQAQx+rU2pncU4wJqp4hXfvImH+B8ag49ftMUS89Q6UIZZdLqbSOLJD5GSs2ZbhfgKKNt6Uy2Wldhjv1qoGHu9QG3/fSEcg594Q2UT+tau488kiGPJyIXN3R8iY5+DdKlbqshweww6RE7FmW4b73bt6sbk7p6r5uUNeKwA6naECqyaiYsqQUMjcXOESHIzwiVPgEhQkdUlOgWGHyInsP51Q5vHBXf+dt1McbszdDs47p4jsQ6dWQ+7tDUEQIPfyQo3pb8AlMBCCgh/RFYU9SeQkridmYe9J82GneI6Nqa0ZGGqIpJH92ymkrF2NoCHD4NuxMwBwbo4NMOwQOQBTC/9dT8zCldtZqFvDF7fTcrF29yWzj+/aPLzEtgwMN0TSMhRqkfbVFmT9dBAAkH3iOHwe6QRBML2ZLj0chh2iSqastXEEARjdKwZ/J2Ti2J/JFj9nnw61bFcwEVlFm5KCpOVxKLhVdCOBf6/eqDZgIIOODTHsEFUSKrUG+0/fxr5Tt4zB5v61cUQRZY7gmNKuYQhHcogqieyTJ5DyxRoYNBrIvLwQ+tx4eDVtJnVZTo9hh6gSOHIusVSIKV4b52EN6hr90M9BRA9Pm5SIpJXLAFGEe916CB0/CS4BAVKXVSUw7BBJ7HpiFtZZOVpjKUs26CQi+1CGhSOgTz/AYEBgvwEQ5HKpS6oyGHaIJGRqROdBBACt6geV2McqOtwH1xPVxstdj7eJQI/WEQw6RBJTHz8Gt6jaUIaEAgCq9X9K4oqqJoYdIju4d9IxAFy9k4Wc/EJ8uf/vMh8noOgy1P1r43RuFo7riVm4ejsLdWr4ona4L1Rqjcn1cojI/gwFBUjdtAHqX36Ga2RNRLz1NmQuSqnLqrIYdohs7N4NOa1VHGxMrY1TO7wo5BTjLeVElUNB4h0kLfsM2sREQBDg1bwFBDk/bqXE3ieyoe2HrpVrnyoBwNujWhnDDIMMkWPIOvozUr9cD1GrhdzXF2HjJ8EjpoHUZVV5DDtE5WBqkb97XU/Mwre/3MAf11VWP3fxWjr3jtoQUeVmKChA6oYvoP71KADAo2EjhD4/AQpf/j2uDBh2iKx072Wp4mDSuVm48fjnOy9YteDfvQQAb49sxaBD5GAEuRza5CRAEBA4YCACnngSgkwmdVn0D4YdIivsPh5fYu2b4kX+biap4aZUIDOnAMcvpFj1nAIAEYBMAEZxRIfIYYiiCIgiBJkMgkKBsAmTUZihgke9+lKXRvdh2CGykEqtMbvI36GziRY/z5PtaiIyxAsigDrVi4IN76Iiciz6/Hykrl8LRWA1BD09GADgEhQEl6AgiSsjUxh2iCyUkpFv9lizOoEIC/REZnbZIztPtquJp02saMyQQ+Q4NLfikbQsDoWpKYBcDr+u3eASGCh1WVQGhh0iC6jUGpy8aD7EjOxZ3xhYZDLB5JydwV2jjTuPE5HjEUURWT8dRNpXmyHqdFAEBCJs4mQGHQfAsEP0AA9a5Xhw1+gSIzPj+jREt5bVcfV2FoL93eGmVPASFZGD0+flIWXdauT8dhoA4Nm8BULHPA+5l5fElZElGHaIymDJvlVRYT6l2u5f8I+IHJdoMCDho/ehvZ0AyOUIGvQM/Lr3hCAIUpdGFmLYITLj/juvTBEEIPifLSCIyDkJMhkCHn8C6d/uQPjEKXCLqi11SWQlhh0iEywJOgAwqEs0L08ROSF9Tg4KVXfhFlk0z86nfQd4tWwFmaurxJVReTDsEKHkisiZOQUWBR1OOCZyTvnXriJp+VKIBj1qznoXCu+iS9UMOo6LYYeqNJVag/2nb2PfqVsQLdypc1L/RqhT3ZcjOkRORjQYkLFvD9K/3g7o9XAJCoY+O8cYdshxSR52DAYDlixZgq1btyI7OxuxsbGYOXMmIiIiTJ5/9+5dzJs3D0ePHoUoiujQoQPefPNNhISE2LlycmTFIWfvyVtWPW5w12i0acD3GpGz0WdnI3n1SuT+cR4A4B3bBsGjxkLuzjl5zkDyjTvi4uKwceNGvPfee9i8eTMMBgPGjRsHrVZr8vyXX34ZiYmJWLNmDdasWYPExERMnTrVzlWTIztyLhGvxR2zOui0qFuNl62InFDe35cR/+5M5P5xHoJCgeCRYxA6YTKDjhORNOxotVqsXr0a06ZNQ9euXRETE4NFixYhOTkZ+/btK3W+Wq3GyZMnMX78eDRo0AANGzbEhAkT8McffyAzM9P+3wBVeiq1BhfjM6BSa4xfl7VmTlmG96hXkaURUSWRdfgn6DIy4BIaisi3Z8GvS1feVu5kJL2MdenSJeTm5qJ9+/bGNh8fHzRs2BCnTp1Cnz59Spzv5uYGT09PfPPNN2jTpg0A4Ntvv0VUVBR8fHhNlUo6ci4R6/ZcgigWbbY54vF60OsM5XquMU/EcI4OkZMKHjEaCj8/BPYdAJkb/547I0nDTnJy0ZL6YWFhJdqDg4ONx+6lVCrxwQcfYObMmWjdujUEQUBwcDA2bNgAmezhBqkUioof5JLLZSX+T7Zhqp/vH8ERAazf+7dFzze0Wx0E+rohJ78QXh4uqFvDj0EHfD/bC/vZ9nIvXkD66VPwe3Ey5HIZXL09ETbsWanLclqV4T0tadjJzy/aWFGpVJZod3V1RVZWVqnzRVHExYsX0aJFC4wbNw56vR6LFi3ClClTsGnTJniVc9lumUyAv79nuR5rCR8fXve1h3v7+dcLqVY//qmu0ejXKRrV/PjzKgvfz/bBfq54ol6PhK3bkbBlK2AwIK1xAwR3e1TqsqoMKd/TkoYdt3+GC7VarfHPAFBQUAB3ExPDdu/ejQ0bNuCnn34yBptly5bh0UcfxbZt2zBmzJhy1WEwiFCr88r12LLI5TL4+LhDrc6HXl++yyf0YKb6+VqCyuS53VpWx4+/3ynVPntsLGpX9wVEAzIycm1ar6Pi+9k+2M+2UZiZiTvLlyHv4gUAgH/nzgjs0J79bAe2ek/7+LhbPFokadgpvnyVmpqKyMhIY3tqairq169f6vzTp08jKiqqxAiOr68voqKiEB8f/1C16Mo5l8MSer3Bps9PRYr7effxeOw7ddvkOR0ahyIyxLvEJa4xT8QgMsSbPyML8f1sH+znipP7159I/nwF9NlqCK6uCBkxCgGdOkHu5gZ9fi772U6kfE9LGnZiYmLg5eWFEydOGMOOWq3GhQsXMGLEiFLnh4aG4ocffkBBQQFc/1nJMi8vD7dv30a/fv3sWjtVTg/a5sHPyxW1w33ROCoAqRn53I2cyMll7NuLtK2bAVGEsnoNhE+aAmVYuNRlkZ1JOgNOqVRixIgRWLBgAQ4ePIhLly7hlVdeQWhoKHr27Am9Xo+0tDRoNEW3DQ8YMABA0Vo7ly5dwqVLl/Dqq6/C1dUVAwcOlPA7ocpApdY8cJuH1IyieWIBPm6IqenPoEPk5NyiagOCAN8uXRH59kwGnSpK8un+06ZNw6BBg/DOO+9g2LBhkMvlWLVqFVxcXJCUlISOHTti165dAIru0tq4cSNEUcTo0aMxduxYuLi4YOPGjfD29pb4OyGp/XI+qczjMu5QTlQl6LIyjX92r1sXtebMRcjIMZDddzMMVR2CKFq6I5Dz0usNUKkqflKqQiGDv78nMjJ4TdiWFAoZfjqbiDU7L5g9RxCA0b1i0LkZf6srL76f7YP9XH6iTof0b3Yg86eDiHx7JlzDq5s9l/1sP7bq64AAT8eYoExUEbb9dBXfHb1p9ni7hiEY1DWal6yInFjh3btIWrEUmmtXAQC5586VGXaoamHYIYe2+3h8mUGnVf0gTOjXyH4FEZHd5Zw9g+TVn8OQlwuZuztCxjwH71axUpdFlQjDDjkklVqDs1fTy5yQPLBzFPp0iLJjVURkT6JOh7TtW5G5fy8AwLVWFMImToYyKFjiyqiyYdghh3Pk7B2s3XP5ged1aBz2wHOIyHFl/XzYGHT8uvdE0KBnICj4sUal8V1BlZpKrUFKRj5cXWRIz9LgZrIae04kPPBxgzlHh8jp+XbuitwLf8G3Q0d4tWgpdTlUiTHsUKVSHG5C/N3x5w2VcddyazzZriaeaFfTNgUSkWQMhYXIPLAfft17QObiAkEuR/Wp06QuixwAww5VGruPx2PboWt4mLUQBneNZtAhckLalBQkLY9Dwa146DJUCH629Cr7ROYw7FCl8KBtHh6kU7NwPN2lNnw8uGgYkbPJPnUSKetWw6DRQOblBY/GjaUuiRwMww5JzpJtHsoiAHiuX2PIRW6cSORMDFot0rZsRNbhQwAA97r1EDp+ElwCAqQtjBwOww5Jbv/pB084NkcmAGN7N0A1P3dkZFT8KthEJA1tSgoSly6B9nYCIAgIeOJJBPZ/CoJcLnVp5IAYdkhS1xOzsPekZWGnS/MwBPi4QacXERXqDTelAsH+7ggO8LBxlURkb4JMBt3ddMi9vRE6biI8G/HSFZUfww5J5si5RKzdfcns8V5tItG9dQ2kZuQj2N+dt5ITOTnRYIAgK9rryCUoCOFTp0EZGgaFn5+0hZHDk3zXc6qaridmYV0ZQQcAureugQAfN8TU9GfQIXJyBYl3ED9nJnL//MPY5hHTgEGHKgRHdsiuVGoN9p++jb0nb5V5Xq82kQw4RFVE1tGfkfrleohaLdK2fQWPho2MIzxEFYFhh+zmQZetigkoGtUhIudm0GiQ+uV6qH89CgDwaNAIoeMmMOhQhWPYIbtQqTVYt8eCoCMAo3vFcFSHyMkV3E5A0rI4aJOTAEFAYP+nENC7D4MO2QTDDtlFSkb+A7d9EAC8PbIVaof72qUmIpKGNjUVt/77LsTCQsj9/BA2YTI86tWXuixyYgw7ZBch/u5lHi8e0WHQIXJ+yuBgeMe2hU6dhdDnx0Ph7SN1SeTkGHbILjJzCswee7xNBHq0juClKyInprkVD4W/vzHYBI8cDUEu52UrsguGHbKLc1fvmmzv16EWBnSubedqiMheRFFE1qEfkbZlE9xjGqL6tJchyGSQubhIXRpVIQw7ZHNHziXi+2M3TR5rWifQvsUQkd3o8/KQsm41cn47DQAQ5DKIhYUQXF0lroyqGoYdsimVWlPm7eZ+XvxHj8gZaW5cR9LypShMTwPkcgQ9/Qz8evSEIAhSl0ZVEMMO2dTZq+llHk/NyOdcHSInIooiMg/sQ9q2rwC9Hopq1RA2YQrca/NyNUmHYYds6vw182FHJgDBD7hLi4gci1hQgMwfDwB6PbxatkLImOcg9/CUuiyq4hh2yGZUag3OX1OZPCYIwCguHkjkdGRubgibOAX516/B79HHeNmKKgWGHbKZlIx8s8cm9WuE2AYhdqyGiGxBNBiQsX8vZK6u8OvaDQDgVisKbrWiJK6M6F8MO2Qz5hYSFAQgujoXDyRydPrsbCSv+Ry5589BUCjg0bAxlMHBUpdFVEq5w861a9dw9OhRpKamYuTIkUhISEBMTAy8vLwqsj5yYAE+bhjcNRpbD10ztgng3ldEziD/yt9IWrEMugwVBIUCQcOGwyUoSOqyiEyyOuwYDAbMnDkT27dvhyiKEAQBTzzxBOLi4nDr1i1s2LABoaGhtqiVHMyRc4klgg4ADOoajc7NwiWqiIgelmgwIGPPLqR/swMwGOASEorwSVPgGhEpdWlEZlm9TndcXBy+//57zJ07F0ePHoX4z+6Or7/+OgwGAxYtWlThRZLjMbe+zrbD16BSaySoiIgelmgwIHHJJ0jfsQ0wGODdtj1q/t8sBh2q9KwOO9u3b8e0adPw9NNPw8/Pz9jeoEEDTJs2DUePHq3I+shB7T+dYLJdFIvW1iEixyPIZHCvUxeCUomQMc8hdNwEyNy4fARVflZfxkpPT0eDBg1MHgsJCYFarX7oosixqdQa7D1pOuwIXFuHyKGIBgP02WoofP0AAP69esOrVSyUIbybkhyH1SM7NWvWxOHDh00eO3nyJGrWrPnQRZFj+/7oDbPHHo+N5ORkIgehy8rE7f/Nx+3/LYChoABA0egOgw45GqtHdkaPHo2ZM2eisLAQjz76KARBQHx8PE6cOIHVq1fjzTfftEWd5ABUag2+P3YTh88lmT2ne+sadqyIiMor98JfSP58OfRqNQSlEgW3bsG9bl2pyyIqF6vDzuDBg6FSqbB06VJs2rQJoiji1VdfhYuLC8aNG4dhw4bZok6q5I6cSyxzw08A6NWGozpElZ2o1+Pu999A9cNOQBShrF4D4ZOmQBnGuyjJcZVrnZ2JEydi+PDhOHPmDDIzM+Hj44NmzZqVmLBMVceDdjYvxlEdosqtMCMDySuXIf/vywAA385dEDR0OGRKpcSVET0cq+fsvPXWW0hISICXlxc6deqEvn37okuXLvDz88P169cxadIkW9RJldjWn6498JzBXaM5qkNUyaVt3ID8vy9DcHVD6PhJCBk1lkGHnIJFIzuJiYnGP3/zzTfo3r075HJ5qfOOHDmCY8eOVVx1VOntPh6PExdTyjznyXY18UQ7TlwnquyChg2HoUCD4OEjoQzh4rDkPCwKO3PmzMGRI0eMX7/wwgsmzxNFEY888kjFVEaVnkqtKbVC8v0Gd41m0CGqpApVd5F79gz8unUHALgEBKDGq69LXBVRxbMo7Lz77rs4duwYRFHEf/7zH0yePBmRkSVXzJTJZPDx8UHbtm1tUihVPmXtat4sOhAjH6/PS1dElVTO2TNIXvM5DLm5UPj7w6tFK6lLIrIZi8JOSEgInnrqKQCAIAjo0qULAgICbFoYVX6uLuanfDHoEFVOok6H9O1bkbF/LwDAtVYUlDUiJK6KyLasvhvrqaeeQkFBAc6fPw+tVmvcG8tgMCA/Px+nT5/Ga6+9VuGFUuWz/9Rtk+1dmocz6BBVQoXpaUhavhSaG9cBAH7de6Da089A5uIicWVEtmV12Dlx4gReeuklZGVlmTzu6enJsFMFbD90zezE5IhgLztXQ0QPknP2DJJXr4QhLw8yDw+Ejn2el66oyrA67CxatAj+/v5477338N1330Emk2HgwIE4cuQINm3ahJUrV9qiTqoEVGoNUjLyceGGCj8cjzd7nrc7f0skqmxEnQ6GvDy41Y5G2MTJcAmsJnVJRHZjddi5fPky5s6dix49eiA7OxubN29Gly5d0KVLFxQWFmLp0qVYsWKFLWolCR05l4h1ey7hn6uWZYqu7mv7gojogUS9HsI/y4R4t44FprwIr6bNICjKtZ4skcOyelFBg8GAkH82gatZsyauXLliPPb444/jwoULFVcdVQrFKyRbEnS4eCBR5ZB96iRu/t9/oMvMNLZ5t2zFoENVktVhJzIyEpcvFy0lHhUVhfz8fFy/XjTZTafTITc3t2IrJMmdvZpu0XlcPJBIeoZCLVLWr0PS8jgUpqYgY+9uqUsikpzVEb9v375YsGABRFHEiBEj0LhxY7z33nsYOXIkli1bhjp16tiiTpLQ+WsPDjtPtquJp7tG26EaIjJHm5yMpOWfoSAhAQAQ0LsPAvs/JXFVRNKzOuyMGzcOGRkZOHfuHEaMGIFZs2Zh/PjxmDJlCry8vLB06VJb1EkSUak1OH9NVeY5XCWZSHrq48eQsn4dxIICyL29Efr8BHg2biJ1WUSVgtVhRyaT4Y033jB+3aRJExw4cADXr19H7dq14eXF246dSVmrJA/tVgetY4I5R4dIYllHf0bKmlUAAPf6MQgbPxEKP3+JqyKqPKyes2OKl5cXmjZtiuzsbLz00ksV8ZRUSVy4YXpURxDAoENUSXi3ioUyvDoC+vZHjekzGHSI7mPRyI5er8fHH3+MHTt2QBAEDBgwAK+88opx53OtVouVK1fi888/h0ajsWnBZD+7j8ebXU+nW4vqDDpEEsr98w94NGwEQSaDzM0Nkf83CzIXpdRlEVVKFo3sLF68GCtXrkRERARiYmKwatUq4+KBv/32G/r06YNPP/0UwcHBWLZsmU0LJvt40I7mBkvuQyeiCmcoKEDyqpW48/FC4/5WABh0iMpg0cjO3r170bdvX8yfPx8AsHLlSmzatAn169fHiy++CBcXF0yfPh1jxoyBC/dYcQplzdUBgCa1A+1UCREVK7idgKRlcdAmJxVdS9brpS6JyCFYNLKTkpKCPn36GL/u168fEhMTMWPGDLRq1Qo//PADxo8fz6DjREL83c0eqxniheZ1g+xYDVHVJooiso4cxq3/vgttchLkfn6o8dobCOjd58EPJiLLwk5+fj78/f+d8BYQEAAAaNu2LdauXYvw8PByF2AwGLB48WJ06tQJzZs3x/jx45HwzxoRphQWFmLhwoXG80eMGIGLFy+W+/XJtD/NTEzu1qI6Zo1tY+dqiKougyYfySuXI+WLNRALC+HRuAlqznoXHvVjpC6NyGGU624smazoYWPGjIEgCA9VQFxcHDZu3Ij33nsPmzdvhsFgwLhx46DVak2eP3v2bOzYsQPz5s3D9u3bERAQgPHjxyM7O/uh6qB/FW8PYUrv9lxPh8ietMkpyP7tFCCTodrTg1F92itQePtIXRaRQ3moW8/d3c1f6rCEVqvF6tWrMW3aNHTt2hUxMTFYtGgRkpOTsW/fvlLnJyQkYPv27fjvf/+LTp06ITo6GnPnzoVSqcSff/75ULXQv/afNj+ylvqAuTxEVLHcatVCyMgxiHj9LQQ88SQEWYWsGEJUpTzU35qHHdW5dOkScnNz0b59e2Obj48PGjZsiFOnTpU6/+jRo/D29kbnzp1LnP/jjz+WeA4qP5Vag70nTYcdQQCCy5jLQ0QPT5+Xh7//9wk08f8u++DbsRPc69aVsCoix2bxCspDhgwp1fb000+XahMEweKdz5OTkwEAYWFhJdqDg4ONx+5148YNREREYN++fVixYgVSUlLQsGFDvPnmm4iOfrh9mRSKiv9tSS6Xlfi/Izj4222zx55oG4ngAA87VmMZR+xnR8R+tr38G9dxZ2kctKmpUF+9htrv/ZcjOTbC97P9VIa+tijsvPDCCzZ58fz8oksiSmXJ9SFcXV2RlZVV6vycnBzEx8cjLi4OM2bMgI+PD5YuXYpnn30Wu3btQmBg+W6HlskE+Pt7luuxlvDxcYzRkPTMfOw+ccvs8cE9YuDvV3m/F0fpZ0fHfq54oigiaecu3Fz7BUSdDq7BQaj/0gvwDvSWujSnx/ez/UjZ15KGHTe3ohV4tVqt8c8AUFBQYHI+kEKhQE5ODhYtWmQcyVm0aBG6dOmCr7/+GuPGjStXHQaDCLU6r1yPLYtcLoOPjzvU6nzo9YYKf/6KdqiMuTq920VCLhqQkZFrx4os42j97KjYz7ahz81F4qrPkf37bwAAn1at0ODVacgzyCvl3zdnwfez/diqr3183C0eLbJ6I9CKVHz5KjU1FZGRkcb21NRU1K9fv9T5oaGhUCgUJS5Zubm5ISIiArdvm7/8YgmdznZvdr3eYNPnrygqdYHZY91a1qj034Oj9LOjYz9XnELVXSR8OA+6u3chKBSoNngIqvXsCYWXF/QZuexnO+D72X6k7GtJL1bGxMTAy8sLJ06cMLap1WpcuHABsbGxpc6PjY2FTqfDH3/8YWzTaDRISEhAzZq8JfphNatj+jLgk+1rch8sIhtQ+PlDGRIKl6AgRLz5Dvwf6/HQN34QUWmSjuwolUqMGDECCxYsQEBAAKpXr4758+cjNDQUPXv2hF6vh0qlgre3N9zc3NC6dWt06NABb7zxBt599134+flh8eLFkMvl6N+/v5TfilOoHe6L+pG+uHzr3/lSreoH4ekuDzf5m4j+pc/JgeDiApmrKwSZDGHjJwFyOeQelW/yP5GzkHwa+rRp0zBo0CC88847GDZsGORyOVatWgUXFxckJSWhY8eO2LVrl/H8Tz/9FG3atMELL7yAQYMGIScnB1988YVxVWcqvyPnEksEHYB7YBFVpPwrVxA/ZybStmw0tsm9vRl0iGxMEEVuX63XG6BSVfxEQIVCBn9/T2Q4wLV3lVqD1+KOlWoXBGD+5A6V+jKWI/WzI2M/l59oMCBjzy6kf7MDMBjgEhKCyLdnmQw57Gf7YD/bj636OiDA07YTlFUqFVatWoVjx44hLS0Nn3/+OQ4cOICYmBh07969PE9JEjO3y7koFq2aXJnDDlFlplOrkbxqBfL+Klrl3bttO4SMHA2ZG295JrIXqy9jJSQkoF+/fvjqq68QEhKCu3fvQq/X48aNG5g2bRoOHTpkgzLJ1sztcs5Vk4nKL+/yJcTPmYm8v/6E4OKCkNFjETpuIoMOkZ1ZPbLz4YcfIjAwEOvXr4eHhwcaN24MAFi4cCEKCgqwbNkydO3ataLrJBvLzDF923nvdrwTi6g8DAUFSFoWB322GsqwcIRNmgLX6jWkLouoSrJ6ZOfXX3/FlClT4OPjU+oWySFDhuDKlSsVVhzZz/ELKSbbCwr1dq6EyDnIXF0RMvY5+HToiMh3ZjHoEEmoXHN2FArTD9NqtVwjwlGZmaYuVPnp60SWy7t4AYbCQng1bQYA8GraHF5Nm0tbFBFZP7LTunVrLF++HHl5/26vIAgCDAYDNm3ahJYtW1ZogWQf7RqFmGxva6adiP4lGgxI/2YHbv9vPpI/X4HCu3elLomI7mH1yM706dMxbNgw9OzZE23btoUgCFi1ahWuXbuG+Ph4bNy48cFPQpXO5VuZpdqiw31QO9zX/sUQORBdZgaSVixD/t+XAQBerVpB7uUlcVVEdC+rR3bq1auHbdu2oW3btjhx4gTkcjmOHTuGyMhIbN68GQ0aNLBFnWRDu4/HY+uha6XaryepoVJrJKiIyDHk/vkH4mfPRP7flyG4uiF0/ESEjn4OMldXqUsjontYPbKj1+sRFRWFhQsX2qIesjOVWmMy6ABcY4fIHFEUkb5jGzJ2/wAAcI2IQNjEqVCGhkpcGRGZYnXY6dixI5588kn0798fTZo0sUVNZEdX72SZPcY1dohMEwQBhvyihTh9H+2GoGeGQuailLgqIjLH6rDTp08f7NmzB19++SVq1qyJAQMGoG/fvqhevbot6iMbOnIuEWt3XzJ7fFCXaI7qEN1D1Okg/HM3atCQofBs2pR3WxE5AKvn7Lz99ts4cuQIVq9ejdatW2PNmjXo0aMHRowYga1btyI7O9sWdVIFU6k1ZQadBrX88ES7mnasiKjyEnU6pH21GXc++R9EQ9HePjIXJYMOkYMo167ngiCgffv2mDt3Ln755RfExcUhLCwMc+bMQadOnSq6RrIBc3thFWtdL9hOlRBVboXpaUj4aB4y9u1B3sULyLvwp9QlEZGVyrWoYDGdTodffvkFu3fvxpEjRwAA7du3r5DCyLYKtLoyjzerU81OlRBVXjlnfkPymlUw5OVB5uGB0LHPw7NxU6nLIiIrWR12RFHE8ePH8cMPP2D//v3IyspC06ZNMW3aNPTu3Rv+/v62qJMq2IX4DLPHxjwRw7k6VKUZCguRvu0rZB7cDwBwq10bYRMmw6VakMSVEVF5WB12OnXqhLt37yI8PBzPPvss+vfvj1q1atmgNLKl22k5Jts7NQlF52bhdq6GqHJJWbsK2SeOAwD8e/ZCtYGDjBOTicjxWP23t1u3bujXrx9at25ti3rIDlRqDS7FZ5o81qIef3MlCuj1JPL/vozgEaPh1ay51OUQ0UOyOuy8++67tqiD7KisycluSv72SlWPoVALzdWr8GjQEEDRIoG15n0EmYuLxJURUUWw6JPtsccew2effYaYmBg89thjZZ4rCAIOHDhQIcWRbfx2KdVkOxcRpKpIm5KMpGVxKEi8g4gZb8E9ug4AMOgQORGLwk6bNm3g6ekJAIiNjYUgCDYtimxHpdbgxzN3TB5rGh3IiclUpahPHEfKF2shFmgg9/KGqNVKXRIR2YBFYef99983/vmDDz4o81y9Xv9wFZFNlXUJq2ntQDtWQiQdg1aL1E0boP65aMkM93r1ETp+Elx4NymRU7J6UcHHHnsMly6ZXnn3/Pnz6NChw0MXRbahUmtw8mKK2eNcW4eqgoLERNz677tFQUcQENCnH2pMn8GgQ+TELBrZ2blzJ3S6okXo7ty5g3379pkMPL/++isKCwsrtkKqELuPx5vd3RwABnflPlhUNeRd+BPaO7ch9/FB6LiJ8GzYSOqSiMjGLAo7f/zxB9atWwegaAJyXFyc2XPHjh1bMZVRhdl+6Bp+OB5f5jlRYT52qoZIWn6P9YAhPx++nbtA4esndTlEZAcWhZ3p06dj1KhREEUR3bt3x5IlS9CgQYMS58jlcnh5ecHLy8smhVL57D4e/8Cgw7uwyJkV3LmN9K+3I2zcBMjc3CEIAgL79pe6LCKyI4vCjlKpRPXq1QEABw8eRHBwMFx4W2alp1Jryrx0VWxQF17CIucjiiLUvxxB6sYNEAsLkb5jO4KfHSF1WUQkAYvCzpIlSzB48GCEhITg66+/LvNcQRAwderUCimOHs6DdjYHiubqPNGuph2qIbIfgyYfKeu/QPaJXwEAHo0aI6BPP4mrIiKpWBx2OnfujJCQECxZsqTMcxl2Ko+QMi5NdWkWjr6P1OKIDjmdgoRbSFwWh8KUZEAmQ7UBA+HfqzcEmdU3nxKRk7Ao7Nx755W5286p8gnwcUNkiBdupZTc9JOjOeSscs6dRdLSJRB1Oij8AxA2YRLc69aTuiwikliFbISUlpaG1NRUxMTEQC6XV8RTUgXYfuhaqaADAPUj/exfDJEduNWKgszDA261ohD63HjIecMEEaEciwrm5OTgrbfewpdffgkA2L17Nx599FEMGjQIffr0QVJSUoUXSda7nphl9i6sc9fu2rkaItspvPvv+1nh64vI//wfwl94iUGHiIysDjsLFy7E3r174evrCwBYsGABYmJisGTJEigUCixYsKDCiyTrHDmXiLlf/Gb2uJ+n0o7VENmGKIrIOLgfN99+A+qTx43tLtWCOD+HiEqw+jLWwYMH8eabb6JPnz74888/cefOHcyYMQOPPfYYdDodZs2aZYs6yUIqtQZrd5c9r4rbQpCj0+fmImXtauScKQr1uX+ch0+bdhJXRUSVldVhJzMzE7Vr1wYAHD58GAqFAo888ggAwNfXFwUFBRVbIVnl7NX0Mo/3ahPJO7DIoeVfv4akFUuhS08H5HIEDR4Kv8e6S10WEVViVoed6tWr4/Lly2jdujUOHDiA5s2bG1dNPnz4MGrUqFHhRZLlsnK0Zo8JALq35s+HHJMoisjYtwfpO7YBej1cgoIQNnEK3GpFSV0aEVVyVl/YHjp0KD744AP07t0bFy9exLPPPgsAeOGFF7B27VoMHTq0wosky0WFeZtsFwRg9BMxHNUhh6W5fg3pW7cAej28WrVG5P/NYdAhIotYPbIzevRoBAYG4tSpU3jhhRfQu3dvAICLiwtmz56NIUOGVHiRZJkj5xJNztcJD/TAq0OaM+iQQ3OProOA3n2g8A+Ab9dHIQiC1CURkYMo1zo7ffr0QZ8+fUq0LVq0qEIKovIpa2JykirPztUQPTzRYEDmgX3wahULl8BAAEC1gYMkroqIHFG5ws6NGzewePFinDx5Emq1Gv7+/mjdujWmTp2K6Ojoiq6RLLD1J/MbfooikJqRz5Edchi6bDWSV61E3p9/IPu304iY8RYELlhKROVkddi5evUqhg4dCrlcjm7duqFatWpIS0vDTz/9hEOHDmHr1q0MPHamUmtw4mKK2eOCAASXsU8WUWWS9/dlJK1YCn1mJgQXF/g+0gngujlE9BCsDjsLFixAjRo1sH79enh7/zsZNjs7G6NHj8aiRYseuFkoVawH3W4+uhcnJlPlJxoMUO3aibvffg2IIpShYQibNAWuNSKkLo2IHJzVYefUqVP473//WyLoAIC3tzcmTJjARQUlcPlWhtlj74xqhdrhvnashsh6+pwcJC1firyLfwEAfNo/guDhIyFzY0gnoodnddhRKBRwdXU1eUypVEKrNb/OC1W83cfjcepSmsljDWv6M+iQQxCUSuiy1RCUSgQPHwXfRzpKXRIRORGrw06TJk2wceNGdO3atcStn6Io4ssvv0Tjxo0rtEAyb/fxeGw9ZH5iMhcQpMpMNBgAAIJMBplSifBJUyEa9HANry5xZUTkbKwOOy+99BKGDRuGfv36oVevXggKCkJaWhr27NmDGzduYM2aNbaok+6jUmvKDDoA4KYs1812RDany8xA0srl8IhpgMC+/QEAytBQiasiImdVrpGdzz//HAsXLsSSJUsgiiIEQUDjxo2xcuVKxMbG2qJOus/VO1llHpfxDiyqpHL/+hPJny+HPjsbBbfi4ffoY5D/s+UMEZEtlOtX/3bt2mHr1q3Iz8+HWq2Gj48P3N35wVpZCAIwindgUSUj6vW4++3XUO3aCQBwjYhA2MSpDDpEZHMWh527d+9ix44dSExMRM2aNdG3b18EBgYy5EikTnXTE4+7NAtH30dqMehQpVKoUiF55TLkX/kbAODb5VEEDR0GmYtS4sqIqCqwKOxcvXoVw4cPR1bWv5dO4uLi8Nlnn/GylUQCfNzwdJfa2H74urFtcNdoPNGupoRVEZVmKNQi4f250GWoIHNzQ8jo5+Ad20bqsoioCrFoWdKPP/4YXl5e2LBhA86dO4evv/4aNWrUwHvvvWfr+qgM9SL8ABTNz3lnVCsGHaqUZC5KBPTpC9fImoic+S6DDhHZnUVh5/Tp03j11VfRunVruLq6okGDBvjPf/6DK1euQKVS2bpGMuHIuUS8v+F3AIBBBP77xW84ci5R4qqIihTeTYfmVrzxa9/OXRH5n/+DMjhYwqqIqKqyKOxkZ2cjPDy8RFtMTAxEUUR6etlbFVDFM7XDuQhg3Z5LUKk10hRF9I+cM78jfs5MJMZ9Cn1eLgBAEAQICi6FQETSsOhfH71eD/l9Ow4XT0wuLCys+KqoTCkZ+Sbbubs5SUnU6ZC2bQsyD+wHAChDQmHQFEDu4SlxZURU1fFXLQcUYmb9HO5uTlLRpqUiaflSFNy8AQDw7/E4qj09mKM5RFQpPPS/RPduGUH2kZlTYLK9d7uaHNUhu8s+fQop61bDkJ8PmYcnQp8bB6/mLaQui4jIyOKwM2TIEJPtTz/9dImvBUHAhQsXLC7AYDBgyZIl2Lp1K7KzsxEbG4uZM2ciIiLigY/97rvv8Prrr+PgwYOoUaPq7AN15bbp1ZO93V3sXAlVdaIoQv3rURjy8+EWXQdhEybDJTBQ6rKIiEqwKOy88MILNisgLi4OGzduxAcffIDQ0FDMnz8f48aNw/fffw+l0vyCY3fu3MG7775rs7oqs4SUHJPt7q68ZED2JQgCQseOQ+ahHxHQqzcvWxFRpSRp2NFqtVi9ejVee+01dO3aFQCwaNEidOrUCfv27UOfPn1MPs5gMOD1119Ho0aNcPz4cZvUVlmp1Boc+yvZ5LF03olFdpB1/DhyLl1C8PCREAQBci8vBPbpJ3VZRERmWXTrua1cunQJubm5aN++vbHNx8cHDRs2xKlTp8w+btmyZSgsLMTEiRPtUWal8v3Rm2aP+Xly6X2yHYNWi6ufLcWdZXHIOvQjcs+dlbokIiKLSDrmnJxcNEIRFhZWoj04ONh47H7nz5/H6tWrsW3bNqSkpFRYLQpFxec+uVxW4v8Pa9exmzhcxsKBrWKCbfJ9VHYV3c9UWkFiIm4t/QyahARAEFCtbz/4tmgOgX1e4fh+tg/2s/1Uhr6WNOzk5xetF3P/3BxXV9cS+3AVy8vLw2uvvYbXXnsNtWrVqrCwI5MJ8Pe33VogPj4Pfzt4emY+Nv941ezxgV3rILpm1Z4YWhH9TKWl/ngIN5atgKGgAC5+fqj3yjT4NW8mdVlOj+9n+2A/24+UfS1p2HFzK7pNWqvVGv8MAAUFBSZ3U587dy6ioqIwdOjQCq3DYBChVudV6HMCRSnWx8cdanU+9HrDQz3X5Ztlb8vRuWkoMjJyH+o1HFVF9jOVlLJlM+7u3gUA8GzYEA1nvAqN3K3Kvtfsge9n+2A/24+t+trHx93i0SJJw07x5avU1FRERkYa21NTU1G/fv1S52/fvh1KpRItWhSt4aHX6wEAffr0waRJkzBp0qRy16LT2e7NrtcbHvr5FTLz6xkN7hoNHw+lTb8HR1AR/UwluTVoBOzbi8A+/RDcvz+U/t7IzchlP9sB38/2wX62Hyn7ulxhR6VSYdWqVTh27BjS0tLw+eef48CBA4iJiUH37t0tfp6YmBh4eXnhxIkTxrCjVqtx4cIFjBgxotT5+/btK/H1uXPn8Prrr2PFihWoV69eeb4Vh3EzOdtke4u61bjbOVUYURShu5sOl2pBAADPho0QNe9DuARWgyDj3AYickxWh52EhAQMGzYMBQUFaNWqFS5dugS9Xo8bN24gLi4OcXFxxtvIH0SpVGLEiBFYsGABAgICUL16dcyfPx+hoaHo2bMn9Ho9VCoVvL294ebmhpo1S36oF09iDg8Ph5+fn7XfikPJytGabI8I8rJzJeSsDBoNUtavQ+65M4j8vzlQhoQAAFwCq0lcGRHRw7E67Hz44YcIDAzE+vXr4eHhgcaNGwMAFi5ciIKCAixbtszisAMA06ZNg06nwzvvvAONRoPY2FisWrUKLi4uuH37Nh577DG8//77GDhwoLWlOhWDQTTZ3rRO1Z6UTBWjIOEWEpfFoTAlGZDJoLl21Rh2iIgcndVh59dff8W8efPg4+NjnDNTbMiQIXj55Zetej65XI7XX38dr7/+eqljNWrUwOXLl80+tm3btmUedxYqtQY/HI83eczPy9XO1ZAzEUURWUcOIW3TlxB1Oij8AxA2YRLc6zr3ZWEiqlrKNWdHYWZJeK1Wy41BbSAlI9/ssdSMfG7+SeWiz89Hyro1yDl9EgDg2bQZQp8bD7kXL40SkXOxesZh69atsXz5cuTl/XurtiAIMBgM2LRpE1q2bFmhBRIQ4m96bQJBAILNHCN6kMyD+4uCjlyOaoOHIPyFlxh0iMgpWT2yM336dAwbNgw9e/ZE27ZtIQgCVq1ahWvXriE+Ph4bN260RZ1VWoCPG9o2CMaJi6nGNgHA6F4xHNWhcgvo1RsFCbfg37MX3KPrSF0OEZHNWD2yU69ePWzfvh1t27bFiRMnIJfLcezYMURGRmLz5s1o0KCBLeqs0o6cSywRdABgUNdodG4WLlFF5Ij0eblI/2YHRJ0OACAoFAif/AKDDhE5vXLN2alVqxYWLlxY0bWQCSq1Bmt3XyrVvu3wNbRtGMKRHbJI/vXrSFoRB116OmAwoNrAQVKXRERkN1aHncRE8xtRFgsP54hDRTl7Nd1kuyhycjI9mCiKyNy/D2nbvwL0ergEBcGrZSupyyIisiurw063bt0eeMfVxYsXy10QlXT+mumwI4CTk6ls+pwcJK/5HLnnzgIAvFq1Rsjo5yD38JC2MCIiO7M67MybN69U2MnLy8Pp06dx4sQJzJs3r8KKq+pUag3OXzO9AWi3ltU5qkNmaW7eQGLcp9CpVBAUCgQNGQbfrg/+RYWIyBlZHXbMrWQ8fPhwvP/++/j++++tWkGZzDN3CQsAWtUPtmMl5Ghkrq7Q5+bCJTgEYZOmwC2S+6cRUdVVobued+vWDVOmTKnIp6zSzO2HxUtYZIqo00H4Z8FPZVg4qr/0KlwjIiF353uFiKq2Ct3G+Ny5c2ZXVybrNTOz71Xv9jV5CYtKyPv7Mm785w3k/f3v9ike9eoz6BARoRwjO2+99VapNoPBgOTkZJw6dQqDBvGW1opSO9wX1at54k56rrGtVf0gPN0lWsKqqDIRDQaodu3E3W+/BkQRqu+/hcf0GVKXRURUqVgddk6cOFGqTRAEeHl5Yfz48Zg0aVKFFEZF6kX44U56LkID3PHMo3XQvG6Q1CVRJaHLykLyqhXIu/AXAMCnwyMIHj5K4qqIiCofq8POypUrER3NkQV72H74Gn46cwcAkKzKx6fb/8DoJ2K4cjIh7+IFJH2+HPqsLAhKJYKHj4LvIx2lLouIqFKyes7Os88+i2+++cYGpdC9Pv7qLH74Nb5Emwhg3Z5LUKk10hRFlYLm5g3c/t986LOyoAyvjsh3ZjHoEBGVweqRHRcXF/j7+9uiFvrHhr2Xcf666fV1uHIyudasBa9WsZC5uyF46HDIXF2lLomIqFKzOuy89NJL+Oijj5CdnY2YmBh4mFiNldtFlN/u4/H48Z9LV6YIAm87r4ryLl6Aa82akHt4QhAEhI2bYLzNnIiIymb1v5azZ8+GXq/H66+/bvYcbhdRPiq1BlsPXSvznNG9YjiqU4WIej3ufvs1VLt/gFeLlgib/AIEQWDQISKygtX/Ys6dO9cWdRCAlIz8Mo+/M6oVaof72qkaklqhSoXklcuQf+VvAIDc2wfQ6wEGHSIiq1j0r+aoUaMwa9YsREdH46mnnrJ1TVXW0fNJZo8N7hrNoFOF5Jw/h+TVK2HIyYHMzQ0ho5+Dd2wbqcsiInJIFoWdkydPIjc398EnUrntPh6PY38lmzzWoJYfnmjHvY2qAlGnQ/rX25GxdzcAwDWyJsImTYUymHuhERGVF8fDK4EHzdVpXY8fdFWFQaNB9smihTv9unVHtcFDIHNxkbgqIiLHxrBTCWz9qexJyc3qVLNTJSQ1uZcXwiZMhk6dBe9WraUuh4jIKVgcdqZOnQqlUvnA8wRBwIEDBx6qqKpEpdbgxMUUs8cHd43m3VdOTNTpkLbtK7hGRMD3kU4AAPe6dSWuiojIuVgcdho2bIiAgABb1lIllXUHVou61ThXx4kVpqUhcXkcCm7egKBUwrNJMyh8fKQui4jI6Vg1stO0aVNb1lIlhZSxQODwHvXsWAnZU/Zvp5CydjUM+fmQeXgi9LlxDDpERDbCOTsSy8wpMNn+ZPuavHzlhAyFWqR9tQVZPx0EALhF10HYhMlwCQyUuDIiIufFsCOxK7ezTLZ7u/MOHGcj6nRI+PB9FNy8AQDw79Ub1QYM5GrIREQ2ZtG/sk899RQ3/7QRD1fTPwJ3M+3kuASFAp6NGkOXno7Q58fDswkvCxMR2YNFn6jvv/++reuosvIKdCbb8820k2MxaLUw5OVC4Vf0y0JgvwHwe/QxKPz8pC2MiKgK4fCBxOrWML0FRB0z7eQ4tMlJSFwWB0EuR8Sbb0Pm4gJBLmfQISKyM4Ydid1OK70NR3S4D/fBcnDqX48hZcM6iAUFkHv7oDA1Fa7Vq0tdFhFRlcSwIyGVWoO1uy+Var+epIZKreHdWA7IUFCA1I0boD76MwDAPaYBwsZN5GgOEZGEGHYkZG6bCFEEUjPyGXYcTMGdO0ha/hm0iYmAICCw3wAEPNkXgkwmdWlERFUaw45EHrRNRHAZiw1S5ZT65RfQJiZC7uuHsPET4RHTQOqSiIgIDDuSuXrH9Po6ANCuYQhHdRxQyNjnkb7tKwQPH8XVkImIKhGOr0skJ7/Q7LFBXaPtWAmVV0FCAjIO7jd+rQwKRvjkFxh0iIgqGY7sSMTLzArJXZuHc1SnkhNFEVlHDiNt0waIej2UoWHwbNRY6rKIiMgMhh2J1Klu+tbyPh1q2bcQsoo+Px+p69ci++QJAIBnk6Zwi+TO9ERElRnDjoQebxOJvSdvGb8e80QMR3UqMc2teCQti0Nhagogl6PawEHw7/E477YiIqrkGHYkcORcItbtvgRR6kLIYplHDiFt4waIOh0UAYEImzgZ7tF1pC6LiIgswLBjZ+YWEgSAL/ZcQuOoAI7uVEIyhQtEnQ6ezVsgdMzzkHt5SV0SERFZiGHHzs5eTTd7zMDFBCsVQ2EhZC5FE8l9OjwCuY8PPBo1hiAIEldGRETW4GQDOzt/zXzYkQlcTLAyEEURGfv3Iv7//gN9drax3bNxEwYdIiIHxLBjRyq1BuevqUweEwRgVC9OUJaaPicHiZ8tRtqWTShMT0PWLz9LXRIRET0kXsayo5SMfLPHJvVrhNgGIXashu6Xf+0qkpYvhU51F4JCgaAhw+DbtZvUZRER0UNi2LGjEDOXqAQBiDaz7g7ZnmgwIGPfHqR/vR3Q6+ESHIKwSVO4fg4RkZPgZSw7CvBxw5gnYkq0CQBG8/KVpDL27kH6tq8AvR7ebdqh5szZDDpERE6EIzt21rlZOH749SbSMjXo90gtdG7G7SGk5tulK9S/HoVf9x7w7dSFk5CJiJwMw44E5P+suNugpj+DjgREgwE5Z36DV8vWEAQBcg8P1Jz1LgS5XOrSiIjIBngZi6oUnVqNOx8vRNLSz5B16EdjO4MOEZHz4siOBPQGAwBAnaeVuJKqJe/SRSStXAZ9VhYEpRIyV46qERFVBQw7dnbkXCLSMjUAgGXf/IX8J/To3Cxc4qqcm2gwQLXzO9z9/ltAFKEMr46wSVPgGl5d6tKIiMgOGHbsSKXWYN09+2KJANbt5n5YtqTLzETS58uRf+kiAMCnYycEDxsBmaurxJUREZG9MOzY0dU7WaV2Ohf/aW/DsGMThWmpyP/7MgRXV4SMGA2f9h2kLomIiOxM8rBjMBiwZMkSbN26FdnZ2YiNjcXMmTMRERFh8vwrV65g/vz5OHfuHGQyGWJjY/Hmm28iPNxxLwXxRmfbca9bDyGjxsK9Th0oQ8OkLoeIiCQg+d1YcXFx2LhxI9577z1s3rwZBoMB48aNg1ZbevJuRkYGxo4dCzc3N6xfvx4rV66ESqXCuHHjUFBQIEH11qljYpVkAVw9uSIVZmTg9sf/Q0FiorHNt2MnBh0ioipM0rCj1WqxevVqTJs2DV27dkVMTAwWLVqE5ORk7Nu3r9T5Bw4cQF5eHj766CPUq1cPjRs3xvz583Ht2jX8/vvvEnwH1jG1gvLoJ7h6ckXJPn8Ot+bMRN6f55GybjVE8f6LhkREVBVJGnYuXbqE3NxctG/f3tjm4+ODhg0b4tSpU6XOb9++PeLi4uDm9m84kP2zQJ9arbZ9wRWgc7NwBPkV1T95QCPeiVUBRJ0ON9etR8L/FkKfkw3XyJoIfW48V0ImIiIAEs/ZSU5OBgCEhZW8xBAcHGw8dq8aNWqgRo0aJdpWrFgBNzc3xMbGPlQtCkXF5z65XFbi/8bX+udrf283m7xuVVJ4Nx3xS5ci7+oVAID/Y90RMnQYZC4uElfmfMy9n6lisZ/tg/1sP5WhryUNO/n5+QAApVJZot3V1RVZWVkPfPz69euxYcMGvPPOOwgICCh3HTKZAH9/z3I//kF8fErudl48GuXt7WbT13V2ebdu4e9ZM6HLyYHc0wN1XpiCah3aP/iB9FDufz+TbbCf7YP9bD9S9rWkYaf4cpRWqy1xaaqgoADu7uY7RRRFfPLJJ1i6dCkmT56MkSNHPlQdBoMItTrvoZ7DFLlcBh8fd6jV+dDrDfe8XtGfs7M1yMjIrfDXrSpEDz+4hIfDRadDwzdfg9bdh/1pQ+bez1Sx2M/2wX62H1v1tY+Pu8WjRZKGneLLV6mpqYiMjDS2p6amon79+iYfU1hYiLfeegs7d+7EW2+9hTFjxlRILTqd7d7ser2hxPMXz5u9v50erPBuOuQ+vv9cphIQPvlFKL094Rbki/yMXPanHfB9ax/sZ/tgP9uPlH0t6cXKmJgYeHl54cSJE8Y2tVqNCxcumJ2DM2PGDOzZswcLFy6ssKBDjiH7t9OIn/1/SN/+lbFN7u0NQSH5clFERFSJSfopoVQqMWLECCxYsAABAQGoXr065s+fj9DQUPTs2RN6vR4qlQre3t5wc3PDjh07sGvXLsyYMQNt2rRBWlqa8bmKz6nsVGoN8gt0ALgRqKUMhYVI37oZmT8eBABobtyAobCQk5CJiMgikv9KPG3aNOh0OrzzzjvQaDSIjY3FqlWr4OLigtu3b+Oxxx7D+++/j4EDB2Lnzp0AgI8++ggfffRRiecpPqcyO3IuEWvv2RtrKTcCfSBtSgqSlseh4FY8AMC/V29UGzCQozlERGQxQeTKa9DrDVCpKn5iq0Ihg7+/JzIycpGqysNrccdKnSMIwPzJHbiwoAnZp04iZd1qGDQayLy8EPrceHg1bVbqvHv7mdfebYf9bB/sZ/tgP9uPrfo6IMDTMSYoVyUpGfkm20URSM3IZ9i5jz4nBylfrIFBo4F73XoIHT8JLg+xvAAREVVdDDt2EuJv+lZ6QQCCzRyryuReXggZ/RwKEm4hsN8ACHK51CUREZGDYtixk8wc0xuV9m5Xk6M6/1D/egxyHx94NmoMAPBuHQvv1g+3MjYRERHDjp3sOXnLZLu3O+8oMhQUIHXjBqiP/gy5tzdqzp4LhS93gicioorBsGMHKrUGpy+lmTxW1S9hFSTeQdKyz6BNTAQEAX6PPga5t7fUZRERkRNh2LGDrw5eMXvMTVk1fwSiKEJ99BekblwPUauF3NcXYeMnwSOmgdSlERGRk6man7R2lJ6Zj2N/pZg9XhVHdkS9HslrVyH716Jb8T0aNkLo8xN46YqIiGyCYcfGEtNzzB5r1zCkSk5OFuRyCBAAQUDggIEIeOJJCDJJdy4hIiInxrBjY+HVvMweG9Q12o6VSEsURYiFhZAplQCA4BGj4NulK9zr1JW4MiIicnb8ddrGqvm54/knS89DGfNETJUZ1dHn5yN55TIkLfsMoqFo9UyZqyuDDhER2QVHduygS4vq2HboGrJytRjUJRrtGlWdy1eaW/FIWhaHwtQUQC5HQfxNuEXVlrosIiKqQhh27EQmEwAAjaICqkTQEUURWT8dRNpXmyHqdFAEBCJs4mQGHSIisjuGHapw+rxcpKxbg5zfTgMAPJu3QOiY5yH3Mj9/iYiIyFYYduykeKfXO2k5qBnq3IvmJS39DHkXLwByOYIGPQO/7j0hCILUZRERURXFCcp2sOLbv5CdXwgA+PyHi/h85wWJK7KtagMHwSU0FJFvvg3/Ho8z6BARkaQYdmzs71sZ+OWPpBJtx/5MxvXELIkqqnj6nBzk/nHe+LVbVG3Uence5+cQEVGlwLBjY18fumqy/ept5wg7+deuIv7dWUj8bDE0t+KN7VwkkIiIKgvO2bEhlVqDX84lmjzm6NtEiAYDMvbtQfrX2wG9Hi5BwVKXREREZBLDjg1dScg0e8yRNwDVZ2cjec3nyD1/DgDgHdsGwaPGQu7u2AGOiIick+N+4joA0Uy7IDjuyE7+lb+RtGIpdBkZEBQKBA0bAd/OXTgJmYiIKi2GHRsK9jMdaHq3q+mwCwvmXb4EXUYGXEJDET5xKlwjIqQuiYiIqEwMOzakKdSbbG9UK8DOlVScgN59ICgU8OvaDTI3xwxsRERUtfCWGRsKDfDA/Vd3ZA52CSvv0kXcXrQABq0WQNFdVgG9ejPoEBGRw2DYsaEAHze8MLi58WtBAEb1cozdzkWDAXe/+wa3F36EvL/+hGr3D1KXREREVC4MOzbWs21NRIX5AABG9qyPzs3CJa7owXRZmbj9v/m4+903gCjCp2MnBPTqLXVZRERE5cI5O1RC7oW/kLxyOfTZagiurggZMQo+7R+RuiwiIqJyY9ixsX0n4nEjSQ0AWL/3MmQyodKO7mT9cgQp69YAoghl9RoInzQFyrDKWSsREZGlGHZsSKXWYMnWs8avRQBf7LmExlEBlXLejkfDRpB5eMC7dSyChjwLmVIpdUlEREQPjWHHhpJVeRDvW1nQIAKpGfmVJuxokxKNozcuAYGo9e5/ofD1k7YoIiKiCsQJyjZ0M1Fdqk1A5bj1XNTpkLbtK9yc+TZyzp4xtjPoEBGRs+HIjo2o1Bps/rH0jufmtpCwp8K7d5G0Yik014rq01y/Bq/mLSSuioiIyDYYdmzk7NV0s8ekvIyVc/YMkld/DkNeLmTu7ggZ8xy8W8VKUgsREZE9MOzYyM3k0pewiklxGUvU6ZC2fSsy9+8FALjWikLYxMlQBgXbvRYiIiJ7YtixETcX013bsKa/JKM6eZcuGIOOX/eeCBr0DAQFf/xEROT8+GlnI+0aheDAb7dLtQ/sUluCagDPxk3h36s33KPrwKtFS0lqICIikgLvxrKR2uG+iAj2KtHWoXEoaof72uX1DYWFSNu+FbqsTGNb0KBnGHSIiKjK4ciODTWs5Y+E1ByE+LthSLe6aF43yC6vq01JQdLyOBTcikfBzRuo/urrEO7ffp2IiKiK4MiOjRw5l4i9JxMAACkZGny6/Q8cOZdo89fNPnkCt96bhYJb8ZB5ecGvR08GHSIiqtI4smMDKrUGa3dfKtEmAlhnw60iDFot0rZsRNbhQwAA97r1EDp+ElwCAir8tYiIiBwJw44NXL2TZbJdtNFWEYV37+LOpx9DezsBEAQEPPEkAvs/BUEur9DXISIickQMO3YkCLZZY0fu6QnodJB7eyN03ER4Nmpc4a9BRETkqBh2bKCar+mRm97talbYqI5Bq4WgUECQySBzc0P41Bchc3eHws+/Qp6fiIjIWXCCsg0UFBpMtjeqVTHzZwoS7+DW3DnIPLDP2KYMC2fQISIiMoFhxwZC/N1x/w1Qsgq6hJV19GfcmjsH2sQ7yDiwDwat9qGfk4iIyJkx7NhAgI8bRveKMX4tCMCoXjEPdQnLoNEgedVKpKxZBVGrhUfDRoh8exZkSmVFlExEROS0OGfHRjo3C8fmg1eg0erx5oiWqFvdr9zPVZCQgKTlcdAmJwGCgMD+TyGgdx8IMmZVIiKiB2HYsSHZP9ey/Lxcy/0c+txcJHw0D4b8fMj9/BA2YTI86tWvqBKJiIicHsNOJSf39ERg3wHIvfAXQp8fB4W3j9QlERERORSGHRsyiCIAIDOnAEG+lk9O1tyKhyCTwbVGBADAr0dP+HXvwctWRERE5cBPTxs5ci4RGq0eAPDB+t8t2hdLFEVk/nQQCfPeQ+LSz2DQ5AMABEFg0CEiIionjuzYgEqtwbp79sYSAazbXfa+WPq8PKSsW42c304DAJShoRD1ptfrISIiIssx7NjA1TtZEO9rE/9pb2Mi7GhuXEfS8qUoTE8D5HIEPf0MdysnIiKqIAw7NpCSkWdRuyiKyDy4H2lbtwB6PRTVqiFswhS4165tjzKJiIiqBIYdG9Dp7h/XKaK/v10UkXvuHKDXw6tFK4SMfQ5yD087VEhERFR1MOzYQLM6gfj+2M1S7U3rBJb4WpDJEDpuAnLO/g7fzl152YqIiMgGeIuPDdQO90Wd6r4l2jo0DkVUqDdUe3cjdeN6Y7vC1xd+XR5l0CEiIrIRycOOwWDA4sWL0alTJzRv3hzjx49HQkKC2fMzMjIwffp0xMbGok2bNpgzZw7y8/PtWLFlujQPBwDUCPLE7LGxGNslAolLPkH61i3I/PEg8q/8LXGFREREVYPkYScuLg4bN27Ee++9h82bN8NgMGDcuHHQmtnNe9q0aYiPj8fatWvxySef4PDhw5g9e7Z9i7aS5lY84t+dhdzz5yAoFAgeORpudepKXRYREVGVIGnY0Wq1WL16NaZNm4auXbsiJiYGixYtQnJyMvbt21fq/DNnzuDkyZP48MMP0ahRI7Rv3x7vvvsuvv32W6SkpEjwHZh3+GzRIoK303LxwYEUfKOIgUtIKCLfnsnLVkRERHYk6QTlS5cuITc3F+3btze2+fj4oGHDhjh16hT69OlT4vzTp08jKCgI0dHRxrY2bdpAEAT89ttv6N27d7lrUSgqLvddv5OFq3ey/m0QBPzpG42Bw5+GZ1RQhb0OFZHLZSX+T7bBfrYP9rN9sJ/tpzL0taRhJzk5GQAQFhZWoj04ONh47F4pKSmlzlUqlfDz80NSUlK565DJBPj7V9wt3wnnTdUiIDFbj9gKfB0qycfH8v3HqPzYz/bBfrYP9rP9SNnXkoad4onFSqWyRLurqyuysrJMnn//ucXnFxQUlLsOg0GEWm16IcDyiAj0MNleI9AdGRm5FfY6VEQul8HHxx1qdT703GLDZtjP9sF+tg/2s/3Yqq99fNwtHi2SNOy4uRVtnaDVao1/BoCCggK4u5dOgG5ubiYnLhcUFMDDw3TAsJROV3E/gMgQb3RoHIpjf/47OtWhcSgiQ7wr9HWoJL3ewP61A/azfbCf7YP9bD9S9rWkYaf4klRqaioiIyON7ampqahfv36p80NDQ3HgwIESbVqtFpmZmQgODrZtsVYa16chesZG4PbdfNQIdEdkiLfUJREREVVJks7MiomJgZeXF06cOGFsU6vVuHDhAmJjY0udHxsbi+TkZMTHxxvbTp48CQBo1aqV7Qu2Uu3qvujfJRq171tgkIiIiOxH0pEdpVKJESNGYMGCBQgICED16tUxf/58hIaGomfPntDr9VCpVPD29oabmxuaNWuGli1b4pVXXsHs2bORl5eHmTNnYsCAAQgJCZHyWyEiIqJKSvJ77qZNm4ZBgwbhnXfewbBhwyCXy7Fq1Sq4uLggKSkJHTt2xK5duwAAgiBgyZIlqFGjBkaPHo2XX34ZnTt3rvSLChIREZF0BFEUTW/RXYXo9QaoVBV/l5RCIYO/vycyMnI5Ac6G2M/2wX62D/azfbCf7cdWfR0Q4Gnx3ViSj+wQERER2RLDDhERETk1hh0iIiJyagw7RERE5NQYdoiIiMipMewQERGRU2PYISIiIqfGsENEREROjYsKAhBFEQaDbbpBLpdV6Jb2ZBr72T7Yz/bBfrYP9rP92KKvZTIBgiBYdC7DDhERETk1XsYiIiIip8awQ0RERE6NYYeIiIicGsMOEREROTWGHSIiInJqDDtERETk1Bh2iIiIyKkx7BAREZFTY9ghIiIip8awQ0RERE6NYYeIiIicGsMOEREROTWGHSIiInJqDDsPwWAwYPHixejUqROaN2+O8ePHIyEhwez5GRkZmD59OmJjY9GmTRvMmTMH+fn5dqzYMVnbz1euXMGECRPQtm1btG/fHtOmTUNiYqIdK3ZM1vbzvb777jvUr18ft2/ftnGVjs/afi4sLMTChQuN548YMQIXL160Y8WOydp+vnv3LqZPn4527dqhbdu2eOWVV5CSkmLHip3D8uXLMXLkyDLPkeKzkGHnIcTFxWHjxo147733sHnzZhgMBowbNw5ardbk+dOmTUN8fDzWrl2LTz75BIcPH8bs2bPtW7QDsqafMzIyMHbsWLi5uWH9+vVYuXIlVCoVxo0bh4KCAgmqdxzWvp+L3blzB++++66dqnR81vbz7NmzsWPHDsybNw/bt29HQEAAxo8fj+zsbDtX7lis7eeXX34ZiYmJWLNmDdasWYPExERMnTrVzlU7ti+//BIff/zxA8+T5LNQpHIpKCgQW7RoIX755ZfGtqysLLFp06bi999/X+r833//XaxXr5549epVY9vPP/8s1q9fX0xOTrZLzY7I2n7+6quvxBYtWoj5+fnGtsTERLFevXrisWPH7FKzI7K2n4vp9Xpx2LBh4qhRo8R69eqJCQkJ9ijXYVnbz7du3RLr168v/vTTTyXOf/TRR/l+LoO1/ZyVlSXWq1dPPHjwoLHtwIEDYr169cSMjAx7lOzQkpOTxYkTJ4rNmzcXe/XqJY4YMcLsuVJ9FnJkp5wuXbqE3NxctG/f3tjm4+ODhg0b4tSpU6XOP336NIKCghAdHW1sa9OmDQRBwG+//WaXmh2Rtf3cvn17xMXFwc3NzdgmkxW9zdVqte0LdlDW9nOxZcuWobCwEBMnTrRHmQ7P2n4+evQovL290blz5xLn//jjjyWeg0qytp/d3Nzg6emJb775Bjk5OcjJycG3336LqKgo+Pj42LN0h/TXX3/BxcUF3333HZo1a1bmuVJ9Fips9sxOLjk5GQAQFhZWoj04ONh47F4pKSmlzlUqlfDz80NSUpLtCnVw1vZzjRo1UKNGjRJtK1asgJubG2JjY21XqIOztp8B4Pz581i9ejW2bdvGuQ0Wsrafb9y4gYiICOzbtw8rVqxASkoKGjZsiDfffLPEhwWVZG0/K5VKfPDBB5g5cyZat24NQRAQHByMDRs2GH9ZIvO6deuGbt26WXSuVJ+F/CmWU/FkKqVSWaLd1dXV5NyQ/Pz8UueWdT4Vsbaf77d+/Xps2LABr732GgICAmxSozOwtp/z8vLw2muv4bXXXkOtWrXsUaJTsLafc3JyEB8fj7i4OLz66qtYunQpFAoFnn32Wdy9e9cuNTsia/tZFEVcvHgRLVq0wJdffol169YhPDwcU6ZMQU5Ojl1qriqk+ixk2Cmn4ssk9092KygogLu7u8nzTU2MKygogIeHh22KdALW9nMxURTx8ccfY+7cuZg8efID7w6o6qzt57lz5yIqKgpDhw61S33Owtp+VigUyMnJwaJFi9CxY0c0bdoUixYtAgB8/fXXti/YQVnbz7t378aGDRswf/58tGrVCm3atMGyZctw584dbNu2zS41VxVSfRYy7JRT8TBcampqifbU1FSEhISUOj80NLTUuVqtFpmZmQgODrZdoQ7O2n4Gim7Vff3117Fs2TK89dZbePnll21dpsOztp+3b9+OY8eOoUWLFmjRogXGjx8PAOjTpw+WLVtm+4IdVHn+3VAoFCUuWbm5uSEiIoK3+ZfB2n4+ffo0oqKi4OXlZWzz9fVFVFQU4uPjbVtsFSPVZyHDTjnFxMTAy8sLJ06cMLap1WpcuHDB5NyQ2NhYJCcnl/iLc/LkSQBAq1atbF+wg7K2nwFgxowZ2LNnDxYuXIgxY8bYqVLHZm0/79u3Dzt37sQ333yDb775BnPnzgVQND+Koz3mleffDZ1Ohz/++MPYptFokJCQgJo1a9qlZkdkbT+HhoYiPj6+xGWUvLw83L59m5dpK5hUn4WcoFxOSqUSI0aMwIIFCxAQEIDq1atj/vz5CA0NRc+ePaHX66FSqeDt7Q03Nzc0a9YMLVu2xCuvvILZs2cjLy8PM2fOxIABA8yOUJD1/bxjxw7s2rULM2bMQJs2bZCWlmZ8ruJzqDRr+/n+D9riSZ/h4eHw8/OT4DtwDNb2c+vWrdGhQwe88cYbePfdd+Hn54fFixdDLpejf//+Un87lZa1/TxgwACsWrUKL7/8Ml566SUAwMcffwxXV1cMHDhQ4u/GsVWaz0Kb3dReBeh0OvGjjz4S27VrJzZv3lwcP368cZ2RhIQEsV69euL27duN56enp4svvvii2Lx5c7Ft27birFmzRI1GI1X5DsOafh47dqxYr149k//d+7Og0qx9P9/r+PHjXGfHQtb2c3Z2tjhr1iyxbdu2YrNmzcSxY8eKV65ckap8h2FtP1+9elWcOHGi2KZNG7Fdu3biCy+8wPdzObzxxhsl1tmpLJ+FgiiKou2iFBEREZG0OGeHiIiInBrDDhERETk1hh0iIiJyagw7RERE5NQYdoiIiMipMewQERGRU2PYISIiIqfGsENEVZ4zLTfmTN8LUUVh2CFyEm+++Sbq169v9r89e/ZY9VzdunWzYbX/vs79dTZq1AgdO3bE66+/jqSkpAp9vdu3b6N+/frYsWMHgKL9kmbMmIHTp08bzxk5ciRGjhxZoa9rirmfV4sWLdC3b1+sWbPG6ue8cuUKhg0bZoNqiRwb98YiciJBQUFYsmSJyWOVdUPD+2vW6XS4ceMGFixYgDNnzmDnzp0VtqdZcHAwtmzZgsjISADAxYsX8e233+Lpp582njNr1qwKeS1L3P+9i6KI9PR0bN68GR988AFcXV3x7LPPWvx8e/bswZkzZ2xRKpFDY9ghciJKpRLNmzeXugyrmKq5devWcHFxwRtvvIGDBw/iySeftNlr3a9OnToV8lqWMFdP165d0b17d+zYscOqsENEpvEyFlEVo9frsWLFCvTp0wdNmzZF8+bNMXToUBw/ftzsY/7880+MHj0arVq1QosWLTBmzBicPXu2xDmnT5/GiBEj0KxZM7Rp0wZvvPEGVCpVuets0qQJAODOnTvGtqNHj+LZZ59Fq1at0LZtW0yfPr3EpS6DwYBFixahW7duaNy4Mbp164aFCxeisLAQQMnLWCdOnMCoUaMAAKNGjTJeurr3MtZzzz1nctfrKVOmoF+/fjb73l1cXODu7g5BEIxtGo0GCxcuRM+ePdG4cWO0bNkSY8eOxcWLFwEAn376qXGUqH79+vj000+NfbJixQr06NEDjRs3xuOPP47169eXuzYiR8SwQ+RkdDpdqf/unbS6YMECxMXFYciQIfj888/x3nvvITMzEy+99BLy8/NLPV9OTg7GjRsHf39/fPrpp1i0aBHy8/Px/PPPIzs7GwBw6tQpjBkzBm5ubvj444/xn//8BydPnsSoUaOg0WjK9X3cuHEDAIyXnL755hs899xzCAsLw//+9z+89dZbOHPmDIYMGYK7d+8CAFauXIlNmzZh6tSpWL16NYYNG4ZVq1Zh6dKlpZ6/UaNGmDlzJgBg5syZJi9f9evXD3/99Rfi4+ONbWq1GkeOHEH//v0r5Hu/9+ek1Wpx+/ZtvP/++7hx4wYGDBhgPG/GjBnYvn07JkyYgNWrV+Ott97ClStXMH36dIiiiMGDB2PQoEEAgC1btmDw4MEAgNmzZ2Px4sXo168fli1bhl69emHevHn47LPPHlgbkbPgZSwiJ3Lnzh00atSoVPv06dMxYcIEAEBqaipeeeWVEpNwXV1d8eKLL+Ly5culLqtcvXoVGRkZGDVqFFq2bAkAqF27NrZs2YLc3Fx4e3tj4cKFiIqKwvLlyyGXywEAzZo1w5NPPont27dj+PDhZdat0+mMf87JycEff/yB999/HzVq1EDXrl1hMBiwYMECdOzYEQsXLjSe27JlS/Tu3RurVq3CjBkzcPLkSTRu3Ng4B6dNmzZwd3eHt7d3qdf08vIyXrKqU6eOyctXPXv2xJw5c7Bz505MnToVALBv3z7o9Xr06dMHAB7qezf386pVqxZmzZplnGys1WqRm5uLd955B7179zZ+bzk5Ofjggw+Qnp6O0NBQhIaGAoDxZ3jjxg189dVXePXVV40//44dO0IQBCxfvhzPPvss/P39zdZH5CwYdoicSFBQkMlRjOIPQQDGsKBSqXD9+nXEx8fjp59+AlD0oXq/unXrIiAgAJMmTUKvXr3QqVMnPPLII3j99dcBAPn5+Th37hyef/55iKJoDC4RERGIjo7G0aNHy/WB36xZM7z77rtwc3PDtWvXkJaWhunTp5c4JzIyEi1atMDJkycBAG3btsXChQvx7LPPolu3bujatStGjBhRZp+VxcPDA927d8euXbuMYeeHH35A+/btERIS8tDf+70/L7Vajbi4ONy6dQsffPABWrRoYTxPqVRi1apVAICUlBTcuHEDN2/eLPPnBgDHjx+HKIro1q1biUDZrVs3LF26FL/99hu6d+9e7v4hchQMO0RORKlUGue6mPPHH39gzpw5+OOPP+Du7o46deogPDwcgOk1Wjw9PfHll19i6dKl2L17N7Zs2QI3Nzf0798f77zzDtRqNQwGA1auXImVK1eWeryrq2uZ9dwf0JRKJUJDQ+Hr62tsy8zMBABUq1at1OOrVauGCxcuAADGjRsHT09PbN++HQsWLMD8+fNRt25dvPPOO2jXrl2ZdZjTv39/fPfdd7h06RKqVauGEydOYN68eQDw0N/7/T+vli1b4umnn8b48eOxdetWREVFGY/9/PPPmDdvHq5fvw5PT0/ExMTAw8MDgPm1dYr7zdwE75SUlDLrI3IWDDtEVUjx/Jv69evjhx9+QO3atSGTyXD48GHs3bvX7ONq166N+fPnQ6/X4/z58/j222+xadMmREZGYujQoRAEAWPGjDH5oeru7l5mTZYEND8/PwBAenp6qWNpaWnGSzEymQzDhw/H8OHDcffuXRw+fBjLli3Diy++iKNHj5b5Gua0b98eQUFB2L17N4KCguDq6oqePXsCKAqCD/O9mzr/gw8+wJAhQ/DWW29h06ZNEAQBt27dwtSpU9G9e3csX74cEREREAQBX375JX7++Wezz+fj4wMAWLduHTw9PUsdLw65RM6OE5SJqpDr168jMzMTo0aNQp06dSCTFf0TcOTIEQBFd+7cb8+ePWjXrh3S0tIgl8vRokULzJ49Gz4+PkhMTISXlxcaNmyI69evo0mTJsb/6tati08//RQnTpx46LqjoqIQFBSEnTt3lmhPSEjA2bNnjXOJhg4dirlz5wIAAgMDMXDgQAwfPhxqtRo5OTmlnrd4jk1Z5HI5+vbti59++gl79uxB9+7djSMqtvjemzZtimeeeQZnzpzBN998A6DobriCggJMmDABkZGRxru0ioNO8chO8c+zWOvWrQEAGRkZJepTqVT45JNPjCM/RM6OIztEVUhUVBS8vLywbNkyKBQKKBQK7N27F9u2bQMAk3djtWzZEgaDAVOnTsWECRPg6emJ3bt3Izs72zjCUTwBdvr06ejXrx/0ej1Wr16Nc+fOYcqUKQ9dt0wmw6uvvoq33nrL+BoZGRlYsmQJfH19MXbsWABAbGwsVq9ejWrVqqFFixZISUnBmjVr0KZNGwQEBCAvL6/E8xZPXD506BB8fX0RExNj8vX79++P1atXQyaTlbpcZYvv/eWXX8bu3buxcOFC9OjRA40aNYJCocD8+fPx3HPPQavVYseOHTh06BAAGL+v4pGcnTt3olmzZqhfvz769euH//u//8OdO3fQuHFj3LhxA4sWLUKNGjUq7UKTRBWNIztEVYi3tzfi4uIgiiJeeuklzJgxA4mJidiwYQM8PT1LbJtQLDg4GJ9//jm8vb3x9ttvY+LEifjrr7/w6aefGufBdOzYEatWrUJycjKmTZuGGTNmQC6XY82aNRW2yOHAgQOxePFi3LhxA1OnTjVO4t22bRuCgoIAAC+99BImTZqE7du3Y9y4cfjggw/QsWNHLF682ORz1q1bF3369MGXX36J1157zexrx8TEoF69eggMDET79u1LHLPF9+7v74+XXnoJaWlp+Oyzz1CzZk0sXLgQKSkpmDx5svGW+fXr10MQBOPPrWfPnmjSpAnefPNN44Tm999/H2PHjsXmzZsxbtw4LFu2DL1798bq1astGtkicgaCyF3jiIiIyIlxZIeIiIicGsMOEREROTWGHSIiInJqDDtERETk1Bh2iIiIyKkx7BAREZFTY9ghIiIip8awQ0RERE6NYYeIiIicGsMOEREROTWGHSIiInJq/w/6LetmIBqSZwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lgbm_roc_auc = roc_auc_score(y_test, y_prob)\n",
+    "fpr, tpr, thresholds = roc_curve(y_test, y_prob)\n",
+    "plt.figure()\n",
+    "\n",
+    "plt.plot([0,1],[0,1],'r--')\n",
+    "plt.plot(fpr, tpr, marker='.', label='LGBM')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.title(\"LGBM ROC\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 238,
+   "id": "e4af4a2b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1])"
+      ]
+     },
+     "execution_count": 238,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X.columns\n",
+    "random_user = X.sample(1, random_state = 42)\n",
+    "lgbm_model.predict(random_user)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "id": "4d3cba12",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Observing the variables that affect the success of our model\n",
+    "\n",
+    "def plot_importance(model, features, num=len(X), save=False):\n",
+    "    feature_imp = pd.DataFrame({'Value': model.feature_importances_, 'Feature': features.columns})\n",
+    "    plt.figure(figsize=(10, 10))\n",
+    "    sns.set(font_scale=1)\n",
+    "    sns.barplot(x=\"Value\", y=\"Feature\", data=feature_imp.sort_values(by=\"Value\",\n",
+    "                                                                      ascending=False)[0:num])\n",
+    "    plt.title('Features')\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "    if save:\n",
+    "        plt.savefig('importances.png')\n",
+    "\n",
+    "plot_importance(lgbm_model, X_train, num=35)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 240,
+   "id": "36ff6f7c",
+   "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>PaperlessBilling</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "      <th>Churn</th>\n",
+       "      <th>MultipleLines_No phone service</th>\n",
+       "      <th>MultipleLines_Yes</th>\n",
+       "      <th>InternetService_Fiber optic</th>\n",
+       "      <th>InternetService_No</th>\n",
+       "      <th>OnlineSecurity_No internet service</th>\n",
+       "      <th>OnlineSecurity_Yes</th>\n",
+       "      <th>OnlineBackup_No internet service</th>\n",
+       "      <th>OnlineBackup_Yes</th>\n",
+       "      <th>DeviceProtection_No internet service</th>\n",
+       "      <th>DeviceProtection_Yes</th>\n",
+       "      <th>TechSupport_No internet service</th>\n",
+       "      <th>TechSupport_Yes</th>\n",
+       "      <th>StreamingTV_No internet service</th>\n",
+       "      <th>StreamingTV_Yes</th>\n",
+       "      <th>StreamingMovies_No internet service</th>\n",
+       "      <th>StreamingMovies_Yes</th>\n",
+       "      <th>Contract_One year</th>\n",
+       "      <th>Contract_Two year</th>\n",
+       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
+       "      <th>PaymentMethod_Electronic check</th>\n",
+       "      <th>PaymentMethod_Mailed check</th>\n",
+       "      <th>SENIOR/YOUNG_GENDER_senior_female</th>\n",
+       "      <th>SENIOR/YOUNG_GENDER_young_female</th>\n",
+       "      <th>GENDER_SUPPORT_no_sup_female</th>\n",
+       "      <th>GENDER_SUPPORT_no_sup_male</th>\n",
+       "      <th>GENDER_EC_MONTH_male_ec_month</th>\n",
+       "      <th>GENDER_EC_MONTH_nan</th>\n",
+       "      <th>GENDER_SECURITY_no_sec_female</th>\n",
+       "      <th>GENDER_SECURITY_no_sec_male</th>\n",
+       "      <th>GENDER_SECURITY_yes_sec_female</th>\n",
+       "      <th>GENDER_SECURITY_yes_sec_male</th>\n",
+       "      <th>GENDER_FIB_DEP_male_fib_dep_no</th>\n",
+       "      <th>GENDER_FIB_DEP_nan</th>\n",
+       "      <th>NEW_TENURE_YEAR_1-2 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_2-3 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_3-4 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_4-5 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_5-6 Year</th>\n",
+       "      <th>PARTNER_CONTR_no_partner_month</th>\n",
+       "      <th>PARTNER_CONTR_yes_partner_month</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1.277</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1.160</td>\n",
+       "      <td>-0.994</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.066</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.260</td>\n",
+       "      <td>-0.173</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.363</td>\n",
+       "      <td>-0.960</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.514</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.747</td>\n",
+       "      <td>-0.195</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.197</td>\n",
+       "      <td>-0.940</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   gender  SeniorCitizen  Partner  Dependents  tenure  PhoneService  PaperlessBilling  MonthlyCharges  TotalCharges  Churn  MultipleLines_No phone service  MultipleLines_Yes  InternetService_Fiber optic  InternetService_No  OnlineSecurity_No internet service  OnlineSecurity_Yes  OnlineBackup_No internet service  OnlineBackup_Yes  DeviceProtection_No internet service  DeviceProtection_Yes  TechSupport_No internet service  TechSupport_Yes  StreamingTV_No internet service  StreamingTV_Yes  \\\n",
+       "0       0              0        1           0  -1.277             0                 1          -1.160        -0.994      0                            True              False                        False               False                               False               False                             False              True                                 False                 False                            False            False                            False            False   \n",
+       "1       1              0        0           0   0.066             1                 0          -0.260        -0.173      0                           False              False                        False               False                               False                True                             False             False                                 False                  True                            False            False                            False            False   \n",
+       "2       1              0        0           0  -1.237             1                 1          -0.363        -0.960      1                           False              False                        False               False                               False                True                             False              True                                 False                 False                            False            False                            False            False   \n",
+       "3       1              0        0           0   0.514             0                 0          -0.747        -0.195      0                            True              False                        False               False                               False                True                             False             False                                 False                  True                            False             True                            False            False   \n",
+       "4       0              0        0           0  -1.237             1                 1           0.197        -0.940      1                           False              False                         True               False                               False               False                             False             False                                 False                 False                            False            False                            False            False   \n",
+       "\n",
+       "   StreamingMovies_No internet service  StreamingMovies_Yes  Contract_One year  Contract_Two year  PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  PaymentMethod_Mailed check  SENIOR/YOUNG_GENDER_senior_female  SENIOR/YOUNG_GENDER_young_female  GENDER_SUPPORT_no_sup_female  GENDER_SUPPORT_no_sup_male  GENDER_EC_MONTH_male_ec_month  GENDER_EC_MONTH_nan  GENDER_SECURITY_no_sec_female  GENDER_SECURITY_no_sec_male  GENDER_SECURITY_yes_sec_female  GENDER_SECURITY_yes_sec_male  \\\n",
+       "0                                False                False              False              False                                  False                            True                       False                              False                              True                          True                       False                          False                False                           True                        False                           False                         False   \n",
+       "1                                False                False               True              False                                  False                           False                        True                              False                             False                         False                        True                          False                 True                          False                        False                           False                          True   \n",
+       "2                                False                False              False              False                                  False                           False                        True                              False                             False                         False                        True                          False                 True                          False                        False                           False                          True   \n",
+       "3                                False                False               True              False                                  False                           False                       False                              False                             False                         False                       False                          False                 True                          False                        False                           False                          True   \n",
+       "4                                False                False              False              False                                  False                            True                       False                              False                              True                          True                       False                          False                False                           True                        False                           False                         False   \n",
+       "\n",
+       "   GENDER_FIB_DEP_male_fib_dep_no  GENDER_FIB_DEP_nan  NEW_TENURE_YEAR_1-2 Year  NEW_TENURE_YEAR_2-3 Year  NEW_TENURE_YEAR_3-4 Year  NEW_TENURE_YEAR_4-5 Year  NEW_TENURE_YEAR_5-6 Year  PARTNER_CONTR_no_partner_month  PARTNER_CONTR_yes_partner_month  \n",
+       "0                           False                True                     False                     False                     False                     False                     False                           False                             True  \n",
+       "1                           False                True                     False                      True                     False                     False                     False                           False                            False  \n",
+       "2                           False                True                     False                     False                     False                     False                     False                            True                            False  \n",
+       "3                           False                True                     False                     False                      True                     False                     False                           False                            False  \n",
+       "4                           False               False                     False                     False                     False                     False                     False                            True                            False  "
+      ]
+     },
+     "execution_count": 240,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 241,
+   "id": "0d76e6a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import confusion_matrix, recall_score, precision_score, f1_score, accuracy_score, roc_auc_score\n",
+    "from sklearn.metrics import classification_report\n",
+    "from sklearn.metrics import ConfusionMatrixDisplay, roc_auc_score, RocCurveDisplay"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "83e60cf2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import AdaBoostClassifier\n",
+    "from sklearn.ensemble import BaggingClassifier\n",
+    "from sklearn.naive_bayes import BernoulliNB\n",
+    "from sklearn.calibration import CalibratedClassifierCV\n",
+    "from sklearn.naive_bayes import CategoricalNB\n",
+    "from sklearn.multioutput import ClassifierChain\n",
+    "from sklearn.naive_bayes import ComplementNB\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.dummy import DummyClassifier\n",
+    "from sklearn.tree import ExtraTreeClassifier\n",
+    "from sklearn.ensemble import ExtraTreesClassifier\n",
+    "from sklearn.naive_bayes import GaussianNB\n",
+    "from sklearn.gaussian_process import GaussianProcessClassifier\n",
+    "from sklearn.ensemble import GradientBoostingClassifier\n",
+    "from sklearn.ensemble import HistGradientBoostingClassifier\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.semi_supervised import LabelPropagation\n",
+    "from sklearn.semi_supervised import LabelSpreading\n",
+    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
+    "from sklearn.svm import LinearSVC\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.linear_model import LogisticRegressionCV\n",
+    "from sklearn.neural_network import MLPClassifier\n",
+    "from sklearn.multioutput import MultiOutputClassifier\n",
+    "from sklearn.naive_bayes import MultinomialNB\n",
+    "from sklearn.neighbors import NearestCentroid\n",
+    "from sklearn.svm import NuSVC\n",
+    "from sklearn.multiclass import OneVsOneClassifier\n",
+    "from sklearn.multiclass import OneVsRestClassifier\n",
+    "from sklearn.multiclass import OutputCodeClassifier\n",
+    "from sklearn.linear_model import PassiveAggressiveClassifier\n",
+    "from sklearn.linear_model import Perceptron\n",
+    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n",
+    "from sklearn.neighbors import RadiusNeighborsClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.linear_model import RidgeClassifier\n",
+    "from sklearn.linear_model import RidgeClassifierCV\n",
+    "from sklearn.linear_model import SGDClassifier\n",
+    "from sklearn.svm import SVC\n",
+    "from sklearn.ensemble import StackingClassifier\n",
+    "\n",
+    "from xgboost import XGBClassifier\n",
+    "from catboost import CatBoostClassifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "90253f99",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "estimators = []\n",
+    "estimators.append(('AdaBoostClassifier', AdaBoostClassifier(random_state=13) ))\n",
+    "estimators.append(('Bagging Classifier', BaggingClassifier(random_state=13) ))\n",
+    "estimators.append(('Bernoulli NB', BernoulliNB() ))\n",
+    "estimators.append(('Decision Tree Classifier', DecisionTreeClassifier(random_state=13) ))\n",
+    "estimators.append(('Dummy Classifier', DummyClassifier(random_state=13) ))\n",
+    "estimators.append(('Extra Tree Classifier', ExtraTreeClassifier(random_state=13) ))\n",
+    "estimators.append(('Extra Trees Classifier', ExtraTreesClassifier(random_state=13) ))\n",
+    "estimators.append(('Gaussian NB', GaussianNB() ))\n",
+    "estimators.append(('Gaussian Process Classifier', GaussianProcessClassifier(random_state=13) ))\n",
+    "estimators.append(('Gradient Boosting Classifier', GradientBoostingClassifier(random_state=13) ))\n",
+    "estimators.append(('Hist Gradient Boosting Classifier', HistGradientBoostingClassifier(random_state=13) ))\n",
+    "estimators.append(('KNN', KNeighborsClassifier() ))\n",
+    "#estimators.append(('Label Propagation', LabelPropagation() ))\n",
+    "#estimators.append(('Label Spreading', LabelSpreading() ))\n",
+    "estimators.append(('LogisticRegression', LogisticRegression(max_iter=1000, random_state=13)))\n",
+    "estimators.append(('Logistic Regression CV', LogisticRegressionCV(max_iter=1000, random_state=13) ))\n",
+    "estimators.append(('MLPClassifier', MLPClassifier(max_iter=2000,random_state=13) ))\n",
+    "estimators.append(('Nearest Centroid', NearestCentroid() ))\n",
+    "estimators.append(('Passive Aggressive Classifier', PassiveAggressiveClassifier(random_state=13) ))\n",
+    "estimators.append(('Perceptron', Perceptron(random_state=13) ))\n",
+    "#estimators.append(('RadiusNeighborsClassifier', RadiusNeighborsClassifier(radius=3) ))\n",
+    "estimators.append(('RandomForest', RandomForestClassifier(max_depth= 10, min_samples_leaf= 1, min_samples_split= 3, n_estimators= 170, random_state=13) ))\n",
+    "estimators.append(('Ridge Classifier', RidgeClassifier(random_state=13) ))\n",
+    "estimators.append(('Ridge Classifier CV', RidgeClassifierCV() ))\n",
+    "estimators.append(('SGDClassifier', SGDClassifier(random_state=13) ))\n",
+    "estimators.append(('SVC', SVC(random_state=13)))\n",
+    "estimators.append(('XGB', XGBClassifier(random_state=13) ))\n",
+    "estimators.append(('CatBoost', CatBoostClassifier(logging_level='Silent', random_state=13) ))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 243,
+   "id": "feedc6f5-137a-441f-8fb8-f7870ea8c2b0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "XGB = XGBClassifier(random_state=13)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "id": "2a7010bc",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Stacking classifier training Accuracy: 0.81\n",
+      "Stacking classifier test Accuracy: 0.79\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import StackingClassifier\n",
+    "SC = StackingClassifier(estimators=estimators,final_estimator=XGB,cv=6)\n",
+    "SC.fit(X_train, y_train)\n",
+    "y_pred = SC.predict(X_test)\n",
+    "\n",
+    "print(f\"\\nStacking classifier training Accuracy: {SC.score(X_train, y_train):0.2f}\")\n",
+    "print(f\"Stacking classifier test Accuracy: {SC.score(X_test, y_test):0.2f}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 245,
+   "id": "370db6f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[932 104]\n",
+      " [185 188]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "SC_Recall = recall_score(y_test, y_pred)\n",
+    "SC_Precision = precision_score(y_test, y_pred)\n",
+    "SC_f1 = f1_score(y_test, y_pred)\n",
+    "SC_accuracy = accuracy_score(y_test, y_pred)\n",
+    "SC_roc_auc = roc_auc_score(y_test, y_pred)\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "print(cm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 246,
+   "id": "f9ec6524",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002649 seconds.\n",
+      "You can set `force_col_wise=true` to remove the overhead.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002687 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.004307 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.008726 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002564 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003598 seconds.\n",
+      "You can set `force_col_wise=true` to remove the overhead.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.007005 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001559 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002142 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.006682 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001670 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001828 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "Cross Validation Recall scores are: [0.49832776 0.4548495  0.48160535 0.49666667 0.44147157]\n",
+      "Average Cross Validation Recall score:  0.4745841694537347\n",
+      "Cross Validation Recall standard deviation:  0.025429279829347458\n"
+     ]
+    }
+   ],
+   "source": [
+    "from statistics import stdev\n",
+    "from sklearn.model_selection import cross_val_score\n",
+    "score = cross_val_score(SC, X_train, y_train, cv=5, scoring='recall', error_score=\"raise\")\n",
+    "SC_cv_score = score.mean()\n",
+    "SC_cv_stdev = stdev(score)\n",
+    "print('Cross Validation Recall scores are: {}'.format(score))\n",
+    "print('Average Cross Validation Recall score: ', SC_cv_score)\n",
+    "print('Cross Validation Recall standard deviation: ', SC_cv_stdev)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "id": "2c2cc07a",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "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>Model</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>F1 Score</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>ROC-AUC Score</th>\n",
+       "      <th>Avg CV Recall</th>\n",
+       "      <th>Standard Deviation of CV Recall</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Random Forest</td>\n",
+       "      <td>0.504</td>\n",
+       "      <td>0.644</td>\n",
+       "      <td>0.565</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.702</td>\n",
+       "      <td>0.475</td>\n",
+       "      <td>0.025</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Model  Recall  Precision  F1 Score  Accuracy  ROC-AUC Score  Avg CV Recall  Standard Deviation of CV Recall\n",
+       "0  Random Forest   0.504      0.644     0.565     0.795          0.702          0.475                            0.025"
+      ]
+     },
+     "execution_count": 247,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf = [(SC_Recall, SC_Precision, SC_f1, SC_accuracy, SC_roc_auc, SC_cv_score, SC_cv_stdev)]\n",
+    "\n",
+    "SC_score = pd.DataFrame(data = ndf, columns=['Recall','Precision','F1 Score', 'Accuracy', 'ROC-AUC Score', 'Avg CV Recall', 'Standard Deviation of CV Recall'])\n",
+    "SC_score.insert(0, 'Model', 'Random Forest')\n",
+    "SC_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 248,
+   "id": "b03513af",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "y_proba = SC.predict_proba(X_test)\n",
+    "\n",
+    "from sklearn.metrics import roc_curve\n",
+    "from sklearn.metrics import RocCurveDisplay\n",
+    "def plot_auc_roc_curve(y_test, y_pred):\n",
+    "    fpr, tpr, _ = roc_curve(y_test, y_pred)\n",
+    "    roc_display = RocCurveDisplay(fpr=fpr, tpr=tpr).plot()\n",
+    "    roc_display.figure_.set_size_inches(5,5)\n",
+    "    plt.plot([0, 1], [0, 1], color = 'g')\n",
+    "plot_auc_roc_curve(y_test, y_proba[:, 1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 249,
+   "id": "0037e48d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import precision_recall_curve\n",
+    "from sklearn.metrics import PrecisionRecallDisplay\n",
+    "\n",
+    "display = PrecisionRecallDisplay.from_estimator(\n",
+    "    SC, X_test, y_test, name=\"Average precision\")\n",
+    "_ = display.ax_.set_title(\"Stacking Classifier\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d0d4761d",
+   "metadata": {},
+   "source": [
+    "# Random Forest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "id": "3c07cd30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rf = RandomForestClassifier(random_state=13)\n",
+    "rf.fit(X_train, y_train)\n",
+    "y_pred = rf.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 251,
+   "id": "8ca4e27d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[932 104]\n",
+      " [191 182]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "rf_Recall = recall_score(y_test, y_pred)\n",
+    "rf_Precision = precision_score(y_test, y_pred)\n",
+    "rf_f1 = f1_score(y_test, y_pred)\n",
+    "rf_accuracy = accuracy_score(y_test, y_pred)\n",
+    "rf_roc_auc = roc_auc_score(y_test, y_pred)\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "print(cm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 252,
+   "id": "054732e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.83      0.90      0.86      1036\n",
+      "           1       0.64      0.49      0.55       373\n",
+      "\n",
+      "    accuracy                           0.79      1409\n",
+      "   macro avg       0.73      0.69      0.71      1409\n",
+      "weighted avg       0.78      0.79      0.78      1409\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_test, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 253,
+   "id": "624052f4",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cross Validation Recall scores are: [0.54180602 0.46488294 0.4548495  0.48333333 0.44816054]\n",
+      "Average Cross Validation Recall score:  0.47860646599777035\n",
+      "Cross Validation Recall standard deviation:  0.037736620837502725\n"
+     ]
+    }
+   ],
+   "source": [
+    "from statistics import stdev\n",
+    "score = cross_val_score(rf, X_train, y_train, cv=5, scoring='recall', error_score=\"raise\")\n",
+    "rf_cv_score = score.mean()\n",
+    "rf_cv_stdev = stdev(score)\n",
+    "print('Cross Validation Recall scores are: {}'.format(score))\n",
+    "print('Average Cross Validation Recall score: ', rf_cv_score)\n",
+    "print('Cross Validation Recall standard deviation: ', rf_cv_stdev)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "id": "412d998b",
+   "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>Model</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>F1 Score</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>ROC-AUC Score</th>\n",
+       "      <th>Avg CV Recall</th>\n",
+       "      <th>Standard Deviation of CV Recall</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Random Forest</td>\n",
+       "      <td>0.488</td>\n",
+       "      <td>0.636</td>\n",
+       "      <td>0.552</td>\n",
+       "      <td>0.791</td>\n",
+       "      <td>0.694</td>\n",
+       "      <td>0.479</td>\n",
+       "      <td>0.038</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Model  Recall  Precision  F1 Score  Accuracy  ROC-AUC Score  Avg CV Recall  Standard Deviation of CV Recall\n",
+       "0  Random Forest   0.488      0.636     0.552     0.791          0.694          0.479                            0.038"
+      ]
+     },
+     "execution_count": 254,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf = [(rf_Recall, rf_Precision, rf_f1, rf_accuracy, rf_roc_auc, rf_cv_score, rf_cv_stdev)]\n",
+    "\n",
+    "rf_score = pd.DataFrame(data = ndf, columns=['Recall','Precision','F1 Score', 'Accuracy', 'ROC-AUC Score', 'Avg CV Recall', 'Standard Deviation of CV Recall'])\n",
+    "rf_score.insert(0, 'Model', 'Random Forest')\n",
+    "rf_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "id": "0af8cb24",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV\n",
+    "\n",
+    "params = {\n",
+    "    'n_estimators': [130], # 'n_estimators': [120,130,150,170,190,200],\n",
+    "    'max_depth': [14],  # 'max_depth': [8,10,12,14,15],\n",
+    "    'min_samples_split': [3], # 'min_samples_split': [3,4,5,6],\n",
+    "    'min_samples_leaf': [2], # 'min_samples_leaf': [1,2,3],\n",
+    "    'random_state': [13]\n",
+    "}\n",
+    "\n",
+    "grid_rf = GridSearchCV(rf, param_grid=params, cv=5, scoring='recall').fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "id": "1fe87c68",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best parameters: {'max_depth': 14, 'min_samples_leaf': 2, 'min_samples_split': 3, 'n_estimators': 130, 'random_state': 13}\n",
+      "Best score: 0.4993333333333333\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Best parameters:', grid_rf.best_params_)\n",
+    "print('Best score:', grid_rf.best_score_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "id": "7a958c1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y_pred = grid_rf.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 258,
+   "id": "f29dc0be",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[934 102]\n",
+      " [186 187]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "\n",
+    "grid_rf_Recall = recall_score(y_test, y_pred)\n",
+    "grid_rf_Precision = precision_score(y_test, y_pred)\n",
+    "grid_rf_f1 = f1_score(y_test, y_pred)\n",
+    "grid_rf_accuracy = accuracy_score(y_test, y_pred)\n",
+    "grid_roc_auc = roc_auc_score(y_test, y_pred)\n",
+    "\n",
+    "print(cm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 259,
+   "id": "16d5376c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "score2 = cross_val_score(grid_rf, X_train, y_train, cv=5, scoring='recall')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 260,
+   "id": "122ed69d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cross Validation Recall scores are: [0.55518395 0.48160535 0.50501672 0.49666667 0.45819398]\n",
+      "Average Cross Validation Recall score:  0.4993333333333333\n",
+      "Cross Validation Recall standard deviation:  0.035935465636409585\n"
+     ]
+    }
+   ],
+   "source": [
+    "grid_cv_score = score2.mean()\n",
+    "grid_cv_stdev = stdev(score2)\n",
+    "\n",
+    "print('Cross Validation Recall scores are: {}'.format(score2))\n",
+    "print('Average Cross Validation Recall score: ', grid_cv_score)\n",
+    "print('Cross Validation Recall standard deviation: ', grid_cv_stdev)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 261,
+   "id": "d942d9b1",
+   "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>Model</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>F1 Score</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>ROC-AUC Score</th>\n",
+       "      <th>Avg CV Recall</th>\n",
+       "      <th>Standard Deviation of CV Recall</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Random Forest after tuning</td>\n",
+       "      <td>0.501</td>\n",
+       "      <td>0.647</td>\n",
+       "      <td>0.565</td>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.701</td>\n",
+       "      <td>0.499</td>\n",
+       "      <td>0.036</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        Model  Recall  Precision  F1 Score  Accuracy  ROC-AUC Score  Avg CV Recall  Standard Deviation of CV Recall\n",
+       "0  Random Forest after tuning   0.501      0.647     0.565     0.796          0.701          0.499                            0.036"
+      ]
+     },
+     "execution_count": 261,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf2 = [(grid_rf_Recall, grid_rf_Precision, grid_rf_f1, grid_rf_accuracy, grid_roc_auc, grid_cv_score, grid_cv_stdev)]\n",
+    "\n",
+    "grid_score = pd.DataFrame(data = ndf2, columns=\n",
+    "                        ['Recall','Precision','F1 Score', 'Accuracy', 'ROC-AUC Score', 'Avg CV Recall', 'Standard Deviation of CV Recall'])\n",
+    "grid_score.insert(0, 'Model', 'Random Forest after tuning')\n",
+    "grid_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 276,
+   "id": "9b414130",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              multi_strategy=None, n_estimators=None, n_jobs=None,\n",
+       "              num_parallel_tree=None, random_state=None, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">XGBClassifier</label><div class=\"sk-toggleable__content\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              multi_strategy=None, n_estimators=None, n_jobs=None,\n",
+       "              num_parallel_tree=None, random_state=None, ...)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              multi_strategy=None, n_estimators=None, n_jobs=None,\n",
+       "              num_parallel_tree=None, random_state=None, ...)"
+      ]
+     },
+     "execution_count": 276,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from xgboost import XGBClassifier\n",
+    "XGBC = XGBClassifier()\n",
+    "XGBC.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "id": "f7a6efc4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y_pred = XGBC.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 278,
+   "id": "81bb3cc1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[923 113]\n",
+      " [178 195]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "XGBC_Recall = recall_score(y_test, y_pred)\n",
+    "XGBC_Precision = precision_score(y_test, y_pred)\n",
+    "XGBC_f1 = f1_score(y_test, y_pred)\n",
+    "XGBC_accuracy = accuracy_score(y_test, y_pred)\n",
+    "XGBC_roc_auc = roc_auc_score(y_test, y_pred)\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "print(cm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 279,
+   "id": "2f2067f9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cross Validation Recall scores are: [0.59197324 0.47157191 0.48160535 0.51       0.46488294]\n",
+      "Average Cross Validation Recall score:  0.5040066889632107\n",
+      "Cross Validation Recall standard deviation:  0.05210215243353261\n"
+     ]
+    }
+   ],
+   "source": [
+    "score = cross_val_score(XGBC, X_train, y_train, cv=5, scoring='recall', error_score=\"raise\")\n",
+    "XGBC_cv_score = score.mean()\n",
+    "XGBC_cv_stdev = stdev(score)\n",
+    "print('Cross Validation Recall scores are: {}'.format(score))\n",
+    "print('Average Cross Validation Recall score: ', XGBC_cv_score)\n",
+    "print('Cross Validation Recall standard deviation: ', XGBC_cv_stdev)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 280,
+   "id": "fec008f5",
+   "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>Model</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>F1 Score</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>ROC-AUC Score</th>\n",
+       "      <th>Avg CV Recall</th>\n",
+       "      <th>Standard Deviation of CV Recall</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>XGBC</td>\n",
+       "      <td>0.523</td>\n",
+       "      <td>0.633</td>\n",
+       "      <td>0.573</td>\n",
+       "      <td>0.793</td>\n",
+       "      <td>0.707</td>\n",
+       "      <td>0.504</td>\n",
+       "      <td>0.052</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Model  Recall  Precision  F1 Score  Accuracy  ROC-AUC Score  Avg CV Recall  Standard Deviation of CV Recall\n",
+       "0  XGBC   0.523      0.633     0.573     0.793          0.707          0.504                            0.052"
+      ]
+     },
+     "execution_count": 280,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf = [(XGBC_Recall, XGBC_Precision, XGBC_f1, XGBC_accuracy, XGBC_roc_auc, XGBC_cv_score, XGBC_cv_stdev)]\n",
+    "\n",
+    "XGBC_score = pd.DataFrame(data = ndf, columns=['Recall','Precision','F1 Score', 'Accuracy', 'ROC-AUC Score', 'Avg CV Recall', 'Standard Deviation of CV Recall'])\n",
+    "XGBC_score.insert(0, 'Model', 'XGBC')\n",
+    "XGBC_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 281,
+   "id": "4ebcab97",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Step 1: Searching for the optimum parameters for the learning rate and the number of estimators:\n",
+    "params = {'learning_rate': [0.01], #[0.0001, 0.001, 0.01, 0.1, 0.2, 0.3],\n",
+    "              'subsample': [0.8],\n",
+    "              'colsample_bytree': [0.8],\n",
+    "              'n_estimators': [450] #range(50,500,50),\n",
+    "              }\n",
+    "\n",
+    "grid_xgb = GridSearchCV(XGBC, param_grid=params, cv=5, scoring='recall').fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 282,
+   "id": "7db0ea58",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best parameters: {'colsample_bytree': 0.8, 'learning_rate': 0.01, 'n_estimators': 450, 'subsample': 0.8}\n",
+      "Best score: 0.5033311036789299\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Best parameters:', grid_xgb.best_params_)\n",
+    "print('Best score:', grid_xgb.best_score_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 283,
+   "id": "79870788",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Step 2: Searching for the optimum parameters for max_depth and min_child_weight:\n",
+    "params = {'max_depth': [7], #range(3,10,2),\n",
+    "              'learning_rate': [0.01],\n",
+    "              'subsample': [0.8],\n",
+    "              'colsample_bytree': [0.8],\n",
+    "              # 'colsample_bylevel': np.arange(0.5, 1.0, 0.1),\n",
+    "              'min_child_weight': [5], #range(1,6,2),\n",
+    "              'n_estimators': [450],\n",
+    "              # 'num_class': [10]\n",
+    "              }\n",
+    "\n",
+    "grid_xgb = GridSearchCV(XGBC, param_grid=params, cv=5, scoring='recall').fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 284,
+   "id": "ff199016",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best parameters: {'colsample_bytree': 0.8, 'learning_rate': 0.01, 'max_depth': 7, 'min_child_weight': 5, 'n_estimators': 450, 'subsample': 0.8}\n",
+      "Best score: 0.5086845039018952\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Best parameters:', grid_xgb.best_params_)\n",
+    "print('Best score:', grid_xgb.best_score_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 285,
+   "id": "ef5bb817",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y_pred = grid_xgb.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 286,
+   "id": "6f9f6f7a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[942  94]\n",
+      " [175 198]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "grid_xgb_Recall = recall_score(y_test, y_pred)\n",
+    "grid_xgb_Precision = precision_score(y_test, y_pred)\n",
+    "grid_xgb_f1 = f1_score(y_test, y_pred)\n",
+    "grid_xgb_accuracy = accuracy_score(y_test, y_pred)\n",
+    "grid_xgb_roc_auc = roc_auc_score(y_test, y_pred)\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "print(cm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 287,
+   "id": "2dbc1aa2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cross Validation Recall scores are: [0.56521739 0.47826087 0.5083612  0.51666667 0.47491639]\n",
+      "Average Cross Validation Recall score:  0.5086845039018952\n",
+      "Cross Validation Recall standard deviation:  0.036488594052819415\n"
+     ]
+    }
+   ],
+   "source": [
+    "score = cross_val_score(grid_xgb, X_train, y_train, cv=5, scoring='recall', error_score=\"raise\")\n",
+    "grid_xgb_cv_score = score.mean()\n",
+    "grid_xgb_cv_stdev = stdev(score)\n",
+    "print('Cross Validation Recall scores are: {}'.format(score))\n",
+    "print('Average Cross Validation Recall score: ', grid_xgb_cv_score)\n",
+    "print('Cross Validation Recall standard deviation: ', grid_xgb_cv_stdev)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 288,
+   "id": "b5281a58",
+   "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>Model</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>F1 Score</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>ROC-AUC Score</th>\n",
+       "      <th>Avg CV Recall</th>\n",
+       "      <th>Standard Deviation of CV Recall</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Tuned XGBC</td>\n",
+       "      <td>0.531</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>0.595</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.509</td>\n",
+       "      <td>0.036</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Model  Recall  Precision  F1 Score  Accuracy  ROC-AUC Score  Avg CV Recall  Standard Deviation of CV Recall\n",
+       "0  Tuned XGBC   0.531      0.678     0.595     0.809          0.720          0.509                            0.036"
+      ]
+     },
+     "execution_count": 288,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf = [(grid_xgb_Recall, grid_xgb_Precision, grid_xgb_f1, grid_xgb_accuracy, grid_xgb_roc_auc, grid_xgb_cv_score, grid_xgb_cv_stdev)]\n",
+    "\n",
+    "grid_xgb_score = pd.DataFrame(data = ndf, columns=['Recall','Precision','F1 Score', 'Accuracy', 'ROC-AUC Score', 'Avg CV Recall', 'Standard Deviation of CV Recall'])\n",
+    "grid_xgb_score.insert(0, 'Model', 'Tuned XGBC')\n",
+    "grid_xgb_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 289,
+   "id": "add7f3cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import VotingClassifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 290,
+   "id": "d869a158",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "VC_hard = VotingClassifier(estimators = estimators, voting ='hard')\n",
+    "VC_hard.fit(X_train, y_train)\n",
+    "y_pred = VC_hard.predict(X_test)\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 291,
+   "id": "331fd46a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[940  96]\n",
+      " [171 202]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "VC_hard_Recall = recall_score(y_test, y_pred)\n",
+    "VC_hard_Precision = precision_score(y_test, y_pred)\n",
+    "VC_hard_f1 = f1_score(y_test, y_pred)\n",
+    "VC_hard_accuracy = accuracy_score(y_test, y_pred)\n",
+    "VC_hard_roc_auc = roc_auc_score(y_test, y_pred)\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "print(cm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 292,
+   "id": "02646d21",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cross Validation Recall scores are: [0.55183946 0.47826087 0.49832776 0.50666667 0.46153846]\n",
+      "Average Cross Validation Recall score:  0.4993266443701227\n",
+      "Cross Validation Recall standard deviation:  0.03422054809235207\n"
+     ]
+    }
+   ],
+   "source": [
+    "score = cross_val_score(VC_hard, X_train, y_train, cv=5, scoring='recall', error_score=\"raise\")\n",
+    "VC_hard_cv_score = score.mean()\n",
+    "VC_hard_cv_stdev = stdev(score)\n",
+    "print('Cross Validation Recall scores are: {}'.format(score))\n",
+    "print('Average Cross Validation Recall score: ', VC_hard_cv_score)\n",
+    "print('Cross Validation Recall standard deviation: ', VC_hard_cv_stdev)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 293,
+   "id": "39e6c535",
+   "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>Model</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>F1 Score</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>ROC-AUC Score</th>\n",
+       "      <th>Avg CV Recall</th>\n",
+       "      <th>Standard Deviation of CV Recall</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Voting Clasifier - Hard Voting</td>\n",
+       "      <td>0.542</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>0.811</td>\n",
+       "      <td>0.724</td>\n",
+       "      <td>0.499</td>\n",
+       "      <td>0.034</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Model  Recall  Precision  F1 Score  Accuracy  ROC-AUC Score  Avg CV Recall  Standard Deviation of CV Recall\n",
+       "0  Voting Clasifier - Hard Voting   0.542      0.678     0.602     0.811          0.724          0.499                            0.034"
+      ]
+     },
+     "execution_count": 293,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf = [(VC_hard_Recall, VC_hard_Precision, VC_hard_f1, VC_hard_accuracy, VC_hard_roc_auc, VC_hard_cv_score, VC_hard_cv_stdev)]\n",
+    "\n",
+    "VC_hard_score = pd.DataFrame(data = ndf, columns=['Recall','Precision','F1 Score', 'Accuracy', 'ROC-AUC Score', 'Avg CV Recall', 'Standard Deviation of CV Recall'])\n",
+    "VC_hard_score.insert(0, 'Model', 'Voting Clasifier - Hard Voting')\n",
+    "VC_hard_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 294,
+   "id": "cb402589",
+   "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>Model</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>F1 Score</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>ROC-AUC Score</th>\n",
+       "      <th>Avg CV Recall</th>\n",
+       "      <th>Standard Deviation of CV Recall</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Tuned XGBC</td>\n",
+       "      <td>0.531</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>0.595</td>\n",
+       "      <td>0.809</td>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.509</td>\n",
+       "      <td>0.036</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>XGBC</td>\n",
+       "      <td>0.523</td>\n",
+       "      <td>0.633</td>\n",
+       "      <td>0.573</td>\n",
+       "      <td>0.793</td>\n",
+       "      <td>0.707</td>\n",
+       "      <td>0.504</td>\n",
+       "      <td>0.052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Random Forest after tuning</td>\n",
+       "      <td>0.501</td>\n",
+       "      <td>0.647</td>\n",
+       "      <td>0.565</td>\n",
+       "      <td>0.796</td>\n",
+       "      <td>0.701</td>\n",
+       "      <td>0.499</td>\n",
+       "      <td>0.036</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Voting Clasifier - Hard Voting</td>\n",
+       "      <td>0.542</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>0.811</td>\n",
+       "      <td>0.724</td>\n",
+       "      <td>0.499</td>\n",
+       "      <td>0.034</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Random Forest</td>\n",
+       "      <td>0.488</td>\n",
+       "      <td>0.636</td>\n",
+       "      <td>0.552</td>\n",
+       "      <td>0.791</td>\n",
+       "      <td>0.694</td>\n",
+       "      <td>0.479</td>\n",
+       "      <td>0.038</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Model  Recall  Precision  F1 Score  Accuracy  ROC-AUC Score  Avg CV Recall  Standard Deviation of CV Recall\n",
+       "3                      Tuned XGBC   0.531      0.678     0.595     0.809          0.720          0.509                            0.036\n",
+       "2                            XGBC   0.523      0.633     0.573     0.793          0.707          0.504                            0.052\n",
+       "1      Random Forest after tuning   0.501      0.647     0.565     0.796          0.701          0.499                            0.036\n",
+       "4  Voting Clasifier - Hard Voting   0.542      0.678     0.602     0.811          0.724          0.499                            0.034\n",
+       "0                   Random Forest   0.488      0.636     0.552     0.791          0.694          0.479                            0.038"
+      ]
+     },
+     "execution_count": 294,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "predictions = pd.concat([rf_score, grid_score, XGBC_score, grid_xgb_score, VC_hard_score], ignore_index=True, sort=False)\n",
+    "predictions.sort_values(by=['Avg CV Recall'], ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "271760f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "y_proba = grid_xgb.predict_proba(X_test)\n",
+    "\n",
+    "from sklearn.metrics import roc_curve\n",
+    "from sklearn.metrics import RocCurveDisplay\n",
+    "def plot_auc_roc_curve(y_test, y_pred):\n",
+    "    fpr, tpr, _ = roc_curve(y_test, y_pred)\n",
+    "    roc_display = RocCurveDisplay(fpr=fpr, tpr=tpr).plot()\n",
+    "    roc_display.figure_.set_size_inches(5,5)\n",
+    "    plt.plot([0, 1], [0, 1], color = 'g')\n",
+    "plot_auc_roc_curve(y_test, y_proba[:, 1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "9aa7016b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import precision_recall_curve\n",
+    "from sklearn.metrics import PrecisionRecallDisplay\n",
+    "\n",
+    "display = PrecisionRecallDisplay.from_estimator(\n",
+    "    grid_xgb, X_test, y_test, name=\"Average precision\")\n",
+    "_ = display.ax_.set_title(\"Tuned XGBoost\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data Prediction/Tele Churn/WA_Fn-UseC_-Telco-Customer-Churn.csv b/Data Prediction/Tele Churn/WA_Fn-UseC_-Telco-Customer-Churn.csv
new file mode 100644
index 0000000..3de7a61
--- /dev/null
+++ b/Data Prediction/Tele Churn/WA_Fn-UseC_-Telco-Customer-Churn.csv	
@@ -0,0 +1,7044 @@
+customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn
+7590-VHVEG,Female,0,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,No
+5575-GNVDE,Male,0,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No
+3668-QPYBK,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes
+7795-CFOCW,Male,0,No,No,45,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),42.3,1840.75,No
+9237-HQITU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,151.65,Yes
+9305-CDSKC,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes
+1452-KIOVK,Male,0,No,Yes,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,No
+6713-OKOMC,Female,0,No,No,10,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.75,301.9,No
+7892-POOKP,Female,0,Yes,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.8,3046.05,Yes
+6388-TABGU,Male,0,No,Yes,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No
+9763-GRSKD,Male,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.95,587.45,No
+7469-LKBCI,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.95,326.8,No
+8091-TTVAX,Male,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),100.35,5681.1,No
+0280-XJGEX,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Yes
+5129-JLPIS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,2686.05,No
+3655-SNQYZ,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No
+8191-XWSZG,Female,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,1022.95,No
+9959-WOFKT,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),106.7,7382.25,No
+4190-MFLUW,Female,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,528.35,Yes
+4183-MYFRB,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,1862.9,No
+8779-QRDMV,Male,1,No,No,1,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,39.65,39.65,Yes
+1680-VDCWW,Male,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,202.25,No
+1066-JKSGK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes
+3638-WEABW,Female,0,Yes,No,58,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),59.9,3505.1,No
+6322-HRPFA,Male,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.6,2970.3,No
+6865-JZNKO,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,No
+6467-CHFZW,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.35,4749.15,Yes
+8665-UTDHZ,Male,0,Yes,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes
+5248-YGIJN,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No
+8773-HHUOZ,Female,0,No,Yes,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes
+3841-NFECX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),96.35,6766.95,No
+4929-XIHVW,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.5,181.65,No
+6827-IEAUQ,Female,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No
+7310-EGVHZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No
+3413-BMNZE,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.25,45.25,No
+6234-RAAPL,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),99.9,7251.7,No
+6047-YHPVI,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,316.9,Yes
+6572-ADKRS,Female,0,No,No,46,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),74.8,3548.3,No
+5380-WJKOV,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,3549.25,Yes
+8168-UQWWF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Yes
+8865-TNMNX,Male,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,49.55,475.7,No
+9489-DEDVP,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),69.2,4872.35,No
+9867-JCZSP,Female,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,418.25,No
+4671-VJLCL,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.85,4861.45,No
+4080-IIARD,Female,0,Yes,No,13,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,76.2,981.45,No
+3714-NTNFO,Female,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No
+5948-UJZLF,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,97,No
+7760-OYPDY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.65,144.15,Yes
+7639-LIAYI,Male,0,No,No,52,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.75,4217.8,No
+2954-PIBKO,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.15,4254.1,No
+8012-SOUDQ,Female,1,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.25,3838.75,No
+9420-LOJKX,Female,0,No,No,15,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Yes
+6575-SUVOI,Female,1,Yes,No,25,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,No
+7495-OOKFY,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Yes
+4667-QONEA,Female,1,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No
+1658-BYGOY,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,1752.55,Yes
+8769-KKTPH,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),99.65,6311.2,No
+5067-XJQFU,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.45,7076.35,No
+3957-SQXML,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.95,894.3,No
+5954-BDFSG,Female,0,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No
+0434-CSFON,Female,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,4707.1,No
+1215-FIGMP,Male,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.9,5450.7,No
+0526-SXDJP,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No
+0557-ASKVU,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),54.4,957.1,No
+5698-BQJOH,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,857.25,Yes
+5122-CYFXA,Female,0,No,No,3,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.3,244.1,No
+8627-ZYGSZ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,78.9,3650.35,No
+3410-YOQBQ,Female,0,No,No,31,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,79.2,2497.2,No
+3170-NMYVV,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,930.9,No
+7410-OIEDU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.85,887.35,No
+2273-QCKXA,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.05,49.05,No
+0731-EBJQB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,1090.65,No
+1891-QRQSA,Male,1,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,7099,No
+8028-PNXHQ,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.25,1424.6,No
+5630-AHZIL,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.5,177.4,No
+2673-CXQEU,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,110.5,6139.5,No
+6416-JNVRK,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),55.65,2688.85,No
+5590-ZSKRV,Female,0,Yes,Yes,8,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.65,482.25,No
+0191-ZHSKZ,Male,1,No,No,30,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.75,2111.3,No
+3887-PBQAO,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.9,1216.6,No
+5919-TMRGD,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.35,79.35,Yes
+8108-UXRQN,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,50.55,565.35,No
+9191-MYQKX,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Yes
+9919-YLNNG,Female,0,No,No,42,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.8,4327.5,No
+0318-ZOPWS,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.15,973.35,No
+4445-ZJNMU,Male,0,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,918.75,No
+4808-YNLEU,Female,0,Yes,No,35,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),62.15,2215.45,No
+1862-QRWPE,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1057,No
+2796-NNUFI,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,927.1,No
+3016-KSVCP,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,33.75,1009.25,No
+4767-HZZHQ,Male,0,Yes,Yes,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),82.05,2570.2,No
+2424-WVHPL,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74.7,74.7,No
+7233-PAHHL,Male,0,Yes,Yes,66,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84,5714.25,No
+6067-NGCEU,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),111.05,7107,No
+9848-JQJTX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),100.9,7459.05,No
+8637-XJIVR,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,927.35,Yes
+9803-FTJCG,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.85,4748.7,No
+0278-YXOOG,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.05,113.85,Yes
+3212-KXOCR,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1107.2,No
+4598-XLKNJ,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,2514.5,Yes
+6380-ARCEH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No
+3679-XASPY,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No
+7123-WQUHX,Male,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),95,3605.6,No
+5386-THSLQ,Female,1,Yes,No,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),45.55,3027.25,No
+3192-NQECA,Male,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,7611.85,Yes
+6180-YBIQI,Male,0,No,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,100.2,No
+6728-DKUCO,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.15,7303.05,No
+9750-BOOHV,Female,0,No,No,32,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,30.15,927.65,No
+8597-CWYHH,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Mailed check,94.35,3921.3,No
+2848-YXSMW,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1363.25,No
+0486-HECZI,Male,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.75,5238.9,Yes
+4549-ZDQYY,Female,0,No,No,52,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),57.95,3042.25,No
+5712-AHQNN,Female,0,No,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,3954.1,No
+4846-WHAFZ,Female,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,2868.15,Yes
+5256-SKJGO,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,54.6,3423.5,No
+3071-VBYPO,Male,0,Yes,Yes,3,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,89.85,248.4,No
+9560-BBZXK,Female,0,No,No,36,No,No phone service,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),31.05,1126.35,No
+5299-RULOA,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,1064.65,Yes
+8402-OOOHJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.65,835.15,No
+9445-ZUEQE,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.2,2151.6,No
+1091-SOZGA,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.8,5515.45,No
+2928-HLDBA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,112.75,No
+0404-SWRVG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,229.55,Yes
+6497-TILVL,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.7,350.35,No
+7219-TLZHO,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,62.9,No
+4622-YNKIJ,Male,0,No,No,33,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Two year,Yes,Electronic check,88.95,3027.65,No
+4412-YLTKF,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.05,2135.5,Yes
+6734-PSBAW,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),23.55,1723.95,No
+3930-ZGWVE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No
+2639-UGMAZ,Male,1,No,No,71,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,56.45,3985.35,No
+2876-GZYZC,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,1215.65,No
+6207-WIOLX,Female,0,Yes,Yes,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Yes
+8587-XYZSF,Male,0,No,No,67,Yes,No,DSL,No,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),50.55,3260.1,No
+3091-FYHKI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.45,35.45,Yes
+2372-HWUHI,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.35,81.25,Yes
+7799-LGRDP,Female,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1188.2,No
+7850-VWJUU,Female,0,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75,1778.5,No
+3774-VBNXY,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,1277.75,No
+6217-KDYWC,Male,0,No,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,1170.55,No
+0390-DCFDQ,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes
+3146-MSEGF,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.05,6425.65,No
+4080-OGPJL,Female,0,No,No,8,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.15,563.65,Yes
+1095-WGNGG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.05,5971.25,No
+2636-SJDOU,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),84.3,5289.05,No
+1131-QQZEB,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1756.2,No
+5716-EZXZN,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),99.05,6416.7,No
+6837-BJYDQ,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,61.35,No
+2135-RXIHG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes
+6440-DKQGE,Male,0,No,Yes,30,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),64.5,1929.95,No
+3466-BYAVD,Male,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.5,1071.4,No
+3780-YVMFA,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,68.55,564.35,No
+3874-EQOEP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95,655.5,Yes
+1679-JRFBR,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),108.15,7930.55,No
+9073-ZZIAY,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,86.1,5215.25,No
+3077-RSNTJ,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,113.5,No
+6551-GNYDG,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.9,1152.8,No
+9167-APMXZ,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.15,1821.95,No
+2749-CTKAJ,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,419.9,No
+6371-NZYEG,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Mailed check,64.25,1024,No
+7554-NEWDD,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,251.6,No
+8992-VONJD,Female,0,No,Yes,13,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,56,764.55,No
+0867-MKZVY,Female,0,Yes,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,82.4,1592.35,Yes
+4482-EWFMI,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,135.2,No
+4648-YPBTM,Male,0,No,No,53,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),73.9,3958.25,No
+2907-ILJBN,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,233.9,No
+6345-FZOQH,Male,0,Yes,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1363.45,No
+3376-BMGFE,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.9,273,Yes
+5997-OPVFA,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6254.45,No
+3445-HXXGF,Male,1,Yes,No,58,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45.3,2651.2,Yes
+1159-WFSGR,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.4,321.4,No
+7654-YWJUF,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),84.25,3539.25,No
+1875-QIVME,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,242.8,Yes
+6727-IOTLZ,Male,0,Yes,No,14,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.95,1181.75,No
+0691-JVSYA,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.85,5000.2,Yes
+5918-VUKWP,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.55,654.55,No
+1744-JHKYS,Female,0,Yes,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,24.7,780.2,No
+2656-FMOKZ,Female,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,1145.7,Yes
+2070-FNEXE,Female,1,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),76.45,503.6,Yes
+5947-SGKCL,Female,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,1559.25,No
+3712-PKXZA,Male,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1252,No
+6317-YPKDH,Female,0,No,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.95,29.95,Yes
+6582-OIVSP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.3,45.3,No
+9367-WXLCH,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.5,662.65,Yes
+5524-KHNJP,Male,0,Yes,Yes,33,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),74.75,2453.3,No
+1918-ZBFQJ,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.25,1111.65,Yes
+1024-GUALD,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes
+4827-USJHP,Male,0,No,No,20,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.8,1023.85,No
+8167-GJLRN,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.4,82.15,No
+0956-SYCWG,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.65,244.8,No
+8017-UVSZU,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.6,2379.1,No
+7100-FQPRV,Male,0,Yes,Yes,43,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),71.9,3173.35,No
+2472-OVKUP,Male,0,Yes,No,6,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,91,531,Yes
+2984-RGEYA,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1375.4,No
+9680-NIAUV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.7,8129.3,No
+2146-EGVDT,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1192.7,No
+2604-IJPDU,Female,0,Yes,No,20,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.55,1901.65,No
+9178-JHUVJ,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,587.4,No
+6168-YBYNP,Male,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.35,6519.75,No
+7255-SSFBC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.25,8041.65,No
+3645-DEYGF,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,20.75,No
+9323-HGFWY,Female,0,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),101.9,2681.15,No
+8544-GOQSH,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),80.05,1112.3,No
+3363-DTIVD,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,7405.5,No
+7018-WBJNK,Male,0,No,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),78.3,1033.95,No
+9142-KZXOP,Male,0,No,No,44,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),68.85,2958.95,No
+7674-YTAFD,Female,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),79.95,2684.85,No
+6348-SNFUS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),55.45,4179.2,No
+1285-OKIPP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.9,79.9,Yes
+7825-ECJRF,Female,0,No,No,19,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.6,1934.45,Yes
+1347-KTTTA,Male,0,Yes,No,64,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6654.1,No
+7841-TZDMQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),46,84.5,Yes
+4195-NZGTA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,No
+7157-SMCFK,Male,0,No,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,1124.2,No
+4709-LKHYG,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20,540.05,No
+2504-DSHIH,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.8,1975.85,No
+0699-NDKJM,Female,0,Yes,No,57,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),58.75,3437.45,No
+9286-BHDQG,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),45.25,3139.8,No
+0230-WEQUW,Male,0,Yes,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),56.6,3789.2,No
+2040-LDIWQ,Male,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5324.5,No
+6496-JDSSB,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80,624.6,No
+9408-SSNVZ,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,268.35,Yes
+4443-EMBNA,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1836.9,No
+6469-MRVET,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.2,20.2,No
+0742-MOABM,Male,0,Yes,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,179.35,Yes
+5961-VUSRV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.35,219.35,No
+6778-JFCMK,Male,0,No,No,24,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Mailed check,50.6,1288.75,No
+6341-JVQGF,Female,0,Yes,Yes,31,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,81.15,2545.75,No
+2232-DMLXU,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.2,55.2,Yes
+4811-JBUVU,Male,0,No,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.9,2723.15,No
+0945-TSONX,Female,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.3,4107.25,No
+2651-ZCBXV,Male,0,No,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108,5760.65,No
+3316-UWXUY,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),93.5,4747.5,No
+8937-RDTHP,Male,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.6,84.6,Yes
+7083-MIOPC,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1566.9,No
+1984-GPTEH,Female,0,No,No,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.15,702,No
+1251-KRREG,Male,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,54.4,114.1,Yes
+0621-JFHOL,Female,0,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Two year,Yes,Mailed check,29.6,299.05,No
+9903-LYSAB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.15,1305.95,No
+0094-OIFMO,Female,1,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,1120.3,Yes
+9227-UAQFT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,284.35,No
+7301-ABVAD,Female,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.6,6350.5,No
+6614-FHDBO,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.2,7878.3,No
+7576-ASEJU,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),74.7,3187.65,No
+9058-HRZSV,Female,1,Yes,No,65,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,94.4,6126.15,No
+4522-AKYLR,Female,1,No,No,13,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,54.8,731.3,No
+0221-WMXNQ,Male,1,No,No,4,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,273.4,No
+0303-UNCIP,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,65,2531.8,No
+9947-OTFQU,Male,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,1074.3,Yes
+0322-YINQP,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.55,48.55,Yes
+0959-WHOKV,Male,0,No,No,42,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,99,4298.45,No
+4075-JFPGR,Female,0,Yes,No,51,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.5,4619.55,No
+4629-NRXKX,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,147.15,Yes
+9514-JDSKI,Male,1,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,40.2,40.2,Yes
+3282-ZISZV,Male,0,No,Yes,32,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),83.7,2633.3,No
+3675-YDUPJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,193.05,No
+4111-BNXIF,Female,0,Yes,Yes,67,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,59.55,4103.9,No
+7017-VFHAY,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.1,7008.15,No
+6655-LHBYW,Male,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),114.35,5791.1,No
+4959-JOSRX,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.6,80.55,Yes
+5046-NUHWD,Female,1,Yes,No,29,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45,1228.65,No
+7273-TEFQD,Male,1,No,No,3,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,41.15,132.2,Yes
+3606-TWKGI,Male,1,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,1364.3,Yes
+7529-ZDFXI,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.85,4925.35,No
+7605-BDWDC,Female,0,No,No,31,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,1520.1,No
+1950-KSVVJ,Female,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,113.3,5032.25,No
+0123-CRBRT,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,88.1,5526.75,No
+6292-TOSSS,Male,0,No,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.9,1195.25,No
+3197-ARFOY,Female,1,No,No,19,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105,2007.25,No
+6323-AYBRX,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1099.6,Yes
+7014-ZZXAW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.25,1732.95,No
+4385-GZQXV,Female,1,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,1511.2,Yes
+7633-MVPUY,Male,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,59.75,3450.15,No
+6366-ZGQGL,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),24.8,24.8,Yes
+4716-HHKQH,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,107.05,2172.05,No
+5940-AHUHD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.6,70.6,Yes
+6432-TWQLB,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.4,401.1,Yes
+4484-GLZOU,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,5624.85,Yes
+3179-GBRWV,Male,1,Yes,No,21,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.95,1339.8,No
+8645-KWHJO,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,55,771.95,No
+4130-MZLCC,Female,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.55,244.75,No
+0314-TKOSI,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,55.15,322.9,No
+8229-MYEJZ,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.2,498.25,No
+2080-SRCDE,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.4,25.4,No
+9577-WJVCQ,Female,0,No,No,68,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,54.45,3687.75,No
+9512-UIBFX,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,95.15,1779.95,Yes
+6202-DYYFX,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Credit card (automatic),76,1783.6,No
+3808-HFKDE,Female,0,No,No,20,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.35,927.15,No
+5583-SXDAG,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70,70,Yes
+3488-PGMQJ,Male,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,606.55,Yes
+3580-REOAC,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.85,435.4,Yes
+7534-BFESC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,1712.7,Yes
+3727-OWVYD,Male,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,61.2,2021.2,No
+2294-SALNE,Male,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,No,Mailed check,86.8,1940.8,No
+4847-TAJYI,Female,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,567.8,No
+1563-IWQEX,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,220.35,No
+8203-XJZRC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,No
+6556-DBKZF,Female,0,Yes,Yes,71,Yes,No,Fiber optic,No,No,Yes,No,No,No,Two year,No,Electronic check,76.05,5436.45,No
+6851-WEFYX,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,3437.5,No
+2985-JUUBZ,Male,0,Yes,Yes,40,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.55,3015.75,No
+6390-DSAZX,Female,0,No,Yes,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.6,73.6,Yes
+0895-LMRSF,Male,0,No,No,23,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.9,1509.8,No
+8098-LLAZX,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,396.1,Yes
+8266-VBFQL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.4,356.65,No
+8181-YHCMF,Female,0,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.3,4109,No
+2240-HSJQD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,81.85,3141.7,No
+1248-DYXUB,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.8,1229.1,No
+0265-EDXBD,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,2303.35,Yes
+4115-BNPJY,Male,0,Yes,Yes,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,75.55,2054.4,No
+3167-SNQPL,Male,1,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,3741.85,No
+4091-TVOCN,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),78.75,3682.45,No
+1098-TDVUQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.25,19.25,No
+7277-OZCGZ,Female,0,No,No,22,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.05,1886.25,No
+1557-EMYVT,Female,0,No,No,43,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,4895.1,No
+2799-ARNLO,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,341.6,No
+7563-BIUPC,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.6,415.55,Yes
+5027-YOCXN,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),110.05,5686.4,No
+3973-SKMLN,Male,0,No,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1355.1,No
+2321-OMBXY,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.3,3058.65,Yes
+2840-XANRC,Male,1,Yes,No,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.15,2231.05,Yes
+6745-JEFZB,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),91.5,3236.35,No
+5020-ZSTTY,Female,1,No,No,54,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),82.45,4350.1,Yes
+9880-TDQAC,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,60,4264,No
+8705-WZCYL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.8,44.8,No
+7102-JJVTX,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,48.6,422.3,No
+8626-PTQGE,Male,0,No,No,69,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,4176.7,No
+4983-CLMLV,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.7,5138.1,No
+5701-YVSVF,Female,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,82.9,880.05,No
+5804-LEPIM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,139.05,Yes
+5697-GOMBF,Female,1,Yes,Yes,28,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.9,973.65,No
+2739-CACDQ,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),82.65,1470.05,No
+9385-EHGDO,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,739.35,No
+9498-FIMXL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,161.95,No
+2379-GYFLQ,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),94.9,4422.95,No
+0122-OAHPZ,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,511.25,Yes
+2868-SNELZ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,80.6,155.8,Yes
+4322-RCYMT,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.8,5293.95,Yes
+6680-NENYN,Female,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,104.6,4759.85,Yes
+2088-IEBAU,Female,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,88.15,6148.45,No
+7982-VCELR,Female,0,No,No,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.8,3565.65,No
+1343-EHPYB,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.4,6603,Yes
+6035-BXTTY,Female,1,No,No,32,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1830.1,No
+6885-PKOAM,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.75,6223.8,No
+7520-HQWJU,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),67.45,4508.65,No
+9639-BUJXT,Male,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.5,1328.15,No
+5924-SNGKP,Female,0,No,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,865,No
+0021-IKXGC,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.1,72.1,No
+2034-GDRCN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.4,168.2,Yes
+8966-SNIZF,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.45,1303.5,No
+6243-OZGFH,Female,0,No,No,23,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.95,996.85,No
+4654-DLAMQ,Female,1,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),97,6430.9,No
+0513-RBGPE,Male,0,Yes,Yes,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),62.8,2278.75,No
+5160-UXJED,Male,0,No,Yes,17,Yes,No,DSL,No,No,No,No,No,No,One year,No,Mailed check,44.6,681.4,No
+4115-NZRKS,Female,1,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.15,574.35,No
+0219-YTZUE,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,371.9,Yes
+0623-IIHUG,Female,1,No,No,21,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,41.9,840.1,Yes
+4572-DVCGN,Female,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.25,846,Yes
+3351-NGXYI,Female,1,No,No,16,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.1,889,No
+8984-EYLLL,Male,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,6823.4,No
+9057-MSWCO,Male,1,Yes,No,27,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),30.75,805.1,Yes
+9833-TGFHX,Male,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Electronic check,97.1,4016.75,No
+9294-TDIPC,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,83.75,No
+5229-DTFYB,Female,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),98.8,3959.15,No
+0104-PPXDV,Male,0,Yes,No,58,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Credit card (automatic),50.3,2878.55,No
+5176-LMJXE,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.55,945.7,No
+3583-KRKMD,Male,0,No,No,18,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,1373.05,No
+1010-DIAUQ,Male,0,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Yes
+9069-LGEUL,Male,0,Yes,No,23,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,No
+7302-ZHMHP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,19.15,No
+9571-EDEBV,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),98.65,6962.85,No
+3520-FJGCV,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.6,8126.65,No
+6563-VRERX,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,690.25,No
+0259-GBZSH,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,181.5,Yes
+6122-EFVKN,Male,0,No,Yes,24,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.75,830.8,No
+2805-EDJPQ,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),99.75,5608.4,No
+6862-CQUMB,Male,0,No,No,37,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,No
+7156-MXBJE,Female,0,No,No,43,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),85.1,3662.25,No
+6158-HDPXZ,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.35,25.35,No
+9601-BRXPO,Female,0,Yes,No,25,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,2566.5,Yes
+2863-IMQDR,Female,0,No,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,89.65,5308.7,No
+5686-CMAWK,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,86.75,1410.25,No
+5651-CRHKQ,Female,0,Yes,No,41,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),86.2,3339.05,No
+6905-NIQIN,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.65,50.65,Yes
+8204-YJCLA,Male,1,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),64.8,4732.35,No
+5167-ZFFMM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,90.85,Yes
+6583-SZVGP,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,5067.45,No
+4895-TMWIR,Male,1,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,214.75,Yes
+0533-BNWKF,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.45,4874.7,Yes
+1708-PBBOA,Female,0,No,No,42,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,54.75,2348.45,No
+8782-LKFPK,Male,0,No,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.4,4063,No
+5522-JBWMO,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No
+3597-MVHJT,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,2595.25,No
+9774-NRNAU,Male,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),84.8,2309.55,No
+0224-RLWWD,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.3,89.3,No
+9967-ATRFS,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,367.55,No
+3951-NJCVI,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,3944.5,No
+2977-CEBSX,Female,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.05,5965.95,No
+0177-PXBAT,Male,1,Yes,No,33,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.9,3694.7,No
+6599-CEBNN,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.95,2524.45,Yes
+2519-ERQOJ,Male,1,No,No,33,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.6,1803.7,No
+5876-QMYLD,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,415.1,No
+2277-AXSDC,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,624.15,No
+9442-JTWDL,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,237.7,No
+0979-PHULV,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Yes
+3067-SVMTC,Female,0,Yes,No,68,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),55.9,3848.8,No
+5495-GPSRW,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,419.4,No
+7606-BPHHN,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1468.75,No
+4742-DRORA,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95.4,5812,No
+0111-KLBQG,Male,1,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.95,2861.45,No
+4800-VHZKI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,Yes
+7989-CHGTL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes
+0334-GDDSO,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.35,233.7,Yes
+4163-NCJAK,Female,0,Yes,No,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,1066.15,No
+5233-AOZUF,Female,0,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,2149.05,No
+5973-EJGDP,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.35,4473,No
+1996-DBMUS,Female,1,Yes,No,48,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.65,3545.05,No
+7916-VCCPB,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),73.25,1195.75,No
+4686-GEFRM,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.7,6858.9,No
+5249-QYHEX,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1024.7,No
+0578-SKVMF,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,83.3,1845.9,Yes
+5564-NEMQO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.3,75.3,Yes
+2233-FAGXV,Female,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.3,132.25,No
+5605-IYGFG,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.85,515.45,No
+7663-ZTEGJ,Male,0,No,Yes,29,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),100.55,2830.45,No
+3935-TBRZZ,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.7,1110.5,No
+8111-BKVDS,Female,0,No,No,10,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.7,449.3,No
+2055-SIFSS,Female,1,Yes,No,55,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51.65,2838.55,No
+2806-MLNTI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.1,5376.4,No
+8734-DKSTZ,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.95,858.6,No
+4360-PNRQB,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.6,1395.05,No
+6152-ONASV,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),58.25,3975.7,No
+9063-ZGTUY,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,1182.55,Yes
+7781-HVGMK,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.2,4784.45,No
+2181-UAESM,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.45,119.5,No
+2957-LOLHO,Male,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.4,518.9,Yes
+6048-NJXHX,Male,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,19.75,899.45,No
+2320-SLKMB,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),44.45,1183.8,No
+4980-URKXC,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,720.05,No
+4376-KFVRS,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8468.2,No
+5886-VLQVU,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.85,3161.2,No
+3577-AMVUX,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,55.05,55.05,No
+0771-WLCLA,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.95,1882.55,No
+5628-RKIFK,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.55,5070.4,No
+0206-TBWLC,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,114.65,6049.5,No
+2937-FTHUR,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,64.8,1166.7,No
+1910-FMXJM,Female,0,Yes,No,36,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.4,2937.65,No
+7752-XUSCI,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6396.45,Yes
+4110-PFEUZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.55,69.55,Yes
+0732-OCQOC,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.05,1270.25,No
+5168-MSWXT,Male,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,759.55,No
+1090-ESELR,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.5,7611.55,No
+8592-PLTMQ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.7,1642.75,No
+5760-WRAHC,Female,1,No,No,22,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.75,1545.4,No
+8847-GEOOQ,Male,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),60.2,3582.4,No
+0256-LTHVJ,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,2227.1,Yes
+4785-FCIFB,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.4,1417.9,No
+8313-NDOIA,Female,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.15,2494.65,No
+5149-CUZUJ,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),92.9,2768.35,No
+0942-KOWSM,Female,0,Yes,Yes,30,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.8,2369.3,No
+4237-CLSMM,Male,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,38,No
+1452-VOQCH,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,No
+4719-UMSIY,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,100.9,No
+6614-VBEGU,Female,0,Yes,No,24,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),69.45,1614.05,No
+0880-TKATG,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,385.9,Yes
+3811-VBYBZ,Male,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,673.25,Yes
+1480-BKXGA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8404.9,No
+2996-XAUVF,Male,0,No,No,70,No,No phone service,DSL,No,No,No,Yes,No,Yes,Two year,Yes,Mailed check,40.05,2799.75,No
+9076-AXYIK,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,102.1,6538.45,No
+5968-XQIVE,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,89.7,6588.95,No
+8896-RAZCR,Female,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,868.1,No
+4640-UHDOS,Female,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,55.95,734.35,Yes
+4933-IKULF,Female,1,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,330.6,No
+3583-EKAPL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,55,Yes
+1304-BCCFO,Male,0,Yes,No,9,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,70.05,564.4,No
+4104-PVRPS,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.6,1315.35,No
+9399-APLBT,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+2359-KMGLI,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,1861.5,Yes
+3780-DDGSE,Male,1,Yes,Yes,35,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,76.05,2747.2,No
+4431-EDMIQ,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,75.7,554.05,No
+0306-JAELE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,453.4,Yes
+6227-HWPWX,Female,0,No,Yes,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69,994.8,Yes
+0486-LGCCH,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,225.75,No
+0447-BEMNG,Female,0,Yes,No,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),45.3,2145,Yes
+4612-SSVHJ,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.45,1671.6,No
+5168-MQQCA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.5,8003.8,No
+5949-XIKAE,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,680.05,Yes
+7971-HLVXI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Two year,Yes,Credit card (automatic),84.5,6130.85,No
+9094-AZPHK,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,1415,No
+3649-JPUGY,Male,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),88.6,6201.95,No
+4472-LVYGI,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),52.55, ,No
+8372-JUXUI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes
+3552-CTCYF,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,6597.25,No
+6778-YSNIH,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59,114.15,No
+0388-EOPEX,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,139.4,Yes
+5756-OZRIO,Male,1,Yes,No,61,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),64.05,3902.6,No
+6579-JPICP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No
+8205-OTCHB,Male,0,No,No,22,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),43.75,903.6,Yes
+4134-BSXLX,Male,0,Yes,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.9,1785.65,No
+0505-SPOOW,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1397.65,No
+6235-VDHOM,Female,1,No,No,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,28.45,131.05,Yes
+7783-YKGDV,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Yes
+4374-YMUSQ,Male,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),116.25,3899.05,No
+4513-CXYIX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,Yes,Credit card (automatic),80.7,5676,No
+3957-HHLMR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),65.2,4543.15,No
+7803-XOCCZ,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.05,4326.8,No
+5736-YEJAX,Male,0,No,Yes,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.45,5502.55,No
+5609-CEBID,Female,1,No,No,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,1782.4,Yes
+8981-FJGLA,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,78,851.8,No
+7218-HKQFK,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,167.5,Yes
+4636-QRJKY,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,502.85,Yes
+1135-LMECX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No
+4332-MUOEZ,Male,1,Yes,Yes,20,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),94.3,1818.3,No
+8535-SFUTN,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.45,6300.15,No
+5956-VKDTT,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,334.8,Yes
+8677-HDZEE,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.45,5916.95,No
+2475-MROZF,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95,2852.4,No
+9412-GHEEC,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),104.8,4131.95,Yes
+3482-ABPKK,Female,0,No,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.3,1546.3,No
+6705-LXORM,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.05,302.6,No
+0257-ZESQC,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.2,1929.35,Yes
+7531-GQHME,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,265.45,No
+5174-ITUMV,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.4,6989.45,No
+4109-CYRBD,Male,1,Yes,No,29,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.6,1442,No
+0913-XWSCN,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,No
+6825-UYPFK,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.6,1758.6,Yes
+8397-MVTAZ,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3480,Yes
+0750-EBAIU,Male,0,No,No,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Electronic check,91.25,4738.3,No
+8606-CIQUL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8399.15,No
+3571-DPYUH,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),94.7,5430.35,No
+7601-GNDYK,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,686.95,No
+0356-OBMAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),99.9,5706.3,No
+8067-NIOYM,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),21.1,490.65,No
+1403-GYAFU,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1360.25,No
+4234-XTNEA,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,174.45,No
+1297-VQDRP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),107.15,7379.8,No
+9282-IZGQK,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes
+5348-CAGXB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.55,1021.75,No
+0621-HJWXJ,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),81.55,5029.05,No
+5844-QVTAT,Female,0,Yes,Yes,33,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,58.45,1955.4,No
+8905-IAZPF,Female,0,Yes,No,69,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.65,6744.2,No
+5394-MEITZ,Female,0,Yes,Yes,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,4946.7,No
+6859-QNXIQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.1,8248.5,No
+2782-LFZVW,Female,0,No,No,11,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,58.95,601.6,No
+2866-IKBTM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+1342-JPNKI,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),86.05,834.1,Yes
+2817-NTQDO,Male,0,No,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),45.55,597,Yes
+7129-AZJDE,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),78.95,2647.2,No
+6986-IJDHX,Male,0,Yes,Yes,39,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.3,3266,Yes
+2560-PPCHE,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6744.25,No
+4676-MQUEA,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),101.9,5265.5,No
+8138-EALND,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,311.6,No
+3580-HYCSP,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.3,7966.9,No
+1352-HNSAW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.6,8220.4,No
+2075-PUEPR,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1153.25,No
+1982-FEBTD,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.6,514.75,No
+5301-GAUUY,Male,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,2596.15,Yes
+5791-KAJFD,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),68.75,3808,No
+2654-VBVPB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,19.9,No
+1154-HYWWO,Male,0,No,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,70.6,2708.2,No
+2501-XWWTZ,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,760.05,No
+3716-UVSPD,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.3,49.3,No
+6815-ABQFQ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,107.25,6033.3,No
+7343-EOBEU,Male,0,Yes,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,23.6,89.05,No
+3701-SFMUH,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69.7,516.15,No
+6103-LIANB,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),99.5,5861.75,No
+7319-VENRZ,Male,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),64.3,445.95,No
+5846-NEQVZ,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),70.85,4973.4,No
+6967-QIQRV,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,101.9,1667.25,No
+5781-RFZRP,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.5,5357.75,No
+0939-YAPAF,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,3527.6,Yes
+0308-IVGOK,Female,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),40.4,422.6,No
+7293-LSCDV,Female,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.25,1103.25,No
+7025-WCBNE,Male,1,No,No,47,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.6,2754,No
+5756-JYOJT,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),64.9,697.25,No
+4710-FDUIZ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),100.3,5614.45,Yes
+6030-REHUX,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.85,3204.4,No
+9548-LIGTA,Male,0,Yes,No,61,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,81.05,4747.65,No
+5150-LJNSR,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Bank transfer (automatic),98.05,3082.1,No
+8270-RKSAP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.5,597.9,No
+6522-YRBXD,Male,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.55,3365.4,No
+2640-LYMOV,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,38.8,No
+1218-VKFPE,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,233.55,Yes
+3627-FHKBK,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,75.3,Yes
+2865-TCHJW,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,346.2,Yes
+1423-BMPBQ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19,19,No
+2393-DIVAI,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,61.7,No
+5192-EBGOV,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,85.7,Yes
+4568-KNYWR,Male,0,No,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),63.25,3342.45,No
+8752-IMQOS,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,85.1,No
+0742-LAFQK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,99.15,7422.1,No
+0795-LAFGP,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.4,6668.05,No
+0619-OLYUR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.9,8071.05,No
+5512-IDZEI,Male,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1174.8,No
+0459-SPZHJ,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),83.5,5435,No
+0215-BQKGS,Male,0,No,No,30,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,No
+9244-ZVAPM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.6,45.6,No
+0719-SYFRB,Female,0,No,No,12,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.65,713.75,Yes
+8208-EUMTE,Male,0,No,No,16,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,54.85,916.15,No
+5172-MIGPM,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,65.55,237.2,No
+1710-RCXUS,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.35,4614.55,No
+0374-FIUCA,Male,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,1414.45,No
+5839-SUYVZ,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),74.55,1170.5,No
+5173-ZXXXL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,47.7,No
+1096-ADRUX,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),74.25,4859.25,No
+2001-MCUUW,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.65,4903.2,No
+2731-GJRDG,Female,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.55,3608,No
+4723-BEGSG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.65,6094.25,No
+6516-NKQBO,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),81,3084.9,No
+8672-OAUPW,Male,0,No,Yes,51,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),47.85,2356.75,No
+8207-DMRVL,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.55,8306.05,No
+3419-SNJJD,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Yes
+6543-CPZMK,Male,0,Yes,Yes,9,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.95,248.95,Yes
+4765-OXPPD,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Mailed check,65,663.05,Yes
+2804-ETQDK,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1357.1,No
+6689-VRRTK,Female,1,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.8,4860.35,No
+7138-GIRSH,Male,0,No,No,50,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.5,3418.2,No
+9396-ZSFLL,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.85,631.4,No
+6464-KEXXH,Male,0,No,No,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.25,186.3,No
+7134-MJPDY,Female,1,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.85,6976.75,No
+5240-CAOYT,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,No
+4059-IIEBK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),78.55,522.95,No
+4881-JVQOD,Male,1,Yes,Yes,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.55,362.6,No
+0516-UXRMT,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,92.05,5755.8,No
+4851-BQDNX,Male,0,Yes,Yes,40,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.05,3355.65,No
+5148-HKFIR,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,406.95,No
+1009-IRMNA,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,137.6,Yes
+3003-CMDUU,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,2395.7,No
+5016-IBERQ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,84.25,1968.1,No
+6797-UCJHZ,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),104.6,6819.45,No
+2469-DTSGX,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,111.65,7943.45,No
+4554-YGZIH,Male,1,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),90.05,4547.25,Yes
+5099-BAILX,Male,1,Yes,Yes,43,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),110.75,4687.9,Yes
+9931-KGHOA,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),55,2473.95,No
+1775-KWJKQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.85,6562.9,No
+7665-VIGUD,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,176.3,No
+9411-TPQQV,Female,0,No,No,40,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.55,2236.2,No
+7207-RMRDB,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6985.65,Yes
+7954-MLBUN,Male,0,No,No,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.45,3109.9,No
+2077-DDHJK,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4911.35,No
+4913-EHYUI,Male,1,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.55,5794.65,Yes
+0195-IESCP,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,855.3,Yes
+9574-BOSMD,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1620.2,No
+4580-TMHJU,Female,0,Yes,Yes,43,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,56.15,2499.3,Yes
+0970-ETWGE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.55,89.55,Yes
+4908-XAXAY,Female,1,No,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),89.85,4287.2,No
+8404-VLQFB,Female,0,Yes,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.25,394.85,No
+1626-ERCMM,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,1899.65,Yes
+0887-HJGAR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes
+2391-IPLOP,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,69.65,3442.15,No
+5644-PDMZC,Female,1,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.5,161.5,Yes
+3509-GWQGF,Male,1,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70,1732.6,No
+9576-ANLXO,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.55,222.3,Yes
+2024-BASKD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.6,74.6,Yes
+5845-BZZIB,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,655.3,No
+1140-UKVZG,Female,0,No,No,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.8,475.25,No
+4160-AMJTL,Female,1,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.65,164.3,Yes
+5183-SNMJQ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.1,865.1,No
+8100-PNJMH,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.85,6132.7,No
+7838-LAZFO,Male,0,Yes,No,45,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),78.8,3597.5,No
+4464-JCOLN,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,35.9,Yes
+2085-JVGAD,Male,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.35,697.65,No
+5650-VDUDS,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.25,96.05,Yes
+8095-WANWK,Female,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,428.7,No
+3030-ZKIWL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+9565-FLVCG,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Mailed check,69.55,4459.15,No
+8755-OGKNA,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,1167.6,No
+2800-VEQXM,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.75,238.1,No
+7538-GWHML,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,145.15,Yes
+5533-RJFTJ,Male,0,No,No,49,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,1453.1,No
+3859-CVCET,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,191.05,Yes
+0214-JHPFW,Female,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),57.8,4039.3,No
+5642-MHDQT,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,1039.45,No
+3088-FVYWK,Male,0,Yes,Yes,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1336.1,No
+3276-HDUEG,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.05,75.05,Yes
+9092-GDZKO,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.85,493.4,No
+0823-HSCDJ,Male,1,No,No,52,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.15,2550.9,Yes
+3729-OWRVL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.35,7246.15,No
+2324-AALNO,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.55,1203.95,No
+0822-GAVAP,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,62.25,Yes
+5760-IFJOZ,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,107.95,313.6,No
+2826-UWHIS,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.4,3775.85,No
+1448-PWKYE,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80,80,Yes
+7501-IWUNG,Female,0,Yes,Yes,61,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),73.8,4616.05,No
+4957-TREIR,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.4,195.65,No
+7251-LJBQN,Female,1,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),103.75,4188.4,No
+8040-MNRTF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,No
+1536-HBSWP,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No
+5313-FPXWG,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.6,1266.4,No
+0067-DKWBL,Male,1,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.25,91.1,Yes
+0946-FKYTX,Male,0,No,No,52,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,30.1,1623.4,No
+5076-YVXCM,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.4,4149.45,No
+8262-COGGB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No
+6663-JOCQO,Male,0,Yes,Yes,31,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.25,2344.5,No
+9620-QJREV,Male,0,No,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.55,1013.05,No
+2276-YDAVZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.1,270.7,Yes
+2682-KEVRP,Female,1,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.05,417,No
+2480-JZOSN,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,20.65,No
+0078-XZMHT,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.15,6316.2,No
+5896-NPFWW,Male,0,Yes,Yes,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.15,168.15,Yes
+9978-HYCIN,Male,1,Yes,Yes,47,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),84.95,4018.05,No
+8338-QIUNR,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),66.5,4811.6,No
+1525-LNLOJ,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),63.3,4189.7,No
+9450-TRJUU,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,83.15,2848.45,No
+1766-GKNMI,Male,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,2516.2,No
+6942-LBFDP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,33.6,No
+1456-TWCGB,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,208.45,No
+7133-VBDCG,Female,0,No,No,25,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Yes
+7596-ZYWBB,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,59.6,3739.8,No
+8329-UTMVM,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,2964,No
+3014-WJKSM,Male,0,Yes,No,29,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,2263.4,No
+3347-YJZZE,Male,0,Yes,Yes,29,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),80.1,2211.8,No
+1029-QFBEN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,Yes
+7929-DMBCV,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,81,1683.7,No
+9661-JALZV,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.7,1519,No
+5433-KYGHE,Female,0,No,Yes,14,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,86,1164.05,No
+4312-KFRXN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1710.9,No
+5575-TPIZQ,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.15,4245.55,No
+0114-IGABW,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),58.25,4145.9,No
+9944-AEXBM,Male,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,2664.3,No
+1853-ARAAQ,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.35,1277.5,No
+6952-OMNWB,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.35,5589.3,No
+4697-LUPSU,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,34.75,No
+8434-VGEQQ,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1305.95,No
+4952-YSOGZ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,381.3,Yes
+1589-AGTLK,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.35,141.5,Yes
+5244-IRFIH,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,3105.55,Yes
+6549-YMFAW,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.25,204.55,No
+4950-HKQTE,Female,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.25,605.9,No
+6786-OBWQR,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,356.1,No
+2684-EIWEO,Female,1,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),91.7,2758.15,Yes
+2753-JMMCV,Male,0,No,No,65,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.2,4805.65,No
+6439-GTPCA,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.25,3941.7,Yes
+6621-YOBKI,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,92.75,No
+1216-JWVUX,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1901.05,No
+7564-GHCVB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),79.05,5730.7,No
+1173-NOEYG,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),90.15,2423.4,No
+7595-EHCDL,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),50.6,1653.45,No
+6647-ZEDXT,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.45,3327.05,No
+2521-NPUZR,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101,7085.5,No
+1307-TVUFB,Male,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,3344.1,No
+7503-MIOGA,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.85,6697.35,No
+4381-MHQDC,Female,0,No,No,47,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,65,2879.9,No
+6923-JHPMP,Female,0,No,No,2,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,137.1,No
+5138-WVKYJ,Male,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.55,1008.55,Yes
+4018-PPNDW,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.1,1551.6,No
+1635-FJFCC,Female,0,No,No,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.05,202.15,No
+2499-AJYUA,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7882.25,No
+6919-ELBGL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,8196.4,No
+3966-HRMZA,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,75.05,202.9,No
+6425-JWTDV,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,855.1,No
+8405-IGQFX,Female,0,No,No,63,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),90.05,5817,No
+8224-IVVPA,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,56.7,1652.95,No
+9477-LGWQI,Male,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),80.15,5600.15,No
+1410-RSCMR,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),71.35,515.75,No
+3115-CZMZD,Male,0,No,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25, ,No
+0139-IVFJG,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,90.35,190.5,No
+6683-VLCTZ,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.55,1842.8,Yes
+5730-DBDSI,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1253.8,No
+0030-FNXPP,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,57.2,No
+2189-WWOEW,Female,0,No,Yes,15,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.9,1269.55,Yes
+5684-FJVYR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),90.35,6563.4,No
+4013-GUXND,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,20.8,No
+1894-IGFSG,Female,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.25,1907.85,Yes
+7379-POKDZ,Male,0,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,208.85,Yes
+1266-NZYUI,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),66.85,4758.8,No
+7969-FFOWG,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1292.6,No
+4718-DHSMV,Female,0,No,No,11,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,35.8,363.15,No
+5175-WLYXL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,78.85,1600.25,No
+7817-OMJNA,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.4,275.7,No
+8728-SKJLR,Male,0,No,No,41,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.25,3089.1,No
+3137-NYQQI,Male,0,Yes,No,17,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Mailed check,64.8,1175.6,No
+7706-DZNKK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,237.3,No
+0236-HFWSV,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.35,1444.65,Yes
+3900-AQPHZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes
+5842-POCOP,Female,0,Yes,No,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,88.9,454.15,Yes
+2037-XJFUP,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,95.8,3036.75,Yes
+8823-RLPWL,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.65,8065.65,No
+9505-SQFSW,Female,0,Yes,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,40.3,92.5,No
+7314-OXENN,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82,184.65,Yes
+3758-CKOQL,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107,6152.3,No
+0322-CHQRU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.35,89.5,Yes
+5676-CFLYY,Male,0,Yes,Yes,71,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),73.35,5154.5,No
+7521-AFHAB,Female,0,Yes,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.8,220.45,No
+0285-INHLN,Male,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1510.3,No
+4678-DVQEO,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,52.2,52.2,Yes
+5125-CNDSP,Male,0,No,Yes,63,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.6,2588.95,No
+0691-IFBQW,Female,1,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110,4874.8,Yes
+4992-LTJNE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),55.3,3983.6,No
+2202-OUTMO,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),60.85,2003.6,No
+0810-BDHAW,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,78.4,1832.4,No
+0229-LFJAF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.65,4908.25,No
+7131-ZQZNK,Female,0,Yes,Yes,60,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.85,3590.2,No
+3442-ZHHCC,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),76.9,5023,No
+5726-CVNYA,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,146.6,No
+9871-ELEYA,Female,0,No,Yes,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),67.65,2339.3,No
+4257-GAESD,Female,0,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),45,298.7,No
+5173-WXOQV,Male,0,Yes,No,2,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,64.2,143.65,No
+2040-OBMLJ,Male,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,No,Credit card (automatic),81.7,2548.65,No
+6286-ZHAOK,Female,0,Yes,Yes,20,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.55,507.4,No
+3807-XHCJH,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,20,No
+3009-JWMPU,Male,0,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,96.75,6125.4,Yes
+5671-RQRLP,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),75.65,5411.4,No
+1450-GALXR,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1058.25,Yes
+8859-AXJZP,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,23.8,903.8,No
+3174-AKMAS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),64.2,3009.5,No
+3138-BKYAV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,489.45,Yes
+9926-PJHDQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),76.8,5468.45,No
+7382-DFJTU,Male,0,No,No,18,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,1058.1,No
+2798-NYLMZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.55,7616,No
+4289-DTDKW,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,4113.1,Yes
+1820-TQVEV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes
+2239-JALAW,Male,0,No,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.25,6017.65,Yes
+4853-RULSV,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104,7250.15,Yes
+8098-TDCBU,Female,0,Yes,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,25.25,1108.2,No
+3551-GAEGL,Male,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),30.4,938.65,No
+4785-NKHCX,Male,1,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,94.15,No
+3196-NVXLZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.6,2088.05,No
+6275-YDUVO,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,86.2,178.7,Yes
+0036-IHMOT,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.7,5656.75,No
+0115-TFERT,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.2,2317.1,Yes
+4178-EGMON,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),88,5986.45,No
+4220-TINQT,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,6751.35,No
+5318-YKDPV,Male,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.15,3566.6,No
+7975-TZMLR,Male,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.1,4889.3,No
+0295-QVKPB,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),63.95,318.1,No
+4335-BSMJS,Female,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.8,1563.95,No
+2311-QYMUQ,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Yes
+3643-AHCFP,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,644.35,Yes
+9146-JRIOX,Female,0,Yes,Yes,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.55,372.45,No
+3104-OWCGK,Male,0,Yes,Yes,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Electronic check,90.95,5453.4,Yes
+5337-IIWKZ,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,44.85,1442.6,No
+9101-BWFSS,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Electronic check,108.55,5610.7,Yes
+9650-VBUOG,Male,0,Yes,Yes,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,963.95,No
+3487-EARAT,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),74.1,5222.3,No
+2672-TGEFF,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,3340.55,No
+9231-ZJYAM,Female,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.85,292.8,Yes
+4250-WAROZ,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.25,5774.55,No
+8184-WMOFI,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),71.4,4487.3,No
+6982-SSHFK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes
+6092-QZVPP,Male,0,No,No,36,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.2,2854.95,No
+4625-LAMOB,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,905.55,No
+0727-BMPLR,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100,5509.3,Yes
+0392-BZIUW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105,7589.8,No
+1038-ZAGBI,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,229.6,Yes
+6549-NNDYT,Female,0,No,No,13,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.85,394.1,No
+3027-ZTDHO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.9,89.9,Yes
+0422-OHQHQ,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.55,295.95,No
+6916-HIJSE,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.85,5459.2,No
+2316-ESMLS,Female,0,Yes,Yes,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),33.15,444.75,No
+9778-OGKQZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92,6782.15,No
+7408-OFWXJ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.8,6510.45,No
+6007-TCTST,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8476.5,No
+2252-NKNSI,Male,0,No,Yes,52,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,85.15,4461.85,No
+8713-IGZSO,Male,0,No,No,2,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.85,62,No
+7905-TVXTA,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.35,352.65,No
+7695-PKLCZ,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1424.9,No
+2382-BCKQJ,Female,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,6413.65,Yes
+8374-UULRV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.05,6309.65,No
+2207-NHRJK,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.8,50.8,Yes
+3224-DFQNQ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89,5898.6,No
+5275-PMFUT,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.8,4719.75,No
+4795-UXVCJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,457.3,No
+9777-IQHWP,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),93.4,5822.3,No
+0947-MUGVO,Male,1,Yes,No,20,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,1463.5,Yes
+9944-HKVVB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,307.4,Yes
+4124-MMETB,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,2104.55,Yes
+3671-SHRSP,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,319.15,Yes
+0979-MOZQI,Male,0,Yes,No,62,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),39,2337.45,No
+2732-ISEZX,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,104.3,No
+3313-QKNKB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,No,Electronic check,85.55,5084.65,Yes
+0323-XWWTN,Male,0,No,Yes,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.4,121.25,No
+1937-OTUKY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),98.2,7015.9,No
+1573-LGXBA,Male,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),97.55,5598,No
+1764-VUUMT,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1269.1,No
+5073-WXOYN,Female,0,No,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.8,3027.4,Yes
+4713-ZBURT,Male,0,No,Yes,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.7,4634.35,No
+3050-GBUSH,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.8,113.95,No
+0207-MDKNV,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.1,1582.75,Yes
+7876-AEHIG,Female,0,No,Yes,51,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),60.15,3077,No
+7945-HLKEA,Female,0,No,No,60,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,64.75,4039.5,No
+9342-VNIMQ,Male,0,No,No,33,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.65,1665.2,No
+9851-KIELU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.1,1043.3,Yes
+3523-BRGUW,Male,1,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,504.2,No
+3908-BLSYF,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,83.9,497.55,Yes
+3199-NPKCN,Female,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.25,7511.65,No
+5170-PTRKA,Female,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),35.8,1782,No
+4661-NJEUX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,20.05,No
+2123-AGEEN,Female,1,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,609.65,No
+1258-YMZNM,Female,1,No,No,27,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),110.5,2857.6,No
+0048-LUMLS,Male,0,Yes,Yes,37,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),91.2,3247.55,No
+7549-MYGPK,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.55,6215.35,Yes
+5898-IGSLP,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.3,2823,No
+3804-RVTGV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Yes
+6259-WJQLC,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,No
+9227-LUNBG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.6,24.6,Yes
+7997-EASSD,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),81.2,4965.1,No
+0730-KOAVE,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.3,2679.7,No
+8975-SKGRX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.1,8310.55,No
+0678-RLHVP,Female,0,No,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,5682.25,No
+4315-MURBD,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.9,1120.95,Yes
+2267-FPIMA,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.4,4914.9,No
+1051-GEJLJ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,27.55,No
+9734-YWGEX,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),98.3,923.5,Yes
+2719-BDAQO,Male,0,No,No,17,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,93.85,1625.65,Yes
+5285-MVEHD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.6,6068.65,No
+0379-DJQHR,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),81.35,5398.6,No
+0781-LKXBR,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,918.6,Yes
+5543-QDCRY,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.4,234.85,No
+0297-RBCSG,Male,0,No,No,19,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),65.35,1231.85,No
+4694-PHWFW,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,170.9,No
+0835-JKADZ,Female,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.25,7984.15,No
+1907-UBQFC,Male,1,No,No,10,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,72.85,688.65,Yes
+7508-SMHXL,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Credit card (automatic),89,1288.3,No
+3865-YIOTT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,7848.5,No
+5993-BQHEA,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,267,No
+6024-RUGGH,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.2,1798.9,No
+6513-EECDB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,73.55,Yes
+3956-CJUST,Female,1,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.4,1643.55,No
+4079-WWQQQ,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.55,4807.45,No
+6103-BOCOU,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.7,2193,No
+5149-TGWDZ,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,104.55,2239.4,No
+7471-WNSUF,Male,0,Yes,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.15,1505.9,No
+8942-DBMHZ,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,255.35,No
+4301-VVZKA,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1189.4,No
+9199-PWQVC,Female,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),79.7,4786.15,No
+4824-GUCBY,Female,1,No,No,22,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.7,1820.9,No
+5393-HJZSM,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,No
+7074-IEVOJ,Female,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.4,205.05,Yes
+9625-QSTYE,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.15,952.3,Yes
+0862-PRCBS,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),103.75,7039.45,No
+8812-ZRHFP,Female,0,Yes,Yes,30,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Electronic check,86.45,2538.05,No
+5146-CBVOE,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,No
+0454-OKRCT,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),80.6,2651.1,No
+5787-KXGIY,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1304.8,No
+4750-ZRXIU,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,360.1,Yes
+4198-VFOEA,Female,0,No,No,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,33.6,435.45,No
+6630-UJZMY,Female,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.25,308.05,No
+5709-LVOEQ,Female,0,Yes,Yes,0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,80.85, ,No
+6400-BWQKW,Female,0,No,No,6,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.05,434.5,Yes
+2692-AQCPF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.05,7118.9,No
+0347-UBKUZ,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,320.45,No
+0835-DUUIQ,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),21.05,531.55,No
+0811-GSDTP,Female,0,No,Yes,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.15,382.2,No
+7567-ECMCM,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.85,2001,No
+6115-ZTBFQ,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.5,4919.7,No
+6353-BRMMA,Female,0,Yes,Yes,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.1,5645.8,No
+6680-WKXRZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Yes
+6231-WFGFH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,77.6,No
+9904-EHEVJ,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,91.35,2896.55,No
+7028-DVOIQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3395.8,Yes
+6169-PPETC,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,759.35,No
+4208-UFFGW,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,85.15,Yes
+8584-KMVXD,Female,0,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.6,535.55,No
+8467-WYNSR,Male,0,No,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,55.1,1253.15,No
+0851-DFJKB,Female,0,No,No,15,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,58.95,955.15,No
+5382-SOYZL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2162.6,No
+9448-REEVD,Male,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,44.7,Yes
+3261-CQXOL,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1813.35,No
+8388-FYNPZ,Male,0,No,No,4,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,56.75,245.15,No
+4002-BQWPQ,Male,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,No
+5651-YLPRD,Female,0,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,2723.75,No
+2826-DXLQO,Male,1,Yes,No,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.8,220.45,No
+4378-BZYFP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.5,365.8,No
+9489-UTFKA,Male,1,Yes,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),60.9,551.95,No
+4849-PYRLQ,Female,1,No,No,56,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),73.25,4054.2,No
+9117-SHLZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes
+9889-TMAHG,Male,1,No,No,8,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,832.35,Yes
+4541-RMRLG,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,112.3,Yes
+7764-BDPEE,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,60.65,No
+3429-IFLEM,Female,0,No,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5550.1,No
+3158-MOERK,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,174.8,Yes
+7294-TMAOP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.55,90.55,Yes
+5002-GCQFH,Male,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,No
+0556-FJEGU,Male,0,No,No,58,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),70.1,4048.95,No
+8919-FYFQZ,Male,1,Yes,No,44,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,1359.7,Yes
+0604-THJFP,Female,0,Yes,Yes,59,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),75.95,4542.35,No
+2834-JRTUA,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.05,7532.15,Yes
+5875-YPQFJ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes
+5879-SESNB,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,888.65,No
+6646-QVXLR,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.75,6383.35,Yes
+6461-PPAXN,Female,0,Yes,Yes,35,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),54.95,1916,No
+3318-ISQFQ,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.5,413,No
+1106-HRLKZ,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,808.95,No
+2483-XSSMZ,Female,0,No,No,39,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,47.85,1886.4,No
+8603-IJWDN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.6,86.6,Yes
+8165-ZJRNM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.75,1679.25,No
+9369-XFEHK,Female,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.6,2656.5,Yes
+2604-XVDAM,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),43.8,540.95,No
+3717-OFRTN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,19.75,No
+9046-JBFWA,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,537.35,No
+3280-NMUVX,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,678.8,No
+1206-EHBDD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),80.3,4513.65,No
+8361-LBRDI,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.35,1423.85,No
+4883-KCPZJ,Female,0,Yes,Yes,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,555.4,No
+9108-EQPNQ,Female,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.1,225.55,No
+7277-KAMWT,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,268.45,No
+3842-IYKUE,Female,0,No,No,35,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),85.3,2917.5,Yes
+6641-XRPSU,Female,0,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70,2416.1,Yes
+1374-DMZUI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,424.45,Yes
+2545-LXYVJ,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.7,1492.1,No
+3234-VKACU,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,70.3,132.4,No
+8357-EQXFO,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,660.9,Yes
+1989-PRJHP,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1893.95,Yes
+8120-JDCAM,Male,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.55,284.9,No
+8917-FAEMR,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,784.25,No
+7047-YXDMZ,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,417.7,No
+2858-EIMXH,Female,1,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.85,5016.25,No
+9524-EGPJC,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.1,1612.75,Yes
+6993-OHLXR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.95,119.75,Yes
+8818-XYFCQ,Male,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.55,3204.65,Yes
+6419-ZTTLE,Male,1,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.75,485.2,No
+0929-HYQEW,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,160.85,No
+6614-YOLAC,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,58.65,4145.25,No
+7426-RHZGU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.9,827.45,No
+4065-JJAVA,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.5,49.5,No
+4695-VADHF,Male,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,57.45,990.85,Yes
+3863-IUBJR,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),53.65,696.35,Yes
+7649-SIJJF,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,80.1,5585.4,No
+9361-YNQWJ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.4,1601.2,No
+3748-FVMZZ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.05,162.45,No
+9391-TTOYH,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,470.2,No
+1452-XRSJV,Female,0,Yes,Yes,39,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,2066,No
+3422-WJOYD,Male,0,Yes,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.35,1426.45,No
+8242-SOQUO,Female,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.7,392.5,No
+7460-ITWWP,Female,1,Yes,No,45,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,86.1,3861.45,No
+7147-AYBAA,Male,0,No,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.35,2552.9,No
+7868-TMWMZ,Female,1,Yes,No,60,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,6668.35,No
+4822-RVYBB,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,819.4,Yes
+6732-FZUGP,Female,0,No,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),94.9,4615.25,No
+8436-BJUMM,Male,0,Yes,Yes,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,2070.6,Yes
+4184-TJFAN,Female,1,Yes,Yes,3,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.3,273.75,Yes
+8329-GWVPJ,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,No
+1352-VHKAJ,Male,0,Yes,Yes,27,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),71.6,1957.1,No
+4145-UQXUQ,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.1,729.95,Yes
+2632-TACXW,Female,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.65,1416.75,No
+8146-QQKZH,Female,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.85,5924.4,No
+1767-CJKBA,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,1697.7,No
+6445-TNRXS,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.7,7849.85,No
+4581-LNWUM,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.15,649.4,No
+4869-EPIUS,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Electronic check,80.9,4557.5,No
+9948-YPTDG,Male,0,Yes,No,38,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,3013.05,Yes
+1236-WFCDV,Male,1,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),90.45,1266.1,Yes
+1915-OAKWD,Female,0,No,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.3,360.35,No
+7296-PIXQY,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,1046.5,No
+4883-QICIH,Male,0,Yes,Yes,32,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,2347.9,Yes
+3354-OADJP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.25,447.75,No
+3524-WQDSG,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,No
+0810-DHDBD,Female,0,No,No,52,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74,3877.65,No
+4026-SKKHW,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.25,152.3,No
+2829-HYVZP,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,572.2,No
+8329-IBCTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes
+1271-SJBGZ,Male,1,No,No,12,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,43.65,526.95,Yes
+3845-JHAMY,Female,0,Yes,Yes,16,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),35.5,552.7,No
+7013-PSXHK,Female,0,No,No,40,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,80.75,3208.65,No
+5669-SRAIP,Female,0,No,No,5,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,39.5,210.75,Yes
+5981-ITEMU,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.1,3706.95,Yes
+3486-NPGST,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,620.75,No
+6941-PMGEP,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80,412.5,Yes
+1624-WOIWJ,Female,0,No,No,10,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.7,832.05,Yes
+2074-GKOWZ,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,185.55,Yes
+0376-YMCJC,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90.6,1943.2,Yes
+6100-FJZDG,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,505.9,No
+4829-ZLJTK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,112.4,8046.85,No
+1730-VFMWO,Female,0,Yes,No,34,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.2,1815.3,No
+7143-BQIBA,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),62.25,612.95,No
+3800-LYTRK,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.7,795.15,No
+0634-SZPQA,Female,0,No,No,23,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.05,2169.8,Yes
+9646-NMHXE,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,973.1,No
+7030-NJVDP,Male,0,Yes,No,24,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,2210.2,No
+5536-RTPWK,Male,0,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,4853.75,Yes
+8883-GRDWQ,Male,1,No,No,20,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54,1055.9,No
+6166-ILMNY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,144.55,Yes
+3097-NNSPB,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.05,91.1,Yes
+7771-ZONAT,Male,0,No,No,22,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),56.75,1304.85,No
+0655-RBDUG,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.05,713,Yes
+2111-DWYHN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.1,21.1,No
+4194-WHFCB,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),96.65,5580.8,No
+4121-AGSIN,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.5,1497.9,No
+4361-BKAXE,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),114.5,4527.45,Yes
+9845-PEEKO,Female,1,No,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Two year,Yes,Credit card (automatic),79.2,4590.35,No
+0455-XFASS,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,200.2,No
+0301-KOBTQ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,614.45,No
+1751-NCDLI,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,4564.9,No
+4367-NUYAO,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75, ,No
+9878-TNQGW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.95,171.15,Yes
+9170-ARBTB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,1012.4,No
+4441-NIHPT,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.3,940.35,Yes
+8999-BOHSE,Female,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),89.7,1047.7,Yes
+7241-AJHFS,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),87.65,2766.4,No
+7029-RPUAV,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.45,1622.45,Yes
+4546-FOKWR,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,1129.35,No
+9036-CSKBW,Female,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),107.45,5680.9,No
+5832-TRLPB,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.35,2243.9,No
+8590-YFFQO,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.95,4523.25,No
+8659-IOOPU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,100.45,7159.7,No
+1338-CECEE,Male,0,Yes,Yes,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),68.5,2839.95,No
+7439-DKZTW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,No
+4646-QZXTF,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.25,580.1,No
+4607-CHPCA,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,90.4,2178.6,Yes
+9742-XOKTS,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89.55,6038.55,No
+6921-OZMFH,Male,0,Yes,Yes,5,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.7,259.4,No
+9578-FOMUK,Male,0,No,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24.8,324.15,No
+4712-UYOOI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,417.65,No
+8824-RWFXJ,Male,0,Yes,Yes,3,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.15,168.15,Yes
+7722-CVFXN,Male,0,Yes,Yes,54,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.2,5637.85,No
+8717-VCTXJ,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.55,839.4,No
+7363-QTBIW,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.75,769.1,No
+4159-NAAIX,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),97.45,6253,No
+0971-QIFJK,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1641.8,No
+9397-TZSHA,Female,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.6,1678.05,No
+3391-JSQEW,Male,0,Yes,No,40,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2058.5,No
+0343-QLUZP,Male,0,No,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),39.6,2424.5,No
+9763-PDTKK,Female,0,No,No,4,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.4,387.2,Yes
+2176-LVPNX,Female,1,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.85,6293.45,No
+7627-JKIAZ,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Yes
+3312-UUMZW,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.85,3145.9,No
+1271-UODNO,Male,0,No,No,39,Yes,Yes,DSL,No,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),53.85,2200.7,No
+8461-EFQYM,Female,0,No,No,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,24.25,914.4,No
+6900-RBKER,Male,0,No,No,52,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),89.45,4577.75,No
+6891-JPYFF,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.25,4997.5,No
+1459-QNFQT,Male,0,Yes,Yes,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.5,4144.8,No
+1047-NNCBF,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,1493.55,No
+3696-XRIEN,Female,0,No,No,50,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82.5,4179.1,No
+4081-DYXAV,Female,0,No,No,19,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),44.85,893.55,Yes
+0074-HDKDG,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),61.6,1611,No
+8791-GFXLZ,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.05,593.05,No
+8111-SLLHI,Male,1,Yes,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.65,4284.8,Yes
+0927-LCSMG,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,74.65,544.55,Yes
+9330-DHBFL,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,66.25,1533.8,No
+0098-BOWSO,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,529.8,No
+3452-ABWRL,Male,1,No,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.05,3865.6,No
+5859-HZYLF,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.15,515.75,No
+8257-RZAHR,Female,0,Yes,No,14,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),64.7,941,Yes
+5293-WXJAK,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.05,1133.65,Yes
+3156-QLHBO,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,48.35,No
+2208-NQBCT,Female,0,Yes,Yes,26,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.95,2070.05,No
+1779-PWPMG,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.65,8333.95,No
+6621-NRZAK,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1209.25,No
+0831-JNISG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,1396.25,No
+0774-IFUVM,Male,0,Yes,Yes,11,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),65.15,723.35,No
+3082-WQRVY,Male,1,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,228.65,No
+9553-DLCLU,Female,0,No,Yes,13,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.95,1161.75,No
+1641-BYBTK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,98.35,No
+2460-NGXBJ,Male,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,775.3,No
+2446-ZKVAF,Male,0,Yes,No,18,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.8,1074.65,No
+0841-NULXI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.55,35.55,Yes
+3522-CDKHF,Female,0,Yes,No,32,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.5,2324.7,No
+1430-SFQSA,Male,0,No,No,29,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,35.6,1072.6,No
+0411-EZJZE,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.25,170.5,No
+7851-WZEKY,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,196.9,Yes
+8844-TONUD,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,96.65,1162.85,Yes
+8807-ARQET,Female,0,No,No,41,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.35,1677.85,No
+8992-CEUEN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,18.85,18.85,No
+4320-QMLLA,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,54.85,370.4,No
+8777-PVYGU,Female,0,Yes,No,52,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Mailed check,64.3,3410.6,No
+8292-ITGYJ,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1138.8,No
+6870-ZWMNX,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),76.1,5264.25,No
+0621-CXBKL,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.7,1005.7,No
+5268-DSMNQ,Female,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),97.95,5936.55,No
+5334-JLAXU,Female,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.1,5475.9,No
+4086-YQSNZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.4,224.05,Yes
+6242-MBHPK,Female,1,Yes,No,23,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2326.05,No
+5868-CZJDR,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.35,31.35,Yes
+9359-UGBTK,Female,0,No,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.35,4991.5,No
+0135-NMXAP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.75,1052.4,Yes
+4782-OSFXZ,Female,1,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.7,5831.2,No
+6479-OAUSD,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,510.8,No
+7129-ACFOG,Female,0,No,No,5,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.8,283.95,No
+4189-NAKJS,Male,0,No,No,26,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),51.55,1295.4,No
+5562-BETPV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,19.65,No
+1282-IHQAC,Male,1,No,No,70,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),44.05,3011.65,No
+9127-FHJBZ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114,8093.15,No
+6270-OMFIW,Male,0,Yes,No,60,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,94.4,5610.25,Yes
+1641-RQDAY,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,3217.65,No
+0107-WESLM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,19.85,Yes
+6994-ORCWG,Female,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Mailed check,54.25,773.2,No
+1346-UFHAX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80,1029.35,No
+3992-YWPKO,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.9,669.45,Yes
+2933-XEUJM,Female,0,No,No,46,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Mailed check,79.2,3593.8,No
+0125-LZQXK,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1553.95,Yes
+5461-QKNTN,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,94.3,3953.15,No
+4835-YSJMR,Male,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),49.8,1971.15,No
+8399-YNDCH,Male,1,No,No,21,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),60.05,1236.15,Yes
+3164-YAXFY,Male,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.75,3196,No
+0887-WBJVH,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,93.45,4872.2,No
+4660-IRIBM,Male,0,Yes,Yes,18,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,87.9,1500.5,No
+5673-FSSMF,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.15,60.15,Yes
+7670-ZBPOQ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),61.05,3478.75,No
+8089-UZWLX,Female,1,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),104.05,7413.55,No
+0080-OROZO,Female,0,No,No,35,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.25,3532,No
+3916-NRPAP,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),85.7,256.75,No
+6807-SIWJI,Male,0,No,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.85,3887.25,No
+8221-HVAYI,Male,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),69.15,2490.15,No
+1579-KLYDT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.45,593.45,Yes
+5232-NXPAY,Female,0,No,No,47,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,74.45,3510.3,No
+8967-SZQAS,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.45,765.45,No
+4468-KAZHE,Female,1,Yes,No,20,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,60,1259.35,No
+0455-ENTCR,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,85.25,5538.35,No
+8944-AILEF,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,340.85,No
+5542-NKVRU,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.75,844.45,No
+7126-RBHSD,Female,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,78.9,1348.95,No
+5370-IIVVL,Male,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.5,3778,No
+6789-HJBWG,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,611.65,No
+3927-NLNRY,Male,0,Yes,No,53,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.25,4867.95,Yes
+9087-EYCPR,Female,0,No,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1505.05,No
+6791-YBNAK,Male,0,Yes,Yes,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.55,467.85,No
+6358-LYNGM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes
+6077-BDPXA,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,194.2,No
+0013-MHZWF,Female,0,No,Yes,9,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.4,571.45,No
+5494-HECPR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,80.25,Yes
+8268-YDIXR,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,93.15,5253.95,No
+9824-BEMCV,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,1149.65,Yes
+1373-ORVIZ,Female,0,Yes,Yes,11,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.35,740.8,Yes
+4291-SHSBH,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,521.35,No
+6980-IMXXE,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1412.65,No
+9866-QEVEE,Male,0,No,No,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),86,1532.45,Yes
+9897-KXHCM,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.3,250.05,Yes
+0040-HALCW,Male,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,1090.6,No
+0784-GTUUK,Male,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),23.75,1446.8,No
+7979-CORPM,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Yes
+2294-DMMUS,Female,0,Yes,Yes,62,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.45,4300.45,No
+0872-JCPIB,Male,0,No,No,17,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),65.75,1111.2,No
+3055-MJDSB,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.6,190.1,No
+9091-WTUUY,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,69.25,4447.75,No
+1618-CFHME,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.9,143.35,Yes
+3165-HDOEW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes
+6581-NQCBA,Female,0,Yes,No,16,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,49.95,810.2,Yes
+7115-IRDHS,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1830.05,No
+8496-DMZUK,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),90.4,2820.65,No
+2040-VZIKE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,4847.35,No
+9068-VPWQQ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.35,4729.3,No
+0178-SZBHO,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,87.2,4017.45,No
+0384-RVBPI,Male,0,No,No,20,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),64.4,1398.6,No
+1689-MRZQR,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.3,2564.3,Yes
+1299-AURJA,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1685.9,No
+4525-VZCZG,Male,0,No,Yes,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.85,5826.65,No
+1543-LLLFT,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,98.3,6066.55,No
+5835-BEQEU,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.95,228.4,Yes
+2788-CJQAQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,270.2,No
+5565-FILXA,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.15,1529.2,Yes
+0319-QZTCO,Female,0,Yes,Yes,3,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.7,168.6,No
+2120-SMPEX,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,536.35,No
+0096-FCPUF,Male,0,No,No,30,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,64.5,1888.45,No
+0668-OGMHD,Female,0,Yes,No,21,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,28.5,629.35,No
+5552-ZNFSJ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes
+2223-KAGMX,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,289.3,Yes
+6507-ZJSUR,Male,1,Yes,No,23,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.45,2117.25,No
+9408-HRXRK,Female,0,Yes,Yes,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.15,4730.9,No
+5593-SUAOO,Female,0,Yes,Yes,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),83.15,2033.05,No
+7321-PKUYW,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,90.15,987.95,Yes
+2833-SLKDQ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.05,45.05,Yes
+6766-HFKLA,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.2,5744.35,No
+7595-EUIVN,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.8,75.8,Yes
+7617-EYGLW,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No
+2026-TGDHM,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.3,523.15,Yes
+9220-ZNKJI,Female,1,Yes,No,55,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),88.8,4805.3,No
+4030-VPZBD,Female,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,30.9,59.05,Yes
+2226-ICFDO,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.9,6110.75,No
+0723-VSOBE,Female,1,No,No,45,No,No phone service,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,34.2,1596.6,No
+5529-GIBVH,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,1046.2,No
+4187-CINZD,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),95.25,4424.2,Yes
+9992-UJOEL,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,92.75,No
+4741-WWJQZ,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.15,194.55,No
+6625-UTXEW,Female,0,Yes,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.25,612.1,No
+6818-WOBHJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,6127.6,Yes
+6244-BESBM,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,6671.7,No
+1004-NOZNR,Male,1,No,Yes,56,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Credit card (automatic),94.8,5264.3,No
+1251-STYSZ,Female,1,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,303.7,No
+2612-PHGOX,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),76.1,4818.8,No
+2408-TZMJL,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.15,6448.05,Yes
+8480-PPONV,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.55,7159.05,No
+8780-IHCRN,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.65,1574.5,No
+4598-ZADCK,Female,0,No,No,53,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,53.6,2879.2,No
+1257-SXUXQ,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,86.05,No
+9681-KYGYB,Male,1,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,88.2,4159.45,No
+7182-OVLBJ,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.15,6638.35,No
+5095-ETBRJ,Female,0,Yes,No,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,56.8,3112.05,No
+7005-CYUIL,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Electronic check,99.4,7168.25,No
+4821-WQOYN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.1,1326.25,No
+4730-AWNAU,Male,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),60.7,2234.55,No
+3452-FLHYD,Male,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.95,495.15,No
+2388-LAESQ,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.85,8317.95,No
+9531-NSBMR,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.25,679.8,No
+6260-ONULR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,62.8,62.8,No
+4389-UEFCZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105.5,7544,No
+8711-LOBKY,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1188.25,No
+9134-CEQMF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,676.7,Yes
+8985-OOPOS,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),74.1,74.1,No
+8800-ZKRFW,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,3242.5,No
+2616-FLVQC,Male,0,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1240.15,No
+9968-FFVVH,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),68.8,4111.35,No
+3108-PCCGG,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),84.45,5899.85,No
+7993-PYKOF,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75,632.95,Yes
+8390-FESFV,Female,0,No,No,62,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),84.5,5193.2,No
+3022-BEXHZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.2,7530.8,No
+5027-XWQHA,Male,0,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,270.95,Yes
+6248-TKCQV,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,5460.2,No
+6729-GDNGC,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),80.7,1614.2,No
+6198-ZFIOJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,402.5,No
+5989-OMNJE,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,57.6,1367.75,No
+4566-QVRRW,Female,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.05,483.7,Yes
+1291-CUOCY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.6,7962.2,No
+9795-SHUHB,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),58.2,3810.8,No
+3230-IUALN,Female,0,Yes,Yes,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,81,3533.6,No
+0042-RLHYP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1396.9,No
+8519-IMDHU,Male,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Yes
+4945-RVMTE,Female,0,No,No,28,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.55,1646.45,No
+0201-OAMXR,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.55,8127.6,Yes
+1866-NXPSP,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Mailed check,75.55,2680.15,No
+3372-KWFBM,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.6,1281,Yes
+7831-QGOXH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,1553.9,Yes
+6393-WRYZE,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.65,3207.55,Yes
+3941-XTSKM,Male,0,Yes,Yes,42,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.1,2049.05,No
+1661-CZBAU,Male,0,No,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),70.95,3629.2,No
+6599-RCLCJ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.55,5124.55,Yes
+9831-BPFRI,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,89.55,3474.45,Yes
+5158-RIVOP,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,202.3,No
+9788-YTFGE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,147.5,No
+9277-JOOMO,Female,0,No,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.6,86.35,No
+1907-YLNYW,Male,0,No,No,8,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,66.7,579,No
+1725-MIMXW,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.45,19.45,Yes
+8947-YRTDV,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,94.8,3131.55,No
+3161-ONRWK,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),65.85,3928.3,No
+0114-RSRRW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.95,187.75,No
+4565-NLZBV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1710.15,No
+0031-PVLZI,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,76.35,Yes
+7206-GZCDC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes
+6682-VCIXC,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),51.25,2151.6,No
+4791-QRGMF,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.5,5961.1,Yes
+6475-VHUIZ,Female,0,Yes,No,23,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,1221.55,No
+3910-MRQOY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.4,1496.45,No
+0661-WCQNQ,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),56.25,1292.2,No
+7537-RBWEA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.15,25.15,No
+4656-CAURT,Male,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1713.1,No
+0121-SNYRK,Male,0,No,No,50,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,35.4,1748.9,No
+1768-ZAIFU,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.2,25.2,Yes
+4671-LXRDQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45,96.45,Yes
+3733-LSYCE,Female,0,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,No
+6265-FRMTQ,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,609.1,No
+1934-SJVJK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes
+3838-OZURD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105,7133.25,Yes
+1371-DWPAZ,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),56.05, ,No
+9269-CQOOL,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),54.7,169.45,Yes
+2017-CCBLH,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,141.6,No
+7690-KPNCU,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),73.05,4688.65,No
+0536-BGFMZ,Female,0,Yes,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,563.05,No
+2293-IJWPS,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.75,5985,No
+2845-HSJCY,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,87.25,1258.6,Yes
+5469-NUJUR,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,373.5,No
+1184-PJVDB,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,857.2,Yes
+2625-TRCZQ,Female,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.65,2553.35,No
+4102-HLENU,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,65.65,4322.85,No
+7266-GSSJX,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.45,250.8,No
+7722-VJRQD,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.95,4549.05,No
+7073-QETQY,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.35,1359.5,No
+9415-DPEWS,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.35,1639.3,Yes
+5624-RYAMH,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.5,178.85,No
+0196-JTUQI,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,633.85,No
+7130-YXBRO,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),111.45,5315.1,No
+9272-LSVYH,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.15,735.5,No
+7943-RQCHR,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,889.9,Yes
+3793-MMFUH,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,1290,Yes
+3249-ZPQRG,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.45,330.05,Yes
+2568-BRGYX,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,237.95,Yes
+3084-DOWLE,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6474.4,No
+1084-MNSMJ,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.5,4421.95,No
+7721-JXEAW,Male,0,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.05,2452.7,Yes
+7249-WBIYX,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.6,813.85,Yes
+4238-HFHSN,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.15,4904.85,No
+6250-CGGUN,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,84.4,4484.05,No
+5478-JJVZK,Female,0,No,No,33,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,60.9,2033.85,No
+7596-IIWYC,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.25,538.2,No
+6567-HOOPW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.2,79.2,Yes
+9793-WECQC,Male,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.3,2192.9,No
+4291-HPAXL,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No
+8999-YPYBV,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.35,3858.05,No
+1839-FBNFR,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.85,854.8,No
+3164-AALRN,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,70,347.4,Yes
+3071-MVJCD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),82.3,5815.15,No
+1697-BCSHV,Female,0,Yes,Yes,58,Yes,Yes,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,No
+0562-KBDVM,Female,0,No,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),44.6,3058.15,No
+1131-SUEKT,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),98.45,6145.2,No
+3717-OEAUQ,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.7,129.2,No
+4538-WNTMJ,Female,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.95,1165.9,No
+3334-CTHOL,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,Yes
+4704-ERYFC,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,1554,Yes
+9432-RUVSL,Female,0,No,No,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),102.5,4904.25,No
+8060-HIWJJ,Male,0,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.55,5632.55,No
+7684-XSZIY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1643.25,No
+9089-UOWJG,Female,0,Yes,Yes,12,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.35,740.55,No
+8621-MNIHH,Female,1,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,3217.55,Yes
+8039-ACLPL,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),68.75,4888.2,No
+9885-AIBVB,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.8,2440.25,No
+1934-MKPXS,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,620.55,No
+2592-YKDIF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No
+2272-JKMSI,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.8,6840.95,No
+0471-LVHGK,Male,0,Yes,No,41,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,73,3001.2,Yes
+9518-RWHZL,Female,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,6254.2,Yes
+8714-CTZJW,Female,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),82.85,319.6,No
+3569-EDBPQ,Female,0,No,No,24,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,84.35,1938.05,No
+3131-NWVFJ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,294.5,No
+7521-YXVZY,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58.3,No
+5419-CONWX,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.8,442.85,Yes
+6240-EURKS,Female,0,No,Yes,18,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35,553,Yes
+2373-NTKOD,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.25,546.45,No
+1970-KKFWL,Female,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.3,797.1,No
+6960-HVYXR,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76,76,Yes
+9337-SRRNI,Male,0,No,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1673.8,No
+0895-UADGO,Male,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,44.55,343.45,No
+5678-VFNEQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.1,7412.25,No
+5977-CKHON,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),92.55,4039,No
+7024-OHCCK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,170.85,Yes
+2692-BUCFV,Male,1,No,No,29,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.45,2948.6,No
+7861-UVUFT,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.3,1308.4,Yes
+1830-GGFNM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),94.55,6078.75,No
+5302-BDJNT,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,95.5,3418.2,No
+5223-UZAVK,Male,0,No,No,64,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.3,6603.8,No
+4859-ZSRDZ,Female,0,Yes,Yes,58,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),55.5,3166.9,No
+5651-WYIPH,Female,1,No,No,18,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.85,865.75,No
+9350-VLHMB,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,6373.1,No
+3498-LZGQZ,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.15,1177.05,No
+8785-CJSHH,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,5985.75,No
+5357-TZHPP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.4,732.5,Yes
+3870-SPZSI,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.05,7869.05,No
+0680-DFNNY,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,1504.05,Yes
+7560-QRBXH,Female,0,No,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,936.7,No
+7077-XJMET,Male,0,Yes,No,12,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.15,741.4,No
+8752-GHJFU,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,92,6585.2,No
+6896-SRVYQ,Male,1,No,No,44,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,3122.4,No
+7767-UXAGJ,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.45,50.45,Yes
+4652-ODEVH,Male,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.45,1088.25,No
+6510-UPNKS,Female,0,No,No,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,615.35,No
+6718-BDGHG,Female,0,Yes,No,43,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),64.85,2908.2,No
+9046-DQMTP,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.75,739.9,No
+6439-LAJXL,Male,0,Yes,No,9,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,68.95,593.85,No
+1571-SAVHK,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,1132.75,Yes
+9052-VKDUW,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.4,7227.45,No
+9546-CQJSU,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.4,193.6,Yes
+1666-JZPZT,Male,0,No,No,27,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49,1291.35,No
+5777-KJIRB,Female,0,No,No,40,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,50.25,2023.55,No
+0506-LVNGN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.55,349.65,Yes
+7677-SJJJK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,153.95,No
+2480-EJWYP,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97.8,5458.8,No
+3253-HKOKL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,100.3,5244.45,No
+7055-HNEOJ,Male,0,Yes,No,3,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,55.8,154.55,No
+5514-YQENT,Male,0,No,Yes,41,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.15,4507.15,No
+3211-AAPKX,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,98.55,2031.95,No
+8445-DNBAE,Male,0,No,Yes,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.05,50.05,No
+2951-QOQTK,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.8,332.45,Yes
+2958-NHPPS,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.85,473.9,No
+6806-YDEUL,Female,1,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,106.8,No
+1735-XMJVH,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.35,152.6,No
+6890-PFRQX,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,69.5,1199.4,No
+0222-CNVPT,Male,1,No,No,52,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),48.8,2555.05,No
+5899-OUVKV,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,2979.2,No
+8681-ICONS,Male,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,654.85,No
+1621-YNCJH,Female,0,Yes,No,36,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),106.05,3834.4,No
+3473-XIIIT,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,1534.75,Yes
+6362-QHAFM,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.3,4586.15,No
+7893-IXHRQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.55,20.55,Yes
+3070-BDOQC,Female,0,No,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.65,5941.05,No
+2952-QAYZF,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.3,424.15,Yes
+6234-PFPXL,Male,0,Yes,No,22,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),95.9,2234.95,No
+9824-QCJPK,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,666.75,No
+4763-PGDPO,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,281,Yes
+4283-IVYCI,Male,0,No,No,9,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,64.95,547.8,No
+1866-OBPNR,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.6,74.6,No
+8205-MQUGY,Male,0,Yes,Yes,12,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.2,571.15,No
+8970-ANWXO,Female,0,No,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,73.75,1756.6,No
+9480-BQJEI,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),92.3,5731.45,No
+5394-SVGJV,Male,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.8,3475.55,Yes
+6979-TNDEU,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,156.85,No
+9777-WJJPR,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),88.65,2683.2,No
+9283-LZQOH,Male,0,Yes,Yes,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.4,896.75,Yes
+7079-QRCBC,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,2407.3,Yes
+9495-SKLKD,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.95,4456.65,No
+6048-UWKAL,Female,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),105.4,6998.95,No
+5067-DGXLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,36.8,No
+5469-CTCWN,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,106,6547.7,Yes
+9851-QXEEQ,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.7,4346.4,Yes
+6281-FKEWS,Female,0,No,No,44,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.05,2265,No
+8898-KASCD,Male,0,No,No,39,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Mailed check,35.55,1309.15,No
+9242-TKFSV,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.1,4754.3,No
+9290-SHCMB,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.85,1235.55,No
+0743-HNPFG,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),69.75,3562.5,No
+2277-BKJKN,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.2,7213.75,No
+9809-IMGCQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.7,2082.95,Yes
+5208-HFSBT,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.05,102.75,Yes
+5035-PGZXH,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.8,5914.4,No
+8695-WDYEA,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.25,51.25,No
+6543-JXSOO,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,57.75,1282.85,No
+8016-ZMGMO,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.85,4738.85,No
+8605-ITULD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+3254-YRILK,Male,1,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.2,1775.8,Yes
+6416-YJTTB,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.5,795.65,No
+2667-WYLWJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,145,Yes
+4472-VESGY,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),98.15,4993.4,No
+3195-TQDZX,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.25,61.45,No
+3128-YOVTD,Female,0,Yes,Yes,51,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,No
+0529-ONKER,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.65,1146.65,Yes
+1728-CXQBE,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,6081.4,No
+7041-TXQJH,Female,0,No,No,37,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.2,1478.85,No
+5014-GSOUQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,243.65,No
+5724-BIDBU,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,55.35,2633.95,No
+0481-SUMCB,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.15,4735.35,No
+1769-GRUIK,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.1,1247.75,No
+5240-IJOQT,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+8819-WFGGJ,Male,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),54.1,3794.5,No
+7427-AUFPY,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1008.7,No
+2811-POVEX,Female,1,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),88.45,2130.55,No
+1092-GANHU,Male,0,No,No,17,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,76.65,1313.55,Yes
+7898-PDWQE,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),80.4,5727.15,No
+9972-EWRJS,Female,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.25,1372.9,No
+9314-IJWSQ,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,1203.9,No
+0661-XEYAN,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.8,25.8,Yes
+5799-JRCZO,Female,0,No,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1215.1,No
+1921-KYSAY,Female,0,No,No,41,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,68.6,2877.05,No
+6198-RTPMF,Female,0,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,92.6,1579.7,No
+2924-KHUVI,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.55,5514.95,No
+1925-GMVBW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,96.1,No
+7881-EVUAD,Female,0,No,No,2,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,42.6,72.4,Yes
+6184-DYUOB,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,55.25,No
+9207-ZPANB,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,67.45,2443.3,No
+5766-XQXMQ,Female,0,No,No,29,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.85,1970.5,Yes
+9327-QSDED,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.55,335.4,No
+1656-DRSMG,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.85,7002.95,No
+3012-VFFMN,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,158.95,No
+2984-AFWNC,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.4,293.15,No
+0640-YJTPY,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1493.75,No
+8096-LOIST,Female,0,No,No,19,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.2,1093.4,No
+9764-REAFF,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),18.4,1057.85,No
+3703-VAVCL,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),90,190.05,Yes
+7107-UBYKY,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.75,882.55,No
+4881-GQJTW,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.6,300.4,No
+8519-QJGJD,Female,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.35,1025.95,Yes
+7876-DNYAP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1436.95,No
+7905-NJMXS,Male,1,Yes,No,7,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,64.2,475,No
+2882-WDTBA,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.75,5388.15,No
+2091-GPPIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,78.95,5730.15,No
+6326-MTTXK,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,819.55,Yes
+5071-FBJFS,Female,0,Yes,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.3,217.1,No
+2796-UUZZO,Male,0,Yes,Yes,63,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.3,4896.35,No
+2429-AYKKO,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1434.1,No
+9798-OPFEM,Female,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,21.1,937.1,No
+0330-IVZHA,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,330.15,Yes
+3794-NFNCH,Male,0,Yes,No,30,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,1474.9,No
+5193-QLVZB,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.75,6536.5,No
+7114-AEOZE,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1128.1,No
+2886-KEFUM,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.5,6873.75,Yes
+5522-NYKPB,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.9,2199.05,No
+4237-RLAQD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes
+9957-YODKZ,Male,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.8,457.1,No
+6518-KZXCB,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,566.5,No
+2245-ADZFJ,Female,0,Yes,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.55,2471.6,No
+7776-QGYJC,Female,0,Yes,Yes,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,No
+9313-QOLTZ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,518.3,No
+9651-GTSAQ,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,5769.75,Yes
+3186-BAXNB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.7,91.7,Yes
+4672-FOTSD,Male,0,No,No,12,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,67.25,832.3,No
+0637-YLETY,Female,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.6,1555.65,Yes
+9818-XQCUV,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,45.3,No
+7338-ERIVA,Male,0,No,Yes,39,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),45.05,1790.6,No
+1157-BQCUW,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,74.95,Yes
+8259-NFJTV,Female,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.65,246.6,No
+3223-DWFIO,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.35,261.65,No
+2660-EMUBI,Male,1,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,898.35,Yes
+6968-GMKPR,Female,0,No,No,55,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.55,4509.5,No
+4751-ERMAN,Male,0,Yes,Yes,72,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.4,5480.25,No
+1436-ZMJAN,Female,0,Yes,No,10,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),67.8,653.15,No
+3292-PBZEJ,Male,1,No,No,11,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.4,1183.05,No
+0799-DDIHE,Female,0,Yes,Yes,15,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,639.45,No
+3070-FNFZQ,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,478.75,No
+2812-SFXMJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+7675-OZCZG,Female,1,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45,127.1,Yes
+5014-WUQMG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,96.1,4391.45,No
+5312-TSZVC,Female,0,No,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,270.6,No
+2003-CKLOR,Male,0,No,No,66,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.5,6710.5,Yes
+0993-OSGPT,Female,1,Yes,No,68,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),60.65,3975.9,No
+9254-RBFON,Female,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),98.6,1704.95,Yes
+1205-WNWPJ,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,59.5,415.95,Yes
+9391-EOYLI,Male,1,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.45,950.2,Yes
+7108-DGVUU,Female,1,Yes,No,21,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),71.7,1497.05,No
+2782-JEEBU,Male,0,No,No,21,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36,780.15,No
+5127-BZENZ,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),65.2,3512.15,No
+2720-FVBQP,Female,0,Yes,Yes,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.95,273.25,No
+9906-NHHVC,Female,1,No,No,65,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.5,3517.9,No
+4522-XRWWI,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.45,3375.9,No
+3766-EJLFL,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.05,7508.55,No
+5939-SXWHM,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.3,1245.05,No
+8152-UOBNY,Female,1,No,No,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,106.8,5347.95,No
+7351-KYHQH,Female,1,No,No,7,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,64.95,493.65,No
+7643-RCHXS,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.35,1263.85,No
+8246-SHFGA,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.1,385.55,No
+8387-MOJJT,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),77.95,3384,Yes
+0620-XEFWH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,84.2,No
+6485-QXWWE,Female,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26,1638.7,No
+2761-OCIAX,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,165.4,Yes
+7321-VGNKU,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,120.25,No
+5327-CNLUQ,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),96.9,4473.45,No
+7552-KEYGT,Male,0,Yes,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,520.55,No
+5816-JMLGY,Female,0,Yes,Yes,70,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.4,5717.85,No
+3068-OMWZA,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,88.8,Yes
+2927-QRRQV,Male,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,94.65,4312.5,No
+6032-KRXXO,Male,0,No,No,30,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.25,2755.35,Yes
+7459-RRWQZ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.65,994.55,Yes
+6265-SXWBU,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),95.75,6511.25,No
+7941-RCJOW,Male,0,No,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1218.65,No
+6374-NTQLP,Male,1,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.1,7447.7,No
+4154-AQUGT,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.05,1169.35,Yes
+2387-KDZQY,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.1,279.5,No
+3584-WKTTW,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.55,5720.35,No
+3399-BMLVW,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),60.5,3121.45,No
+1971-DTCZB,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.95,6468.6,No
+3092-IGHWF,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,87.4,5918.8,Yes
+3374-PZLXD,Male,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,675.6,No
+3813-DHBBB,Male,0,Yes,No,67,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),50.95,3521.7,No
+2812-REYAT,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,923.1,No
+6518-PPLMZ,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.4,1110.35,No
+4939-KYYPY,Male,0,No,No,27,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.45,1611.65,No
+8017-LXHFA,Female,1,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,2293.6,Yes
+5930-GBIWP,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),81.5,5553.25,No
+6022-KOUQO,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.05,44.75,No
+6352-TWCAU,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.45,3029.1,Yes
+2361-UPSND,Female,0,Yes,No,46,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.6,3231.05,No
+6035-RIIOM,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),97.2,5129.45,No
+2929-QNSRW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,5508.35,Yes
+1262-OPMFY,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Yes
+9504-DSHWM,Male,0,No,No,20,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.2,1191.2,No
+5035-BVCXS,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,75.9,866.4,No
+6267-DCFFZ,Female,1,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.05,2627.2,No
+3533-UVMOM,Male,0,Yes,No,68,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),70.95,4741.45,No
+2439-LYPMQ,Male,1,Yes,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.6,4009.2,No
+4248-QPAVC,Female,1,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.35,1463.45,Yes
+1899-VXWXM,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.1,5082.8,Yes
+1478-VPOAD,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.8,43.8,No
+9995-HOTOH,Male,0,Yes,Yes,63,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,59,3707.6,No
+2988-PLAHS,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,69.95,220.45,No
+1371-OJCEK,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.35,1133.7,No
+4999-IEZLT,Male,0,No,No,66,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),29.45,1983.15,No
+8883-ANODQ,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),84.4,5746.75,No
+4690-LLKUA,Male,1,No,No,17,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,770.6,Yes
+2351-RRBUE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,134.05,No
+5980-BDHPY,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.1,6230.1,No
+1498-DQNRX,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,573.05,No
+9469-WEJBT,Male,0,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.35,3419.3,No
+3331-HQDTW,Female,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,109.8,3587.25,Yes
+9490-DFPMD,Female,1,No,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.65,3541.35,Yes
+2581-VKIRT,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,65.5,3801.3,No
+5442-XSDCW,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.5,868.5,Yes
+7426-WEIJX,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.95,4859.1,No
+2851-MMUTZ,Female,0,No,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,56.15,1439.35,No
+3049-NDXFL,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.8,85.8,Yes
+8580-AECUZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.1,79.1,Yes
+3307-TLCUD,Male,0,Yes,No,17,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,34.4,592.75,No
+6625-FLENO,Male,0,Yes,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1185.95,No
+2967-MXRAV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,18.8,No
+7963-GQRMY,Female,0,Yes,Yes,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.3,134.5,Yes
+8189-HBVRW,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.8,4921.2,No
+4163-KIUHY,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.6,901.25,No
+1228-FZFRV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),105.95,5341.8,Yes
+3500-NSDOA,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Credit card (automatic),70.8,4859.95,No
+1171-TYKUR,Male,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.4,1139.2,No
+3761-FLYZI,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,No
+2058-DCJBE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,324.6,Yes
+5364-XYIRR,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,4812.75,Yes
+4829-AUOAX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.05,4399.5,Yes
+1219-NNDDO,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.85,663.55,No
+8388-DMKAE,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,174.65,No
+4403-BWPAY,Male,0,No,No,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.8,321.7,No
+9659-QEQSY,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,115.65,5125.5,No
+5405-ZMYXQ,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.6,548.9,No
+5047-LHVLY,Male,1,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,Yes
+1442-OKRJE,Male,0,Yes,Yes,66,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,7031.3,No
+4737-AQCPU,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),72.1,5016.65,No
+9158-VCTQB,Female,0,Yes,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Yes
+2808-CHTDM,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,611.45,No
+6311-UEUME,Female,0,No,No,29,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.9,2384.15,Yes
+0793-TWELN,Female,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,319.85,No
+3283-WCWXT,Male,0,Yes,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,153.3,No
+1060-ENTOF,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),105.4,7035.6,No
+0999-QXNSA,Male,1,No,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.75,344.2,No
+5451-MHQOF,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.45,1431.65,No
+4836-WNFNO,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1849.2,No
+9225-BZLNZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,85.25,6083.1,No
+0354-VXMJC,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,426.65,No
+4422-QVIJA,Female,0,No,Yes,35,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.15,1655.35,No
+9365-SRSZE,Male,1,Yes,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,1943.9,No
+6839-ITVZJ,Female,0,Yes,Yes,26,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60.05,1616.15,Yes
+8332-OSJDW,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.4,314.95,No
+4735-BJKOU,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,804.85,No
+0274-JKUJR,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,58.85,465.7,No
+5740-YHGTW,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),97.55,6669.05,No
+8917-SZTTJ,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1161.75,No
+1696-MZVAU,Male,0,Yes,Yes,39,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),25.25,947.75,No
+7359-WWYJV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.45,8375.05,No
+0375-HVGXO,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,34.7,34.7,Yes
+4906-ZHGPK,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,70.7,3770,No
+8593-WHYHV,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,264.8,Yes
+3795-GWTRD,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),75.55,4707.85,No
+1298-PHBTI,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Electronic check,84.8,6152.4,No
+6223-DHJGV,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.65,958.1,No
+6961-MJKBO,Male,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,943,No
+6097-EQISJ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6615.15,Yes
+4423-YLHDV,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Yes
+8158-WPEZG,Male,0,No,No,11,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,35.65,425.1,No
+0107-YHINA,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,99.75,Yes
+4918-FYJNT,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.45,5044.8,No
+0727-BNRLG,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),97.65,6743.55,No
+4854-CIDCF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,196.4,No
+8640-SDGKB,Male,0,No,No,4,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.4,299.7,Yes
+3280-MRDOF,Male,1,No,No,30,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),69.1,2093.9,No
+6435-SRWBJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,82.75,417.75,No
+9964-WBQDJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.4,1725.4,No
+6303-KFWSL,Female,0,No,No,29,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Electronic check,55.25,1620.2,No
+1702-CCFNJ,Male,0,Yes,No,52,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.35,3169.55,No
+8932-CZHRQ,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),76.75,5233.25,No
+0386-CWRGM,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,967.85,No
+5515-RUGKN,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),54.75,438.05,No
+0404-AHASP,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1421.9,No
+7279-NMVJC,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,323.15,No
+2081-VEYEH,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.95,318.6,No
+6407-UTSLV,Female,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.8,163.7,No
+4116-TZAQJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.25,639.65,Yes
+9060-HJJRW,Female,0,No,No,51,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),56.4,2928.5,No
+2587-YNLES,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,100.35,No
+7398-SKNQZ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.9,273.2,No
+5935-FCCNB,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1608.15,No
+1958-RNRKS,Male,0,Yes,No,30,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,49.9,1441.95,No
+5136-RGMZO,Male,0,No,No,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,71.05,2168.15,No
+8345-MVDYC,Female,0,No,No,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.65,3618.7,No
+8226-BXGES,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),89.45,5692.65,No
+3877-JRJIP,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.85,59.85,Yes
+8375-DKEBR,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+9705-IOVQQ,Male,1,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,99,5969.3,No
+1015-OWJKI,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,19.05,No
+7511-YMXVQ,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.4,418.8,Yes
+2040-XBAVJ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.45,8100.55,No
+7551-JOHTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,Yes
+8887-IPQNC,Female,0,Yes,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.25,313.45,No
+8646-JCOMS,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.55,6130.95,No
+9804-ICWBG,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes
+1222-KJNZD,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.4,745.3,No
+0106-GHRQR,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),71.4,1212.1,No
+5318-IXUZF,Female,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.15,183.75,Yes
+3768-VHXQO,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1583.5,No
+8952-WCVCD,Female,0,Yes,No,41,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,4162.05,No
+2418-TPEUN,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1119.9,No
+3963-RYFNS,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.45,8013.55,No
+3198-VELRD,Female,0,Yes,Yes,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),84.75,264.85,Yes
+8540-ZQGEA,Female,0,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1102.4,No
+1320-REHCS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.75,5832,No
+4137-JOPHL,Female,0,No,No,50,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),89.7,4304.5,No
+9436-ZBZCT,Male,0,No,No,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.95,1178.4,Yes
+7801-CEDNV,Male,0,Yes,No,27,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),48.7,1421.75,No
+2057-BOYKM,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),96.6,6827.5,No
+3658-QQJYD,Male,0,No,No,62,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),74.3,4698.05,No
+1803-BGNBD,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.3,654.5,No
+0134-XWXCE,Female,1,No,No,44,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.85,3268.05,No
+6950-TWMYB,Male,0,Yes,Yes,54,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),79.95,4362.05,No
+5848-FHRFC,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1386.9,No
+2243-FNMMI,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,415.4,No
+2511-MORQY,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Bank transfer (automatic),54.9,2614.1,No
+5356-KZCKT,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1513.6,No
+9470-XCCEM,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.65,3161.6,No
+6519-CFDBX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.4,80.95,No
+3902-MIVLE,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,75.7,4676.7,No
+0409-WTMPL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),110.65,6526.65,No
+8763-KIAFH,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,583.3,No
+3669-WHAFY,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8078.1,No
+3055-VTCGS,Female,0,No,No,63,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),58.55,3503.5,No
+3144-KMTWZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,6669.45,No
+7279-BUYWN,Female,1,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,113.2,4689.5,Yes
+7156-MHUGY,Male,1,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.5,1201.15,Yes
+7198-GLXTC,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79,143.65,Yes
+2007-QVGAW,Female,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.35,1292.65,No
+5207-PLSTK,Male,0,Yes,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.75,48.75,No
+2307-FYNNL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.05,7108.2,No
+5605-XNWEN,Male,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,1802.55,No
+2155-AMQRX,Female,0,No,No,28,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.9,1505.15,No
+6181-AXXYF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1859.1,No
+5091-HFAZW,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,168.5,No
+0516-VRYBW,Female,0,No,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,390.85,Yes
+2519-LBNQL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.35,6339.45,No
+8623-ULFNQ,Female,1,No,No,26,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.05,1652.4,No
+8380-PEFPE,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes
+5687-DKDTV,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,77.5,Yes
+1568-LJSZU,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.2,6392.85,No
+7530-HDYDS,Female,0,No,No,38,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),84.25,3264.5,Yes
+7789-HKSBS,Female,1,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4599.15,No
+7416-CKTEP,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1134.25,No
+2586-CWXVV,Male,0,Yes,No,54,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.4,1621.35,No
+3096-IZETN,Female,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),78.1,947.3,Yes
+2348-KCJLT,Female,0,Yes,No,44,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,61.5,2722.2,No
+8401-EMUWF,Male,0,Yes,Yes,42,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,No
+4193-IBKSW,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1769.6,No
+5377-NDTOU,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,91.05,6293.75,No
+5922-ABDVO,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.65,1761.05,Yes
+2474-LCNUE,Female,0,Yes,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,No
+0839-QNXME,Female,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,578.5,No
+3506-OVLKD,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),26.2,954.9,No
+9172-ANCRX,Female,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,973.25,Yes
+6650-VJONK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),43.85,43.85,No
+2178-PMGCJ,Male,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.7,1490.4,No
+7492-TAFJD,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,38.55,280,No
+2773-MADBQ,Female,0,No,No,36,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,53.1,1901.25,No
+6016-LVTJQ,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,716.4,No
+7860-KSUGX,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),64.45,4720,No
+8966-KZXXA,Male,0,Yes,Yes,36,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,930.95,No
+6910-HADCM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.35,76.35,Yes
+4816-LXZYW,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1676.95,Yes
+9606-PBKBQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2642.05,Yes
+5149-QYTTU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),95.15,6770.85,No
+2070-XYMFH,Female,1,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.35,1835.3,No
+2085-BOJKI,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.65,1588.25,No
+0817-HSUSE,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.5,75.5,No
+5442-PPTJY,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,258.35,No
+1927-QEWMY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1502.25,No
+1663-MHLHE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No
+5663-QBGIS,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.35,6929.4,No
+4450-MDZFX,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.35,4453.3,No
+6701-DHKWQ,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),51.35,3244.4,No
+7554-AKDQF,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,323.45,No
+3536-IQCTX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.3,2661.1,Yes
+4911-BANWH,Female,0,No,Yes,31,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.55,2697.4,Yes
+8496-EJAUI,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.85,1424.5,Yes
+0794-YVSGE,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1401.15,No
+5423-BHIXO,Female,0,No,No,32,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.2,1739.6,No
+6908-VVYHM,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,5931,No
+2959-EEXWB,Female,0,Yes,Yes,45,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,No
+1839-UMACK,Male,0,No,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.05,949.85,No
+3030-YDNRM,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,572.45,No
+7321-KKSDU,Male,0,No,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,696.8,No
+3402-XRIUO,Female,1,Yes,No,22,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,63.55,1381.8,No
+3132-TVFDZ,Male,1,Yes,No,57,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.85,2572.95,Yes
+8286-AFUYI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,47.95,47.95,No
+8080-DDEMJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.1,45.1,Yes
+8356-WUAOJ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,45,No
+6365-MTGZX,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96,2122.45,Yes
+1349-WXNGG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,20.05,Yes
+8058-DMYRU,Male,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,4931.8,No
+9350-ZXYJC,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,116.95,No
+6990-YNRIO,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),108.65,6937.95,Yes
+8958-JPTRR,Female,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.3,1261.7,No
+6959-GQEGV,Male,0,No,No,45,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,75.95,3273.8,No
+3173-WSSUE,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1415.85,No
+1265-HVPZB,Male,0,Yes,No,59,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),66.4,3958.2,No
+4115-UMJFQ,Male,0,No,No,69,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),35.75,2492.25,No
+7369-TRPFD,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,279.2,No
+1098-KFQEC,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1083,No
+7190-XHTWJ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,755.5,No
+0621-TWIEM,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.55,402.6,Yes
+3537-RYBHH,Female,1,Yes,No,47,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),67.45,3252,No
+2485-ITVKB,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,68.75,Yes
+3669-OYSJI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),46.2,46.2,Yes
+1612-EOHDH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,45.15,Yes
+6702-OHFWR,Male,1,No,No,1,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,43.3,43.3,Yes
+5296-BFCYD,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.1,936.85,No
+4510-PYUSH,Female,1,No,No,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),57.15,2250.65,Yes
+9359-JANWS,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),58.9,3857.1,No
+7517-SAWMO,Female,0,Yes,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.2,1441.1,Yes
+4143-HHPMK,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.35,4338.6,Yes
+3279-DYZQM,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,1378.45,No
+7054-LGEQW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes
+0523-VNGTF,Female,1,No,No,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50.5,2566.3,No
+9575-IWCAZ,Male,0,Yes,No,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.1,171,No
+7105-MXJLL,Female,1,Yes,No,26,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,60.7,1597.4,No
+7064-FRRSW,Male,1,No,No,48,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,99,4744.35,No
+7940-UQQUG,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.4,6721.6,No
+0923-PNFUB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,83.75,247.25,Yes
+3961-SXAXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.05,44.05,No
+7010-BRBUU,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.1,1734.65,No
+3566-HJGPK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.55,45.55,No
+3062-ICYZQ,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.8,4539.35,No
+9938-PRCVK,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,804.25,No
+0973-KYVNF,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),70.65,5011.15,No
+5129-HHMZC,Female,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,3574.5,No
+9637-CDTKZ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.1,8086.4,No
+3946-JEWRQ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.2,4563,No
+7873-CVMAW,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.55,6362.35,No
+0463-WZZKO,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.75,67.1,No
+3494-JCHRQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,Yes
+6474-FVJLC,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,165.45,Yes
+4524-QCSSM,Male,0,No,No,26,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,No
+5832-EXGTT,Male,0,Yes,Yes,29,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,60.2,1834.15,No
+8840-DQLGN,Female,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),100.5,3653.35,Yes
+2039-JONDJ,Male,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),55.45,1477.65,No
+7217-JYHOQ,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),70.3,1706.45,No
+6695-FRVEC,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),60.4,3953.7,No
+4547-LYTDD,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,72.65,1194.3,Yes
+9894-QMIMJ,Female,0,No,No,23,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),55.8,1327.85,No
+8069-YQQAJ,Male,0,No,No,14,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.1,419.7,No
+6770-XUAGN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21,21,Yes
+4193-ORFCL,Female,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.1,45.1,Yes
+1636-NTNCO,Male,1,No,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,207.35,No
+3466-WAESX,Male,0,No,Yes,16,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,69.1,1083.7,No
+9281-PKKZE,Female,0,Yes,No,46,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,43.95,2007.85,No
+3638-VBZTA,Male,0,No,Yes,68,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.5,5882.75,No
+7459-IMVYU,Male,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,69.95,2657.55,No
+7776-QWNFX,Male,1,Yes,No,30,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.4,1527.5,Yes
+6689-TCZHQ,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.95,378.4,Yes
+8563-OYMQY,Male,0,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.95,1612.2,No
+0754-EEBDC,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,76.65,No
+5777-ZPQNC,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.15,260.7,No
+1951-IEYXM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.6,6441.85,No
+3318-NMQXL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92,266.8,No
+3143-ILDAL,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.45,5124.6,Yes
+1022-RKXDR,Female,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.85,962.25,No
+2361-FJWNO,Male,0,No,No,40,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),36,1382.9,No
+2272-UOINI,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,78.5,571.05,No
+8232-UTFOZ,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1399.35,No
+3750-YHRYO,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,150,No
+6637-KYRCV,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.5,167.2,No
+5668-MEISB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),106.1,7657.4,No
+0129-QMPDR,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.5,865.05,No
+7188-CBBBA,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,95.5,6153.85,No
+5356-CSVSQ,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,64.6,174.2,No
+3221-CJMSG,Male,0,No,No,24,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),51.1,1269.6,No
+4720-VSTSI,Female,0,No,No,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3862.55,Yes
+3219-JQRSL,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.1,6352.4,No
+2801-NISEI,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.95,1348.5,No
+3946-MHCZW,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.9,50.9,Yes
+4623-ZKHLY,Male,0,Yes,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.45,471.55,No
+6732-VAILE,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.95,5931.75,No
+8201-AAXCB,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,60.35,1404.65,No
+7696-CFTAT,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,726.1,No
+1845-CSBRZ,Female,1,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.35,1961.6,No
+2123-VSCOT,Female,0,Yes,Yes,59,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),72.1,4194.85,No
+6651-AZVTJ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4872.45,Yes
+4566-GOLUK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Yes
+2484-DGXPZ,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,658.95,Yes
+2018-QKYGT,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,81.05,No
+2792-VPPET,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.5,76.95,No
+7409-JURKQ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),111.8,5809.75,No
+3247-MHJKM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No
+1964-SVLEA,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7,415.9,No
+4587-NUKOX,Female,0,No,No,3,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.1,246.5,Yes
+7297-DVYGA,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,996.95,No
+2239-CGBUZ,Female,0,Yes,No,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.5,3145.15,No
+0854-UYHZD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,265.3,No
+7243-LCGGZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,No
+8267-KFGYD,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.05,21.05,No
+4890-VMUAV,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,71.5,4576.3,No
+9261-WDCAF,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,54.65,189.1,No
+3764-MNMOI,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.2,908.15,No
+7442-YGZFK,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No
+0420-BWTPW,Male,0,No,Yes,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.5,215.2,Yes
+8229-BUJHX,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1500.95,No
+7449-HVPIV,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,5099.15,No
+5504-WSIUR,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.25,6385.95,No
+8183-ONMXC,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.75,159.45,Yes
+8466-PZBLH,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),104.6,6885.75,No
+9614-RMGHA,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),91.85,5940.85,Yes
+8735-IJJEG,Male,0,Yes,No,14,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),50.2,668.85,No
+0564-MUUQK,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.5,1916.2,No
+5054-IEXZT,Male,0,No,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes
+5834-ASPWA,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.45,75.45,Yes
+0701-RFGFI,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,4613.95,No
+0019-EFAEP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),101.3,7261.25,No
+5619-PTMIK,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,53.1,2459.8,No
+3737-XBQDD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.85,2048.8,No
+5882-CMAZQ,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.25,163.55,No
+5846-QFDFI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),88.6,2888.7,No
+4445-KWOKW,Female,0,No,No,42,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),60.15,2421.6,No
+3511-APPBJ,Male,0,No,No,23,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.95,2292.75,No
+7967-HYCDE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.7,553.4,No
+2430-RRYUW,Male,0,No,No,66,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,54.8,3465.7,No
+3948-XHGNA,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,1210.4,Yes
+3723-BFBGR,Male,1,No,No,24,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),54.8,1291.3,No
+0565-IYCGT,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),78.6,5356.45,Yes
+5447-WZAFP,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.3,5200.8,No
+5110-CHOPY,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,53.6,3237.05,No
+5445-UTODQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.1,576.65,Yes
+4425-OWHWB,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.35,433.75,No
+7892-QVYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.6,1868.4,No
+9675-ICXCT,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,80.8,5728.55,No
+1024-VRZHF,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,825.7,Yes
+4703-MQYKT,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,390.4,No
+9497-QCMMS,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,93.55,Yes
+5692-ICXLW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.7,2845.15,No
+0602-DDUML,Female,0,No,No,57,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,69.75,3894.4,No
+2208-MPXIO,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20,886.4,No
+1960-UYCNN,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.25,1021.55,No
+0348-SDKOL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,5885.4,Yes
+3190-FZATL,Male,0,No,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,268.4,No
+7336-RLLRH,Male,0,Yes,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,80.85,2204.35,No
+4373-MAVJG,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),90.9,1259,Yes
+8901-HJXTF,Female,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,309.1,Yes
+7710-JSYOA,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),93.3,6398.05,No
+5419-KLXBN,Female,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Yes
+3424-NMNBO,Male,1,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.85,6287.25,Yes
+9885-MFVSU,Female,0,Yes,Yes,35,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),46.35,1662.05,No
+4514-GFCFI,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.75,1350.15,Yes
+0607-MVMGC,Male,0,Yes,Yes,45,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.75,3600.65,No
+3365-SAIGS,Female,0,No,No,17,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,1329.15,No
+9828-AOQLM,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.7,45.7,Yes
+8022-BECSI,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,422.5,No
+8000-REIQB,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.95,69.95,Yes
+9993-LHIEB,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,67.85,4627.65,No
+0266-CLZKZ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6717.9,No
+7615-ESMYF,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,44.6,97.1,Yes
+3858-VOBET,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1710.45,Yes
+7020-OZKXZ,Female,1,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.5,637.4,No
+3977-QCRSL,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,117.95,No
+0017-DINOC,Male,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Credit card (automatic),45.2,2460.55,No
+1447-PJGGA,Female,0,No,No,57,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,95.25,5464.65,Yes
+8565-CLBZW,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,89.85,2165.05,Yes
+9139-WQQDY,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Mailed check,100.45,4941.8,Yes
+0224-HJAPT,Male,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,47.15,223.15,Yes
+8086-OVPWV,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.2,181.1,Yes
+9430-FRQOC,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,87.1,341.45,Yes
+7639-OPLNG,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),79.25,5731.85,No
+3074-GQWYX,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,357.75,Yes
+1492-QGCLU,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,85.7,4616.1,No
+6845-RGTYS,Female,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.75,4533.7,Yes
+7328-OWMOM,Female,0,No,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,589.25,No
+4418-LZMSV,Male,0,Yes,Yes,13,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.8,750.1,No
+5155-AZQPB,Female,0,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,1410.25,No
+8861-HGGKB,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.45,830.85,Yes
+1087-GRUYI,Male,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,743.5,No
+7065-YUNRY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,45.3,Yes
+7694-VLBWQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,104.1,7040.85,Yes
+2546-KZAAT,Male,0,Yes,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,75.4,3865.45,No
+0181-RITDD,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,108.15,6825.65,No
+5989-PGKJB,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.25,1340.1,No
+4795-KTRTH,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81,371.65,Yes
+8272-ONJLV,Male,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,95.7,1184,No
+1488-PBLJN,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.85,8477.7,No
+0308-GIQJT,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),105.75,7382.85,No
+3778-FOAQW,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,456.85,No
+4452-ROHMO,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,331.6,No
+6481-OGDOO,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.6,6056.15,Yes
+3090-LETTY,Male,0,No,Yes,2,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.95,134.6,No
+5349-AZPEW,Female,0,Yes,Yes,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,125.5,No
+3753-TSEMP,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.15,1390.6,Yes
+8305-VHZBZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+9720-JJJOR,Male,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),60.3,2511.3,No
+8100-HZZLJ,Female,0,No,Yes,43,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,63.95,2737.05,No
+8775-ERLNB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.3,74.3,No
+8309-IEYJD,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No
+9172-JITSM,Female,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.8,2361.8,Yes
+6298-QDFNH,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.35,1730.35,Yes
+7398-HPYZQ,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),90.55,6404,No
+3546-GHEAE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,165.35,No
+7361-YPXFS,Female,1,No,No,28,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,No
+6557-BZXLQ,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,1043.3,No
+2550-QHZGP,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,128.6,No
+7519-JTWQH,Female,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.5,7455.45,No
+2538-OIMXF,Female,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.7,24.7,No
+8543-MSDMF,Male,0,No,No,3,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,77.4,206.15,No
+9961-JBNMK,Male,1,No,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Yes
+1170-SASML,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.4,5869.4,No
+4872-JCVCA,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),47.6,3377.8,No
+5346-BZCHP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,1346.2,No
+2038-LLMLM,Female,0,No,No,48,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,4946.05,No
+6173-ITPWD,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.35,4065,Yes
+9734-UYXQI,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,106.55,Yes
+1216-BGTSP,Male,0,No,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.45,4964.7,No
+4138-NAXED,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81,4085.75,No
+2189-UXTKY,Female,0,Yes,No,22,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,79.2,1742.75,Yes
+0744-BIKKF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.65,6224.8,No
+7483-IQWIB,Male,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.95,3415.25,No
+5248-KWLAR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.35,6325.25,No
+4958-GZWIY,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.7,340.25,Yes
+7996-MHXLW,Female,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1683.6,No
+7833-PKIHD,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),76.4,3966.3,No
+7061-OVMIM,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,608.5,No
+5153-RTHKF,Female,0,No,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.35,2896.6,No
+1852-QSWCD,Male,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1514.85,No
+4832-VRBMR,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,6792.45,No
+9079-LWTFD,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,100.75,4669.2,No
+6356-ELRKD,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,95.6,Yes
+8624-GIOUT,Female,0,No,No,49,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.75,2934.3,Yes
+3392-EHMNK,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),94.1,6302.8,No
+5986-WWXDV,Male,0,No,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.35,779.2,No
+3061-BCKYI,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,283.75,No
+6179-GJPSO,Female,1,No,No,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,4600.7,Yes
+7901-TBKJX,Male,1,No,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,5594,No
+7228-PAQPD,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Credit card (automatic),59.1,772.85,No
+3177-LASXD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71.35,71.35,Yes
+7746-QYVCO,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,55.85,857.8,No
+5804-HYIEZ,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.05,7554.05,No
+9919-FZDED,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,5981.65,No
+5934-TSSAU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1702.9,No
+3486-KHMLI,Male,0,No,Yes,21,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.7,467.15,No
+4897-QSUYC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,20.15,Yes
+1084-UQCHV,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,69.75,Yes
+8290-YWKHZ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.2,2931,Yes
+2955-BJZHG,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.85,1400.85,Yes
+3806-DXQOM,Female,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,33.65,137.85,Yes
+6784-XYJAE,Female,0,No,No,36,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Electronic check,55.8,1941.5,No
+3933-DQPWX,Female,0,No,No,50,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),39.7,1932.75,No
+6661-EIPZC,Female,0,Yes,Yes,48,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),29.5,1423.05,No
+8957-THMOA,Female,0,No,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,970.85,No
+2251-PYLPB,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),79.55,5810.9,No
+5555-RNPGT,Male,0,No,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),24.8,223.9,No
+1057-FOGLZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,391.7,No
+9300-RENDD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,79.95,Yes
+0761-AETCS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.3,19.3,Yes
+8087-LGYHQ,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.05,811.65,No
+4137-BTIKL,Male,0,No,No,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,90.75,174.75,No
+2190-BCXEC,Female,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,No
+6227-FBDXH,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),99.5,6841.45,No
+2153-MREFK,Female,0,Yes,No,37,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,99.2,3754.6,Yes
+2911-WDXMV,Male,0,No,Yes,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,No
+7206-PQBBZ,Male,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,834.7,No
+3106-ULWFW,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.2,627.4,Yes
+0925-VYDLG,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,242,Yes
+4547-FZJWE,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,No,Credit card (automatic),59.45,3157,No
+7422-WNBTY,Male,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.35,3092,No
+0842-IWYCP,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,No
+3521-HTQTV,Male,0,No,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.1,980.35,No
+3744-ZBHON,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.2,65.95,No
+3373-DIUUN,Male,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.25,711.9,No
+8383-SGHJU,Female,0,No,No,33,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Electronic check,59.4,1952.8,No
+7607-QKKTJ,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),95,4368.85,No
+7707-PYBBH,Male,0,No,No,40,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2647.1,No
+8984-HPEMB,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.65,8477.6,No
+4349-GFQHK,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,54.35,54.35,Yes
+4139-DETXS,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.45,4528,No
+9779-DPNEJ,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.15,1790.65,No
+9805-FILKB,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,845.6,No
+5793-YOLJN,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,1210.3,No
+0673-IGUQO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No
+4123-FCVCB,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,75.85,854.45,No
+8819-IMISP,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.45,2429.1,No
+7802-EFKNY,Male,0,Yes,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,100.4,Yes
+8311-UEUAB,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,75.5,5229.45,No
+5858-EAFCZ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,44.45,No
+8035-BUYVG,Male,0,Yes,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,42.35,1716.45,Yes
+1163-ONYEY,Male,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,No
+9787-XVQIU,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.3,75.3,Yes
+8945-MUQUF,Male,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,94.8,4837.6,Yes
+5656-MJEFC,Male,0,Yes,Yes,42,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),48.15,2032.3,No
+6082-OQFBA,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,436.9,No
+8051-HJRLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,70.55,Yes
+8974-OVACP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,No
+4010-YLMVT,Female,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,No
+1379-FRVEB,Male,0,No,Yes,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91,1430.05,No
+8612-GXIDD,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.4,313,No
+6288-CHQJB,Female,0,Yes,Yes,54,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.95,3871.85,No
+8160-HOWOX,Female,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.85,458.1,No
+3023-GFLBR,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),86.15,2745.7,Yes
+6648-INWPS,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,341.35,No
+4223-BKEOR,Female,0,No,Yes,21,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,1336.8,No
+4079-VTGLK,Male,1,Yes,No,30,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,74.85,2181.75,No
+1763-WQFUK,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.5,147.75,No
+1391-UBDAR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,72.9,818.45,No
+8894-JVDCV,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),115.05,7133.45,No
+2023-VQFDL,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19,348.8,No
+1345-GKDZZ,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,128.6,No
+2014-MKGMH,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.1,4674.4,No
+5628-FCGYG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,1737.45,No
+2560-WBWXF,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.15,1498.85,No
+0248-IPDFW,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,50.1,No
+7978-DKUQH,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.6,1797.75,No
+4335-UPJSI,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,498.1,No
+0524-IAVZO,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2624.25,Yes
+2737-YNGYW,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.55,184.1,Yes
+1784-EZDKJ,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.8,5498.8,No
+9297-FVVDH,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.5,4845.4,No
+8007-YYPWD,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.05,369.1,No
+7101-HRBLJ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.7,6096.9,No
+5159-YFPKQ,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.8,160.75,Yes
+6635-CPNUN,Male,0,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),96.6,2684.35,No
+4021-RQSNY,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,3004.15,Yes
+5453-YBTWV,Male,0,Yes,Yes,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),101.1,6994.8,No
+5039-LZRQT,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,273.25,No
+2931-VUVJN,Female,1,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,94.05,5483.9,No
+9061-TIHDA,Male,1,Yes,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,1233.65,Yes
+8699-ASUFO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,527.9,Yes
+6418-PIQSP,Female,0,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,4985.9,No
+8220-OCUFY,Female,0,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,60.25,1258.35,No
+3995-WFCSM,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,60.85,111.4,No
+1895-QTKDO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),43.95,43.95,No
+2038-OEQZH,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,86.05,308.1,No
+1178-PZGAB,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.25,383.65,No
+7927-AUXBZ,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.15,2555.9,Yes
+2626-VEEWG,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.4,1284.2,No
+2878-RMWXY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),102.65,7550.3,No
+1657-DYMBM,Male,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1110.05,No
+7311-MQJCH,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.55,99.6,No
+7375-WMVMT,Male,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),95.5,6707.15,No
+1136-XGEQU,Female,0,Yes,Yes,50,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),84.15,4164.4,No
+2530-FMFXO,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,103.2,5873.75,No
+6844-DZKRF,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),50.2,109.25,No
+4695-WJZUE,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.55,179.25,Yes
+7619-ODSGN,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.75,1338.15,Yes
+5970-GHJAW,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,862.4,No
+8879-XUAHX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.25,8564.75,No
+3689-MOZGR,Female,0,No,No,29,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.2,926.2,No
+4195-PNGZS,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1718.2,No
+5003-XZWWO,Male,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.2,5956.85,No
+3988-RQIXO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.3,91.3,Yes
+7622-FWGEW,Male,1,Yes,No,56,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.65,4824.45,No
+6922-NCEDI,Male,0,No,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,21.2,1238.65,No
+2514-GINMM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.5,79.5,Yes
+9891-NQDBD,Female,0,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.55,672.2,No
+6131-IUNXN,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,382.2,No
+8548-AWOFC,Male,0,Yes,No,66,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,63.85,4264.6,No
+9798-DRYDS,Female,0,Yes,Yes,17,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,61.95,1070.7,No
+8532-UEFWH,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1345.85,No
+6296-DDOOR,Female,0,No,No,19,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,No,Electronic check,58.2,1045.25,No
+7951-VRDVK,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.85,3003.55,No
+5931-FLJJF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,467.55,Yes
+4815-YOSUK,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),104.9,7537.5,No
+2659-VXMWZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,111.3,7482.1,Yes
+0380-NEAVX,Male,1,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.85,3343.15,No
+3207-OYBWH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.25,5427.05,Yes
+4285-GYRQC,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.25,587.1,Yes
+7216-EWTRS,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,100.8,Yes
+4365-MSDYN,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,161.15,No
+7036-TYDEC,Female,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,104,7028.5,No
+5802-ADBRC,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,104.4,5232.9,No
+8076-FEZKJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,225.85,No
+5197-YPYBZ,Female,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,274.7,No
+8337-MSSXB,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.3,1180.95,Yes
+4312-GVYNH,Female,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,3370.2,No
+8495-LJDFO,Female,1,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.95,7111.3,No
+0839-JTCUD,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,5958.85,No
+5494-WOZRZ,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82,5999.85,No
+1302-UHBDD,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.95,1648.45,No
+2234-EOFPT,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.35,5753.25,No
+8619-IJNDK,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.05,4492.9,No
+8378-LKJAF,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.15,3956.7,No
+8182-BJDSI,Female,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.95,2625.55,Yes
+2528-HFYZX,Male,1,Yes,No,17,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,1233.4,Yes
+1153-GNOLC,Male,0,No,No,33,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,39.1,1309,No
+3298-QEICA,Female,0,Yes,Yes,23,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,34.6,813.45,No
+0788-DXBFY,Male,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.55,1108.8,No
+3597-YASZG,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.45,7349.35,No
+3496-LFSZU,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,294.2,No
+5242-UOWHD,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,929.2,No
+2482-CZGBB,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,740,Yes
+6479-SZPLM,Male,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,754.5,No
+8097-VBQTZ,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.9,3883.3,No
+4500-HKANN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Mailed check,59.7,1414.2,No
+9917-KWRBE,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),78.35,3211.2,No
+3420-ZDBMA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.45,371.6,No
+2212-LYASK,Male,0,Yes,Yes,27,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.85,1246.4,No
+1393-IMKZG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,95.85,No
+8069-RHUXK,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),35.7,2545.7,No
+3398-GCPMU,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.55,6448.85,No
+2908-WGAXL,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1468.9,No
+3378-AJRAO,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.85,1013.6,No
+1013-QCWAM,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,6690.75,No
+0866-QLSIR,Female,0,No,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,64.4,2088.75,Yes
+6050-FFXES,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.35,7240.65,No
+7181-BQYBV,Female,0,Yes,Yes,1,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.45,102.45,Yes
+0362-RAOQO,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,830.25,No
+9554-DFKIC,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.45,1588.7,No
+5527-ACHSO,Female,0,No,No,11,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.5,829.3,No
+0829-DDVLK,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,302.45,No
+1399-UBQIU,Male,0,No,No,11,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,712.25,No
+1813-JLKWR,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,1336.65,No
+0336-PIKEI,Male,1,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),74.4,5360.75,No
+7322-OCWHC,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),93.05,6735.05,No
+9537-VHDTA,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.2,51.2,No
+4957-TIALW,Female,0,No,Yes,15,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),65.6,1010,No
+2054-PJOCK,Female,0,No,No,60,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80.55,4847.05,No
+9150-HEPMB,Male,0,No,No,56,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,52.7,3019.7,No
+9030-QGZNL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,161.65,No
+6204-IEUXJ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),80.1,217.55,Yes
+3126-WQMGH,Female,0,Yes,No,49,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,No
+4529-CKBCL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.2,146.05,Yes
+2506-CLAKW,Female,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Yes
+7176-WRTNX,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,7711.25,No
+1583-IHQZE,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,112.95,1384.75,Yes
+5732-IKGQH,Male,1,Yes,No,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,5481.25,No
+9239-GZHZE,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.65,8124.2,No
+7205-BAIAD,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.6,827.3,No
+0151-ONTOV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.9,70.9,Yes
+4140-MUHUG,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,220.95,Yes
+0093-EXYQL,Female,1,No,No,40,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.55,3673.6,No
+8064-RAVOH,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.85,49.85,No
+0219-QAERP,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,576.65,No
+0320-JDNQG,Male,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,2331.3,Yes
+7180-PISOG,Male,0,Yes,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes
+9168-INPSZ,Female,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,104.15,4495.65,No
+3571-RFHAR,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.15,6941.2,Yes
+0015-UOCOJ,Female,1,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.2,340.35,No
+5334-AFQJB,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1789.9,No
+2754-SDJRD,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.15,908.55,No
+9578-VRMNM,Female,0,No,No,16,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),65.2,1043.35,Yes
+1587-FKLZB,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Yes
+6140-QNRQQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.55,71.55,Yes
+8963-JLGJT,Male,0,No,Yes,3,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.9,157.55,No
+4307-KTUMW,Male,0,Yes,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,93.9,5029.2,Yes
+1465-LNTLJ,Male,1,Yes,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),64.4,581.7,No
+5440-FLBQG,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.4,7318.2,Yes
+2135-DQWAQ,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,85.3,420.45,No
+4056-QHXHZ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,107.45,7576.7,No
+7470-MCQTK,Female,0,Yes,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,Yes
+7488-MXJIV,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,321.65,Yes
+7401-JIXNM,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),91.3,4965,No
+9339-FIIJL,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.95,6151.9,No
+2027-FECZV,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.7,1253.9,Yes
+2672-DZUOY,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,25.15,Yes
+4706-DGAHW,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.2,45.2,No
+3870-MQAMG,Female,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.35,5893.15,Yes
+6670-MFRPK,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Two year,Yes,Credit card (automatic),79.2,5420.65,No
+6177-PEVRA,Female,0,No,No,48,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Credit card (automatic),55.5,2627.35,No
+4800-CZMPC,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),103.25,5037.55,Yes
+4813-HQMGZ,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.25,743.75,No
+7579-KKLOE,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,91.25,6589.6,No
+7377-DMMRI,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,47.8,92.45,Yes
+8402-EIVQS,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.9,6733.15,No
+4947-DSMXK,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.7,3410,No
+7245-NIIWQ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,199.85,No
+0002-ORFBO,Female,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,65.6,593.3,No
+3324-OIRTO,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,7288.4,No
+5414-OFQCB,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),90.45,5229.8,No
+4967-WPNCF,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.7,4464.8,No
+8552-OBVRU,Female,1,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.5,5068.05,No
+8499-BRXTD,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,401.85,No
+9154-QDGTH,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.3,4451.85,No
+8197-BFWVU,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.25,6688.95,No
+2577-GVSIL,Male,0,Yes,Yes,35,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),73.45,2661.1,No
+9367-OIUXP,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,73.05,No
+6770-UAYGJ,Female,0,Yes,Yes,49,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1211.65,No
+6463-HHXJR,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.5,7030.65,No
+7928-VJYAB,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,1020.2,No
+1187-WILMM,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.4,5597.65,No
+9776-OJUZI,Female,1,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,No
+1306-RPWXZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.45,1024.65,No
+8949-JTMAY,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.6,2933.2,Yes
+2774-LVQUS,Female,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,83.05,1258.3,Yes
+3097-PYWXL,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.95,82.9,No
+2266-SJNAT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),109.15,7789.6,No
+0869-PAPRP,Female,1,Yes,No,26,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.7,2067,No
+4238-JSSWH,Female,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,No
+2972-YDYUW,Female,0,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Electronic check,94.7,5468.95,No
+1104-FEJAM,Male,0,Yes,Yes,28,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,64.4,1802.15,No
+2809-ILCYT,Female,0,Yes,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,26.8,733.55,No
+5499-ECUTN,Female,0,Yes,No,47,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),66.05,3021.45,No
+4981-FLTMF,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),65.2,3687.85,No
+9121-PHQSR,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.05,1391.15,No
+3113-IWHLC,Male,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.8,274.35,No
+3211-ILJTT,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,1214.05,Yes
+4612-THJBS,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.75,5510.65,Yes
+4277-BWBML,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1322.85,No
+4094-NSEDU,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1973.75,Yes
+0234-TEVTT,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),45,2196.3,No
+4304-TSPVK,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.9,7843.55,No
+1552-AAGRX,Female,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.4,3211.9,No
+2637-FKFSY,Female,0,Yes,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46.1,130.15,No
+9796-MVYXX,Female,1,No,No,14,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.7,692.35,No
+7874-ECPQJ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.05,85.5,No
+0020-INWCK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),95.75,6849.4,No
+7089-RKVSZ,Male,0,Yes,Yes,8,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.4,203.95,No
+2683-JXWQQ,Male,0,Yes,Yes,61,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),33.6,2117.2,No
+9548-ZMVTX,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),90.45,6565.85,No
+8739-XNIKG,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84,424.75,No
+9755-JHNMN,Female,0,No,No,49,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),67.4,3306.85,No
+3981-QSVQI,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.7,168.9,No
+2789-HQBOU,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.35,253.8,No
+9424-CMPOG,Male,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,197.4,No
+5067-WJEUN,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),54.2,3838.2,No
+3450-WXOAT,Male,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.2,2065.15,No
+9251-WNSOD,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,75.1,5064.45,No
+6974-DAFLI,Female,0,Yes,No,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.7,1140.05,No
+2616-UUTFK,Male,0,Yes,No,33,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,No
+7064-JHXCE,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1263.9,No
+5103-MHMHY,Female,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes
+7989-AWGEH,Male,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.2,1838.15,No
+4373-VVHQL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.75,44.75,No
+4559-UWIHT,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.65,1185,No
+7268-IGMFD,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,No
+1846-XWOQN,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,70.15,Yes
+0235-KGSLC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Yes
+6650-BWFRT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.15,8529.5,No
+9570-KYEUA,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),99.25,6549.45,No
+6993-YGFJV,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.55,7806.5,No
+2712-SYWAY,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.7,25.7,No
+0730-BGQGF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,6287.3,No
+5498-IBWPI,Female,0,Yes,Yes,66,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),49.4,3251.85,No
+9101-NTIXF,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,50.6,No
+0013-SMEOE,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.7,7904.25,No
+9314-QDMDW,Male,0,No,No,11,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,61.25,729.95,No
+9308-ANMVE,Male,0,No,Yes,47,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.3,2654.05,No
+2884-GBPFB,Female,0,Yes,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,2416.55,Yes
+3757-NJYBX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.35,3520.75,Yes
+3413-DHLPB,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.75,5969.95,No
+7649-PHJVR,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,226.8,No
+6114-TCFID,Female,0,No,No,29,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.5,1082.75,No
+3787-TRIAL,Male,0,Yes,Yes,21,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.05,565.75,No
+2573-GYRUU,Male,1,Yes,No,48,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.05,4370.75,No
+5156-UMKOW,Female,0,No,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.65,90.05,No
+1247-QBVSH,Female,0,Yes,Yes,43,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.2,2169.4,No
+6734-GMPVK,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.3,550.6,No
+9822-OAOVB,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.45,55.45,No
+6161-ERDGD,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,85.45,6300.85,No
+1226-JZNKR,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.8,160.05,No
+7318-EIVKO,Male,0,No,No,8,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.25,436.6,No
+3771-PZOBW,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.7,1781.35,No
+5136-KCKGI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,103.7,3467,Yes
+8231-BSWXX,Male,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),79.05,5552.5,No
+6486-LHTMA,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.7,2835.5,No
+4083-BFNYK,Female,1,Yes,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),95,3591.25,No
+3722-WPXTK,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.35,88.35,Yes
+7389-KBFIT,Female,0,Yes,Yes,2,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,30.25,63.75,No
+7176-WIONM,Female,0,Yes,No,12,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.85,617.15,No
+5141-ZUVBH,Female,0,No,Yes,9,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),93,870.25,No
+1089-HDMKP,Male,1,No,Yes,11,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.55,601.25,No
+7623-HKYRK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,111.65,No
+0310-SUCIN,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.8,6046.1,No
+5197-PYEPU,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.45,3923.8,No
+2929-ERCFZ,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,777.3,Yes
+7548-SEPYI,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.25,512.45,Yes
+8835-VSDSE,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,141.45,Yes
+6619-RPLQZ,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,892.15,No
+3275-RHRNE,Male,0,Yes,Yes,28,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60,1682.05,No
+3503-TYDAY,Female,0,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.45,3398.9,No
+6901-GOGZG,Male,0,No,Yes,60,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,4984.85,No
+1623-NLDOT,Female,0,Yes,No,42,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,33.55,1445.3,Yes
+7021-XSNYE,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),49.65,305.55,No
+9621-OUPYD,Female,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,507.9,No
+9898-KZQDZ,Female,1,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.55,3640.45,Yes
+8982-NHAVY,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.5,2673.45,No
+4307-KWMXE,Male,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,35.75,389.8,No
+0141-YEAYS,Female,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),86.45,2401.05,No
+2450-ZKEED,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),53.8,651.55,No
+3694-DELSO,Male,0,Yes,Yes,4,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),38.55,156.1,No
+3893-JRNFS,Male,0,No,No,68,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),39.9,2796.35,No
+9603-OAIHC,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,No
+1133-KXCGE,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,407.05,No
+5236-PERKL,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.95,6465,Yes
+0142-GVYSN,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.3,511.25,No
+1049-FYSYG,Female,0,Yes,No,17,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),35.65,646.05,No
+7854-FOKSF,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35.9,35.9,Yes
+2519-FAKOD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.25,3777.15,Yes
+8406-LNMHF,Male,1,Yes,No,59,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),82.95,4903.15,No
+1821-BUCWY,Male,0,No,No,30,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,Yes,Mailed check,55.65,1653.85,No
+8263-JQAIK,Male,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,47.5,Yes
+0023-UYUPN,Female,1,Yes,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,1306.3,No
+8314-DPQHL,Male,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,50.8,463.6,No
+1465-WCZVT,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,60.65,No
+9481-SFCQY,Female,0,No,Yes,14,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.8,824.85,No
+6360-SVNWV,Female,1,No,No,31,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.55,2094.65,No
+0567-GGCAC,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,61.4,438.9,No
+7089-IVVAZ,Female,0,No,No,8,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.35,847.3,Yes
+8884-MRNSU,Male,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,329.75,No
+2171-UDMFD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,674.55,No
+9050-IKDZA,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,81.5,162.55,No
+2205-YMZZJ,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,546.95,Yes
+9802-CAQUT,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.55,7887.25,No
+1254-IZEYF,Female,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,3186.65,Yes
+0187-WZNAB,Female,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.4,1972.35,No
+9492-TOKRI,Female,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90,1527.35,Yes
+1475-VWVDO,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,490.55,No
+9221-OTIVJ,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.85,1531.4,Yes
+1357-MVDOZ,Male,0,Yes,Yes,11,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.65,683.25,No
+7602-MVRMB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,8058.85,No
+3325-FUYCG,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,106.1,2847.4,Yes
+5908-QMGOE,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.2,1133.9,Yes
+1197-BVMVG,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,294.45,No
+5406-KGRMX,Female,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1719.15,No
+8481-YYXWG,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.35,461.7,Yes
+5968-HYJRZ,Male,0,Yes,Yes,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1160.45,No
+5198-EFNBM,Male,1,Yes,No,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,90.65,5199.8,No
+7516-GMHUV,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105.05,5163.3,No
+7140-ADSMJ,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,162.3,No
+2230-XTUWL,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,883.35,No
+7706-YLMQA,Female,0,No,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,1341.5,No
+2585-KTFRE,Male,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,No
+7994-UYIVZ,Male,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,659.45,No
+2609-IAICY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.15,77.15,Yes
+1740-CSDJP,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,Yes
+7717-BICXI,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1205.05,No
+6559-RAKOZ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,97.95,4917.9,No
+2636-OHFMN,Male,0,Yes,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.55,201,Yes
+4716-MRVEN,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,599.3,No
+2143-LJULT,Female,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.25,1733.15,No
+1323-OOEPC,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.4,5149.5,Yes
+3200-MNQTF,Male,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4677.1,No
+6164-HXUGH,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,119.3,No
+5630-IXDXV,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,4849.1,No
+0320-DWVTU,Female,0,No,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,99.5,5424.25,No
+9135-MGVPY,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.7,5878.9,No
+1212-GLHMD,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,86.05,244.85,No
+7878-JGDKK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.55,220.75,No
+1088-AUUZZ,Male,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),75.85,4261.2,No
+0397-GZBBC,Male,1,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.85,5574.75,Yes
+6614-YWYSC,Male,1,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1501.75,No
+9588-OZDMQ,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,89.75,No
+7641-EUYET,Male,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.7,4541.2,Yes
+6476-EPYZR,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,255.5,No
+9921-ZVRHG,Female,0,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,1072,Yes
+1174-FGIFN,Female,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,90.45,2509.25,No
+6620-HVDUJ,Male,0,No,No,24,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,No
+4701-MLJPN,Male,0,No,No,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,55.25,1715.65,Yes
+1032-MAELW,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,78.45,5333.35,No
+7641-TQFHN,Male,0,No,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,No,Mailed check,100.55,3895.35,No
+1552-TKMXS,Female,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,869.9,No
+9206-GVPEQ,Male,0,Yes,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,706.85,Yes
+8622-ZLFKO,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.75,512.25,No
+1596-BBVTG,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.35,2636.05,Yes
+6188-UXBBR,Female,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,814.75,No
+2333-KWEWW,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,388.6,No
+5702-SKUOB,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,93.45,No
+1134-YWTYF,Male,0,Yes,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.8,1389.85,No
+6061-GWWAV,Male,0,No,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,70.2,2894.55,No
+0679-TDGAK,Male,0,Yes,Yes,50,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,75.5,4025.6,No
+6585-WCEWR,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.35,1354.4,No
+9067-YGSCA,Female,0,No,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),26.05,1856.4,No
+9067-SQTNS,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,926,No
+8433-WXGNA,Male,0,No,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,189.2,Yes
+1776-SPBWV,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.1,682.1,No
+8735-SDUFN,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1778.7,No
+9668-PUGNU,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,24.5,1816.2,No
+9405-GPBBG,Female,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.5,7069.25,No
+1926-QUZNN,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.25,1841.2,No
+3707-GNWHM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.25,74.25,Yes
+7016-NVRIC,Male,1,Yes,No,29,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),90.1,2656.7,No
+5829-NVSQN,Female,0,Yes,No,23,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),68.75,1689.45,No
+9565-AXSMR,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.2,1054.75,No
+8922-LIEGH,Female,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.7,2187.55,Yes
+8869-LIHMK,Female,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.1,7334.05,No
+8245-UMPYT,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.4,1581.2,Yes
+5186-SAMNZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.5,69.5,Yes
+0447-RXSGD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,No
+4927-WWOOZ,Male,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.45,171.45,No
+5788-YPOEG,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.75,2839.45,No
+5373-SFODM,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Yes
+0661-KBKPA,Male,0,Yes,Yes,53,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.75,3942.45,No
+9081-WWXKP,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,873.4,No
+0784-ZQJZX,Male,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1529.65,No
+3133-PZNSR,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),97.75,6991.6,No
+5766-ZJYBB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,19.4,Yes
+8931-GJJIQ,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.3,803.3,Yes
+4277-PVRAN,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.1,679.3,Yes
+0022-TCJCI,Male,1,No,No,45,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),62.7,2791.5,Yes
+0722-SVSFK,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,715,No
+3612-YVGSJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1681.6,No
+9825-YCXWZ,Female,1,No,No,41,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),101.1,4016.2,No
+5397-NSKQG,Male,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Two year,No,Credit card (automatic),50.9,3281.65,No
+8565-HBFNN,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107.2,7317.1,No
+2000-DHJUY,Female,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),92.2,6474.45,No
+0203-HHYIJ,Male,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.3,676.35,Yes
+8670-ERCJH,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.4,8164.1,No
+7758-UJWYS,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Electronic check,40.55,1325.85,No
+2050-ONYDQ,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26,1654.85,No
+7055-JCGNI,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.95,7795.95,No
+0739-UUAJR,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),53.8,3952.45,No
+4826-DXMUP,Male,0,No,Yes,35,Yes,No,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,72.1,2495.15,No
+0952-KMEEH,Male,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,98.15,1230.25,Yes
+7285-KLOTR,Female,0,Yes,No,12,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,78.85,876.75,No
+0654-PQKDW,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),70.75,4263.45,No
+7175-NTIXE,Female,0,No,No,25,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),76.15,1992.95,No
+7963-SHNDT,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.1,1982.1,No
+9796-BPKIW,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,562.7,No
+0188-GWFLE,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,33.7,No
+8129-GMVGI,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,1090.1,No
+2882-DDZPG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,227.45,No
+3547-LQRIK,Female,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,26.9,1250.85,No
+9137-NOQKA,Male,1,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,37.2,No
+5843-TTHGI,Female,0,No,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,892.7,No
+1849-RJYIG,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60,487.75,No
+8868-GAGIO,Male,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,84.55,3713.95,No
+4061-UKJWL,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.45,141.7,No
+5380-XPJNZ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,678.2,No
+8263-QMNTJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.55,8425.3,No
+8178-EYZUO,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.7,4154.8,Yes
+3230-JCNZS,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99,7061.65,No
+0277-ORXQS,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),50.55,3364.55,No
+5130-IEKQT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,105.95,2655.25,Yes
+3230-WYKIR,Male,0,No,No,18,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,1425.45,Yes
+7996-BPXHY,Female,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,332.5,No
+3227-WLKLI,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.55,5963.95,No
+0407-BDJKB,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.75,5742.9,Yes
+2266-FUBDZ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,278.85,No
+8237-ULIXL,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1871.85,No
+9600-UDOPK,Male,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.05,2866.45,Yes
+8216-AZUUZ,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,100.4,4303.65,No
+9153-BTBVV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1753,No
+4074-SJFFA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,54.75,54.75,Yes
+3269-ATYWD,Male,1,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,3759.05,Yes
+5186-PEIZU,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,617.65,No
+1074-AMIOH,Female,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.25,5935.1,No
+4910-GMJOT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,94.6,Yes
+0354-WYROK,Female,1,Yes,Yes,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,2911.3,Yes
+4361-FEBGN,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,982.95,No
+7748-UMTRK,Female,1,No,Yes,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,2974.5,No
+0380-ZCSBI,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,198.7,No
+7145-FEJWU,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,1275.65,No
+6463-MVYRY,Female,1,No,No,57,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),69.85,4003,No
+3969-JQABI,Female,0,Yes,No,58,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),65.25,3791.6,No
+9624-EGDEQ,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,813.3,No
+1051-EQPZR,Female,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,780.25,No
+5849-ASHZJ,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,552.9,No
+5780-INQIK,Female,0,No,No,8,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,49.4,408.25,No
+7576-OYWBN,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,231.8,Yes
+4526-ZJJTM,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),88.4,2191.15,No
+8384-FZBJK,Female,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,5611.7,No
+3750-RNQKR,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,246.25,No
+0962-CQPWQ,Female,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1296.15,No
+3096-YXENJ,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.65,7082.85,No
+1265-BCFEO,Female,0,Yes,No,71,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5662.25,No
+5837-LXSDN,Female,0,Yes,Yes,21,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.85,1215.45,No
+5945-AZYHT,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,109.6,7854.15,No
+8325-QRPZR,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.15,525,No
+6384-VMJHP,Female,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),73,5265.2,No
+2262-SLNVK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,70.1,No
+7730-CLDSV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.65,7129.45,No
+1135-HIORI,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.45,7266.95,No
+0164-APGRB,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.9,8496.7,No
+6481-ESCNL,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,No
+1790-NESIO,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.4,261.3,No
+1550-EENBN,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,104.35,3205.6,No
+5539-TMZLF,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,69.75,Yes
+4323-SADQS,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,34.5,279.25,Yes
+4446-BZKHU,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.55,6281.45,Yes
+5202-IVJNU,Female,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),30.1,1131.3,Yes
+5976-JCJRH,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,738.2,Yes
+8198-RKSZG,Female,0,Yes,Yes,14,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),80.45,1137.05,No
+0137-OCGAB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.2,80.2,Yes
+3351-NQLDI,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),94.35,6341.45,Yes
+9297-EONCV,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.35,6697.2,No
+7593-JNWRU,Male,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.6,260.8,Yes
+4588-YBNIB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes
+1069-QJOEE,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,505.45,No
+3336-JORSO,Female,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.45,3655.45,Yes
+7799-DSEWS,Male,0,No,No,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,68.35,1299.8,No
+8766-PAFNE,Male,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.1,5564.85,No
+5315-CKEQK,Male,1,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Electronic check,51,1381.8,No
+3130-ICDUP,Female,0,No,Yes,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),80.55,188.1,No
+0820-FNRNX,Male,0,Yes,Yes,17,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,66.7,1077.05,No
+0880-FVFWF,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,86.4,4922.4,No
+4611-ANLQC,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,50.05,2911.5,No
+4213-HKBJO,Female,0,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.7,826.1,No
+2792-LSHWX,Female,0,No,No,1,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,83.4,83.4,No
+5028-GZLDO,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.7,140.7,Yes
+0014-BMAQU,Male,0,Yes,No,63,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.65,5377.8,No
+6861-XWTWQ,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.25,665.45,Yes
+9018-PCIOK,Female,0,No,No,55,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,64.75,3617.1,No
+4837-QUSFT,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),100.15,6643.5,No
+6877-TJMBR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,84.8,84.8,Yes
+9953-ZMKSM,Male,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1559.3,No
+0907-HQNTS,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113,7987.6,No
+7665-NKLAV,Female,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.65,1547.35,No
+6769-DCQLI,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105,5426.85,Yes
+2433-KMEAS,Male,0,No,No,22,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.45,1127.35,Yes
+4391-LNRXK,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.95,2142.8,No
+8250-ZNGGW,Female,1,No,No,5,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.9,287.85,No
+2195-ZRVAX,Female,0,Yes,No,47,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,4045.65,Yes
+3550-SAHFP,Female,0,No,No,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.35,2757.85,Yes
+2011-TRQYE,Male,0,No,No,18,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),33.5,600,Yes
+8562-GHPPI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.8,19.8,No
+5893-PYOLZ,Male,0,No,No,56,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),81.8,4534.45,No
+4986-MXSFP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,40.9,No
+6131-FOYAS,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,59.6,2094.9,No
+3027-YNWZU,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1584.8,No
+5609-IMCGG,Female,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.35,1302.65,No
+4873-ILOLJ,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.35,2238.5,Yes
+4727-MCYZG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,55.55,55.55,No
+9481-WHGWY,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),75.35,5437.75,No
+2725-KXXWT,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.75,90.75,Yes
+9565-DJPIB,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,89.6,365.65,Yes
+4328-VUFWD,Female,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Electronic check,59.3,2209.15,No
+3301-LSLWQ,Female,0,No,No,29,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,66.1,1912.15,No
+7473-ZBDSN,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.8,255.55,No
+3166-PNEOF,Female,0,No,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5175.3,No
+5639-NTUPK,Male,0,No,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.1,670.65,No
+8780-YRMTT,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Mailed check,47.4,3177.25,No
+8348-HFYIV,Male,0,No,No,2,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.25,90.35,Yes
+5140-FOMCQ,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.15,6557.75,No
+6242-SGYTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.95,5791.85,No
+8166-ORCHU,Male,1,Yes,No,33,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,93.55,3055.5,No
+8414-OOEEL,Male,0,No,Yes,66,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.5,5196.1,No
+8454-AATJP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,8405,No
+6849-WLEYG,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes
+4659-NZRUF,Female,0,No,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,1789.25,Yes
+4531-AUZNK,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,One year,Yes,Mailed check,95.15,5000.05,No
+4191-XOVOM,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.4,6713.2,No
+2150-OEGBV,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,562.6,No
+8429-XIBUM,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.35,2317.1,Yes
+1855-CFULU,Female,1,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,91.45,No
+4878-BUNFV,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.7,828.85,No
+1872-EBWSC,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,617.35,No
+2608-BHKFN,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.05,266.9,Yes
+7026-YMSBE,Male,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,625.05,No
+7341-LXCAF,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,301.4,Yes
+6997-UVGOX,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.45,6029.9,No
+9674-EHPPG,Male,0,Yes,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.4,1842.7,No
+9462-MJUAW,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.4,206.6,Yes
+8128-YVJRG,Female,0,No,No,7,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,79.65,604.7,Yes
+5440-VHLUL,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,7386.05,No
+5781-BKHOP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.65,7334.05,No
+4283-FUTGF,Male,1,No,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.85,1471.75,Yes
+5213-TWWJU,Male,0,No,No,28,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Electronic check,91,2626.15,No
+1569-TTNYJ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.75,412.1,Yes
+8628-MFKAX,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.75,8277.05,No
+2397-BRLOM,Male,1,Yes,Yes,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.45,583.45,Yes
+7629-WIXZF,Female,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,59.1,369.25,No
+5445-GLVOT,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1049.05,No
+3976-HXHCE,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,1414.8,No
+2466-NEJOJ,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.65,169.75,No
+0254-KCJGT,Male,0,Yes,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),81.4,4354.45,No
+5472-CVMDX,Female,0,No,No,68,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.9,2719.2,No
+6461-SZMCV,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.95,6365.35,No
+8150-QUDFX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,51.6,No
+9508-ILZDG,Female,1,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.35,3190.25,No
+2346-DJQTB,Female,0,No,No,35,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.15,812.5,No
+1697-LYYYX,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.1,1143.8,No
+1942-OQFRW,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No
+4749-VFKVB,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.1,50.1,Yes
+9640-ZSLDC,Female,0,Yes,Yes,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),60.6,3297,No
+4231-LZUYM,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.65,1887,No
+7598-UAASY,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.4,151.8,Yes
+7938-OUHIO,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,293.65,Yes
+8510-AWCXC,Female,1,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,1308.1,Yes
+6128-AQBMT,Male,1,Yes,No,41,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.95,2215.4,No
+3594-BDSOA,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.4,482.8,No
+0431-APWVY,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.1,2598.95,Yes
+5133-VRSAB,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.35,216.45,No
+5996-DAOQL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No
+6838-YAUVY,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),95.1,5064.85,No
+0484-JPBRU,Male,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.25,996.45,No
+7883-ROJOC,Female,0,Yes,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.9,839.65,No
+0244-LGNFY,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.65,6733,No
+7274-CGTOD,Male,0,No,No,62,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),43.7,2618.3,No
+4295-YURET,Female,1,Yes,Yes,56,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),72.6,4084.35,No
+3426-NIYYL,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,51.55,765.5,Yes
+8225-BTJAU,Male,1,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,793.55,Yes
+4635-EJYPD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.95,613.95,No
+1866-ZSLJM,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.5,402.85,No
+4636-TVXVG,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1244.8,No
+4236-UJPWO,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.5,46.4,No
+9392-XBGTD,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,581.85,No
+3387-VATUS,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.85,462.8,Yes
+6402-SSEJG,Female,0,No,No,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,61.05,1540.2,No
+1143-NMNQJ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.7,169.8,Yes
+1169-SAOCL,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.65,5168.1,No
+1110-KYLGQ,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.25,6780.1,No
+9929-PLVPA,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.4,94.5,No
+3518-PZXZQ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,55.3,55.3,No
+2371-JUNGC,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,208,No
+7693-QPEFS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.95,3829.75,No
+0924-BJCRC,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.45,5294.6,No
+5074-FBGHB,Male,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.65,6889.8,No
+2351-BKRZW,Female,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),75.2,3254.35,No
+4455-BFSPD,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),101.15,6383.9,No
+0415-MOSGF,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes
+1724-BQUHA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,477.7,Yes
+3948-KXDUF,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),68.75,4447.55,No
+2323-ARSVR,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.05,7321.05,No
+0815-MFZGM,Female,0,Yes,No,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99,4135,No
+4826-XTSOH,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.05,86.05,Yes
+5480-XTFFL,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,697.7,No
+8295-FHIVV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,168.65,No
+2495-INZWQ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.55,174.3,Yes
+9086-YJYXS,Male,0,Yes,Yes,34,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),77.2,2753.8,No
+1179-INLAT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,69.25,No
+7909-FIOIY,Female,0,Yes,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.85,434.8,No
+4139-SUGLD,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),35.4,1077.5,Yes
+6857-VWJDT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.65,95.65,Yes
+6351-SCJKT,Male,0,No,No,3,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,41.35,107.25,No
+5468-BPMMO,Male,0,Yes,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,851.2,No
+5624-BQSSA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.95,20.95,Yes
+0197-PNKNK,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Bank transfer (automatic),84.45,5848.6,No
+2439-QKJUL,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,109.8,No
+1194-SPVSP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,19.65,No
+9534-NSXEM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.65,595.5,No
+2408-WITXK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,329.8,Yes
+8929-KSWIH,Male,0,No,No,25,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.3,2513.5,No
+2250-IVBWA,Male,0,Yes,Yes,64,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.05,5135.35,No
+1810-MVMAI,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,67.6,2000.2,No
+9506-UXUSK,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,931.75,No
+1229-RCALF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,115,7396.15,No
+3572-UOLYZ,Female,0,No,Yes,46,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,No
+1429-UYJSV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,260.9,No
+5577-OTWWW,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,297.3,Yes
+6100-QQHEB,Male,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1515.1,Yes
+6366-XIVKZ,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,63.15,816.8,No
+3470-OBUET,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),74,4868.4,No
+2770-NSVDG,Male,0,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,29.1,688,No
+9375-MHRRS,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,288.35,No
+2634-HCZGT,Male,1,Yes,No,53,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,60.05,3229.65,Yes
+7503-QQRVF,Male,1,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,1178.25,Yes
+4860-YZGZM,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,185.4,No
+6599-GZWCM,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,74.65,966.25,No
+2691-NZETQ,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,758.6,Yes
+4404-HIBDJ,Female,0,No,No,25,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,74.3,1863.8,Yes
+5533-NHFRF,Male,1,No,No,7,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,44.4,265.8,No
+7037-MTYVW,Male,0,Yes,Yes,38,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.4,3297,No
+4760-THGOT,Female,0,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,4107.3,No
+7295-JOMMD,Female,0,No,Yes,4,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,396.3,Yes
+4016-BJKTZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.9,2809.05,No
+6584-VQMYT,Male,0,No,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.2,1567.55,No
+9838-BFCQT,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,1851.45,No
+2790-XUYMV,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),85.45,6028.95,No
+0581-MDMPW,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.95,2072.75,No
+5013-SBUIH,Female,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,109.65,5551.15,Yes
+1023-BQXZE,Male,0,No,No,57,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.35,4317.35,No
+9163-GHAYE,Female,0,No,No,15,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,48.85,736.8,No
+3904-UKFRE,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.1,336.15,No
+5353-WILCI,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.05,1522.65,No
+0709-TVGUR,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,622.9,Yes
+0058-EVZWM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,No
+6023-YEBUP,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.95,329.95,Yes
+7209-JCUDS,Male,0,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.9,1048.85,Yes
+7009-PCARS,Male,0,No,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.1,1001.5,No
+0519-DRGTI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,442.6,No
+1017-FBQMM,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.05,6703.5,No
+3001-CBHLQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.9,3351.55,Yes
+1985-MBRYP,Female,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.65,779.25,No
+6158-DWPZT,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),24.1,259.8,Yes
+9372-TXXPS,Female,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.85,3483.45,No
+3259-QMXUN,Male,0,Yes,No,58,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,86.1,4890.5,No
+1015-JPFYW,Male,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,136.75,No
+6645-MXQJT,Male,0,Yes,Yes,2,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,97.1,184.15,No
+4360-QRAVE,Male,1,No,No,37,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,36.65,1315,No
+8433-WPJTV,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.9,6767.1,No
+5804-JMYIO,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,757.95,No
+3763-GCZHZ,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.05,6890,Yes
+6484-LATFU,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1657.4,No
+7599-NTMDP,Female,0,Yes,Yes,62,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),48.7,3008.55,No
+0772-GYEQQ,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.35,262.05,Yes
+0536-ACXIP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.55,8165.1,No
+0936-NQLJU,Female,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,875.55,No
+4831-EOBFE,Male,0,Yes,Yes,29,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),94.65,2649.15,Yes
+1575-KRZZE,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.2,220.65,No
+3251-YMVWZ,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.05,1301.9,No
+4102-OQUPX,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes
+9170-GYZJC,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),79.9,3326.2,Yes
+4884-LEVMQ,Male,0,Yes,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.45,790,No
+8857-CUPFQ,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,1237.65,No
+7610-TVOPG,Male,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.35,378.6,No
+3638-DIMPH,Female,0,Yes,No,13,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,43.8,592.65,No
+1845-ZLLIG,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,No
+8559-WNQZS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,20.45,No
+3999-QGRJH,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,560.85,Yes
+1699-UOTXU,Male,0,No,No,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,61.4,3638.25,No
+2454-RPBRZ,Female,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.1,1060.2,Yes
+0635-WKOLD,Male,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.75,2921.75,No
+5993-JSUWV,Female,0,No,No,66,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),61.15,4017.45,No
+4518-FZBSX,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,854.9,No
+5387-ASZNZ,Female,1,No,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),63.85,4174.35,No
+6988-CJEYV,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.7,4920.55,No
+2002-MZHWP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes
+3097-FQTVJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,810.3,No
+5465-BUBFA,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,772.4,No
+7299-GNVPL,Female,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,84.4,1936.85,No
+9743-DQKQW,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.1,79.8,No
+1215-VFYVK,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,48.25,202.25,No
+9371-BITHB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1070.5,No
+2265-CYWIV,Female,1,Yes,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.6,347.65,Yes
+9093-FPDLG,Female,0,No,No,11,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.2,999.9,No
+0541-FITGH,Female,0,Yes,No,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,62.15,113.1,No
+6985-HAYWX,Female,0,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),79.3,2015.8,No
+7508-KBIMB,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),56.25,1454.25,No
+6838-HVLXG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,246.7,No
+2277-DJJDL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99,6017.9,No
+1897-OKVMW,Female,0,Yes,Yes,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.6,5817.45,No
+5485-ITNPC,Male,0,Yes,No,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.9,5595.3,No
+0233-FTHAV,Female,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),79.2,4765,No
+4644-PIZRT,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.35,1201.65,No
+8922-NPKBJ,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,867.3,No
+2740-TVLFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,50.15,No
+7771-CFQRQ,Female,0,Yes,Yes,47,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),63.8,3007.25,No
+9512-PHSMG,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,252.75,No
+6963-EZQEE,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.55,6306.5,No
+2452-KDRRH,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.4,6841.05,No
+2004-OCQXK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.95,81.95,Yes
+5027-QPKTE,Male,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,451.1,Yes
+4146-SVFUD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.6,44.6,No
+1564-HJUVY,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),63.75,226.2,No
+3617-XLSGQ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),109.25,7082.5,No
+7517-LDMPS,Female,0,No,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1017.35,No
+7244-KXYZN,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.45,527.35,No
+5226-NOZFC,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.75,2146.5,No
+2672-HUYVI,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,455.3,Yes
+1400-WIVLL,Male,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,107.95,5969.85,No
+7508-MYBOG,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,1235.55,Yes
+8148-NLEGT,Female,0,Yes,Yes,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,22.95,1014.25,No
+0148-DCDOS,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.7,2362.1,Yes
+8347-GDTMP,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1225.65,No
+9992-RRAMN,Male,0,Yes,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.1,1873.7,Yes
+6746-WAUWT,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.7,386.5,No
+0310-MVLET,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,6010.05,Yes
+0428-IKYCP,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87,1850.65,No
+4550-VBOFE,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.95,7101.5,Yes
+2187-PKZAY,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,No
+4003-OCTMP,Female,0,Yes,No,31,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,64,1910.75,No
+6652-YFFJO,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.9,716.1,No
+7225-IILWY,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1686.15,No
+5248-RPYWW,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.15,6716.45,No
+7923-IYJWY,Male,1,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.1,7839.85,No
+3170-GWYKC,Female,0,No,No,60,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,6236.75,No
+5696-QURRL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.05,45.05,Yes
+7409-KIUTL,Female,1,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes
+9830-ECLEN,Male,0,Yes,Yes,58,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,50,2919.85,No
+1732-VHUBQ,Female,1,Yes,Yes,47,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Yes
+0495-RVCBF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.7,79.7,Yes
+2668-TZSPS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No
+7854-EDSSA,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59,1254.7,Yes
+8869-TORSS,Female,0,No,No,48,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.35,2896.4,Yes
+7446-SFAOA,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,717.5,No
+9522-ZSINC,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.95,253.8,No
+8234-GSZYK,Male,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.45,1110.05,No
+6505-OZNPG,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,63.4,348.8,No
+6164-HAQTX,Male,0,No,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),53.95,3888.65,No
+0679-IDSTG,Female,1,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes
+7765-LWVVH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Electronic check,95.1,6843.15,No
+1658-TJVOA,Female,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.1,450.9,No
+0953-LGOVU,Male,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,35.5,432.25,No
+2115-BFTIW,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.95,1767.35,Yes
+4692-NNQRU,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,79.2,1742.45,No
+7742-MYPGI,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,48.8,297.35,No
+0611-DFXKO,Male,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89,1820.45,Yes
+7780-OTDSO,Male,0,Yes,No,18,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.4,1742.95,Yes
+9619-GSATL,Female,0,No,No,43,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,No,Electronic check,55.45,2444.25,No
+5622-UEJFI,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.4,949.8,No
+9747-DDZOS,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),73.5,73.5,Yes
+0674-DGMAQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.5,2970.8,No
+6203-HBZPA,Male,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),63.9,3334.95,No
+0484-FFVBJ,Male,0,No,No,32,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.85,2010.95,No
+0301-FIDRB,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.8,4684.3,No
+4139-JPIAM,Male,0,No,No,51,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),44.45,2181.55,No
+2181-TIDSV,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1303.25,No
+2761-XECQW,Male,1,Yes,No,8,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,43.35,371.4,No
+1936-CZAKF,Male,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),49.65,2409.9,No
+9453-PATOS,Female,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,85.1,6155.4,No
+0564-JJHGS,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.5,829.1,Yes
+3348-CFRNX,Female,0,Yes,No,28,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,92.35,2602.9,Yes
+4402-FTBXC,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,89.8,4667,No
+1428-GTBJJ,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,824.75,Yes
+2931-XIQBR,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,103.05,5153.5,No
+0106-UGRDO,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116,8182.85,No
+5542-TBBWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,No
+1930-QPBVZ,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),95.1,6683.4,No
+2606-PKWJB,Male,0,No,Yes,40,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,1564.05,No
+5322-ZSMZY,Male,0,Yes,Yes,31,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,755.6,No
+8059-UDZFY,Female,1,No,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3465.05,No
+7740-BTPUX,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.6,6292.7,No
+5220-AGAAX,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,1664.3,No
+0208-BPQEJ,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,198.1,No
+9435-JMLSX,Male,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.1,6045.9,No
+3352-ALMCK,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.65,4108.15,No
+5312-IRCFR,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,92.85,5980.75,No
+5294-IMHHT,Male,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),97.75,5043.2,No
+8802-UNOJF,Male,1,No,No,12,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,83.8,1029.75,Yes
+6313-GIDIT,Male,1,No,No,53,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,2854.55,Yes
+6176-YJWAS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),97.95,7114.25,No
+5310-NOOVA,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.95,907.05,No
+4526-EXKKN,Male,0,No,No,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.6,973.95,No
+5311-IHLEI,Male,0,No,No,12,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,No
+3987-KQDDU,Male,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,661.55,No
+3404-JNXAX,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.75,4116.9,No
+5131-PONJI,Male,0,Yes,Yes,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,No
+2845-AFFTX,Male,1,Yes,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4259.3,Yes
+3489-VSFRD,Female,0,No,No,56,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.25,3282.75,No
+3345-JHUEO,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.2,55.7,No
+5815-HGGHV,Male,0,Yes,No,20,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,64.15,1274.45,No
+5260-UMPWX,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.25,493.95,No
+2249-YPRNG,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Yes
+7410-YTJIK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.45,480.75,Yes
+4626-GYCZP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,635.6,Yes
+5649-RXQTV,Male,0,No,No,51,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99,5038.15,No
+2674-MIAHT,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.3,324.2,No
+2576-HXMPA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.55,19.55,No
+7587-AOVVU,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,100.75,2793.55,No
+5590-BYNII,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,2095,Yes
+6898-MDLZW,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.75,648.65,No
+3237-AJGEH,Female,0,Yes,Yes,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,31,95.05,Yes
+4707-YNOQA,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.6,917.15,No
+9357-UJRUN,Male,0,Yes,No,24,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,58.35,1346.9,No
+1591-NFNLQ,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),80,4242.35,Yes
+8648-PFRMP,Female,1,No,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,46.35,672.7,No
+7663-CUXZB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,113.75,6561.25,No
+0258-NOKBL,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.4,268.45,No
+1163-VIPRI,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.3,7337.55,No
+2815-CPTUL,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.25,331.9,Yes
+9348-ROUAI,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,5194.05,No
+9443-JUBUO,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.25,4478.85,No
+0596-BQCEQ,Female,0,Yes,Yes,62,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,6283.3,Yes
+1481-ZUWZA,Male,0,No,No,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.5,2659.4,Yes
+3043-TYBNO,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,60.65,196.9,No
+4830-FAXFM,Male,0,No,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.1,439.2,No
+5906-BFOZT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No
+2960-NKRSO,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,85.95,2107.15,No
+8996-ZROXE,Male,1,No,No,57,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Electronic check,53.5,3035.8,No
+5598-IKHQQ,Female,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1866.45,No
+0397-ZXWQF,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1430.95,No
+5266-PFRQK,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.85,1071.6,No
+4674-HGNUA,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,6457.15,No
+6765-MBQNU,Female,0,Yes,No,26,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26,684.05,No
+9786-IJYDL,Female,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,113.2,3914.05,No
+1303-SRDOK,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),69.05,3842.6,No
+3769-MHZNV,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,670.35,No
+6295-OSINB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.65,7880.25,No
+3308-MHOOC,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.2,19.2,No
+2309-OSFEU,Male,0,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,33.9,298.45,Yes
+2207-QPJED,Female,1,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,90,3371.75,No
+4177-JPDFU,Male,0,No,No,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,34,442.45,No
+2239-CFOUJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,20.4,No
+8046-DNVTL,Male,0,Yes,No,62,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),38.6,2345.55,No
+2209-XADXF,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.25,25.25,No
+6620-JDYNW,Female,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,60.6,1156.35,No
+1891-FZYSA,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.95,6143.15,Yes
+4770-UEZOX,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,144.8,No
+1038-RQOST,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,414.95,No
+7613-LLQFO,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.45,1059.55,Yes
+4568-TTZRT,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,181.8,No
+9513-DXHDA,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,81.7,2212.55,No
+2640-PMGFL,Male,0,No,Yes,27,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.5,2180.55,Yes
+3801-HMYNL,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.15,89.15,Yes
+0516-QREYC,Female,1,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,459.95,No
+9685-WKZGT,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1036.75,Yes
+6022-UGGSO,Female,1,No,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,2276.95,Yes
+8084-OIVBS,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,211.95,No
+8896-BQTTI,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25,25,No
+3865-QBWSJ,Male,1,No,Yes,38,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,80.45,3162.65,No
+3352-RICWQ,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,210.65,No
+2160-GPFXD,Male,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),65.65,3566.7,No
+2065-MMKGR,Female,0,No,No,29,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),71,2080.1,No
+5857-TYBCJ,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,4040.2,No
+1498-NHTLT,Male,0,Yes,Yes,59,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,86.75,5186,No
+4484-CGXFK,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,196.15,Yes
+1402-PTHGN,Female,0,Yes,Yes,18,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,61.5,1087.45,No
+4176-RELJR,Male,1,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1672.15,No
+6214-EDAKZ,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1206.05,Yes
+5199-FPUSP,Male,0,No,Yes,33,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),34.05,1113.95,No
+6377-KSLXC,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,107.05,No
+1796-JANOW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,38.15,No
+0238-WHBIQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.7,6339.3,No
+8735-NBLWT,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,184.1,No
+6651-RLGGM,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.3,1688.9,No
+6127-ISGTU,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.95,1378.25,Yes
+1614-JBEBI,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.7,137.6,No
+8740-XLHDR,Male,0,No,No,5,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,43.25,219,Yes
+1208-DNHLN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),48.35,1067.15,Yes
+1761-AEZZR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.55,79.55,Yes
+3923-CSIHK,Female,1,Yes,No,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,3444.85,Yes
+5696-EXCYS,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,369.05,No
+5795-KTGUD,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.8,7553.6,No
+7120-RFMVS,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,84.5,Yes
+7924-GJZFI,Female,1,Yes,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,1813.1,No
+4702-HDRKD,Male,0,No,No,67,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),49.35,3321.35,No
+8512-WIWYV,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,707.5,No
+5897-ZYEKH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,105.6,7112.15,No
+5456-ITGIC,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.45,4641.1,No
+7317-GGVPB,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.6,7690.9,Yes
+1406-PUQVY,Male,0,No,Yes,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No
+1322-AGOQM,Male,0,No,No,46,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,Yes
+3677-IYRBF,Female,1,No,No,2,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.4,78.65,Yes
+5692-FPTAH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,Yes
+9114-AAFQH,Female,0,Yes,No,48,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,65.65,3094.65,No
+8715-KKTFG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.3,6518.35,No
+1550-LOAHA,Female,0,Yes,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.15,2585.95,Yes
+1728-BQDMA,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.45,82.7,No
+0268-QKIWO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,58.85,Yes
+0876-WDUUZ,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),85.4,425.9,Yes
+5117-ZSMHQ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),89.9,6342.7,No
+5151-HQRDG,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.05,2030.75,No
+0960-HUWBM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.1,6700.05,No
+6465-GSRCL,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.6,7244.7,No
+0617-FHSGK,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.2,3678.3,Yes
+0263-FJTQO,Male,0,Yes,Yes,50,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.5,3486.65,No
+7319-ZNRTR,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.6,411.15,No
+2858-MOFSQ,Female,0,No,Yes,17,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,55.85,937.5,Yes
+7503-EPSZW,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.05,1559.15,No
+7089-XXAYG,Male,0,Yes,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),38.1,970.4,No
+8118-LSUEL,Male,1,No,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,2483.5,Yes
+8070-AAWZP,Male,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,34.25,828.2,No
+1666-JXLKU,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3810.55,No
+7855-DIWPO,Female,0,No,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.65,1493.2,No
+5133-POWUA,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.8,45.8,No
+5652-MSDEY,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.75,777.3,No
+7005-CCBKV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,556.35,Yes
+1810-BOHSY,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.4,4911.05,No
+1784-BXEFA,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,187.35,No
+7351-MHQVU,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),50.95,307.6,No
+9224-VTYID,Male,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.5,4318.35,No
+9500-IWPXQ,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,79.4,4820.55,No
+5762-TJXGK,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.75,3038.55,No
+4504-YOULA,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.45,2136.9,No
+5569-IDSEY,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,7472.15,No
+4250-FDVOU,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.25,389.1,Yes
+7284-ZZLOH,Male,0,Yes,No,45,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),53.3,2296.25,No
+5277-ZLOOR,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.55,187.45,Yes
+2141-RRYGO,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),68.65,261.25,Yes
+1777-JYQPJ,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,38.45,No
+6376-GAHQE,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,77.85,299.2,Yes
+3401-URHDA,Male,0,No,No,51,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),59.9,3043.6,No
+1599-EAHXY,Male,0,Yes,Yes,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),23.95,1506.4,No
+8631-XVRZL,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,163.7,No
+5052-PNLOS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Yes
+3853-LYGAM,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,No
+6979-ZNSFF,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.05,762.1,Yes
+5751-USDBL,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,3846.35,No
+5680-LQOGP,Female,0,No,No,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5646.6,No
+2386-LAHRK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.5,53.5,Yes
+8189-DUKMV,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,79.05,No
+6032-IGALN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.1,25.1,Yes
+9931-DCEZH,Male,0,No,Yes,28,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.4,1516.6,No
+1898-JSNDC,Female,0,No,No,39,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.6,2224.5,No
+0315-LVCRK,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,84.8,888.75,No
+3911-RSNHI,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.4,4310.35,No
+2410-CIYFZ,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,42.9,No
+4248-HCETZ,Male,1,Yes,No,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,2365.15,Yes
+5505-OVWQW,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,353.65,No
+7271-AJDTL,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),94.45,5073.1,No
+1867-TJHTS,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.8,4526.85,No
+0516-WJVXC,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.2,308.25,Yes
+9174-FKWZE,Female,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.45,19.45,Yes
+6860-YRJZP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.05,678.45,No
+4429-WYGFR,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),49.15,1237.3,No
+2817-LVCPP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1023.95,No
+5038-ETMLM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,8182.75,No
+5056-FIMPT,Female,0,No,Yes,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106,4532.3,No
+4521-WFJAI,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.95,1444.05,No
+6569-KTMDU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No
+8809-RIHDD,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.4,7372.65,Yes
+8809-XKHMD,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),100.55,7325.1,No
+0396-YCHWO,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.4,3474.2,No
+0867-LDTTC,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),75.15,392.65,No
+4822-NGOCH,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.45,1058.6,Yes
+9391-DXGGG,Female,1,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),89.15,3990.75,No
+9844-FELAJ,Female,1,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.9,7475.85,No
+2122-SZZZD,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.5,835.5,No
+5307-DZCVC,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Yes
+3148-AOIQT,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1718.35,No
+8679-JOEVF,Female,1,No,No,16,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,59.4,1023.9,Yes
+8395-ETZKQ,Male,1,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,1193.55,No
+6692-YQHXC,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,1205.5,No
+3889-VWBID,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),82.85,5776.45,No
+5222-JCXZT,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,78.9,No
+9754-CLVZW,Female,0,Yes,Yes,26,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),38.85,1025.15,No
+1432-FPAXX,Female,0,No,No,29,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.6,856.35,Yes
+2739-CCZMB,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,122,No
+7080-TNUWP,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95,6602.9,No
+0496-AHOOK,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.4,1712.9,No
+8336-TAVKX,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.45,5682.25,No
+2468-SJFLM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,74.3,74.3,No
+3181-VTHOE,Male,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),51.05,3635.15,No
+7168-HDQHG,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.2,702.9,No
+4803-AXVYP,Female,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,3734.25,Yes
+3884-HCSWG,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,1144.5,Yes
+4567-AKPIA,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.1,4454.25,No
+5077-DXTCG,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.3,45.3,Yes
+1142-WACZW,Male,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.85,75.6,Yes
+7901-HXJVA,Male,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.45,1117.55,No
+5649-ANRML,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Yes
+4892-VLANZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,19.8,Yes
+5924-IFQTT,Male,0,Yes,Yes,13,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,72.8,930.05,No
+7968-QUXNS,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.95,110.15,No
+2919-HBCJO,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),76.65,333.6,Yes
+4236-XPXAV,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.15,465.05,Yes
+8903-WMRNW,Female,0,Yes,No,15,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.75,1669.4,No
+2452-SNHFZ,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.45,3545.1,No
+3629-WEAAM,Female,0,No,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,64.1,504.05,No
+6029-CSMJE,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.65,440.2,No
+7993-NQLJE,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.1,1151.55,No
+9909-DFRJA,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),95.85,2475.35,No
+9099-FTUHS,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.4,1249.25,No
+0581-BXBUB,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,72.75,317.75,No
+4962-CHQPW,Male,0,No,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,535.05,No
+9467-ROOLM,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,461.3,No
+3030-YZADT,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,431,Yes
+7410-KTVFV,Male,0,Yes,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.55,878.35,Yes
+5150-ITWWB,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.85,335.75,No
+2253-KPMNB,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),46.25,3121.4,No
+1345-ZUKID,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,324.8,No
+6429-SHBCB,Male,0,No,No,19,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,69.6,1394.55,No
+9281-OFDMF,Male,1,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,90.7,3413.25,No
+2603-HVKCG,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3143.65,No
+1834-WULEG,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,439.75,No
+9097-ZUBYC,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),48.8,664.4,No
+5148-ORICT,Female,0,Yes,No,64,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,74.35,4759.55,No
+4893-GYUJU,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.35,1033,No
+4578-PHJYZ,Male,0,Yes,Yes,52,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,68.75,3482.85,No
+7272-QDCKA,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,100.2,2688.45,No
+8908-SLFCJ,Female,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.85,435.25,No
+8393-DLHGA,Male,0,No,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.9,2448.75,Yes
+9766-HGEDE,Female,0,Yes,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,307,No
+6968-MHOMU,Male,0,Yes,No,58,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),45,2689.35,No
+7395-IGJOS,Male,1,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),81.5,1329.2,Yes
+5044-XDPYX,Female,0,Yes,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1281.25,No
+1814-WFGVS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,48.9,3527,No
+2834-SPCJV,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.1,4348.65,Yes
+3721-WKIIL,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,561.15,No
+6734-CKRSM,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,63.6,No
+1265-ZFOSD,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,81.3,5129.3,No
+6568-POCUI,Female,0,Yes,No,45,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,4285.8,No
+7890-VYYWG,Male,1,Yes,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,36.45,93.7,Yes
+5197-LQXXH,Female,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.3,5894.5,No
+9907-SWKKF,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,25.05,Yes
+3457-PQBYH,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1160.75,No
+7682-AZNDK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.85,3091.75,No
+0587-DMGBH,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.85,365.55,Yes
+5384-ZTTWP,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,272.95,No
+3745-HRPHI,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),54.65,3632,No
+7636-OWBPG,Male,1,No,No,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.35,381.2,No
+1231-YNDEK,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.15,1035.5,No
+1407-DIGZV,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,52,No
+6397-JNZZG,Female,1,Yes,No,43,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),55.55,2342.2,Yes
+0570-BFQHT,Female,0,No,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.55,653.9,No
+4393-OBCRR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,71.2,No
+3523-QRQLL,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),69.5,1498.2,Yes
+8564-LDKFL,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106,4178.65,No
+3696-DFHHB,Female,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.5,1821.8,No
+0895-DQHEW,Male,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.3,5278.15,Yes
+4717-GHADL,Female,0,No,No,50,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,79.6,4024.2,No
+5501-TVMGM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.25,55.25,No
+5879-HMFFH,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),88.05,6520.8,No
+6772-WFQRD,Male,0,No,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.4,854.9,No
+3810-DVDQQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),117.6,8308.9,No
+6972-SNKKW,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,109.2,No
+3694-GLTJM,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.65,92.05,No
+8550-XSXUQ,Male,0,Yes,No,48,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),70.55,3420.5,No
+8149-RSOUN,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,93.85,Yes
+9055-MOJJJ,Female,0,Yes,Yes,64,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,65.8,4068,No
+4359-INNWN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,337.9,No
+0585-EGDDA,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,80,3168.75,No
+4032-RMHCI,Female,0,Yes,Yes,41,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,1412.4,No
+0549-CYCQN,Male,1,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),79.6,3974.7,No
+3481-JHUZH,Male,0,Yes,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,3439,No
+7250-EQKIY,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.45,50.45,Yes
+3594-IVHJZ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,42.45,No
+6869-FGJJC,Male,0,No,No,68,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),79.6,5461.45,No
+3896-ZVNET,Female,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.7,571.75,No
+8205-VSLRB,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),77.3,5498.2,No
+5960-MVTUK,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.75,96.85,No
+6817-WTYHE,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.9,111.05,No
+3082-VQXNH,Male,0,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.8,94.4,No
+4013-UBXWQ,Female,0,No,No,7,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,521.1,Yes
+4931-TRZWN,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.95,923.85,No
+0750-EKNGL,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,141.1,No
+7669-LCRSD,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,56.3,628.65,No
+3567-PQTSO,Male,0,Yes,Yes,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.25,5576.3,No
+5519-NPHVG,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1046.1,Yes
+8043-PNYSD,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1245.6,No
+9938-EKRGF,Female,0,No,No,15,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,84.45,1287.85,No
+2703-AMTUL,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,53.65,1939.35,No
+0928-JMXNP,Male,1,Yes,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.9,118.25,No
+8173-RXAYP,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,452.55,No
+4825-XJGDM,Female,0,No,No,61,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),43.7,2696.55,No
+5402-HTOTQ,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.3,875.35,No
+6734-JDTTV,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.85,1267.05,No
+7850-THJMU,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,494.9,No
+3890-RTCMS,Male,0,No,No,16,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.45,799,No
+8849-GYOKR,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),106.55,5763.3,Yes
+3148-BLQJT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,20.1,Yes
+3717-FDJFU,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,106.9,No
+3665-JATSN,Female,0,No,No,19,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.7,710.05,No
+7966-YOTQW,Male,0,No,No,10,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.5,568.2,No
+0461-CVKMU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,83.8,1900.25,Yes
+8806-EAGWC,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.15,159.15,Yes
+8853-TZDGH,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,8012.75,No
+7779-LGOVN,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.65,856.65,Yes
+4324-BZCKL,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.55,551.3,No
+6924-TDGMT,Male,0,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,184.95,No
+9710-ZUSHQ,Female,1,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.75,4056.75,Yes
+1536-YHDOE,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,62.1,1096.65,No
+8123-QBNAZ,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,No
+3629-ZNKXA,Male,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.8,1752.45,No
+4827-LTQRJ,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.6,7210.85,No
+7711-YIJWC,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),84.9,5264.5,No
+5482-VXSXJ,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.2,2157.3,No
+7365-BVCJH,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.4,24.4,No
+9620-ENEJV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,433.95,No
+4183-WCSEP,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,78.45,2435.15,Yes
+2378-YIZKA,Female,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5607.75,No
+5498-TXHLF,Female,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,87.45,2874.15,Yes
+0689-DSXGL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),85.8,4433.3,No
+6818-DJXAA,Female,0,No,Yes,10,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.1,964.35,No
+9722-UJOJR,Male,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.75,1974.8,Yes
+0464-WJTKO,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1460.85,No
+8902-ZEOVF,Male,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,951.55,No
+6778-EICRF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.8,1821.2,No
+2662-NNTDK,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,1600.95,No
+4132-KALRO,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,399.25,No
+3902-FOIGH,Male,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1218.55,Yes
+6772-KSATR,Male,0,No,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.7,81.7,Yes
+7112-OPOTK,Male,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.25,2171.15,Yes
+2874-YXVVA,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.1,3634.8,No
+1245-HARPS,Female,0,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,292.4,No
+4210-QFJMF,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.15,317.25,Yes
+4323-ELYYB,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,218.55,No
+4293-ETKAP,Female,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.4,5071.9,No
+6064-PUPMC,Male,0,Yes,Yes,23,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),57.2,1423.35,No
+6504-VBLFL,Male,0,Yes,No,55,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,58.6,3068.6,No
+6322-PJJDJ,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,94.8,4690.65,No
+0330-BGYZE,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),102.5,6157.6,No
+1085-LDWAM,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,1442.65,No
+7586-ZATGZ,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.9,3369.05,No
+7197-VOJMM,Male,0,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),69.2,4671.65,No
+3318-OSATS,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,3474.05,Yes
+5828-AVIPD,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.95,1875.55,Yes
+1843-TLSGD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,272.35,No
+9626-VFRGG,Female,0,No,Yes,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),88.5,3645.05,No
+7075-BNDVQ,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,35,135.75,No
+9143-CANJF,Female,0,Yes,Yes,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1319.85,No
+7284-BUYEC,Female,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,229.4,No
+2041-JIJCI,Female,0,No,No,5,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,64,370.25,No
+1086-LXKFY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.1,69.1,Yes
+4900-MSOMT,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),80.2,5714.2,No
+2229-VWQJH,Female,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,No
+9194-GFVOI,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.35,3571.6,No
+1336-EZFZY,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,83.3,No
+4282-MSACW,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),117.2,8035.95,No
+1403-LKLIK,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,579.4,No
+2636-ALXXZ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+7774-OJSXI,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.45,3066.45,Yes
+7786-WBJYI,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),77.95,305.55,Yes
+0136-IFMYD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.95,7634.25,No
+5144-TVGLP,Male,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.75,3653,No
+9643-AVVWI,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,80,241.3,No
+0253-ZTEOB,Female,0,Yes,Yes,48,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,79.65,3870.3,No
+2706-QZIHY,Female,0,Yes,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,387.9,No
+6061-PQHMK,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,527.5,No
+9885-CSMWE,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.45,78.45,Yes
+6137-MFAJN,Female,0,No,No,48,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.8,2104.55,No
+9122-UMROB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No
+4232-JGKIY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,19.2,No
+2402-TAIRZ,Female,0,No,No,37,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.05,3019.1,No
+9659-ZTWSM,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),107.35,7051.95,No
+9139-TWBAS,Female,0,Yes,No,26,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),47.85,1190.5,No
+6685-GBWJZ,Male,0,Yes,No,63,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.8,4448.8,No
+5016-ETTFF,Male,0,No,No,10,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,29.5,255.25,Yes
+3866-MDTUB,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.75,146.9,Yes
+2195-VVRJF,Male,1,Yes,No,18,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),59.1,1011.05,No
+3913-RDSJZ,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.55,1714.95,No
+8058-JMEQO,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.45,762.5,Yes
+4203-QGNZA,Female,0,No,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,535.35,No
+5043-TRZWM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.55,75.55,No
+0697-ZMSWS,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.65,338.9,Yes
+7657-DYEPJ,Male,1,No,No,38,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,2497.35,Yes
+9494-BDNNC,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.3,6273.4,No
+1640-PLFMP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,No
+5366-OBVMR,Female,0,Yes,No,18,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.3,908.75,No
+8276-MQBYC,Male,1,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.8,4913.3,Yes
+7644-OMVMY,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85, ,No
+7593-XFKDI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46.3,46.3,Yes
+4573-JKNAE,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,212.3,No
+0337-CNPZE,Female,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.3,4443.45,Yes
+9817-APLHW,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25,316.2,No
+8380-MQINP,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,1079.05,No
+0840-DFEZH,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,564.65,No
+1513-XNPPH,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.4,1095.65,Yes
+8690-ZVLCL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88,6161.9,No
+6015-VVHHE,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),83.15,446.05,Yes
+1125-SNVCK,Female,1,No,No,49,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.8,2106.05,No
+0384-LPITE,Male,0,No,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),62.05,2511.55,No
+4616-EWBNJ,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,318.6,No
+6347-DCUIK,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.15,811.8,Yes
+1335-HQMKX,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.35,7323.15,No
+2545-EBUPK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.05,186.05,No
+6923-AQONU,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,454,No
+2172-EJXVF,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.9,7521.95,No
+0897-FEGMU,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,1056.95,Yes
+7663-RGWBC,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.15,44.15,Yes
+1120-BMWUB,Female,0,No,No,16,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.9,834.15,Yes
+9124-LHCJQ,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.45,85.45,Yes
+4536-PLEQY,Male,0,Yes,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.05,999.8,No
+7029-IJEJK,Female,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),44.1,2369.7,No
+8871-JLMHM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),90.2,6297.65,No
+2235-ZGKPT,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.85,239.55,Yes
+3891-PUQOD,Female,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,59.2,59.2,Yes
+5447-VYTKW,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.45,1461.45,No
+3623-FQBOX,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,416.4,No
+0689-NKYLF,Male,0,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,83.2,1060.6,Yes
+8659-HDIYE,Female,1,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),74.65,4869.35,No
+3658-KIBGF,Female,0,No,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.9,54.9,Yes
+3474-BAFSJ,Male,0,Yes,No,57,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),57.5,3265.95,No
+5519-YLDGW,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.9,2254.2,Yes
+3865-ZFZIB,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,358.15,No
+1855-AGAWH,Male,0,Yes,No,31,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,2939.8,No
+7109-CQYUZ,Male,0,No,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.25,4652.4,No
+1370-GGAWX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.15,4408.45,No
+4680-KUTAJ,Female,1,No,No,11,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.6,580.8,No
+5307-UVGNB,Female,0,Yes,Yes,53,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),48.7,2495.2,No
+4946-EDSEW,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,180.3,Yes
+2883-ILGWO,Male,1,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,No
+2516-VQRRV,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.45,158.4,Yes
+7580-UGXNC,Female,1,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.85,104.2,Yes
+3642-BYHDO,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1389.35,No
+9629-NHXFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No
+2696-RZVZW,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1629.2,No
+5766-FTRTS,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.45,6033.1,No
+0396-HUJBP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,44.4,No
+5178-LMXOP,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,95.1,Yes
+8879-ZKJOF,Female,0,No,No,41,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.85,3320.75,No
+6285-FTQBF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1867.7,No
+8185-UPYBR,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,438,Yes
+4585-HETAI,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.75,325.45,Yes
+7526-BEZQB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1148.1,Yes
+1474-JUWSM,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,68.4,3972.25,No
+3530-CRZSB,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,155.9,No
+8498-XXGWA,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.15,3673.15,No
+9617-INGJY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No
+0621-TSSMU,Male,0,Yes,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.95,1126.75,No
+7234-KMNRQ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,73.45,No
+7636-PEPNS,Female,0,Yes,Yes,58,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,44.1,2413.05,No
+4683-WYDOU,Male,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.6,6912.7,No
+9052-DHNKM,Male,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,61.55,1581.95,No
+6794-HKIAJ,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),90.7,5586.45,No
+5578-NKCXI,Female,0,Yes,Yes,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),99.25,5846.65,No
+1642-HMARX,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,91.7,6424.7,No
+3096-WPXBT,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),100.7,6018.65,No
+8434-PNQZX,Female,0,No,No,42,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),78.45,3373.4,No
+5950-AAAGJ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),84.3,1537.9,No
+4299-OPXEJ,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,1080.55,No
+4951-UKAAQ,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.95,355.2,Yes
+9618-LFJRU,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,82.85,No
+6693-DJWTY,Female,0,No,Yes,35,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),55.6,2016.45,No
+0744-GKNGE,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,No
+6447-EGDIV,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.95,683.25,No
+1167-OYZJF,Female,1,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1263.05,No
+2108-YKQTY,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.7,151.3,Yes
+4806-DXQCE,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.65,7714.65,No
+4918-QLLIW,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),53.4,188.7,Yes
+7056-IMHCC,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.9,5549.4,Yes
+4854-SSLTN,Male,0,Yes,Yes,2,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,59.5,130.5,No
+5294-DMSFH,Female,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),87.8,2621.75,No
+4837-PZTIC,Female,0,No,No,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,41.9,1875.25,No
+1625-JAIIY,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,83,5685.8,Yes
+0603-OLQDC,Male,0,No,Yes,12,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,69.85,837.5,No
+3272-VUHPV,Female,0,Yes,Yes,8,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.3,401.5,No
+4176-FXYBO,Male,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,109.55,6118.95,No
+1063-DHQJF,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.15,6480.9,No
+8663-UPDGF,Female,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.5,1800.05,No
+6719-FGEDO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),97,7104.2,No
+1837-YQUCE,Female,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.35,4214.25,No
+2947-DOMLJ,Male,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.6,50.6,Yes
+4112-LUEIZ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,863.1,Yes
+0369-ZGOVK,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.4,1992.2,No
+4510-HIMLV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes
+9919-KNPOO,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,1948.35,No
+8749-JMNKX,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.8,4750.95,Yes
+7872-BAAZR,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,1007.9,No
+9391-LMANN,Male,0,No,Yes,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.95,5036.9,No
+2430-USGXP,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,2391.8,Yes
+8174-TBVCF,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),94.8,6859.05,No
+1698-XFZCI,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6521.9,No
+1877-HKBQX,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,54.6,617.85,No
+4450-DLLMH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.3,157.75,No
+0428-AXXLJ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.5,516.3,No
+2746-DIJLO,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),56.3,2364,No
+5955-ERIHD,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,1687.95,Yes
+0917-EZOLA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.15,7689.95,Yes
+3508-VLHCZ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.55,6239.05,No
+4086-ATNFV,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,60.8,2042.05,No
+0468-YRPXN,Male,0,No,No,29,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.8,2807.1,No
+5996-NRVXR,Male,1,Yes,No,40,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),98.15,4116.8,No
+3739-YBWAB,Male,0,Yes,No,36,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.35,1317.95,No
+7047-FWEYA,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,103.15,4594.65,No
+2000-MPKCA,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6332.75,No
+9762-YAQAA,Male,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,No,Credit card (automatic),81.4,3213.75,No
+5949-EBSQK,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),61.45,229.55,Yes
+5473-KHBPS,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.7,4976.15,No
+0100-DUVFC,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.8,7308.95,No
+5397-TUPSH,Male,1,Yes,No,65,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.95,4555.2,No
+8950-MTZNV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.95,44.95,No
+0326-VDYXE,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.65,6982.5,No
+6773-LQTVT,Female,1,Yes,Yes,29,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,35.65,1025.15,No
+7274-RTAPZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.55,90.55,Yes
+0436-TWFFZ,Female,0,No,No,67,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,85.25,5714.2,No
+8566-YPRGL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No
+0311-UNPFF,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),88.8,2274.35,Yes
+6609-MXJHJ,Female,0,Yes,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.1,789.55,No
+2669-OIDSD,Female,0,Yes,No,48,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,4834,No
+8400-WZICQ,Female,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.7,3131.8,No
+3834-XUIFC,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.2,602.55,Yes
+9576-SYUHJ,Male,0,No,No,37,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,3369.25,No
+0410-IPFTY,Female,0,Yes,No,31,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),83.85,2674.15,No
+2831-EBWRN,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.9,199.75,No
+9430-NKQLY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1790.8,No
+8414-MYSHR,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.4,449.75,Yes
+0247-SLUJI,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,No
+9402-ORRAH,Female,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.5,1400.3,No
+6483-OATDN,Male,0,Yes,Yes,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),51.3,411.6,No
+1293-HHSHJ,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.1,741,No
+4840-ORQXB,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.75,5841.35,No
+7599-FKVXZ,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Yes
+3982-DQLUS,Male,1,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.75,5688.45,No
+8610-ZIKJJ,Female,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,31.9,No
+3756-VNWDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.75,6674.65,No
+7801-KICAO,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.15,1345.75,No
+7673-LPRNY,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,78.55,1843.05,No
+8229-TNIQA,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,196.95,Yes
+6060-QBMGV,Male,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1433.8,No
+7339-POGZN,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.7,214.55,No
+2828-SLQPF,Male,0,No,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,865.85,No
+4465-VDKIQ,Female,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,77.8,1358.6,No
+2921-XWDJH,Female,1,Yes,No,38,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.45,3147.15,No
+6221-AVQYL,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.25,131.05,Yes
+2558-BUOZZ,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.8,4535.85,No
+9257-AZMTZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1078.75,No
+0003-MKNFE,Male,0,No,No,9,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,59.9,542.4,No
+0975-UYDTX,Female,0,Yes,No,26,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),90.1,2312.55,No
+7743-EXURX,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,51.05,415.05,Yes
+4682-BLBUC,Male,0,Yes,No,44,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,70.95,3250.45,No
+0975-VOOVL,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,98.5,No
+5968-VXZLG,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,No
+5569-KGJHX,Female,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.35,754.65,Yes
+4988-IQIGL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes
+5201-FRKKS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.3,1952.25,No
+9799-CAYJJ,Female,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,153.8,No
+7730-IUTDZ,Male,0,No,No,43,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,3198.6,Yes
+0426-TIRNE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes
+5443-SCMKX,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.3,5610.15,No
+8295-KMENE,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,76.45,4519.5,No
+6738-ISCBM,Male,0,No,No,44,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54,2440.25,No
+9821-BESNZ,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.25,6860.6,No
+3678-MNGZX,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1377.7,No
+1335-NTIUC,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,190.25,No
+2916-BQZLN,Male,0,No,No,19,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.75,1651.95,No
+4558-CGYCZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,78.3,No
+2368-GAKKQ,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,7939.25,No
+8710-YGLWG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.9,44.9,No
+3199-XGZCY,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.25,576.7,No
+3785-KTYSH,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.6,1279,No
+6814-ZPWFQ,Male,1,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25,1260.7,No
+4063-EIKNQ,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,267.35,No
+6993-YCOBK,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.6,6586.85,No
+5206-HPJKM,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,934.15,No
+7587-RZNME,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.3,123.65,Yes
+0748-RDGGM,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.5,7534.65,Yes
+8393-JMVMB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,No
+5019-GQVCR,Male,1,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,3645.6,No
+6036-TTFYU,Female,0,Yes,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,314.45,No
+2550-AEVRU,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,53.45,3053,No
+0969-RGKCU,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,677.05,No
+0378-CJKPV,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),112.1,7965.95,No
+4706-AXVKM,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Yes
+5889-JTMUL,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.05,4888.7,Yes
+9026-RNUJS,Male,1,No,No,5,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,50.35,237.25,Yes
+3746-EUBYR,Male,0,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,74.6,Yes
+2332-EFBJY,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.7,342.4,Yes
+2880-FPNAE,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.2,140.1,No
+1703-MGIAB,Female,0,No,No,17,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69,1108,No
+4311-QTTAI,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.35,295.55,No
+9474-PHLYD,Female,0,No,No,15,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,892.65,Yes
+4318-RAJVY,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,198.25,No
+2165-VOEGB,Female,0,No,Yes,46,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4822.85,Yes
+3612-YUNGG,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.2,6741.15,No
+2254-DLXRI,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.15,79.15,No
+5062-CJJKH,Male,0,Yes,Yes,25,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,53.65,1355.45,No
+9028-LIHRP,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),100.2,7209,No
+2219-MVUSO,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.15,438.4,Yes
+1053-MXTTK,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.65,7726.35,No
+1530-ZTDOZ,Female,0,Yes,No,49,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,No
+1301-LOPVR,Male,0,Yes,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),55.35,1636.95,No
+0853-TWRVK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),105.6,7581.5,No
+8914-RBTSB,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,93.8,3019.5,Yes
+6212-ATMLK,Female,0,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4729.75,No
+8200-LGKSR,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,83.2,6126.1,No
+1568-BEKZM,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.05,6333.4,No
+0670-ANMUU,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),97.65,6687.85,No
+6897-RWMUB,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),68.05,4158.25,No
+0963-ZBDRN,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,3183.4,Yes
+7594-RQHXR,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,79.6,Yes
+6999-CHVCF,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),102.1,7149.35,No
+6134-KWTBV,Male,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.4,1429.65,No
+1077-HUUJM,Female,0,No,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,472.65,No
+6331-EWIEB,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.25,1734.5,Yes
+0895-LNKRC,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,113.5,No
+2045-BMBTJ,Female,1,No,No,33,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),59.45,1884.65,No
+8417-GSODA,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),92.2,2568.15,No
+5171-EPLKN,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,470,No
+4452-QIIEB,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.9,278.4,No
+5998-VVEJY,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,2088.8,Yes
+1624-NALOJ,Male,1,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,502.6,Yes
+6741-EGCBI,Male,1,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,No
+7820-ZYGNY,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Credit card (automatic),90.45,5825.5,No
+4317-VTEOA,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.75,50.75,Yes
+9677-AVKED,Female,0,No,Yes,53,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,84.6,4449.75,No
+1670-SVOWZ,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Yes
+2227-JRSJX,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.15,1956.4,No
+9847-HNVGP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,310.6,No
+6696-YDAYZ,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,290.55,No
+8980-WQFWL,Female,0,No,No,35,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,62.1,2096.1,No
+1730-ZMAME,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.5,2665,No
+6506-EYCNH,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,543.8,No
+4634-JLRJT,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.35,20.35,No
+9501-UKKNL,Male,0,No,No,59,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,51.7,3005.8,No
+2560-QTSBS,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.3,1623.15,No
+7541-YLXCL,Male,0,No,No,36,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,65.4,2498.4,Yes
+4795-WRNVT,Female,0,No,No,40,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,65.1,2586,No
+6080-TCMYC,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.2,3292.3,No
+0260-ZDLGK,Female,0,No,Yes,9,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,72.9,651.4,Yes
+7860-UXCRM,Male,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),74.5,4674.55,No
+6357-JJPQT,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.5,232.35,No
+2292-XQWSV,Male,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,60.3,2448.5,No
+9552-TGUZV,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,658.1,No
+5913-INRQV,Male,1,Yes,No,34,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,90.15,3128.8,No
+8722-NGNBH,Male,0,No,No,5,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,40,223.45,Yes
+6210-KBBPI,Male,1,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,919.4,Yes
+9643-YBLUR,Male,0,Yes,No,9,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),69.05,653.95,No
+8734-FNWVH,Male,0,Yes,Yes,31,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,No
+9447-YPTBX,Female,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,943.1,No
+0133-BMFZO,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,86.25,181.65,Yes
+6128-CZOMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes
+9540-JYROE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,551.35,Yes
+9026-LHEVG,Female,0,No,No,9,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,40.75,359.4,No
+2260-USTRB,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Yes
+3656-TKRVZ,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.35,165.2,Yes
+7011-CVEUC,Male,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,No
+6185-TASNN,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,46.3,No
+7925-PNRGI,Female,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,81.3,3541.1,No
+8623-TMRBY,Male,1,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.2,4146.05,Yes
+1552-CZCLL,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,1087.25,No
+3038-PQIUY,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),66.15,2522.4,No
+1501-SGHBW,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.85,81,Yes
+9313-CDOGY,Male,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,717.3,No
+8148-BPLZQ,Male,0,No,No,34,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1734.2,No
+2623-DRYAM,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.75,7069.3,No
+9987-LUTYD,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.15,742.9,No
+3208-YPIOE,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,3017.65,Yes
+4488-KQFDT,Female,0,No,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,6423,No
+2612-RANWT,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Yes
+5693-PIPCS,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99.65,4220.35,No
+0491-KAPQG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.7,1558.7,No
+1925-LFCZZ,Male,1,No,No,55,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),50.05,2743.45,No
+8039-EQPIM,Male,0,Yes,No,69,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.25,4055.5,No
+6900-PXRMS,Male,1,Yes,Yes,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.75,2710.25,Yes
+8707-RMEZH,Female,1,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),87.3,6055.55,No
+3346-BRMIS,Female,1,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.35,810.7,Yes
+3209-ZPKFI,Male,0,Yes,Yes,47,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.25,2538.2,No
+6479-VDGRK,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,6129.2,No
+9373-WSLOY,Male,1,Yes,No,33,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50,1750.85,No
+2933-FILNV,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.4,36.55,Yes
+3569-JFODW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.95,6652.45,No
+9819-FBNSV,Male,1,Yes,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.25,2575.45,No
+9544-PYPSJ,Female,1,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,No
+1591-XWLGB,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1379.6,No
+0396-UKGAI,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1284.2,No
+3243-ZHOHY,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,296.15,No
+5186-EJEGL,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.5,653.25,No
+7527-QNRUS,Male,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.15,412.6,No
+9986-BONCE,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,85.5,Yes
+2722-JMONI,Female,1,Yes,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,49.55,Yes
+2203-GHNWN,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,1928.7,No
+3878-AVSOQ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.25,71.25,No
+3258-SYSWS,Male,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.8,7845.8,No
+5296-PSYVW,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1750.7,No
+6319-QSUSR,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,216.2,No
+4083-EUGRJ,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,178.5,Yes
+7579-OOPEC,Female,1,Yes,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.15,115.1,Yes
+0512-FLFDW,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.5,6029,No
+1771-OADNZ,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,2745.2,Yes
+0487-CRLZF,Female,0,No,No,49,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.45,3721.9,No
+2107-FBPTK,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,3121.1,No
+9451-WLYRI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.05,990.45,No
+8219-VYBVI,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1004.35,No
+1991-VOPLL,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,157.65,No
+9738-QLWTP,Male,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,81.9,3219.75,No
+1016-DJTSV,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,572.85,No
+9419-IPPBE,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,90.15,4554.85,No
+0174-QRVVY,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.35,1847.55,No
+5699-BNCAS,Male,1,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.65,1766.75,No
+2900-PHPLN,Female,1,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1462.05,No
+0612-RTZZA,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,Yes
+8106-GWQOK,Male,0,Yes,No,38,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60,2193.2,No
+8751-EDEKA,Female,0,Yes,No,28,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.9,2433.5,No
+6878-GGDWG,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,641.15,No
+4039-PIMHX,Male,1,Yes,No,49,Yes,No,DSL,No,Yes,No,No,No,No,Two year,No,Mailed check,49.8,2398.4,No
+8450-LUGUK,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,861.85,No
+3604-WLABM,Female,0,No,No,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,583,No
+0795-GMVQO,Male,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),109.9,7332.4,No
+2259-OUUSZ,Male,0,No,No,7,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),35.5,249.55,No
+1142-IHLOO,Female,0,No,No,51,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),87.55,4475.9,No
+6410-LEFEN,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,416.45,Yes
+4633-MKHYU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,88.4,788.6,No
+6257-RJOHI,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.8,202.3,No
+1545-JFUML,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99,6994.6,No
+3194-ORPIK,Female,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.4,4116.15,Yes
+7826-VVKWT,Female,1,Yes,Yes,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,96.55,2263.45,No
+1353-GHZOS,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),59.75,1374.35,No
+2587-EKXTS,Male,0,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,111.5,4915.15,No
+5442-BXVND,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.25,838.5,No
+8816-VXNZD,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,Yes
+9378-FXTIZ,Female,0,Yes,No,54,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),70.15,3715.65,Yes
+1723-HKXJQ,Male,0,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.75,4273.45,Yes
+7825-GKXMW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.8,45.8,Yes
+9753-OYLBX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,No
+2364-UFROM,Male,0,No,No,30,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Electronic check,70.4,2044.75,No
+6656-JWRQX,Female,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,30.55,30.55,No
+6473-ULUHT,Male,0,Yes,Yes,16,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,84.9,1398.25,No
+1240-KNSEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes
+0836-SEYLU,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,40.65,328.95,Yes
+4433-JCGCG,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4680.05,Yes
+3716-BDVDB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,69.1,Yes
+7688-AWMDX,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.5,3778.2,No
+2842-BCQGE,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.35,3161.4,No
+7244-QWYHG,Male,0,Yes,No,50,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),44.45,2188.45,No
+5899-MQZZL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,999.45,Yes
+6849-OYAMU,Male,0,Yes,Yes,19,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),100,1888.65,Yes
+5312-UXESG,Female,0,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.05,3990.6,No
+9488-HGMJH,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes
+6038-GCYEC,Female,0,No,No,24,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,Yes
+2150-WLKUW,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),63.9,2635,No
+7159-FVYPK,Female,0,Yes,Yes,3,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.15,235,No
+7032-LMBHI,Female,0,No,No,37,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),64.65,2347.85,No
+1150-WFARN,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.75,7156.2,Yes
+6088-BXMRG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,3089.6,No
+3144-AUDBS,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.15,270.8,Yes
+4821-SJHJV,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.6,2901.8,No
+7346-MEDWM,Female,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,83.25,4949.1,No
+1137-DGOWI,Female,0,Yes,No,30,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),70.25,2198.9,No
+5616-PRTNT,Male,0,No,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,374.5,Yes
+3812-LRZIR,Female,0,Yes,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.5,761.95,No
+4818-QIUFN,Female,1,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1520.9,Yes
+9483-GCPWE,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,190.25,No
+4227-OJHAL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),73,5163,No
+9220-CXRSC,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),61.4,4059.85,No
+4993-JCRGJ,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,84.3,2281.6,No
+9537-JALFH,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1356.7,No
+6698-OXETB,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,231.45,No
+2103-ZRXFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.75,50.75,No
+3724-BSCVH,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,242.4,No
+4877-TSOFF,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.75,4264.25,No
+9209-NWPGU,Male,0,No,No,44,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Electronic check,65.4,2774.55,No
+6961-VCPMC,Male,1,Yes,No,46,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.4,3605.2,Yes
+7306-YDSOI,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.75,4069.9,No
+5288-AHOUP,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.5,874.2,No
+6688-UZPWD,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,102,1145.35,Yes
+0655-YDGFJ,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),48.95,1323.7,No
+8468-EHYJA,Female,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,5497.05,No
+6823-SIDFQ,Male,0,No,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),18.25,534.7,No
+1097-FSPVW,Female,0,No,No,42,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),54.55,2455.05,No
+2839-RFSQE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,38.7,Yes
+8328-SKJNO,Male,0,No,Yes,23,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),40.65,947.4,No
+7010-ZMVBF,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,357,No
+5201-CBWYG,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.8,1476.25,No
+0968-GSIKN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.8,70.8,Yes
+1965-DDBWU,Male,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.05,1448.6,Yes
+9057-SIHCH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.6,291.9,Yes
+6352-GIGGQ,Male,0,No,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),88.8,5903.15,No
+3635-QQRQD,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.05,1201.65,No
+6771-XWBDM,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,5921.35,Yes
+2897-DOVND,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,146.65,No
+3082-YVEKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),77.15,1759.4,No
+0191-EQUUH,Female,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),35.05,844.45,No
+7134-HBPBS,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,7774.05,No
+3489-HHPFY,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,134.05,No
+2926-JEJJC,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,140.95,No
+8601-QACRS,Female,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.6,249.95,Yes
+4950-BDEUX,Male,0,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.2,1701.65,No
+5789-LDFXO,Male,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.6,592.65,No
+0508-OOLTO,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,135.75,No
+2984-TBYKU,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),104.9,7732.65,No
+9822-WMWVG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.5,4282.4,No
+2391-SOORI,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.35,219.65,Yes
+9040-KZVWO,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),75.5,2018.1,No
+2645-QTLMB,Male,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,669,Yes
+4806-HIPDW,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,68.95,Yes
+1548-ARAGG,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,58.5,224.85,No
+6339-RZCBJ,Male,0,No,No,48,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),78.9,3771.5,No
+4424-TKOPW,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,196.75,Yes
+4415-WNGVR,Female,1,Yes,No,12,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.2,943.85,No
+2522-AHJXR,Male,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.45,6572.85,No
+0412-UCCNP,Male,0,No,No,55,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Electronic check,59.2,3175.85,No
+1816-FLZDK,Male,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,29.15,29.15,No
+7096-UCLNH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+8443-ZRDBZ,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,318.9,Yes
+9136-ALYBR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,24.45,Yes
+4615-PIVVU,Female,0,No,No,42,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),66.5,2762.75,No
+8885-QSQBX,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),49.55,49.55,No
+7479-NITWS,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.35,631.85,Yes
+8617-ENBDS,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),73.6,232.5,No
+9385-NXKDA,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),82.65,5919.35,No
+0430-IHCDJ,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49,749.25,No
+2959-MJHIC,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.35,307.4,Yes
+6674-KVJHG,Female,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,245.15,No
+1814-DKOLC,Female,0,No,No,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.45,134.75,No
+4201-JMNGR,Female,1,No,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,55.8,55.8,Yes
+9351-HXDMR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.9,8240.85,No
+3537-HPKQT,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),77.75,4266.4,No
+2129-ALKBS,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.2,1077.5,No
+5821-MMEIL,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1115.6,No
+5960-WPXQM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.05,79.05,Yes
+0684-AOSIH,Male,0,Yes,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,95,Yes
+8260-NGFNY,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.2,25.2,Yes
+1309-XGFSN,Male,1,Yes,Yes,52,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.85,4079.55,No
+1866-RZZQS,Male,1,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.4,4187.75,Yes
+6968-URWQU,Male,0,Yes,No,43,Yes,No,DSL,No,No,No,No,Yes,No,One year,Yes,Mailed check,56.35,2391.15,No
+4742-TXUEX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,890.5,No
+9631-XEYKE,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.4,137.25,No
+8631-NBHFZ,Male,1,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.4,5154.6,Yes
+1335-MXCSE,Male,0,Yes,Yes,55,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),55.25,3119.9,No
+8873-TMKGR,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.1,529.5,No
+8800-JOOCF,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,966.55,No
+1469-LBJQJ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,6936.85,No
+4958-XCBDQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3496.3,Yes
+8337-UPOAQ,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,914.3,Yes
+0064-YIJGF,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,1929,No
+2386-OWURY,Female,0,No,No,58,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.3,5817.7,No
+1725-IQNIY,Male,0,Yes,No,54,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.75,6110.2,Yes
+0310-VQXAM,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,178.8,No
+6598-RFFVI,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,28.3,Yes
+3453-RTHJQ,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,435,No
+6712-OAWRH,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.25,2351.8,Yes
+6278-FEPBZ,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,186.15,No
+4280-DLSHD,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.75,445.85,No
+1508-DFXCU,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.45,912,No
+8614-VGMMV,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.1,679.55,Yes
+7868-BGSZA,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.2,3581.6,No
+2800-QQUSO,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.3,4222.95,No
+2930-UOTMB,Female,0,No,No,31,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),65.25,1994.3,Yes
+7973-DZRKH,Female,0,No,Yes,66,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),90.95,5930.05,No
+5914-DVBWJ,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.45,1505.85,Yes
+7698-YFGEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,No
+2533-QVMSK,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Electronic check,94.1,5638.3,Yes
+9773-PEQBZ,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.85,797.25,No
+8644-XLFBW,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes
+0650-BWOZN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,1359.45,No
+8625-AZYZY,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.65,2542.45,Yes
+7785-RDVIG,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,54.7,No
+9602-WCXPI,Male,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,989.05,No
+2903-YYTBW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.55,44.55,No
+3620-MWJNE,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.45,87.3,No
+8573-JGCZW,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.65,351.55,No
+6837-HAEVO,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105,7297.75,No
+6701-YVNQG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.7,6301.7,No
+9306-CPCBC,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.25,210.3,Yes
+4304-XUMGI,Male,1,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),75.15,3822.45,No
+9504-YAZWB,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,1048.45,No
+8819-ZBYNA,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.1,6393.65,No
+6174-NRBTZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),30.75,1489.3,No
+9481-IEBZY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),112.9,8061.5,No
+1833-VGRUM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,74.2,Yes
+6137-NICCO,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,94.05,518.75,No
+9065-ZCPQX,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.85,5763.15,No
+6402-EJMWF,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.3,238.5,No
+3620-EHIMZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1031.7,No
+3213-VVOLG,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35, ,No
+6870-ECSHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,34.8,No
+8747-UDCOI,Female,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1319.95,No
+8374-XGEJJ,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4388.4,Yes
+2656-TABEH,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,420.2,Yes
+6946-LMSQS,Male,1,Yes,No,25,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,89.05,2177.45,Yes
+4626-OZDTJ,Female,0,Yes,No,51,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),78.65,3950.85,No
+9169-BSVIN,Male,0,No,No,12,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),74.75,827.05,No
+2325-ZUSFD,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),70.1,3913.3,Yes
+8194-PEEBY,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,533.5,No
+6872-HXFNF,Female,0,Yes,No,64,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),58.35,3756.45,No
+3932-CMDTD,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,105.65,443.9,Yes
+7714-YXSMB,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.5,2599.95,No
+8387-UGUSU,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,284.3,No
+1080-BWSYE,Male,1,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.65,1740.8,No
+4039-HEUNW,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.5,3436.1,Yes
+1194-HVAIF,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),95,2462.55,No
+0812-WUPTB,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.85,70.85,Yes
+3594-UVONA,Female,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),85.95,3110.1,Yes
+0004-TLHLJ,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.9,280.85,Yes
+1767-TGTKO,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.45,411.75,No
+8439-LTUGF,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20,198.6,No
+8805-JNRAZ,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.2,103.7,No
+5089-IFSDP,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Yes
+6418-HNFED,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.25,4089.45,No
+0206-OYVOC,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.25,864.2,No
+7291-CDTMJ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.65,19.65,No
+7128-GGCNO,Male,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),72.8,3249.4,No
+0237-YFUTL,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.65,5405.8,No
+7691-KGKGP,Male,0,Yes,Yes,53,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),65,3363.8,No
+6710-HSJRD,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,114.1,7132.15,No
+3675-EQOZA,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.65,93.55,No
+0840-DCNZE,Male,0,No,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),86.95,4138.9,No
+1732-FEKLD,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),94.75,5121.75,No
+9862-KJTYK,Male,0,No,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.35,566.1,No
+0479-HMSWA,Female,0,No,Yes,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.45,2715.3,No
+5854-KSRBJ,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1782.05,No
+0365-BZUWY,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.55,1742.5,No
+4817-VYYWS,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,2983.8,Yes
+5701-SVCWR,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24,24,No
+3129-AAQOU,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.6,485.9,No
+4922-CVPDX,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.5,1905.7,No
+1396-QWFBJ,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,1565.7,Yes
+1357-BIJKI,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,4858.7,No
+1099-BTKWT,Female,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.4,3723.65,No
+5299-SJCZT,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Yes
+2018-PZKMU,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.1,970.45,No
+7340-KEFQE,Female,0,Yes,Yes,51,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),34.2,1782,No
+4570-QHXHL,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.75,405.7,No
+2403-BCASL,Male,1,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,4534.9,Yes
+7392-YYPYJ,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.65,2415.95,No
+2898-LSJGD,Female,0,Yes,Yes,21,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.95,1157.05,Yes
+2223-GDSHL,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8297.5,No
+7359-PTSXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.75,45.75,Yes
+9470-RTWDV,Male,0,Yes,Yes,26,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,2083.1,No
+2176-OSJUV,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.15,4681.75,No
+9348-YVOMK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.8,176.2,No
+8104-OSKWT,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.8,1001.2,No
+4521-YEEHE,Female,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.85,1594.75,No
+4090-KPJIP,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,212.4,No
+3786-WOVKF,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.85,7677.4,No
+4503-BDXBD,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,815.5,Yes
+6086-ESGRL,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),80.15,80.15,Yes
+2592-HODOV,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,259.65,No
+3886-CERTZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.25,8109.8,Yes
+7995-ZHHNZ,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),56.1,2386.85,No
+3824-RHKVR,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,340.35,No
+5816-SCGFC,Female,1,No,No,7,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.3,419.35,No
+5989-AXPUC,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,118.6,7990.05,No
+4979-HPRFL,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.15,1402.25,No
+8590-OHDIW,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,749.35,No
+8015-IHCGW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.5,8425.15,No
+2332-TODQS,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),25.05,1171.5,No
+9278-VZKCD,Female,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,109.1,5647.95,No
+8008-OTEZX,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,708.8,No
+2773-OVBPK,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.3,7567.2,No
+5999-LCXAO,Female,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.9,29.9,No
+5206-XZZQI,Male,0,No,No,53,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,4348.1,No
+4803-LBYPN,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,635.9,No
+5759-RCVCB,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),35.2,108.95,Yes
+6372-RFVNS,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,78.8,Yes
+2139-FQHLM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,89.95,1682.4,No
+8261-GWDBQ,Female,1,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,6925.9,No
+1093-YSWCA,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,223.15,No
+8938-UMKPI,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,5127.95,Yes
+0991-BRRFB,Male,0,No,No,18,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.4,874.8,Yes
+3882-IYOIJ,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.25,6758.45,No
+8749-TZYEC,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.8,1874.3,No
+1755-FZQEC,Male,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,791.15,No
+3115-JPJDD,Female,0,Yes,No,59,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.25,4639.45,No
+5600-KTXFM,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.95,143.9,No
+3871-IKPYH,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.1,69.1,Yes
+6319-IEJWJ,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.2,1776.55,Yes
+9025-AOMKI,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.55,536.4,Yes
+6339-TBELP,Male,0,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),86.4,6172,No
+7964-YESJC,Female,0,Yes,No,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,66.3,1559.45,No
+6173-GOLSU,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,6079,No
+5275-SQEIZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,80.85,80.85,Yes
+7716-YTYHG,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Mailed check,82.05,4029.95,Yes
+9938-ZREHM,Female,0,Yes,No,37,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,72.1,2658.4,No
+7950-XWOVN,Male,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,34.7,383.55,No
+4390-KYULV,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.55,51.15,Yes
+4647-MUZON,Female,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.95,1745.5,No
+9702-AIUJO,Male,0,Yes,Yes,50,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),44.8,2230.85,No
+8849-PRIQJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.4,7281.6,No
+8851-RAGOV,Female,0,Yes,No,25,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.05,1837.7,No
+1304-NECVQ,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.55,149.55,Yes
+5396-IZEPB,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,180.7,No
+1729-VLAZJ,Female,0,No,Yes,10,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,411.45,No
+8285-ABVLB,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1328.35,No
+0701-TJSEF,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.25,576.95,No
+5712-VBOXD,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,68.45,No
+6629-LADHQ,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.95,123.05,No
+8945-GRKHX,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.65,78.65,Yes
+1559-DTODC,Male,0,No,No,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,468.35,No
+4797-MIWUM,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.25,174.7,No
+6959-UWKHF,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.9,42.9,Yes
+8720-RQSBJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No
+4537-CIBHB,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,172.35,No
+3815-SLMEF,Female,0,No,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.25,139.35,Yes
+5154-VEKBL,Female,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,58.5,539.85,Yes
+4324-AHJKS,Female,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.8,300.4,No
+4355-CVPVS,Female,0,Yes,Yes,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),88.9,4968,No
+4495-LHSSK,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,57.65,992.7,No
+5655-JSMZM,Male,1,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,4718.25,Yes
+5915-ANOEI,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,79.15,5536.5,No
+9861-PDSZP,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.05,7806.6,No
+4505-EXZHB,Female,1,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.4,434.1,Yes
+7225-CBZPL,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.8,1563.9,No
+6704-UTUKK,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.9,1332.4,No
+4587-VVTOX,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,545.2,Yes
+2019-HDCZY,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,102.6,6296.75,No
+4652-NNHNY,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Yes
+8788-DOXSU,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),61.35,3645.5,No
+7404-JLKQG,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,57.55,161.45,No
+7421-ZLUPA,Female,0,No,No,8,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,29.25,226.95,No
+8972-HJWNV,Female,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.55,646.85,Yes
+3274-NSDWE,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,1441.65,No
+2632-IVXVF,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.75,7511.3,No
+3692-JHONH,Female,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,5621.85,No
+8915-NNTRC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.7,7919.8,No
+5914-GXMDA,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,593.2,No
+7463-IFMQU,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1423.65,No
+2920-RNCEZ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,69.95,No
+2541-YGPKE,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),63.7,2763.35,No
+8515-OCTJS,Female,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,692.1,Yes
+5382-TEMLV,Male,0,No,No,45,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.9,2298.55,No
+3441-CGZJH,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.4,2640.55,No
+9592-ERDKV,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Mailed check,79.25,2911.8,No
+2860-RANUS,Female,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Yes
+5261-QSHQM,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,86.6,Yes
+4778-IZARL,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.1,6705.7,No
+0432-CAJZV,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,90.7,237.65,No
+7008-LZVOZ,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1672.35,No
+8868-WOZGU,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.7,2979.5,Yes
+1200-TUZHR,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.2,695.75,No
+9365-CSLBQ,Male,0,No,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.35,1654.6,No
+1334-FJSVR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.25,24.25,Yes
+5884-FBCTL,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.1,1857.85,No
+7130-CTCUS,Male,1,Yes,No,16,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.55,825.1,No
+6242-FEGFD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,96.6,6424.25,No
+7625-XCQRH,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,837.95,Yes
+6194-HBGQN,Male,0,No,No,51,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),81.15,4126.2,No
+7634-WSWDB,Female,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,38.5,330.8,No
+6986-IXNDM,Male,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.9,1337.45,No
+1731-TVIUK,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,93.5,362.2,Yes
+2987-BJXIK,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,84.7,5991.05,No
+9769-TSBZE,Female,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Electronic check,66,4891.5,No
+0406-BPDVR,Female,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.5,5373.1,Yes
+0618-XWMSS,Male,0,No,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2068.55,Yes
+1395-WSWXR,Male,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,487.05,No
+6023-GSSXW,Female,0,Yes,No,69,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),61.45,4131.2,No
+6752-APNJL,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.5,2301.15,No
+5276-KQWHG,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,131.65,Yes
+0420-HLGXF,Female,1,No,No,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,4036,No
+7446-KQISO,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,4900.65,No
+9823-EALYC,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),80.85,5727.45,No
+0582-AVCLN,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,743.05,No
+5803-NQJZO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),67.8,4804.65,No
+2565-JSLRY,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.05,24.05,Yes
+2607-DHDAK,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1414.65,No
+1073-XXCZD,Male,0,Yes,No,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,1443.65,No
+0743-HRVFF,Female,0,Yes,Yes,51,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,56.15,2898.95,No
+4006-HKYHO,Male,0,No,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.7,5309.5,No
+3727-JEZTU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No
+8143-ETQTI,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.65,451.55,No
+6689-KXGBO,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.55,50.55,Yes
+9667-TKTVZ,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.35,117.05,No
+3657-COGMW,Female,1,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.1,5839.3,No
+8570-KLJYJ,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,54.45,1893.5,No
+7754-IXRMC,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.35,45.35,No
+9473-CBZOP,Female,0,No,No,28,Yes,Yes,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,59,1654.45,No
+2969-WGHQO,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Electronic check,69.45,477.05,No
+6615-NGGZJ,Male,0,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.55,1415.55,Yes
+4334-HOWRP,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.95,4546,No
+4255-DDUOU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,20.5,Yes
+5863-OOKCL,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,163.2,No
+1686-STUHN,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,849.9,No
+1329-VHWNP,Female,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.05,189.95,No
+2984-MIIZL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.8,321.9,Yes
+0266-GMEAO,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.3,8058.55,No
+5590-YRFJT,Female,0,Yes,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,482.8,Yes
+5574-NXZIU,Male,0,No,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.2,7049.75,No
+0019-GFNTW,Female,0,No,No,56,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),45.05,2560.1,No
+4256-ZWTZI,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,51,286.8,No
+8309-PPCED,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,7982.5,No
+4098-NAUKP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.65,5683.6,No
+5196-WPYOW,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,60.05,3994.05,No
+4608-LCIMN,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.65,369.15,No
+1485-YDHMM,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,No
+4054-CUMIA,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,401.95,No
+0603-TPMIB,Female,0,Yes,Yes,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.45,1534.05,No
+2525-GVKQU,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1093,No
+8161-QYMTT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,701.3,No
+9581-GVBXT,Male,0,Yes,Yes,59,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,34.8,1980.3,No
+5862-BRIXZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.75,2893.4,No
+5404-GGUKR,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.35,262.3,No
+3308-JSGML,Male,1,Yes,No,59,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.05,3886.85,No
+2126-GSEGL,Female,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.8,5917.55,No
+3677-TNKIO,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71,914,Yes
+0440-QEXBZ,Female,0,No,No,44,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2139.1,No
+2434-EEVDB,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),94.6,5948.7,No
+6762-QVYJO,Female,0,Yes,Yes,58,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,59.75,3624.35,No
+6199-IWKGC,Female,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,100.25,4753.85,No
+2675-DHUTR,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,5780.7,No
+8152-VETUR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),97.7,6869.7,No
+9667-EQRXU,Female,1,No,No,30,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,40.3,1172.95,Yes
+7446-YPODE,Male,1,No,No,11,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.25,662.95,No
+9522-BNTHX,Female,1,No,No,34,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,56.25,1765.95,No
+4676-WLUHT,Male,0,No,No,54,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),46.2,2431.95,No
+3329-WDIOK,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,155.35,Yes
+7980-MHFLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.9,1859.2,No
+2873-ZLIWT,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.85,3303.05,Yes
+3415-TAILE,Female,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,65.7,134.35,Yes
+0757-WCUUZ,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Two year,No,Credit card (automatic),63.35,3409.1,No
+1629-DQQVB,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.1,709.5,No
+1915-IOFGU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,70.5,Yes
+3045-XETSH,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.85,953.45,Yes
+0374-AACSZ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.15,50.15,No
+7239-HZZCX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes
+4872-VXRIL,Male,0,No,No,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),64.65,3665.55,No
+9140-CZQZZ,Female,0,Yes,No,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.6,5515.8,No
+3423-HHXAO,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,272,No
+9938-TKDGL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.55,6668,No
+0531-ZZJWQ,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74,4052.4,No
+6537-QLGEX,Female,0,No,No,16,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,38.9,664.4,No
+2688-BHGOG,Male,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,718.55,No
+7683-CBDKJ,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,65.45,937.6,Yes
+0946-CLJTI,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5812.6,Yes
+3160-TYXLT,Male,0,No,No,53,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),46.3,2546.85,No
+1325-USMEC,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.35,6944.5,No
+0916-QOFDP,Female,1,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.8,1346.3,No
+0628-CNQRM,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),67.5,1544.05,Yes
+5606-AMZBO,Female,0,Yes,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),78.15,765.15,No
+6199-IPCAO,Female,0,Yes,Yes,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,692.55,No
+7665-TOALD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+0112-QWPNC,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,84.35,4059.35,Yes
+0324-BRPCJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,6851.65,Yes
+2777-PHDEI,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.05,78.05,Yes
+5640-CAXOA,Female,0,No,No,30,No,No phone service,DSL,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),40.35,1187.05,No
+2235-EZAIK,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.2,5401.9,No
+3847-BAERP,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.9,247,No
+1196-AMORA,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,73.6,520,Yes
+4282-YMKNA,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,706.6,Yes
+1453-RZFON,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,49.9,No
+8263-OKETD,Female,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,No
+0670-KDOMA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No
+2476-YGEFM,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),76,2215.25,No
+8687-BAFGU,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74,74,No
+0641-EVBOJ,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,82.3,214.4,No
+0829-XXPLX,Female,0,No,No,20,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.4,1871.15,No
+9974-JFBHQ,Male,0,No,Yes,64,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,No
+5356-RHIPP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+6624-JDRDS,Female,0,No,No,6,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.45,161.45,No
+0608-JDVEC,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.8,1013.2,No
+9780-FKVVF,Male,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.15,336.7,No
+1919-RTPQD,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,333.65,No
+5214-NLTIT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),90.8,6511.8,No
+3345-PBBFH,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,393.45,No
+5055-BRMNE,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),106.7,7009.5,No
+9189-JWSHV,Female,1,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,2264.05,Yes
+2190-PHBHR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),94.45,6921.7,No
+2650-GYRYL,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.45,600.25,No
+0746-JTRFU,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.05,56.35,Yes
+5208-FVQKB,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.95,4664.15,No
+7184-LRUUR,Female,0,No,No,22,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),65.25,1441.8,No
+6627-CFOSN,Female,0,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.45,5623.7,No
+3982-JGSFD,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,695.85,No
+1574-DYCWE,Female,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1028.75,No
+7247-XOZPB,Male,0,Yes,No,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),77.4,4155.95,No
+2466-FCCPT,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,395.6,No
+6211-WWLTF,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),99.7,6330.4,No
+4826-TZEVA,Female,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.8,2971.7,No
+6016-NXBNJ,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.15,638,No
+9138-EFSMO,Male,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,No,Bank transfer (automatic),78.95,2034.25,No
+0576-WNXXC,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.55,2510.2,Yes
+4632-XJMEX,Male,0,No,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),62.85,3419.5,No
+8910-LEDAG,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.55,2427.35,No
+3452-GWUIN,Female,1,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.95,1760.25,No
+2716-GFZOR,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),86.1,3551.65,No
+3724-UCSHY,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,122.9,No
+8626-XHBIE,Male,0,No,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1424.2,No
+4628-CTTLA,Male,0,No,No,57,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,2111.45,Yes
+3192-LNKRK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.05,2909.95,No
+4439-YRNVD,Female,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,36.25,374,No
+2876-VBBBL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,Yes
+6834-NXDCA,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.9,300.8,Yes
+2208-UGTGR,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.6,5581.05,No
+3005-TYFRD,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.65,5676.65,No
+8670-MEFCP,Female,0,Yes,Yes,36,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.9,3379.25,No
+3079-BCHLN,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,942.95,No
+7777-UNYHB,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.1,232.4,No
+5597-GLBUC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,85.45,85.45,Yes
+7278-CKDNC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.5,2088.45,No
+2748-MYRVK,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.9,6137,Yes
+8450-UYIBU,Female,1,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.85,1434.6,No
+2969-VAPYH,Female,0,No,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),60.5,3870,No
+4822-YCXMX,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.8,2043.45,Yes
+7181-OQCUT,Male,0,No,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,103.85,2215,No
+8474-UMLNT,Female,0,No,No,13,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),67.8,842.25,No
+9821-POOTN,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,2576.2,Yes
+3836-FZSDJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.85,1901,No
+9142-XMYJH,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.35,601.6,No
+6559-ILWKJ,Male,0,Yes,No,71,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Electronic check,49.35,3515.25,Yes
+0187-QSXOE,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89,605.45,No
+7733-UDMTP,Female,1,No,No,57,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,55,3094.05,No
+2649-HWLYB,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.15,4929.55,No
+5214-CHIWJ,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,595.05,No
+4229-CZMLL,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,469.8,Yes
+6904-JLBGY,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.35,8436.25,No
+2465-BLLEU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.75,19.75,No
+1685-VAYJF,Male,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),45.2,492,No
+8874-EJNSR,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,987.95,No
+6917-YACBP,Female,1,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.75,5496.9,No
+5049-MUBWG,Male,0,No,No,26,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),75,1908.35,No
+4223-WOZCM,Male,1,No,No,2,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,49.95,107.1,No
+0769-MURVM,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.7,4575.35,No
+9253-VIFJQ,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),67.05,4309.55,No
+7030-FZTFM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.9,7922.75,No
+9741-YLNTD,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),87.95,522.35,No
+5917-RYRMG,Male,1,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,587.7,No
+5120-ZBLAI,Female,0,Yes,No,50,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),75.7,3876.2,No
+1194-BHJYC,Male,0,Yes,No,61,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,62.15,3778.85,No
+3663-MITLP,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,1457.25,Yes
+0906-QVPMS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.15,8349.45,No
+9025-ZRPVR,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,185.6,Yes
+1905-OEILC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,No
+7858-GTZSP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,1066.9,No
+3285-UCQVC,Female,0,No,No,37,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),28.6,973.55,Yes
+6248-BSHKG,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,1226.45,No
+4685-TFLLS,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,342.3,No
+3470-BTGQO,Male,0,No,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,985.05,No
+1209-VFFOC,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,56.4,3948.45,No
+8224-DWCKX,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.3,828.05,No
+5482-PLVPE,Female,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.35,41.85,Yes
+4553-DVPZG,Female,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,6164.7,No
+4902-OHLSK,Female,1,No,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,98.65,2862.75,Yes
+6917-IAYHD,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,33.6,33.6,No
+0495-ZBNGW,Male,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Yes
+8620-RJPZN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.7,20.7,No
+7572-KPVKK,Male,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,104.05,6590.5,No
+2642-MAWLJ,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,717.95,No
+2357-COQEK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.3,2890.65,Yes
+7103-ZGVNT,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),73.7,4885.85,No
+3737-GCSPV,Female,0,Yes,No,11,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Yes
+2027-WKXMW,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.75,6871.7,No
+7137-NAXML,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,405.6,No
+2428-ZMCTB,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,208.25,No
+2961-VNFKL,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.95,1801.9,No
+1768-HNVGJ,Female,1,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,70.05,3062.45,No
+6963-KQYQB,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.05,1764.75,No
+5934-RMPOV,Female,0,No,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,1816.75,No
+1207-BLKSA,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.05,1255.1,No
+4088-YLDSU,Male,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.15,5743.05,Yes
+8316-BBQAY,Female,0,No,No,65,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.95,3921.1,No
+1166-PQLGG,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,1463.45,No
+3146-JTQHR,Male,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.6,189.45,No
+4291-YZODP,Female,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,96.8,No
+4395-PZMSN,Male,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.55,408.5,No
+6427-FEFIG,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),78.6,1846.65,No
+0017-IUDMW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.8,8456.75,No
+8706-HRADD,Male,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,43.55,1011.5,No
+9955-QOPOY,Male,0,Yes,No,69,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.8,4263.4,No
+4385-ZKVNW,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,No
+5446-DKWYW,Female,1,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,65.2,3965.05,No
+2034-CGRHZ,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Yes
+5797-APWZC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,90.6,Yes
+3683-QKIUE,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,Yes
+4228-ZGYUW,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,368.1,Yes
+9031-ZVQPT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.2,7840.6,No
+2990-IAJSV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6632.75,No
+8107-KNCIM,Male,1,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,1013.35,No
+9027-YFHQJ,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.05,152.95,No
+5176-LDKUH,Female,0,No,No,48,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Electronic check,75.15,3772.65,No
+4644-OBGFZ,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,1026.35,No
+7926-IJOOU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.3,19.3,No
+6480-YAGIY,Male,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),112.2,5031.85,No
+4029-HPFVY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.3,220.4,No
+7602-DBTOU,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,1416.5,No
+5345-BMKWB,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,158.35,No
+3519-ZKXGG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,256.6,Yes
+5457-COLHT,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.65,5542.55,No
+6416-TVAIH,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.5,68.5,Yes
+5451-YHYPW,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8443.7,No
+5108-ADXWO,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,791.75,Yes
+7998-WNZEM,Male,0,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.6,5708.2,No
+3066-RRJIO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.95,69.95,Yes
+4664-NJCMS,Female,0,Yes,No,33,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.55,2016.3,No
+0307-BCOPK,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.05,326.65,No
+7629-WFGLW,Female,1,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,95.65,5471.75,No
+2542-HYGIQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.95,19.95,No
+6715-OFDBP,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.05,346.4,Yes
+5016-LIPDW,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,1061.6,No
+6481-LXPWL,Male,0,Yes,Yes,56,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),36.1,1971.5,No
+1567-DSCIC,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94,773.65,Yes
+2150-UWTFY,Female,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.15,1422.05,Yes
+6124-ACRHJ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No
+9362-MWODR,Female,0,No,Yes,40,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,No
+9975-GPKZU,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,856.5,No
+9625-RZFUK,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,1275.85,No
+5153-LXKDT,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.2,7467.5,No
+5161-UBZXI,Male,0,Yes,Yes,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),106.35,7261.75,No
+1020-JPQOW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.55,5116.6,No
+7919-ZODZZ,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Mailed check,65.9,660.05,No
+0565-JUPYD,Male,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),104.5,6590.8,No
+6867-ACCZI,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,52.5,1208.15,No
+5939-XAIXZ,Female,0,No,No,19,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.1,1033.9,No
+9054-FOWNV,Male,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.75,1885.15,No
+2683-BPJSO,Male,0,Yes,No,29,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,84.45,2467.1,Yes
+2157-MXBJS,Male,0,Yes,No,13,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,75.3,989.45,Yes
+8207-VVMYB,Female,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,2006.95,No
+9732-EQMWY,Female,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.4,5025,No
+9360-AHGNL,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,109.55,4830.25,Yes
+1087-UDSIH,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,59.75,Yes
+5269-NRGDP,Male,0,Yes,Yes,42,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,73.15,3088.25,No
+6195-MELTI,Male,0,No,No,57,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Mailed check,54.65,3134.7,No
+5485-WUYWF,Male,1,No,No,2,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,94.55,Yes
+2121-JAFOM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.55,8312.4,No
+8818-DOPVL,Female,1,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,4863.85,No
+2632-UCGVD,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,6871.9,Yes
+5445-PZWGX,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Electronic check,102,6529.25,Yes
+1227-UDMZR,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.15,6637.9,No
+5198-HQAEN,Male,0,Yes,Yes,35,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.7,3165.6,No
+9170-CCKOU,Male,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),90.2,1454.15,Yes
+2167-FQSTQ,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,92.4,6786.1,No
+2819-GWENI,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,543,No
+1043-YCUTE,Male,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1327.15,Yes
+3814-MLAXC,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Yes
+3572-UUHRS,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),18.85,867.3,No
+2692-PFYTJ,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.75,25.75,No
+1226-UDFZR,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.6,114.7,Yes
+5955-EPOAZ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.95,109.5,No
+6821-JPCDC,Female,0,Yes,No,48,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.05,4692.95,No
+8815-LMFLX,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.4,546.85,No
+9135-HSWOC,Male,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.7,1274.05,No
+8582-KRHPJ,Male,0,No,No,50,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35,1782.4,No
+5811-IWXYM,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),101.25,5301.1,No
+7044-YAACC,Male,1,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,280.35,No
+8189-XRIKE,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.95,2897.95,No
+1506-YJTYT,Male,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.85,3371,No
+4123-DVHPH,Male,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.05,801.3,No
+6425-YQLLO,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,6975.25,Yes
+5442-UTCVD,Male,0,No,Yes,3,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,91.85,257.05,Yes
+2228-BZDEE,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,1079.45,No
+7734-DBOAI,Female,0,Yes,Yes,1,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,40.1,40.1,Yes
+2789-CZANW,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),110.3,6997.3,No
+2091-RFFBA,Female,1,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.9,2217.15,Yes
+2114-MGINA,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.8,1129.1,Yes
+7596-LDUXP,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),85.15,979.05,No
+3740-RLMVT,Male,1,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.95,4119.4,No
+4489-SNOJF,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,72.25,2568.55,Yes
+2192-OZITF,Female,0,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,73.55,3349.1,No
+5651-CPDND,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,492.1,No
+2186-QZEYA,Female,1,No,No,29,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),58.55,1718.95,No
+1131-ALZWV,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.6,605.25,No
+7729-XBTWX,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1344.5,No
+9134-WYRVP,Male,0,No,No,51,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,No,Mailed check,86.35,4267.15,No
+3284-SVCRO,Female,0,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1121.05,No
+9732-OUYRN,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,918.7,No
+0559-CKHUS,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.55,521.8,No
+2931-SVLTV,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,No
+6899-PPEEA,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.55,3580.3,Yes
+7504-UWHNB,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.75,1729.35,No
+2582-FFFZR,Female,0,No,No,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,1073.3,No
+8908-NMQTX,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.6,4566.5,No
+2187-LZGPL,Female,0,No,No,7,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.1,293.3,Yes
+1431-AIDJQ,Male,0,Yes,Yes,33,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),82.1,2603.1,No
+6288-LBEAR,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,79.1,1783.75,No
+4597-NUCQV,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2440.15,Yes
+9019-QVLZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.55,79.55,Yes
+8413-YNHNV,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,90.65,6322.1,No
+5808-TOTXO,Female,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,57.4,No
+4369-NYSCF,Male,0,No,No,56,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.75,4284.65,No
+6333-YDVLT,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110,7138.65,No
+5324-KTGCG,Male,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.85,1539.75,No
+5599-HVLTW,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,No
+7394-LWLYN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,123.8,No
+3707-LRWZD,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.05,2781.85,Yes
+6873-UDNLD,Male,0,No,No,40,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,67.45,2731,No
+2700-LUEVA,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.75,20.75,No
+1455-ESIQH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.1,89.1,Yes
+0958-YHXGP,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,497.3,No
+1101-SSWAG,Female,0,Yes,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.1,711.15,No
+2979-SXESE,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.4,1607.2,Yes
+4013-TLDHQ,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.25,1490.95,Yes
+5743-KHMNA,Male,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.55,1898.1,No
+4194-FJARJ,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),60,3273.95,No
+5325-UWTWJ,Male,0,Yes,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),90.55,2929.75,No
+3969-GYXEL,Female,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,76.4,838.7,No
+9208-OLGAQ,Female,1,No,No,18,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,84.95,1443.65,No
+3244-CQPHU,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.1,7746.7,No
+2674-MLXMN,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.65,6951.15,No
+9708-HPXWZ,Male,1,No,No,5,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Credit card (automatic),45.4,214.75,No
+6992-TKNYO,Male,0,Yes,No,38,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),69,2669.45,No
+4468-YDOVK,Male,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),48.65,235.2,No
+3754-DXMRT,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.15,92.65,Yes
+5792-JALQC,Female,1,No,No,52,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),59.85,3103.25,No
+7130-VTEWQ,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,606.25,Yes
+2200-DSAAL,Female,0,No,No,68,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,80.65,5330.2,No
+4302-ZYFEL,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1403.1,No
+9351-LZYGF,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),66.4,2727.8,No
+4366-CTOUZ,Female,0,No,No,50,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.2,5038.45,No
+6121-VZNQB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,19.1,Yes
+7903-CMPEY,Male,1,Yes,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.3,80.3,Yes
+1518-OMDIK,Male,0,Yes,No,33,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,1462.6,No
+6671-NGWON,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,150.6,No
+0595-ITUDF,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,91.8,5960.5,No
+6996-KNSML,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes
+1955-IBMMB,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.2,1192.3,No
+0096-BXERS,Female,0,Yes,No,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.35,314.55,No
+3806-YAZOV,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,56,No
+7998-ZLXWN,Female,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,330.8,No
+6253-WRFHY,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,64.75,877.35,No
+9133-AYJZG,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.7,2249.1,No
+2675-OTVVJ,Male,1,Yes,No,31,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.45,2807.65,No
+8680-CGLTP,Male,0,No,No,29,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,58.75,1696.2,No
+8430-TWCBX,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,1032.05,No
+5018-GWURO,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.6,4902.8,No
+6741-QRLUP,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),80.3,4995.35,No
+4737-HOBAX,Male,0,Yes,No,63,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),79.8,5034.05,No
+0537-QYZZN,Male,1,Yes,Yes,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.85,1857.75,No
+3340-QBBFM,Male,1,Yes,No,36,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),54.1,1992.85,No
+1704-NRWYE,Female,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,751.65,Yes
+2592-SEIFQ,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,66.95,Yes
+8200-KLNYW,Female,0,Yes,No,21,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,80.9,1714.95,No
+3372-CDXFJ,Male,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.5,343.6,No
+4781-ZXYGU,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.15,20.15,No
+7632-YUTXB,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,520.1,No
+2718-YSKCS,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1387.45,No
+9896-UYMIE,Male,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),114.3,7383.7,No
+0853-NWIFK,Female,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,100.3,4483.95,No
+8212-CRQXP,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80,1706.45,No
+6980-CDGFC,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.85,1327.4,No
+7691-XVTZH,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),89.95,5974.3,No
+2520-SGTTA,Female,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20, ,No
+7481-ATQQS,Female,1,No,No,49,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Yes
+2277-VWCNI,Female,1,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.75,179.85,No
+1088-CNNKB,Male,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),80,5040.2,No
+8642-GVWRF,Female,0,Yes,No,2,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),79.7,165,Yes
+1930-BZLHI,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,422.7,No
+3400-ESFUW,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),57.55,3046.4,Yes
+5868-YTYKS,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No
+3525-DVKFN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,358.05,No
+1482-OXZSY,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,No
+0377-JBKKT,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,57.95,1271.8,No
+5778-BVOFB,Female,0,No,No,9,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.5,530.05,No
+3373-YZZYM,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No
+2057-ZBLPD,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.5,1808.7,Yes
+0228-MAUWC,Male,0,No,No,19,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.55,1144.6,No
+5502-RLUYV,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,7446.9,Yes
+0023-HGHWL,Male,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.1,25.1,Yes
+7663-YJHSN,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),103.95,7556.9,No
+4915-BFSXL,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Credit card (automatic),68.95,4858.7,No
+3086-RUCRN,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),103.1,6595,No
+5215-LNLDJ,Female,0,Yes,Yes,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,149.05,No
+7576-JMYWV,Female,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.2,4972.1,No
+9039-RBEEE,Male,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),48.95,1880.85,Yes
+0257-KXZGU,Female,0,Yes,Yes,32,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),62.45,2045.55,No
+1307-ATKGB,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.55,2187.15,No
+8417-FMLZI,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.55,477.55,Yes
+3714-XPXBW,Female,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),78.9,2976.95,No
+1850-AKQEP,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,178.7,No
+2824-DXNKN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),71.45,5025.85,No
+5227-JSCFE,Male,1,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),46.35,3353.4,No
+0848-ZGQIJ,Female,0,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.65,1461.15,No
+3621-CHYVB,Female,0,Yes,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),49.9,2782.4,No
+8042-RNLKO,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,1699.15,No
+1792-UXAFY,Female,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,1496.9,Yes
+5372-FBKBN,Female,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,452.2,No
+0420-TXVSG,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),66.1,4428.45,No
+6217-TOWGS,Female,0,Yes,No,17,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),75.4,1322.55,No
+0515-YPMCW,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes
+0378-XSZPU,Male,0,Yes,No,58,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),60.3,3563.8,Yes
+1045-LTCYT,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,139.75,No
+1544-JJMYL,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),69.35,1927.3,No
+4636-JGAAI,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,88.85,3000.25,No
+6874-SGLHU,Male,0,No,No,30,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97,3021.3,No
+5951-AOFIH,Male,0,No,No,33,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),66.4,2245.4,No
+4729-XKASR,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,24.75,Yes
+3059-NGMXB,Male,0,Yes,Yes,14,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,69.2,944.65,No
+8652-YHIYU,Female,0,No,Yes,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),79.5,1264.2,No
+5278-PNYOX,Female,0,No,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),100.65,4917.75,No
+5449-FIBXJ,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.3,2012.7,Yes
+3486-HOOGQ,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),79.7,5743.3,No
+5061-PBXFW,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,No
+8630-FJLIB,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,1221.65,No
+3891-NLXJB,Male,0,No,No,37,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,40.55,1390.85,No
+4749-OJKQU,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.65,302.35,No
+0577-WHMEV,Female,0,Yes,No,16,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.7,1374.9,No
+5453-AXEPF,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,No
+3639-XJHKQ,Female,0,No,Yes,19,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,60.6,1297.8,No
+3716-LRGXK,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),101.15,6067.4,No
+2263-SFSQZ,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.95,1222.25,No
+9950-MTGYX,Male,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.3,487.95,No
+3397-AVTKU,Male,0,No,No,43,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Electronic check,60,2548.55,No
+4825-FUREZ,Male,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.25,835.5,No
+9837-BMCLM,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.5,242.05,Yes
+2672-OJQZP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,44.75,No
+0137-UDEUO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,63.75,Yes
+3134-DSHVC,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Credit card (automatic),98,6218.45,No
+6161-UUUTA,Male,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.9,260.9,Yes
+7821-DPRQE,Male,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.7,7320.9,No
+6543-XRMYR,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,2967.35,Yes
+2001-EWBQU,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,104.7,6333.8,No
+4925-LMHOK,Male,0,No,No,15,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),58.6,939.7,Yes
+1608-GMEWB,Male,1,No,No,45,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.9,4200.25,No
+6695-AMZUF,Female,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5950.2,No
+1455-UGQVH,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1037.75,Yes
+8410-BGQXN,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,93.4,No
+8280-MQRQN,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.45,50.45,Yes
+1619-YWUBB,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1614.9,No
+7611-YKYTC,Male,0,Yes,Yes,22,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75,1573.95,No
+2037-SGXHH,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94.65,3624.3,Yes
+3178-FESZO,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.25,100.25,Yes
+0365-GXEZS,Male,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,78.2,1468.75,No
+0082-OQIQY,Male,0,No,No,29,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,2607.6,No
+6087-MVHJH,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.45,1422.1,Yes
+4603-JANFB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes
+3018-TFTSU,Male,0,No,No,12,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),81.7,858.6,Yes
+3606-SBKRY,Male,0,No,No,31,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,50.05,1523.4,No
+4806-KEXQR,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.9,324.3,Yes
+0667-NSRGI,Female,0,Yes,No,48,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,69.55,3435.6,No
+7083-YNSKY,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),25.4,399.6,Yes
+6893-ODYYE,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.1,4549.45,No
+8242-JSVBO,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,No
+2479-BRAMR,Male,1,Yes,No,41,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.75,3273.55,Yes
+9541-ZPSEA,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),80.35,5375.15,No
+2665-NPTGL,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,2510.7,No
+1139-WUOAH,Male,0,No,No,57,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.35,3090.05,No
+4693-VWVBO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.55,61.05,No
+7434-SHXLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes
+6937-GCDGQ,Male,0,Yes,Yes,19,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),48.95,955.6,No
+0988-JRWWP,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.2,140.4,No
+5075-JSDKI,Female,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.45,1493.1,No
+7908-QCBCA,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.4,69.4,Yes
+8644-XYTSV,Male,0,Yes,No,42,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),40.15,1626.05,No
+6711-FLDFB,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,541.15,Yes
+3873-WOSBC,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1784.9,No
+7465-ZZRVX,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,70.35,No
+7975-JMZNT,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.7,6075.9,No
+7251-XFOIL,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.2,5500.6,No
+4116-IQRFR,Male,0,Yes,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.1,73.1,No
+3714-JTVOV,Female,1,Yes,No,42,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.15,3229.4,Yes
+8259-DZLIZ,Female,0,Yes,Yes,64,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),53.85,3399.85,No
+0442-ZXKVS,Female,1,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),115.6,6431.05,No
+7853-WNZSY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.75,19.75,No
+3120-FAZKD,Male,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1230.9,No
+8606-OEGQZ,Female,0,No,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.3,454.65,No
+0225-ZORZP,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.3,235.05,No
+4702-IOQDC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes
+9489-JMTTN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6595.9,No
+0575-CUQOV,Male,1,Yes,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.95,5867,No
+0967-BMLBD,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,196.35,No
+6178-KFNHS,Female,0,No,Yes,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.3,909.25,Yes
+2830-LEWOA,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),103.9,6449.15,No
+5006-MXVRN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.7,762.45,No
+1264-BYWMS,Male,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,5283.95,Yes
+9658-WYUFB,Female,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,1617.5,Yes
+8327-WKMIE,Male,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,785.75,No
+6917-FIJHC,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26,1776,No
+5329-KRDTM,Male,1,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5396.25,No
+7797-EJMDP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.05,574.5,No
+3530-VWVGU,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,400.3,No
+2013-SGDXK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,84.3,84.3,Yes
+6368-NWMCE,Female,0,No,No,38,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),68.15,2656.3,No
+3633-CDBUW,Male,0,No,Yes,17,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,80.85,1445.95,No
+0707-HOVVN,Female,1,No,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.5,5212.65,No
+8580-QVLOC,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.45,6440.25,Yes
+3956-MGXOG,Female,0,No,No,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.6,2244.95,No
+9274-UARKJ,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.2,1130,No
+4077-HWUYD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.55,6463.15,No
+2012-NWRPA,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,1131.2,Yes
+8808-ELEHO,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.25,585.95,Yes
+0103-CSITQ,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.4,6252.7,No
+3506-LCJDC,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.95,19.95,Yes
+8671-KKKOS,Female,0,Yes,No,46,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,45.55,2062.15,No
+7305-ZWMAJ,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,587.1,No
+9518-XXBXE,Male,1,Yes,No,10,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.3,720.45,No
+3934-HXCFZ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,99.25,2186.4,Yes
+6578-KRMAW,Male,0,No,No,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.4,2979.3,No
+4860-IJUDE,Male,0,No,No,13,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,956.65,No
+7666-WKRON,Female,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Electronic check,80.45,3201.55,Yes
+9688-YGXVR,Female,0,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.15,3973.2,No
+0423-UDIJQ,Male,1,No,No,9,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.2,447.9,No
+1945-XISKS,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1335.2,No
+4910-AQFFX,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,661.25,Yes
+2154-KVJFF,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.75,1111.85,Yes
+5360-LJCNJ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.15,7555,No
+2607-FBDFF,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),49,49,No
+9647-ERGBE,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3046.15,Yes
+3428-XZMAZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes
+1100-DDVRV,Male,0,Yes,No,17,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,49.8,836.35,No
+0378-TOVMS,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,85.8,272.2,Yes
+4355-HBJHH,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,79.7,5293.4,Yes
+6728-WYQBC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,20.95,No
+9058-CBREO,Female,1,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.55,50.55,Yes
+9029-FEGVJ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,79.3,2570,No
+7216-KAOID,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,798.2,No
+0318-QUUOB,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,Yes
+6145-NNPNO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.15,44.15,No
+5520-FVEWJ,Female,0,Yes,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,916.9,Yes
+5339-TJFEK,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6487.2,No
+5572-ZDXHY,Female,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.3,1855.65,Yes
+2074-GUHPQ,Female,0,No,Yes,17,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),92.7,1556.85,No
+4625-XMOYM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.25,1988.05,No
+5827-MWCZK,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.95,5432.2,No
+1385-TQOZW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,147.55,No
+5914-XRFQB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8424.9,No
+4329-YPDDQ,Male,0,No,No,20,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.2,2203.7,No
+4804-NCPET,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,387.4,No
+3750-CKVKH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.75,116.65,Yes
+5944-UGLLK,Male,0,No,No,53,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),54.9,3045.75,No
+8063-GBATB,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,2287.25,Yes
+7787-BNTZM,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,130.5,No
+2252-ISRNH,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.35,767.9,No
+9415-TPKRV,Female,0,Yes,Yes,8,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.75,446.8,No
+5322-TEUJK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.6,8100.25,No
+4547-KQRTM,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.05,830.7,Yes
+4877-EVATK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,Yes
+1866-DIOQZ,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),66.8,4689.15,No
+8375-KVTHK,Male,0,Yes,No,68,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.3,6754.35,No
+2697-NQBPF,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.35,3540.65,No
+3709-OIJEA,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,85.2,2184.6,No
+7639-SUPCW,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.8,1054.6,Yes
+1386-ZIKUV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,130.55,No
+0599-XNYDO,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.8,1540.35,No
+6377-WHAOX,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,6411.25,No
+6855-VLGOS,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.55,1432.55,No
+8999-XXGNS,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.75,7629.85,No
+8746-OQQRW,Male,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.25,101.9,No
+3181-MIZBN,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,313.4,No
+0471-ARVMX,Female,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.85,6312.9,No
+7766-CLTIC,Female,0,No,No,10,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,60.95,629.55,No
+5650-YLIBA,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,2640.55,No
+0825-CPPQH,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.1,1372.45,No
+9084-OAYKL,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.8,1212.25,No
+6122-LJADA,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.15,6237.05,No
+2400-XIWIO,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.1,6310.9,No
+7524-VRLPL,Male,1,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),74.1,5031,No
+1069-XAIEM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,85.05,Yes
+7569-NMZYQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),118.75,8672.45,No
+5201-USSQZ,Female,0,Yes,No,26,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),85.9,2196.45,No
+2105-PHWON,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95,3008.15,No
+1494-EJZDW,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,220.8,No
+4884-TVUQF,Female,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101.3,5779.6,No
+8003-EWNDZ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.2,222.65,No
+1897-RCFUM,Female,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.2,914.6,No
+9256-JTBNZ,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.3,246.3,No
+4658-HCOHW,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,102.8,2110.15,Yes
+2211-RMNHO,Female,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,5560,No
+2432-TFSMK,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),89.6,1633,No
+3440-JPSCL,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,547.65,Yes
+4929-ROART,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.25,969.85,No
+1834-ABKHQ,Female,0,Yes,Yes,52,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),50.95,2610.65,No
+1741-WTPON,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,115.85,6567.9,No
+3932-IJWDZ,Male,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.65,4747.85,No
+1240-HCBOH,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.1,1759.55,No
+3594-KADLU,Male,0,Yes,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,35.1,101.1,No
+8065-BVEPF,Male,1,No,No,65,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.1,6496.15,No
+3796-ENZGF,Male,0,Yes,No,63,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.25,4234.15,No
+1734-ZMNTZ,Female,0,Yes,Yes,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,300.7,No
+2853-CWQFQ,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,59.55,59.55,No
+0813-TAXXS,Male,0,No,No,55,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),77.8,4323.35,No
+2519-TWKFS,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,55.1,1466.1,No
+2889-FPWRM,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),117.8,8684.8,Yes
+0626-QXNGV,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.15,1776.45,No
+6723-CEGQI,Female,0,No,Yes,65,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,45.25,2933.95,No
+6987-XQSJT,Female,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.5,4370.25,Yes
+4732-RRJZC,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,144.35,No
+9499-XPZXM,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),64.75,4804.75,No
+4338-EYCER,Male,0,Yes,No,21,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),54.6,1125.2,No
+3007-FDPEA,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.7,39.85,No
+6350-XFYGW,Male,1,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,422.4,No
+4290-BSXUX,Male,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),79.65,251.75,Yes
+8513-OLYGY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.8,8332.15,No
+0311-QYWSS,Female,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.45,314.6,No
+8705-DWKTI,Male,0,No,No,52,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,No
+8755-IWJHN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.35,6382,No
+0325-XBFAC,Male,0,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,740.3,Yes
+4480-QQRHC,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,No
+0929-PECLO,Female,1,No,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,No
+3680-CTHUH,Male,0,No,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),116.6,7049.5,No
+1202-KKGFU,Female,0,Yes,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.2,690.5,No
+6112-KTHFQ,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,279.3,No
+1852-XEMDW,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,65.05,1427.55,No
+2462-XIIJB,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.5,452.7,Yes
+4760-XOHVN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,Yes
+1820-DJFPH,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1709.15,No
+9426-SXNHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.75,53.15,No
+9068-FHQHD,Female,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,777.35,No
+1269-FOYWN,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20,860.85,No
+9470-YFUYI,Male,1,Yes,No,71,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),71,5012.1,No
+7817-BOQPW,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,166.3,Yes
+7402-EYFXX,Male,1,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,2404.1,No
+1853-UDXBW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,70,Yes
+9895-VFOXH,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No
+5458-CQJTA,Male,0,Yes,Yes,65,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.8,4820.15,Yes
+1230-QAJDW,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,65.25,209.9,No
+5701-ZIKJE,Male,0,No,No,13,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.55,610.75,No
+5219-YIPTK,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,3409.6,Yes
+5032-MIYKT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.7,70.7,No
+7396-VJUZB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,155.35,No
+9717-QEBGU,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,144,No
+5172-RKOCB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.95,7875,No
+6509-TSGWN,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.45,911.6,No
+3540-RZJYU,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,86.2,1270.2,Yes
+3178-CIFOT,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.65,478.1,No
+2091-MJTFX,Female,0,Yes,Yes,30,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),51.2,1561.5,Yes
+4530-NDRKU,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.05,761.85,No
+5985-TBABQ,Female,0,No,No,32,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.75,2282.95,No
+9800-ONTFE,Female,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.8,1615.1,No
+6743-HHQPF,Male,0,Yes,No,42,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,1097.15,No
+8455-HIRAQ,Female,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,369.3,No
+6616-AALSR,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),104.3,6725.3,No
+0883-EIBTI,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,31.55,Yes
+9415-ZNBSX,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89,6293.2,No
+4018-KJYUY,Male,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.15,432.5,No
+0722-TROQR,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,321.75,Yes
+7571-YXDAD,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),74.9,147.15,Yes
+3884-UEBXB,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),36.15,2434.45,No
+8780-RSYYU,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.2,532.1,No
+5537-UXXVS,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,375.25,No
+1791-PQHBB,Female,0,No,Yes,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),61.2,125.95,No
+8701-DGLVH,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,1042.65,No
+8741-LQOBK,Female,0,Yes,Yes,46,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),35.05,1620.25,No
+3393-FMZPV,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,2387.75,Yes
+8082-GHXOP,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44,659.35,No
+6402-ZFPPI,Female,1,No,No,25,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.8,2660.2,Yes
+0980-FEXWF,Male,0,Yes,Yes,26,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Mailed check,50.35,1285.8,No
+7486-KSRVI,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100,4211.55,Yes
+3011-WQKSZ,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,377.55,No
+8443-WVPSS,Male,0,Yes,No,10,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,990.9,Yes
+3006-XIMLN,Female,0,No,Yes,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.2,193.8,Yes
+8218-FFJDS,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.4,6058.95,No
+1986-PHGZF,Male,1,No,No,18,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),58.4,964.9,No
+9965-YOKZB,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.85,790.15,Yes
+0504-HHAPI,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),88.3,2467.75,Yes
+9360-OMDZZ,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,2322.85,No
+6305-YLBMM,Male,0,No,No,69,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.05,7262,Yes
+0345-XMMUG,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.9,4854.3,No
+8024-XNAFQ,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),107.4,7748.75,No
+3647-GMGDH,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.7,1914.9,Yes
+2988-GBIVW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.85,6470.1,No
+2832-SCUCO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.9,57.4,No
+7036-ZZKBD,Male,0,Yes,No,31,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),66.4,2019.8,No
+3791-LGQCY,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.65,5688.05,Yes
+0265-PSUAE,Female,0,Yes,Yes,16,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.7,1522.7,No
+0463-TXOAK,Male,0,No,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1334.5,No
+0594-UFTUL,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,252,No
+9509-MPYOD,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,700.45,No
+9128-CPXKI,Female,0,No,No,59,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,95.8,5655.45,No
+0129-KPTWJ,Male,0,Yes,No,72,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,6747.35,No
+8166-ZZTFS,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.55,5265.1,Yes
+5855-EIBDE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),106.65,5174.35,No
+5365-LLFYV,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,105.6,No
+5956-YHHRX,Male,1,No,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,2271.85,No
+6008-NAIXK,Male,1,No,No,54,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.45,2966.95,No
+2956-GGUCQ,Male,1,Yes,No,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.85,1772.25,Yes
+1928-BXYIV,Male,0,No,No,1,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,61.15,61.15,No
+5760-FXFVO,Male,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,494.95,No
+6595-COKXZ,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.45,44.45,Yes
+0961-ZWLVI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.2,5290.45,No
+5181-OABFK,Female,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),61.3,3346.8,No
+4007-NHVHI,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,96.85,5219.65,No
+7816-VGHTO,Female,0,Yes,Yes,6,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Mailed check,40.55,217.5,No
+5871-DGTXZ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,607.7,No
+7550-WIQVA,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.25,5431.4,No
+7544-ZVIKX,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6004.85,No
+0016-QLJIS,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.45,5957.9,No
+7508-DQAKK,Female,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),86.4,5442.05,No
+5176-OLSKT,Female,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),66.9,4370.25,No
+9356-AXGMP,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.7,4428.6,No
+3556-BVQGL,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,416.45,No
+0362-ZBZWJ,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,3067.2,Yes
+8979-CAMGB,Male,1,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,102.1,6688.1,No
+4211-MMAZN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,Yes
+7581-EBBOU,Female,0,No,No,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,4224.7,No
+4274-OWWYO,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes
+5073-RZGBK,Female,0,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),80.05,4042.2,No
+1541-ETJZO,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,62.05,62.05,Yes
+2192-CKRLV,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,49.2,3580.95,No
+3154-HMWUU,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.5,1198.8,No
+6119-SPUDB,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.25,1755.35,No
+6522-OIQSX,Female,0,Yes,Yes,69,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),54.95,3772.5,No
+7813-ZGGAW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),96.6,2877.95,No
+8748-HFWBO,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,357.7,No
+1052-QJIBV,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1397.3,No
+1319-YLZJG,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.6,959.9,No
+4106-HADHQ,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80,3182.95,Yes
+0723-FDLAY,Male,0,No,No,44,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),85.25,3704.15,No
+3050-RLLXC,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),81.25,4620.4,No
+9298-WGMRW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.5,8312.75,No
+2369-UAPKZ,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,104.1,541.9,Yes
+3088-LHEFH,Female,0,No,No,11,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79,929.3,No
+2778-OCLGR,Male,1,Yes,No,24,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),39.1,971.3,Yes
+6583-KQJLK,Female,1,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,1285.05,No
+8544-JNBOX,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1521.2,No
+6681-ZSEXG,Male,0,Yes,No,56,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),59.5,3389.25,No
+6139-ZZRBQ,Male,1,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1198.05,No
+6116-RFVHN,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.45,3414.65,No
+0637-KVDLV,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,162.45,Yes
+8884-FEEWR,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,754,No
+3125-RAHBV,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.3,467.15,No
+6633-MPWBS,Male,0,No,No,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.2,216.9,Yes
+0373-AIVNJ,Male,0,No,No,9,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,39.55,373,No
+8785-EPNCG,Male,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),23.15,245.2,Yes
+1682-VCOIO,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,481.1,No
+5729-KLZAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.85,302.75,Yes
+2072-ZVJJX,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.25,1728.2,No
+8849-AYPTR,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.25,2964.05,No
+9518-IMLHK,Male,0,No,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,No
+1582-RAFML,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.1,60.1,Yes
+3646-ITDGM,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1051.9,No
+8740-CRYFY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.95,78.95,Yes
+3569-VLDHH,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,75.1,5013,No
+8224-KDLKN,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1738.9,No
+7594-LZNWR,Male,1,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.15,2275.1,No
+4001-TSBTV,Female,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.55,5511.65,No
+2962-XPMCQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.15,98.5,Yes
+8727-XDPUD,Male,0,No,No,37,No,No phone service,DSL,No,No,No,No,Yes,No,Two year,No,Credit card (automatic),35.8,1316.9,No
+1043-UXOVO,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.15,7993.3,No
+1064-FBXNK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,19.85,No
+3996-ZNWYK,Male,1,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1388.45,No
+2878-DHMIN,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,666,No
+7762-ONLJY,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,94.45,No
+1678-FYZOW,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.4,244.65,Yes
+5795-BKOYE,Female,0,Yes,Yes,69,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),59.1,4134.7,No
+8627-EHGIP,Male,0,No,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,53.95,2375.4,Yes
+7402-PWYJJ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,91.15,4862.5,No
+5480-TBGPH,Female,0,Yes,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,2431.35,Yes
+0018-NYROU,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,351.5,No
+7501-VTYLJ,Female,0,No,Yes,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,51.55,106.2,No
+7608-RGIRO,Male,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.4,1413,No
+0480-BIXDE,Female,0,Yes,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,1743.05,No
+5895-QSXOD,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.05,657.5,No
+9814-AOUDH,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1050.5,No
+6175-IRFIT,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,78.75,426.35,No
+8760-ZRHKE,Female,1,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,69.2,4982.5,No
+1622-HSHSF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,19.55,No
+8854-CCVSQ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.65,1451.9,Yes
+6749-UTDVX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.65,7634.8,No
+5542-DHSXL,Female,0,Yes,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.7,235.05,No
+9102-OXKFY,Male,0,No,No,59,Yes,Yes,DSL,No,No,Yes,No,No,No,Two year,No,Credit card (automatic),54.15,3116.15,No
+0511-JTEOY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,Yes
+5216-WASFJ,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.85,2633.4,No
+7808-DVWEP,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,49.65,No
+7067-KSAZT,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.25,6979.8,Yes
+2284-VFLKH,Male,0,Yes,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.25,4920.8,No
+0366-NQSHS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,46.35,No
+6532-YLWSI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.8,1021.8,Yes
+3807-BPOMJ,Female,0,Yes,No,55,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,94.75,5276.1,No
+3892-NXAZG,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8289.2,No
+4948-WBBKL,Female,1,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2659.45,No
+4182-BGSIQ,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.8,196.75,No
+9300-AGZNL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,94,Yes
+0988-AADSA,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.85,5824.75,No
+9972-NKTFD,Female,0,No,No,28,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,No
+3717-LNXKW,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),91.7,3479.05,No
+5734-EJKXG,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,118.6,7365.7,No
+2207-RYYRL,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1331.05,No
+6729-FZWSY,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,1195.95,No
+9695-IDRZR,Female,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.15,3946.9,No
+8144-DGHXP,Female,0,No,No,54,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,80.6,4299.95,No
+7814-LEEVE,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,20.3,No
+1112-CUNAO,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.85,1424.95,Yes
+5175-AOBHI,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46,193.6,Yes
+5174-RNGBH,Female,0,No,No,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,66.25,620.55,Yes
+8631-WUXGY,Female,0,No,Yes,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4391.25,No
+7270-BDIOA,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90,1993.8,Yes
+9565-JSNFM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.45,2597.6,Yes
+5906-DVAPM,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),75,4213.9,No
+6654-QGBZZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No
+8348-JLBUG,Male,1,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),80.3,5017.7,No
+0607-DAAHE,Male,0,No,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1052.35,Yes
+5641-DMBFJ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.3,4916.4,No
+9200-NLNPD,Male,0,Yes,No,56,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.05,2959.8,No
+2664-XJZNO,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.9,7559.55,No
+9732-KPKBW,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.95,53.95,Yes
+3339-EAQNV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),97.25,7133.1,No
+0921-OHLVP,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,83.05,1799.3,No
+3389-YGYAI,Female,1,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,829.55,Yes
+9560-ARGQJ,Female,0,No,Yes,16,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,1312.15,Yes
+8350-NYMVI,Female,0,No,No,39,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),41.1,1597.05,No
+1600-DILPE,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,524.35,No
+0536-ESJEP,Male,0,Yes,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.55,4191.45,No
+4654-GGUII,Female,0,No,No,18,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,40.2,711.95,No
+6478-HRRCZ,Male,0,Yes,No,32,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.5,2201.75,No
+8510-BBWMU,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,806.95,No
+6857-TKDJV,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1620.45,No
+2360-RDGRO,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,6812.95,No
+0584-BJQGZ,Female,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.35,1837.9,No
+5134-IKDAY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes
+1360-XFJMR,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),109.7,7344.45,No
+3070-DVEYC,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,73.75,545.15,Yes
+5730-RIITO,Female,1,No,No,43,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),33.45,1500.25,No
+9058-MJLZC,Female,0,No,No,24,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,2283.15,No
+5707-ORNDZ,Male,1,No,No,9,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.55,494.05,Yes
+0902-XKXPN,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1376.5,No
+5177-RVZNU,Female,0,No,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.3,755.4,No
+0056-EPFBG,Male,0,Yes,Yes,20,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.4,825.4,No
+8993-IZEUX,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.15,488.65,No
+8696-JKZNU,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,2841.55,Yes
+5380-AFSSK,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.9,486.85,Yes
+8190-ZTQFB,Male,0,No,No,41,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,51.35,2075.1,No
+0931-MHTEM,Female,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,5299.65,No
+2055-PDADH,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.4,204.7,Yes
+7515-LODFU,Male,1,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1356.3,No
+0440-UEDAI,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),94.45,5042.75,No
+1337-BOZWO,Male,0,Yes,Yes,18,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),46.4,812.4,No
+0868-VJRDR,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.05,6605.55,No
+8714-EUHJO,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.15,2995.45,Yes
+6344-SFJVH,Female,0,No,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),24.9,505.95,No
+3950-VPYJB,Male,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,59.6,3509.4,No
+8041-TMEID,Male,1,Yes,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),108.5,6991.9,No
+7321-ZNSLA,Male,0,Yes,Yes,13,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,40.55,590.35,No
+6941-KXRRV,Female,1,Yes,No,48,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),58.95,2789.7,No
+3721-CNEYS,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.95,137.95,Yes
+8727-JQFHV,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1123.15,No
+9475-NNDGC,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.15,7953.25,No
+1355-KUSBG,Female,0,Yes,Yes,7,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,48.8,349.8,No
+3688-FTHLT,Female,0,No,No,16,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),63.05,1067.05,No
+0899-LIIBW,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,3527.3,No
+2568-OIADY,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,3762,Yes
+1384-RCUXW,Male,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.55,1248.9,No
+5825-XJOCM,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),64.4,3035.35,No
+6848-YLDFR,Male,0,Yes,Yes,58,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),75.2,4300.8,No
+8125-QPFJD,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.9,6065.3,No
+2320-YKQBO,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,144.95,No
+1193-RTSLK,Female,0,No,No,38,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.9,3233.6,Yes
+2302-ANTDP,Female,1,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,117.45,5438.9,Yes
+5923-GXUOC,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,1081.45,Yes
+4973-RLZVI,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74.65,2308.6,No
+7869-ZYDST,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,No
+4501-UYKBC,Female,1,No,No,46,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),69.1,3255.35,No
+1215-EXRMO,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1067.65,No
+2305-MRGLV,Male,0,Yes,No,28,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,No
+8404-VIOMB,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),62.5,4136.4,No
+5233-GEEAX,Male,1,No,No,8,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.4,221.9,Yes
+2359-KLTEK,Female,0,Yes,Yes,41,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.9,3848,No
+5304-EFJLP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.65,8022.85,No
+2673-ZALNP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,173.15,No
+9184-GALIL,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,781.25,No
+4393-RYCRE,Male,0,No,No,44,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.05,4510.8,No
+9746-MDMBK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.45,5317.8,No
+3162-ZJZFU,Male,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,92.55,4779.45,No
+8404-GFGCZ,Male,0,Yes,No,4,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,65.6,250.1,No
+8875-AKBYH,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,1745.2,No
+4432-ADRLB,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.65,74.9,Yes
+0533-UCAAU,Male,1,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),71.1,4140.1,No
+1394-SUIUH,Female,1,Yes,No,44,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.15,3670.5,No
+3521-MNKLV,Male,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.7,1167.8,No
+2533-TIBIX,Male,0,Yes,Yes,15,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,469.65,No
+8993-PHFWD,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,58.9,Yes
+1565-RHDJD,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),84.05,333.55,Yes
+7137-RYLPP,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,3171.15,Yes
+3765-JXVKY,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes
+5092-STPKP,Female,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),56.35,1381.2,No
+7330-WZLNC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.8,455.5,Yes
+0114-PEGZZ,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,107.55,3645.5,No
+3359-DSRKA,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,1158.85,No
+8639-NHQEI,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),95.9,6954.15,No
+7161-DFHUF,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,1672.1,No
+3957-LXOLK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,3152.5,Yes
+3720-DBRWL,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.85,4307.1,No
+6635-MYYYZ,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.35,2530.4,Yes
+8565-WUXZU,Male,1,Yes,No,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.8,6141.65,No
+5281-BUZGT,Male,1,No,No,36,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.85,3186.7,Yes
+4994-OBRSZ,Male,0,No,Yes,14,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.1,1054.8,No
+0562-FGDCR,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Mailed check,74.55,5430.65,No
+2436-QBZFP,Female,0,Yes,Yes,22,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,39.2,849.9,No
+3420-YJLQT,Female,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.55,151.75,No
+6040-CGACY,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,299.4,No
+6582-PLFUU,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1086.75,No
+8242-PDSGJ,Male,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.15,2692.75,No
+0264-CNITK,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1389.6,No
+0089-IIQKO,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.95,3767.4,No
+7839-NUIAA,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59.8,3641.5,No
+6075-QMNRR,Female,0,No,No,52,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.75,2535.55,No
+5378-IKEEG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.75,35.75,Yes
+5966-EMAZU,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,108.5,6880.85,No
+0440-EKDCF,Male,0,Yes,No,62,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),60.15,3753.2,No
+4774-HHGGS,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,637.55,No
+2718-GAXQD,Female,1,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,181.6,Yes
+2055-BFOCC,Male,1,Yes,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84,5329.55,No
+8180-AKMJV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,44.55,No
+4298-OYIFC,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,1539.8,No
+5566-SOEZD,Male,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),80.65,2209.75,No
+9842-EFSYY,Female,0,No,Yes,4,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,57.2,223.75,No
+2272-WUSPA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.75,7751.7,No
+4584-LBNMK,Male,1,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.7,1174.35,No
+3898-GUYTS,Female,1,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,97.05,4385.05,No
+0930-EHUZA,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,76.35,2606.35,No
+6413-XKKPU,Male,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,1539.45,Yes
+9975-SKRNR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.9,18.9,No
+3703-KBKZP,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,No
+1449-XQEMT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,58.15,Yes
+2626-URJFX,Male,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.9,225.6,Yes
+4973-MGTON,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,5969.3,No
+3682-YEUWS,Male,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.4,253.9,No
+1223-UNPKS,Male,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,400,No
+2612-RRIDN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,340.85,Yes
+4735-ASGMA,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,2515.3,Yes
+3446-QDSZF,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),55.5,227.35,No
+3669-LVWZB,Male,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,51,305.95,Yes
+6892-EZDTG,Female,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,365.4,Yes
+5117-IFGPS,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.3,2357.75,No
+7379-FNIUJ,Male,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.2,198.5,No
+1627-AFWVJ,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,554.25,No
+9725-SCPZG,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.85,90.85,Yes
+5884-GCYMI,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.4,69.4,Yes
+3217-FZDMN,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.45,742.95,Yes
+4486-EFAEB,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.4,251.65,No
+0060-FUALY,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.75,5597.65,No
+7853-GVUDZ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,20.15,Yes
+7480-QNVZJ,Male,1,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4816.7,Yes
+6954-OOYZZ,Male,0,Yes,No,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,768.05,No
+7088-FBAWU,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,74.55,1215.8,No
+8313-AFGBW,Male,0,Yes,No,47,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,73.6,3522.65,No
+3943-KDREE,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,1834.95,Yes
+9239-ZBZZV,Female,0,No,No,6,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.95,305.1,Yes
+3097-IDVPU,Male,0,Yes,Yes,19,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),50.1,910.45,No
+4398-HSCJH,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,63.6,155.65,Yes
+2197-OMWGI,Female,1,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,53,3656.25,No
+2303-PJYHN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.85,52,No
+9795-VOWON,Male,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),24.35,150.85,No
+1237-WIYYZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,389.25,No
+1987-AUELQ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1873.7,No
+7852-LECYP,Male,1,Yes,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),93.8,1261,No
+4430-UZIPO,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36.85,108.7,Yes
+4822-LPTYJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),103.75,7346.2,No
+8165-CBKXO,Male,0,Yes,Yes,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),56.75,3708.4,No
+6527-PZFPV,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.8,469.65,No
+4855-SNKMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.1,44.1,Yes
+9593-CVZKR,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.45,1385.85,No
+8595-SIZNC,Female,1,Yes,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.6,548.8,No
+8008-HAWED,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,712.75,Yes
+7124-UGSUR,Female,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.4,6405,Yes
+1862-SKORY,Female,1,Yes,No,40,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,1637.4,Yes
+5236-XMZJY,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),59.65,2536.55,No
+4827-DPADN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.3,6042.7,No
+2694-CIUMO,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.55,958.25,No
+5846-ABOBJ,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1730.65,No
+1439-LCGVL,Female,0,Yes,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.2,459.6,No
+0909-SDHNU,Female,0,No,Yes,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.8,201.95,No
+4647-XXZAM,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.5,285.2,No
+1502-XFCVR,Female,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.45,6145.85,Yes
+7740-KKCXF,Male,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,No
+5360-XGYAZ,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.65,4664.5,No
+9692-TUSXH,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1740.7,Yes
+7912-SYRQT,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.1,552.95,Yes
+3557-HTYWR,Female,0,No,No,47,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,74.05,3496.3,No
+4816-JBHOV,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.7,93.7,Yes
+8920-NAVAY,Male,1,No,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.75,7053.35,No
+1699-TLDLZ,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,301.55,No
+5600-PDUJF,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.5,312.7,No
+8292-TYSPY,Male,0,No,No,19,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55,1046.5,Yes
+0567-XRHCU,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.95,2960.1,No
+1867-BDVFH,Male,0,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,834.2,Yes
+2067-QYTCF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.15,6953.4,No
+2359-QWQUL,Female,0,Yes,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.7,4134.85,Yes
+9103-TCIHJ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.7,899.8,Yes
+7407-SUJIZ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,541.5,No
+9150-KPBJQ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,116.85,No
+0052-DCKON,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),115.8,7942.15,No
+3654-ARMGP,Female,0,No,No,61,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.65,5321.25,No
+9699-UBQFS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.5,4156.8,No
+9367-TCUYN,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,223.6,No
+1261-FWTTE,Male,1,No,No,23,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.65,768.45,No
+3528-HFRIQ,Male,1,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),52.3,3765.05,No
+0708-SJDIS,Female,0,No,No,34,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,65,2157.5,No
+4140-WJAWW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,108.05,Yes
+2073-QBVBI,Female,0,Yes,No,41,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,35.45,1391.65,No
+6928-ONTRW,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1379.8,No
+3320-VEOYC,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,1273.3,No
+5231-FIQPA,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,810.45,No
+6617-WLBQC,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Credit card (automatic),81.85,1810.85,No
+2599-CIPQE,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.3,7782.85,No
+6653-CBBOM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+8774-GSBUN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1797.1,No
+7326-RIGQZ,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,377.85,No
+1401-FTHFQ,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20,445.3,No
+3247-ZVOUO,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.55,851.75,Yes
+0254-FNMCI,Female,0,No,No,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.9,7624.2,No
+1848-LBZHY,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,No
+6101-IMRMM,Male,0,No,Yes,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,94.5,575.45,Yes
+8118-TJAFG,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,906.85,No
+5429-LWCMV,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,1057.55,No
+7298-IZWLY,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No
+9758-MFWGD,Female,1,Yes,Yes,48,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),29.9,1388.75,No
+3955-JBZZM,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,1641.3,No
+1268-ASBGA,Female,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.35,1375.15,Yes
+8943-URTMR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,79.65,152.7,Yes
+4815-TUMEQ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.3,185.2,No
+4713-LZDRV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,195.05,Yes
+9909-IDLEK,Male,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,96.8,1826.7,No
+4092-OFQZS,Male,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,417.5,No
+1561-BWHIN,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,344.5,No
+4325-NFSKC,Male,1,No,No,19,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,1660,Yes
+9927-DSWDF,Male,0,Yes,No,22,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.6,2180.55,No
+9500-LTVBP,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.05,2835.9,No
+7252-NTGSS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.15,45.15,No
+8149-AIQCG,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.15,2730.85,No
+1360-JYXKQ,Female,1,Yes,No,54,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.1,5437.1,No
+2955-PSXOE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes
+7762-URZQH,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.05,6981.35,Yes
+0899-WZRSD,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.35,5794.45,No
+3255-GRXMG,Male,0,No,Yes,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.65,747.2,No
+4828-FAZPK,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.95,1267.95,No
+6094-ZIVKX,Female,0,No,No,68,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),54.45,3674.95,No
+6925-BAYGL,Female,1,Yes,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1275.6,No
+3262-EIDHV,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.7,5893.9,No
+7354-OIJLX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,724.65,No
+1376-HHBDV,Female,0,No,No,30,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,1536.75,No
+6907-NZZIJ,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,3615.6,Yes
+6133-OZILE,Female,0,No,No,18,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,35.2,607.3,No
+4135-FRWKJ,Female,1,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Electronic check,76.25,4154.55,No
+2911-UREFD,Female,0,Yes,No,39,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,55.9,2184.35,Yes
+3744-ZRRDZ,Male,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.35,1852.85,Yes
+5673-TIYIB,Male,0,No,No,2,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),40.4,77.15,Yes
+6551-ZCOTS,Male,1,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.9,847.8,No
+7191-ADRGF,Male,0,Yes,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),54.3,2390.45,No
+5018-LXQQG,Female,0,Yes,Yes,30,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.3,1923.5,No
+6892-BOGQE,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.9,1493.2,No
+1602-IJQQE,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,338.1,Yes
+4628-WQCQQ,Male,0,No,Yes,35,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.15,3030.6,Yes
+1746-TGTWV,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.35,75.35,No
+5995-SNNEW,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,2184.85,No
+8050-WYBND,Female,0,No,Yes,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),49.45,1031.4,No
+2821-WARNZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.45,921.3,No
+4879-GZLFH,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.15,3875.4,No
+1644-IRKSF,Female,0,Yes,Yes,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,3124.5,Yes
+8314-HTWVE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,144.15,No
+9402-ROUMJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),100.25,6689,No
+2507-QZPQS,Male,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,95.7,1451.1,No
+7159-NOKYQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,93.15,6368.2,No
+5707-ZMDJP,Male,0,Yes,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,69.7,3729.6,No
+8779-YIQQA,Male,0,Yes,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,350.1,No
+7136-IHZJA,Female,0,Yes,Yes,40,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.35,2847.2,No
+8966-OIQHG,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.75,452.35,No
+7074-STDCN,Male,0,No,No,39,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.6,1494.5,No
+3705-PSNGL,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,930.45,Yes
+8739-QOTTN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,41.85,No
+1399-OUPJN,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1272.05,No
+0277-BKSQP,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.4,475.1,No
+6502-HCJTI,Male,1,Yes,No,7,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.7,673.1,Yes
+2606-RMDHZ,Male,0,No,No,6,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.5,208.7,Yes
+5774-XZTQC,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,150.75,No
+2676-SSLTO,Male,0,No,No,49,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),66.15,3199,No
+6266-QHOJZ,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,89.85,5844.65,No
+7269-JISCY,Female,0,No,No,55,Yes,No,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),45.05,2462.6,No
+0363-SVHYR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.85,6263.8,No
+8547-NSBBO,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,96.75,3403.4,No
+8258-GSTJK,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77,237.75,Yes
+6861-OKBCE,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.1,221.35,Yes
+9940-RHLFB,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.3,75.3,Yes
+6591-QGOYB,Male,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),106.65,1672.1,No
+9070-BCKQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.15,7881.2,No
+6421-SZVEM,Female,0,Yes,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),82.85,2320.8,No
+1328-EUZHC,Female,0,Yes,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,370.5,No
+2995-UPRYS,Female,1,Yes,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.2,4062.2,Yes
+8878-RYUKI,Female,0,No,No,52,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,3043.7,No
+9633-DENPU,Female,0,Yes,No,47,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),58.6,2723.4,No
+7811-JIVPF,Female,0,No,No,23,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),49.7,1081.25,No
+7113-HIPFI,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.85,4097.05,No
+8541-QVFKM,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,632.2,No
+6686-YPGHK,Male,1,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.5,4042.3,Yes
+1383-EZRWL,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,164.85,Yes
+9258-CNWAC,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.65,8166.8,No
+5371-VYLSX,Female,1,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,83.4,4113.7,No
+6374-AFWOX,Male,0,Yes,No,46,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.65,3047.15,No
+4759-TRPLW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,70.4,Yes
+5317-FLPJF,Female,0,No,No,66,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.35,4193.4,No
+7621-VPNET,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.9,3729.75,No
+6034-YMTOB,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,75.65,399.45,No
+8563-IIOXK,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,49.75,331.3,Yes
+4903-CNOZC,Male,0,No,No,29,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),70.9,1964.6,No
+4353-HYOJD,Female,0,Yes,Yes,27,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.85,1336.15,No
+8020-BWHYL,Female,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1147.45,Yes
+7267-FRMJW,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,486.05,No
+2982-VPSGI,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,1078.9,Yes
+4188-FRABG,Male,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,103.05,5925.75,No
+8199-ZLLSA,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),118.35,7804.15,Yes
+4128-ETESU,Female,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.7,4747.2,No
+0620-DLSLK,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,81.9,1028.9,No
+4625-EWPTF,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,30.45,226.45,Yes
+5980-NOPLP,Female,0,Yes,No,44,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,4364.1,Yes
+3850-OKINF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Electronic check,66.2,4692.55,No
+6892-XPFPU,Male,1,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,2433.9,Yes
+8010-EZLOU,Male,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.2,1217.25,Yes
+1156-ZFYDO,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No
+3295-YVUSR,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,72.6,154.3,No
+8016-NCFVO,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,116.5,6382.55,No
+4119-ZYPZY,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,106.8,7623.2,No
+5549-ZGHFB,Male,0,Yes,Yes,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.95,1261.45,No
+7577-SWIFR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.25,89.25,No
+0303-WMMRN,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,86.05,No
+6408-OTUBZ,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),104.55,6779.05,No
+5204-HMGYF,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,87.2,4345,No
+1078-TDCRN,Female,1,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.75,82.85,No
+3727-OVPRY,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.7,1714.55,No
+3797-FKOGQ,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.2,893.2,No
+7622-NXQZR,Male,0,No,No,28,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),30.1,810.85,No
+6196-HBOBZ,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.35,6347.55,No
+3970-XGJDU,Female,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.2,1123.65,No
+7017-VFULY,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.1,43.15,No
+5562-YJQGT,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,35.1,No
+8807-OPMBM,Female,0,Yes,Yes,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.65,1388,No
+5439-WIKXB,Male,1,Yes,No,41,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,3851.45,No
+9874-QLCLH,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,1743.5,Yes
+8294-UIMBA,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),94.4,2638.1,No
+8109-YUOHE,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.1,946.95,No
+5840-NVDCG,Female,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),68.25,1114.85,No
+8092-NLTGF,Male,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1777.6,No
+5928-QLDHB,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,684.85,No
+9840-EFJQB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.35,74.35,No
+0696-UKTOX,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,54.15,1312.45,No
+4801-KFYKL,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,159.2,No
+3472-OAOOR,Male,0,Yes,Yes,19,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,34.95,610.2,No
+6135-OZQVA,Female,0,No,No,7,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.65,404.35,No
+8062-YBDOE,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+2252-JHJGE,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,104,6363.45,No
+4188-PCPIG,Female,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.35,4124.65,No
+6000-APYLU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,713.1,Yes
+7105-BENQF,Male,0,No,Yes,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,950.75,No
+7721-DVEKZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No
+3566-VVORZ,Female,0,Yes,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.9,505.95,No
+9507-HSMMZ,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,1149.65,No
+2480-SQIOB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.8,169.65,No
+0947-IDHRQ,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.3,526.7,Yes
+7813-TKCVO,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,393.15,No
+0128-MKWSG,Female,0,No,Yes,26,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,45.8,1147,No
+3672-YITQD,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,3021.6,Yes
+4350-ZTLPI,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.95,5718.2,No
+9048-JVYVF,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,191.35,Yes
+0361-HJRDX,Female,0,No,No,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),64.35,4539.6,No
+5727-MYATE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6397.6,No
+3823-KYNQY,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.95,280.4,No
+8988-ECPJR,Female,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.6,2718.3,Yes
+7570-WELNY,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.7,5711.05,No
+3021-VLNRJ,Female,0,No,Yes,50,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.8,3478.15,No
+3776-EKTKM,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,36.45,36.45,Yes
+2080-CAZNM,Female,1,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,4133.95,No
+1028-FFNJK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,2917.65,No
+6907-FLBER,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.3,54.3,No
+3001-UNBTL,Male,1,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,2964.8,No
+5982-PSMKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.1,2198.3,No
+3507-GASNP,Male,0,No,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1189.9,No
+7096-ZNBZI,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.45,1914.5,No
+1902-XBTFB,Male,0,No,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,2001.5,Yes
+1676-MQAOA,Male,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.1,5336.35,No
+0786-IVLAW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),108.1,7238.6,No
+7566-DSRLQ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.15,7998.8,No
+0643-OKLRP,Female,1,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,3825.85,Yes
+7245-JMTTQ,Female,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.5,5703.25,No
+6050-IJRHS,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,7397,No
+6202-JVYEU,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.9,164.6,No
+8591-TKMZH,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,111.1,6555.2,No
+0734-OXWBT,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.7,225.65,No
+4282-ACRXS,Male,1,Yes,No,38,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.85,955.75,No
+0365-TRTPY,Female,0,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.2,3382.3,No
+7349-ALMUX,Male,0,No,No,37,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),65.6,2313.8,No
+9381-NDKME,Female,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.65,933.3,Yes
+6502-KUGLL,Female,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.45,780.85,No
+1841-YSJGV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.95,7852.4,No
+2794-XIMMO,Male,0,Yes,No,53,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,60.45,3184.25,Yes
+8382-SHQEH,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,764.95,Yes
+3511-BFTJW,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),38.5,2763,No
+7668-XCFYV,Female,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1614.7,No
+2983-ZANRP,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.55,145.4,Yes
+7845-URHJN,Female,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,156.25,Yes
+3034-ZBEQN,Female,0,Yes,No,48,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,34.7,1604.5,Yes
+5018-HEKFO,Female,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.5,270.15,No
+2923-ARZLG,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7, ,No
+3976-NLDEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,No
+2282-YGNOR,Female,0,No,No,29,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),58,1734.5,No
+5336-UFNZP,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.45,7047.5,No
+6854-EXGSF,Female,0,No,No,8,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),65.5,573.15,No
+1241-EZFMJ,Male,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1538.6,No
+9233-PSYHO,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.15,4459.8,No
+5376-PCKNB,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.45,7459,No
+8044-BGWPI,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.15,306.05,No
+4060-LDNLU,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,96.2,639.7,No
+3589-PPVKW,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.4,348.15,No
+8327-LZKAS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.55,4533.9,Yes
+5887-IKKYO,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),94.35,5563.65,No
+1075-BGWOH,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,1587.55,Yes
+1755-RMCXH,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,40.25,No
+0302-JOIVN,Female,0,Yes,No,8,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,842.9,Yes
+3858-XHYJO,Female,0,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),105.75,4228.55,No
+4299-SIMNS,Male,0,No,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,784.45,No
+7025-IWFHT,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.55,3729.75,No
+6261-LHRTG,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,No
+7841-FCRQD,Female,0,Yes,No,33,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),53.75,1857.3,No
+2056-EVGZL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),105.75,7322.5,No
+8777-MBMTS,Female,1,Yes,No,65,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),105.85,6725.5,No
+7753-USQYQ,Male,0,No,No,55,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,64.2,3627.3,No
+5366-IJEQJ,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.7,1761.45,Yes
+7661-CPURM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),87.7,1725.95,No
+6233-HXJMX,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,No
+5902-WBLSE,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.15,1411.2,No
+1981-INRFU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.75,164.5,Yes
+4971-PUYQO,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,94.55,2724.6,Yes
+3239-TPHPZ,Female,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,20.05,264.55,No
+5115-GZDEL,Male,0,No,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),67.2,4671.7,No
+3338-CVVEH,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.55,1173.55,No
+8485-GJCDN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,318.5,Yes
+2615-YVMYX,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,7713.55,No
+2851-STERV,Male,1,No,No,35,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,73,2471.25,No
+4393-GEADV,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.75,7842.3,No
+8486-AYEQH,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,2227.8,No
+1527-SXDPN,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),96.25,4990.25,Yes
+6029-WTIPC,Male,1,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,3744.05,Yes
+8634-CILSZ,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.7,7220.35,Yes
+5419-JKZNQ,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,77.9,2351.45,No
+2495-KZNFB,Female,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,2989.6,No
+1409-PHXTF,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.45,6077.75,No
+4560-WQAQW,Female,0,No,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),68.7,4070.95,No
+9591-YVTEB,Male,1,No,No,55,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.85,2479.05,No
+9309-BZGNT,Male,1,Yes,No,69,No,No phone service,DSL,No,No,Yes,No,No,No,One year,Yes,Credit card (automatic),29.8,2134.3,No
+4274-DRSQT,Female,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.9,6000.1,No
+2027-DNKIV,Male,0,Yes,Yes,37,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,58.75,2203.1,No
+8075-GXIUB,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,183.15,No
+2885-HIJDH,Male,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.9,6194.1,No
+5424-RLQLC,Male,0,No,No,10,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,59.65,638.95,No
+6682-QJDGB,Male,0,No,Yes,40,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.25,2139.2,Yes
+6507-DTJZV,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),66.4,831.75,No
+8780-IXSTS,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,521.3,Yes
+7673-BQGKU,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,1337.5,No
+6723-WSNTY,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.1,7181.95,No
+9530-EHPOH,Male,0,No,No,11,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.75,608,Yes
+2725-IWWBA,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Mailed check,56.9,2560.1,No
+0345-HKJVM,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.3,577.6,Yes
+1061-PNTHC,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,109.6,5953,No
+0394-YONDK,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1790.15,No
+6574-MCOEH,Female,0,Yes,Yes,33,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.15,2531.4,No
+7399-QHBJS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),66.75,4760.3,No
+3049-SOLAY,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.2,292.85,Yes
+0997-YTLNY,Female,0,No,Yes,19,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,48.8,953.65,No
+3317-HRTNN,Female,1,No,No,5,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.7,198,Yes
+9479-HYNYL,Female,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),80.7,5705.05,No
+3235-ETOOB,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,609.9,Yes
+9708-KFDBY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,20.55,No
+8058-INTPH,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.65,79.65,Yes
+3642-GKTCT,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,115.1,6993.65,No
+0774-RMNUW,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.7,4122.65,No
+1334-PDUKM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),86.45,5762.95,No
+0756-MPZRL,Male,0,No,No,46,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),33.7,1537.85,No
+2242-MFOTG,Male,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),80.1,2603.3,No
+2927-CVULT,Female,0,Yes,Yes,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),104.05,5566.4,No
+2144-BFDSO,Female,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),108.75,5431.9,No
+8745-PVESG,Female,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),41.1,2258.25,No
+7647-GYYKX,Female,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.35,1092.35,No
+5647-FXOTP,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6401.25,No
+5569-OUICF,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.3,2812.2,Yes
+8821-XNHVZ,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.05,80.05,Yes
+2082-OJVTK,Male,0,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.2,2698.35,Yes
+9700-ISPUP,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,65.5,616.9,No
+9839-ETQOE,Male,0,No,Yes,43,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,40.45,1912.85,No
+6078-VESFR,Male,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.45,849.1,No
+9027-TMATR,Female,0,Yes,No,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,78.8,3460.3,No
+5940-NFXKV,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.65,1465.75,Yes
+1941-HOSAM,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.1,90.1,No
+9110-HSGTV,Female,0,No,No,69,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5555.3,No
+0704-VCUMB,Female,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1278.8,No
+6171-ZTVYB,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),66.25,2907.35,No
+8053-WWDRO,Female,0,Yes,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,146.3,Yes
+9564-KCLHR,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.25,51.25,Yes
+1935-IMVBB,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.7,4952.95,No
+2535-PBCGC,Female,0,Yes,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.55,4504.9,No
+2082-CEFLT,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.6,45.6,Yes
+1470-PSXNM,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.65,4520.15,No
+1213-NGCUN,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),49.65,267.35,Yes
+2498-XLDZR,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,73.6,2316.85,No
+9866-OCCKE,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,109.75,8075.35,No
+5338-YHWYT,Male,0,No,Yes,37,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),61.45,2302.35,No
+7718-UPSKJ,Female,0,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.4,7251.9,No
+8731-WBBMB,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.9,2078.55,No
+1448-CYWKC,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.2,6225.4,No
+7901-IIDQV,Male,0,No,No,24,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.6,1242.25,No
+2690-DVRVK,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,99.45,No
+5688-KZTSN,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,288.05,Yes
+1270-XKUCC,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,599.25,No
+0334-ZFJSR,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.05,3462.1,No
+2894-QOJRX,Female,0,Yes,No,25,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),34,853,Yes
+5747-PMBSQ,Male,1,Yes,No,10,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,92.5,934.1,Yes
+5583-EJXRD,Male,0,Yes,Yes,44,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),54.05,2375.2,No
+4565-EVZMJ,Female,0,No,No,47,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,58.9,2813.05,No
+3143-JQEGI,Female,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.35,1222.8,Yes
+6386-SZZKH,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Yes
+3327-YBAKM,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,96.9,6314.35,No
+9441-QHEVC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No
+6705-LNMDD,Male,0,No,No,20,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50,1003.05,No
+2580-ASVVY,Female,0,Yes,No,37,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,45.4,1593.1,No
+3370-GQEAL,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.45,2509.95,No
+5032-USPKF,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),84.1,3187.65,No
+2982-IHMFT,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,74.45,Yes
+3521-SYVOR,Female,0,No,No,37,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.75,2345.2,Yes
+4254-QPEDE,Female,0,Yes,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),66.25,3330.1,No
+6283-GITPX,Male,0,No,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),76.9,5522.7,No
+9526-JAWYF,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,89.8,2335.3,Yes
+0771-CHWSK,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),74.6,4798.4,No
+9788-HNGUT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.95,8594.4,No
+9495-REDIY,Male,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),40.65,970.55,No
+5375-XLDOF,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.35,7665.8,No
+1172-VIYBP,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),69.7,3686.05,No
+5649-VUKMC,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Mailed check,95.5,1115.15,Yes
+6559-PDZLR,Male,0,No,No,26,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.65,2537,No
+8992-OBVDG,Male,0,No,No,21,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,61.65,1393.6,No
+4273-MBHYA,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,89.35,No
+4724-WXVWF,Male,0,No,No,48,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,95.4,4445.3,No
+5701-GUXDC,Female,0,Yes,No,26,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,978.6,No
+1460-UZPRJ,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1258.15,No
+6082-GLJIX,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,331.35,No
+5143-EGQFK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.65,291.4,Yes
+4919-IKATY,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,453.75,Yes
+2495-TTHBQ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.4,84.75,No
+0485-ZBSLN,Male,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1715.1,No
+3810-PJUHR,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35,1715.15,No
+9050-QLROH,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.7,1597.25,Yes
+0847-HGRML,Male,0,No,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20,1250.1,No
+8232-CTLKO,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,No,No,No,Yes,No,Two year,Yes,Electronic check,59.75,3996.8,No
+9227-YBAXE,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),82.5,5215.1,No
+6168-WFVVF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,235.5,Yes
+9860-LISIZ,Female,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,673.2,No
+0112-QAWRZ,Male,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.8,1442.2,No
+0877-SDMBN,Female,0,No,No,54,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.95,5639.05,Yes
+2786-GCDPI,Female,1,No,No,50,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.95,5222.35,No
+4043-MKDTV,Male,0,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,7291.75,No
+8065-YKXKD,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,799.65,Yes
+9637-EIHEQ,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,50.8,50.8,Yes
+9229-RQABD,Male,0,No,No,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.75,424.5,No
+8313-KTIHG,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,61.3,249.4,No
+5320-BRKGK,Female,0,Yes,Yes,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,75.8,4415.75,No
+6284-KMNUF,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,98,5270.6,No
+9689-PTNPG,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,144.55,Yes
+9465-RWMXL,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.9,2447.95,Yes
+6229-UOLQL,Male,0,Yes,Yes,56,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,52,2884.9,No
+2362-IBOOY,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,3050.15,Yes
+3137-LUPIX,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,64.4,253,No
+0843-WTBXE,Male,0,No,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.45,4517.25,Yes
+6143-JQKEA,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.8,436.2,No
+8676-OOQEJ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.5,118.4,No
+5515-IDEJJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes
+9701-CDXHR,Female,0,Yes,No,51,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.15,3649.6,No
+7450-NWRTR,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.45,1200.15,Yes
+8124-NZVGJ,Female,0,No,No,6,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,49.25,255.6,No
+2162-FRZAA,Male,0,Yes,Yes,63,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),39.35,2395.05,No
+5376-DEQCP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.6,70.6,Yes
+5118-MUEYH,Female,0,Yes,No,48,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,No
+9095-HFAFX,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),81,389.6,Yes
+5627-TVBPP,Female,0,No,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.1,644.5,No
+2379-ENZGV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,523.5,Yes
+3936-QQFLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,39.3,No
+2589-AYCRP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,989.05,No
+4067-HLYQI,Female,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,2406.1,No
+5124-EOGYE,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,638.55,No
+5057-RKGLH,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,191.1,No
+0292-WEGCH,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,86.2,4524.05,No
+8910-ICHIU,Female,0,No,No,46,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.65,4664.2,No
+4097-YODCF,Male,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,103.8,3470.8,No
+9715-WZCLW,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,97.2,6910.3,No
+9786-YWNHU,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,63.55,4014.2,No
+6407-GSJNL,Female,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.95,1288,No
+6005-OBZPH,Female,1,No,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,2277.65,Yes
+4049-ZPALD,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),99,6375.8,No
+7932-WPTDS,Female,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes
+3733-UOCWF,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),85.55,5251.75,No
+6833-JMZYP,Female,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94,1505.45,No
+2722-VOJQL,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.65,6903.1,Yes
+1310-QRITU,Female,0,No,No,18,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.3,913.3,No
+8961-QDZZJ,Female,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,95,5535.8,No
+9715-SBVSU,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Bank transfer (automatic),61.4,815.55,No
+8490-BXHEO,Male,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1411.65,No
+7173-TETGO,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),78.5,5602.25,No
+7929-SKFGK,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.3,8244.3,No
+2300-RQGOI,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,741.5,No
+3563-SVYLG,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),62.65,4375.8,No
+5228-EXCET,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.85,1008.7,Yes
+6435-VWCCY,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),92.7,5968.4,No
+4998-IKFSE,Female,0,No,No,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.45,3096.9,No
+8630-QSGXK,Male,0,Yes,No,51,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.2,3901.25,No
+2455-USLMV,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.75,2613.4,No
+7394-FKDNK,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.45,853.1,Yes
+9488-FVZCC,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),79.5,5661.7,No
+6331-LWDTQ,Male,0,No,No,10,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),72.15,794.25,Yes
+5995-WWKKG,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.8,695.05,No
+1597-FZREH,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,76.4,160.8,Yes
+7879-CGSFV,Male,0,No,No,55,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,100.9,5552.05,No
+9921-EZKBY,Male,0,No,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.3,3275.15,No
+7432-FFVAR,Female,0,Yes,Yes,46,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),90.95,4236.6,No
+7246-ZGQDF,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.5,54.5,No
+7000-WCEVQ,Female,1,No,No,20,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,61.6,1174.35,Yes
+0727-IWKVK,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.9,741.7,Yes
+5959-BELXA,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.15,3019.25,Yes
+4456-RHSNB,Female,0,Yes,Yes,19,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.6,962.9,No
+3512-IZIKN,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),65.3,4759.75,Yes
+2481-SBOYW,Female,0,No,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25,1498.35,No
+7109-MFBYV,Male,0,No,No,26,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.45,1233.15,No
+1833-TCXKK,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.75,4882.8,No
+1832-PEUTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),89.1,5411.65,No
+6141-OOXUQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes
+8660-BUETV,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,148.05,No
+0580-PIQHM,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),101.6,3930.55,No
+5696-CEIQJ,Male,0,Yes,Yes,67,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.15,6895.5,No
+7503-ZGUZJ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.65,84.65,Yes
+1696-HXOWK,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,95.65,6856.95,No
+3026-ATZYV,Female,0,Yes,Yes,37,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),75.1,2658.8,No
+4012-YCFAI,Male,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.35,3766.2,No
+2506-TNFCO,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes
+9970-QBCDA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,129.55,No
+8718-PTMEZ,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.05,347.25,Yes
+9496-IVVRP,Female,0,Yes,Yes,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51,581.7,No
+2207-OBZNX,Male,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51,354.05,Yes
+2657-VPXTA,Female,0,Yes,Yes,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.85,929.45,No
+6551-VLJMV,Male,0,Yes,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,679,No
+1221-GHZEP,Female,0,No,No,62,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,65.1,3846.75,No
+9289-LBQVU,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.15,4480.7,No
+6142-VSJQO,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Yes
+3458-IDMFK,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.75,499.4,No
+6933-FHBZC,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Mailed check,56.05,1553.2,No
+0221-NAUXK,Male,0,No,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.95,219.5,No
+9770-KXGQU,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,98.6,5311.85,No
+6437-UKHMV,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,586.05,Yes
+6538-POCHL,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),79,2576.8,No
+6726-NNFWD,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),89.45,6435.25,No
+3002-WQZWT,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,1993.25,No
+4277-UDIEF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81,1923.85,No
+1208-NBVFH,Male,0,Yes,Yes,20,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.6,939.8,No
+4912-PIGUY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.6,84.6,No
+1114-CENIM,Male,0,No,Yes,54,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55,3092.65,Yes
+6060-DRTNL,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.85,415.55,Yes
+2725-TTRIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5986.55,No
+3374-TTZTK,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.3,5487,No
+8990-ZXLSU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.05,651.5,No
+2275-RBYQS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,No
+8473-VUVJN,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,73.65,Yes
+6289-CPNLD,Male,0,Yes,Yes,33,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,73.9,2405.05,Yes
+5536-SLHPM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,77.75,4458.15,Yes
+4419-UJMUS,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.35,6856.45,No
+7794-JASDG,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.75,50.75,No
+7609-YBPXG,Male,0,No,No,54,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.1,4735.2,No
+5519-TEEUH,Male,0,No,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,682.15,No
+7856-GANIL,Male,1,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),98.7,4525.8,No
+0804-XBFBV,Female,0,No,Yes,11,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.2,321.05,No
+2676-OXPPQ,Male,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,No
+3703-TTEPD,Male,0,No,No,21,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),65.35,1424.4,No
+2799-TSLAG,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.3,1748.55,No
+0196-VULGZ,Female,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.35,474.9,Yes
+8837-VVWLQ,Female,0,No,No,8,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.95,668.4,Yes
+2696-NARTR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,73.85,926.25,Yes
+2208-NKVVH,Male,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.25,1077.95,No
+7614-QVWQL,Male,0,Yes,Yes,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),51.8,2541.25,Yes
+1976-CFOCS,Female,1,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,46,Yes
+4631-OACRM,Male,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.4,1156.1,Yes
+7139-JZFVG,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),60.5,3694.45,No
+4987-GQWPO,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.1,382.8,No
+3755-JBMNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.8,1167.8,Yes
+1757-TCATG,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,746.75,No
+6345-ULYRW,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Mailed check,88.4,3912.9,Yes
+4776-XSKYQ,Female,0,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),30.25,368.85,No
+8048-DSDFQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No
+5753-QQWPW,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,59.9,1654.7,No
+6010-DDPPW,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.15,1940.85,No
+1809-DMJHQ,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,221.7,Yes
+6693-FRIRW,Male,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.3,1794.65,No
+6586-MYGKD,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),76.95,5289.8,No
+3173-NVMPX,Female,0,Yes,Yes,9,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.3,501.2,No
+0248-PGHBZ,Female,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),92.45,6140.85,No
+0623-GDISB,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,No
+2892-GESUL,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,309.25,No
+6923-EFPNL,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.75,201.1,Yes
+7472-EQOAV,Male,1,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),86.7,6179.35,No
+9574-RKJIF,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,2838.7,Yes
+2043-WVTQJ,Male,0,Yes,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.7,55.7,No
+8034-RYTVV,Female,0,No,No,55,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),84.25,4589.85,No
+3863-QSTYI,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.65,3735.45,No
+2619-WFQWU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes
+5044-LRQAQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.2,477.55,No
+1716-LSAMB,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.65,2553.7,No
+1333-PBMXB,Female,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.75,1342.15,No
+6546-OPBBH,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,23.95,1216.35,No
+5985-BEHZK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),105,7578.05,No
+9127-QRZMH,Male,0,Yes,No,44,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),59.85,2603.95,No
+5919-VCZYM,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,42.7,No
+9644-KVCNC,Female,0,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),92.15,6056.9,No
+2137-DQMEV,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,44.8,2983.65,No
+8174-LNWMW,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,689.35,No
+9279-CJEOJ,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,2025.1,No
+7964-VEXDG,Male,0,No,Yes,21,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,1747.2,No
+2404-JIBFC,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.1,4657.95,No
+0778-NELLA,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.7,296.1,Yes
+8029-XYPWT,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.05,8016.6,No
+4614-NUVZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.1,81.1,Yes
+4632-PAOYU,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,433.5,No
+3803-KMQFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.55,20.55,Yes
+6804-GDMOI,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.6,6428.4,Yes
+2990-OGYTD,Female,0,Yes,No,67,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.15,5883.85,No
+6646-JPPHA,Female,1,No,No,14,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.85,1043.8,No
+9572-MTILT,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.75,6252.9,Yes
+7658-UYUQS,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,No
+7880-XSOJX,Male,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,42.4,146.4,No
+9611-CTWIH,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.45,240.45,Yes
+4589-IUAJB,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1724.15,No
+0329-GTIAJ,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,97.9,315.3,Yes
+8746-BFOAJ,Male,1,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,429.55,No
+8457-XIGKN,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.6,356.15,No
+6072-NUQCB,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.25,488.25,No
+6629-CZTTH,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.7,55.7,Yes
+8838-GPHZP,Female,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.6,1298.7,No
+8750-QWZAJ,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1378.75,No
+5364-EVNIB,Male,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.8,973.45,Yes
+6918-UMQCG,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.2,384.25,No
+0675-NCDYU,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.4,8543.25,No
+6339-DKLMK,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.65,389.95,No
+1346-PJWTK,Male,0,Yes,No,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),94.15,5731.85,No
+5088-QZLRL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.65,20.65,No
+8023-QHAIO,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,No
+4397-FRLTA,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,84.5,No
+3057-VJJQE,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Mailed check,55.25,1924.1,No
+5087-SUURX,Female,0,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.05,669.85,Yes
+2302-OUZXB,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),82.15,5784.3,No
+8133-ANHHJ,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),103,5166.2,No
+2270-CHBFN,Female,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95.1,4060.55,No
+0013-EXCHZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,83.9,267.4,Yes
+5982-FPVQN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,3532.85,No
+9107-UKCKY,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,79.8,4914.8,No
+4654-ULTTN,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.8,5315.8,No
+5550-VFRLC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes
+5546-BYZSM,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.45,775.6,No
+1492-KGETH,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),78.35,5445.95,No
+4929-BSTRX,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.55,53.55,Yes
+4163-HFTUK,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.1,1007.8,No
+8215-NGSPE,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,833.55,No
+2225-ZRGSG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),93.9,6579.05,Yes
+8859-YSTWS,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1004.5,No
+5271-YNWVR,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.15,7856,Yes
+7601-DHFWZ,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24,1183.05,No
+2657-ALMWY,Female,1,Yes,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.95,2169.75,Yes
+6330-JKLPC,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,896.9,Yes
+4667-OHGKG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,Yes
+1998-VHJHK,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,501.35,No
+1707-HABPF,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),91.3,4126.35,No
+1660-HSOOQ,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.65,49.65,Yes
+7253-UVNDW,Female,0,No,No,46,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),54.35,2460.15,Yes
+0487-VVUVK,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.15,477.6,No
+7228-OMTPN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.45,370.65,Yes
+5063-IUOKK,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,265.75,No
+4508-OEBEY,Male,0,Yes,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),75.5,2424.45,No
+0027-KWYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,1849.95,No
+2308-STERM,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,61.05,No
+5982-XMDEX,Female,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.5,1698.55,No
+6284-AHOOQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.5,1910.6,Yes
+6051-PTVNS,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.15,998.1,No
+2344-JMOGN,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,94.85,890.6,Yes
+3799-ISUZQ,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.95,529.5,Yes
+2877-VDUER,Female,0,Yes,Yes,35,No,No phone service,DSL,No,No,No,Yes,Yes,No,One year,No,Mailed check,40.9,1383.6,No
+9152-AMKAK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,80.25,493.4,No
+1794-HBQTJ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.6,48.6,Yes
+9432-VOFYX,Male,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.8,1207,No
+8049-WJCLQ,Male,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.2,563.5,No
+6586-PSJOX,Male,0,No,Yes,15,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),55.2,864.55,No
+2460-FPSYH,Female,1,No,No,40,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.8,2109.35,Yes
+9705-ZJBCG,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.15,701.05,No
+4818-DRBQT,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Yes
+1320-HTRDR,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,220.6,Yes
+6847-KJLTS,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,5749.8,No
+9670-BPNXF,Female,0,No,No,45,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),62.55,2796.45,No
+3913-FCUUW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),70.45,5165.7,No
+3301-VKTGC,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),85.5,5696.6,No
+1493-AMTIE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes
+9555-SAHUZ,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.5,2076.05,No
+0816-TSPHQ,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,44.2,No
+9932-WBWIK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,215.25,No
+4619-EVPHY,Female,1,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),91,1859.5,No
+5286-YHCVC,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,7470.1,No
+6424-ELEYH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,229.5,Yes
+4391-RESHN,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,104.05,2470.1,Yes
+9115-YQHGA,Male,0,No,No,40,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,2092.9,No
+4462-CYWMH,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.8,5629.55,No
+8963-MQVYN,Female,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.55,469.85,No
+2458-EOMRE,Female,0,No,No,11,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),64.05,733.95,No
+9334-GWGOW,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,485.25,No
+6821-BUXUX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.65,1244.5,Yes
+5028-HTLJB,Male,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,Yes
+9801-GDWGV,Female,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,3994.45,Yes
+6542-LWGXJ,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25,78.25,No
+5567-GZKQY,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1131.5,No
+1222-LRYKO,Male,0,No,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.35,184.05,No
+2320-JRSDE,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.9,19.9,Yes
+2087-QAREY,Female,0,Yes,No,22,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.7,1178.75,No
+0601-WZHJF,Male,0,Yes,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,46.35,667.7,Yes
+4423-JWZJN,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),90.25,5629.15,No
+5143-WMWOG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.95,19.95,Yes
+6490-FGZAT,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,109.3,No
+5393-RXQSZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.6,79.6,Yes
+7452-FOLON,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,958.45,No
+2320-TZRRH,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,403.15,No
+0231-LXVAP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.9,75.9,Yes
+9444-JTXHZ,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.2,76.2,Yes
+4942-VZZOM,Male,0,Yes,No,64,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),66.15,4392.5,No
+5510-BOIUJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,19.25,Yes
+7502-BNYGS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.1,3168,No
+4291-HYEBC,Female,1,Yes,Yes,28,No,No phone service,DSL,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,39.1,1096.6,No
+6147-CBCRA,Female,0,Yes,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,669.45,No
+6047-SUHPR,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,59.8,2343.85,No
+4471-KXAUH,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.3,3588.4,Yes
+9752-ZNQUT,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,48.6,48.6,No
+7638-QVMVY,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,522.95,Yes
+1576-PFZIW,Male,1,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.35,7511.9,No
+5666-MBJPT,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.1,1725,No
+7312-XSBAT,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.75,49.75,No
+3096-GKWEB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,1691.9,No
+2371-JQHZZ,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93,2248.05,No
+0674-GCDXG,Male,0,No,No,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),71.9,4479.2,No
+1121-QSIVB,Female,0,No,Yes,44,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,77.55,3471.1,No
+4396-KLSEH,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,63,No
+3244-DCJWY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,Yes
+2824-MYYBN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,3314.15,No
+0875-CABNR,Female,1,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.6,865.55,Yes
+6345-HOVES,Male,0,No,No,34,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.05,852.7,No
+8318-LCNBW,Male,0,Yes,No,35,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),53.15,1930.9,No
+6469-QJKZW,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,91.4,No
+0147-ESWWR,Female,1,Yes,No,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,3949.15,No
+1217-VASWC,Male,1,Yes,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.55,4304,No
+7812-FZHPE,Female,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.1,409.9,Yes
+6370-ZVHDV,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.3,1554.9,No
+5915-DGNVC,Female,0,Yes,No,49,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,71.8,3472.05,No
+6260-XLACS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,117.8,No
+3566-CAAYU,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,Two year,No,Electronic check,49.85,3210.35,No
+4983-CCWMC,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.6,207.4,No
+9103-CXVOK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No
+2896-TBNBE,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.8,3132.75,No
+4797-AXPXK,Female,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60,60,Yes
+5229-PRWKT,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,649.65,Yes
+6982-UQZLY,Female,1,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.85,20.85,Yes
+2522-WLNSF,Female,1,Yes,No,34,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),64.2,2106.3,No
+3841-CONLJ,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35,35,No
+5057-LCOUI,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,2011.4,Yes
+0193-ESZXP,Female,1,Yes,No,58,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.5,6205.5,Yes
+4475-NVTLU,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.2,903.7,No
+4369-HTUIF,Male,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.15,503.6,Yes
+9386-LDCZR,Male,0,No,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.65,3882.3,No
+9585-KKMFD,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20,879.8,No
+5399-ZIMKF,Male,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,383.65,No
+0336-KXKFK,Male,0,No,No,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.2,4390.25,No
+5619-XZZKR,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,68.2,No
+3948-FVVRP,Male,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,54.8,452.8,No
+5327-XOKKY,Male,1,Yes,No,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.45,5329,No
+0983-TATYJ,Female,0,Yes,No,33,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,51.45,1758.9,No
+1813-JYWTO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),80.45,5737.6,No
+0156-FVPTA,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.2,1152.7,Yes
+1984-FCOWB,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.5,7674.55,Yes
+0654-HMSHN,Male,0,Yes,Yes,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.4,2157.95,Yes
+6719-OXYBR,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.3,1219.85,No
+3312-ZWLGF,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.3,2414.55,No
+6476-YHMGA,Female,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),76.5,1155.6,No
+5287-QWLKY,Male,1,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,7548.1,Yes
+0795-XCCTE,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1809.35,No
+0168-XZKBB,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,1564.4,No
+3785-NRHYR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No
+5196-SGOAK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,75.7,Yes
+4537-DKTAL,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.55,84.4,No
+7072-MBHEV,Female,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.1,864.85,No
+5602-BVFMK,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,228.75,No
+6297-NOOPG,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.5,7752.05,No
+1891-UAWWU,Female,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,90.8,1951,Yes
+8204-TIFGJ,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,470.6,No
+8050-DVOJX,Male,1,No,No,49,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81.35,4060.9,No
+6108-OQZDQ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.95,384.5,Yes
+0363-QJVFX,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,3432.9,Yes
+8903-XEBGX,Male,0,No,Yes,2,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,108.65,No
+8169-SAEJD,Male,1,Yes,No,69,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),56.55,3952.65,No
+9840-DVNDC,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.5,463.05,Yes
+1089-XZWHH,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,494.05,No
+2325-WINES,Female,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.05,3416.85,No
+6064-ZATLR,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),52.85,1498.65,No
+3096-JRDSO,Female,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.3,2867.75,Yes
+7824-PANSQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.65,4807.35,No
+8042-JVNFH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.35,71.35,Yes
+9648-BCHKM,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,471.35,No
+2888-ADFAO,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.3,1041.8,No
+8707-HOEDG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.2,7689.8,No
+3374-LXDEV,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.4,1132.35,Yes
+4072-IPYLT,Female,0,Yes,Yes,36,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,1815,No
+7167-PCEYD,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.8,1311.3,No
+4936-YPJNK,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,199.45,No
+1580-BMCMR,Male,1,No,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,87.3,1637.3,No
+4817-KEQSP,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1326.35,No
+6408-WHTEF,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.4,6376.55,No
+9251-AWQGT,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,935.9,No
+8749-CLJXC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+7989-VCQOH,Male,0,Yes,Yes,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.25,1611.15,No
+5049-GLYVG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,Yes
+4199-QHJNM,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),102.9,6989.7,No
+8882-TLVRW,Male,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.1,2779.5,No
+5883-GTGVD,Male,0,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,1931.75,Yes
+5135-GRQJV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,114.5,8331.95,No
+2384-OVPSA,Female,1,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,735.9,No
+1371-WEPDS,Male,1,Yes,No,40,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,55.8,2283.3,No
+3580-GICBM,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.2,1445.2,No
+4817-QRJSX,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81,818.05,Yes
+9730-DRTMJ,Male,0,Yes,No,32,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Credit card (automatic),72.8,2333.05,No
+4686-UXDML,Female,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.85,1992.55,No
+3349-ANQNH,Female,1,No,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.5,5890,No
+2398-YPMUR,Female,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,916.75,Yes
+0932-YIXYU,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1029.8,No
+7480-SPLEF,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,1796.55,No
+7636-XUHWW,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.9,33.7,No
+1431-CYWMH,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.05,454.05,No
+5937-EORGB,Male,1,Yes,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,96.5,1392.25,No
+6349-JDHQP,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1049.6,No
+5539-HIVAK,Female,1,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.7,734.6,No
+5847-MXBEO,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,475.1,No
+9985-MWVIX,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes
+4583-PARNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,91.55,1540.05,No
+1116-FRYVH,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.4,1978.65,No
+1421-HCERK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,No
+9633-XQABV,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,229.7,No
+0716-BQNDX,Male,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Two year,No,Electronic check,93.75,5625.55,No
+1265-XTECC,Female,1,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.55,6581.9,Yes
+1183-CANVH,Female,0,Yes,No,23,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),60,1347.15,No
+1972-XMUWV,Female,0,Yes,No,65,Yes,No,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),59.8,3808.2,No
+8679-LZBMD,Male,0,Yes,No,44,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.65,3974.15,No
+3407-JMJQQ,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109,7661.8,No
+6252-DFGTK,Female,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),68.1,2479.25,No
+1539-LNKHM,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,266.6,No
+8645-KOMJQ,Male,0,Yes,Yes,69,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.95,5601.4,No
+0289-IVARM,Female,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,60.55,1982.6,No
+9761-XUJWD,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,No
+4057-FKCZK,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Two year,No,Bank transfer (automatic),82.5,4828.05,No
+4291-TPNFG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.3,5980.55,No
+6087-YPWHO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,68.15,4808.7,No
+3090-QFUVD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.3,20.3,No
+2237-ZFSMY,Female,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,95.55,3692.85,Yes
+1722-LDZJS,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.2,1068.15,No
+1818-ESQMW,Female,0,No,No,27,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.2,2383.6,No
+4871-JTKJF,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+1415-YFWLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.3,89.3,Yes
+7401-RUBNK,Female,0,Yes,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,74.8,1438.05,No
+0506-YLVKJ,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,917.45,No
+8661-BOYNW,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,6096.45,No
+6711-VTNRE,Female,0,No,No,36,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,87.55,3078.1,Yes
+4815-GBTCD,Female,0,Yes,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,99.95,No
+2805-AUFQN,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,475.2,No
+0980-PVMRC,Female,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.85,2036.55,No
+7233-DRTRF,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.4,6444.05,No
+3500-RMZLT,Female,1,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,96.3,1426.75,Yes
+3873-NFTGI,Male,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,767.55,No
+1162-ECVII,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,7932.5,No
+7048-GXDAY,Male,0,No,No,39,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,4040.65,No
+8571-ZCMCX,Female,0,Yes,Yes,47,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),60,2768.65,No
+1169-WCVAK,Male,0,Yes,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),88.8,1672.35,No
+4548-SDBKE,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,474.8,Yes
+8066-POXGX,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,446.1,Yes
+7129-CAKJW,Female,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),80.05,1345.65,No
+8695-ARGXZ,Male,1,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,2425.4,No
+3570-YUEKJ,Female,0,No,No,42,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,2077.95,No
+4143-OOBWZ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.3,416.3,Yes
+1555-HAPSU,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1663.5,No
+1697-NVVGY,Male,1,Yes,No,19,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,1286.05,No
+7854-EKTJL,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.6,35.85,Yes
+8464-EETCQ,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.8,1094.35,No
+2419-FSORS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.4,7719.5,No
+8132-YPVBX,Female,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.95,514.6,No
+9102-IAYHT,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.45,1451.6,Yes
+6754-LZUKA,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),80.9,4932.5,No
+3422-LYEPQ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes
+8099-MZPUJ,Male,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.8,5443.65,No
+0787-LHDYT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.6,330.25,No
+2642-DTVCO,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,746.5,Yes
+0374-IOEGQ,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.6,122.7,No
+4361-JEIVL,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.4,44.4,Yes
+3197-NNYNB,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.1,6631.85,No
+3396-DKDEL,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8250,No
+1752-OZXFY,Male,0,Yes,No,60,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Mailed check,59.8,3561.15,No
+9066-QRSDU,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,26.3,1763.55,No
+9112-WSNPU,Female,1,No,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.55,2419,No
+9867-NNXLC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,470.2,No
+5321-NTRKC,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),79.85,5234.95,No
+1363-TXLSL,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+9507-EXLTT,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.35,79.35,Yes
+3161-GETRM,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.05,3097,No
+0402-OAMEN,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1709.1,No
+6933-VLYFX,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,59.95,1848.8,No
+6754-WKSHP,Male,0,No,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.35,723.3,No
+9846-GKXAS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),90.8,809.75,Yes
+6017-PPLPX,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.45,1470.95,Yes
+4976-LNFVV,Male,1,Yes,No,19,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),34.3,577.15,No
+5055-MGMGF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,6914.95,No
+4641-FROLU,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.3,602.9,No
+2862-JVEOY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,124.4,No
+2969-QWUBZ,Female,0,No,No,2,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,51.4,96.8,No
+9822-BIIGN,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.85,3827.9,No
+2077-MPJQO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,533.05,No
+1534-OULXE,Female,0,Yes,Yes,61,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),49.7,2961.4,No
+7136-RVDTZ,Male,1,No,No,70,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,45.25,3264.45,Yes
+2971-SGAFL,Female,0,No,No,13,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.75,995.35,No
+1480-IVEVR,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),81.6,2815.25,No
+2905-KFQUV,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.4,154.8,No
+4581-SSPWD,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.8,246.3,Yes
+3370-HXOPH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76.1,257.6,No
+9391-YZEJW,Female,0,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,5757.2,No
+9958-MEKUC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),103.95,7517.7,No
+0281-CNTZX,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1234.8,No
+6927-WTFIV,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.3,1389.2,Yes
+4118-CEVPF,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.8,3836.3,No
+3398-ZOUAA,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,1474.75,Yes
+9114-VEPUF,Male,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,96.1,6001.45,No
+7876-BEUTG,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,720.1,No
+2338-BQEZT,Female,0,No,No,55,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),50.55,2832.75,No
+9873-MNDKV,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.65,472.25,No
+0378-NHQXU,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,88.25,1460.65,Yes
+8241-JUIQO,Female,0,No,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.45,1336.35,No
+2194-IIQOF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.3,6388.65,No
+4512-ZUIYL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70,153.05,Yes
+9631-RXVJM,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,677.9,No
+9584-EXCDZ,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.5,1165.6,No
+7969-AULMZ,Female,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.35,2119.5,Yes
+5093-FEGLU,Female,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,921.55,No
+2621-UDNLU,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,72,No
+7526-IVLYU,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,68.35,No
+2428-HYUNX,Male,1,Yes,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.35,847.25,No
+9214-EKVXR,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44,44,No
+3410-MHHUM,Female,0,Yes,Yes,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,94.4,4295.35,No
+0568-ONFPC,Male,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.9,135,Yes
+0733-VUNUW,Male,0,No,No,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.65,1400.55,Yes
+4550-EVXNY,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+2122-YWVYA,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1380.4,No
+2968-SSGAA,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,1060.2,Yes
+2296-DKZFP,Female,0,Yes,No,65,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),71,4386.2,No
+4844-JJWUY,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,86,Yes
+6777-TGHTM,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.95,5785.5,Yes
+8909-BOLNL,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.2,52.05,No
+6603-YRDCJ,Male,0,Yes,No,33,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.05,2018.4,No
+3538-WZPHD,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,79.45,Yes
+3229-USWAR,Female,0,No,No,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.95,2727.3,No
+2138-VFAPZ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,263.65,No
+6131-JLWZM,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,275.4,No
+4785-QRJHC,Male,1,Yes,No,46,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),59.9,2816.65,Yes
+0269-XFESX,Male,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.35,538.5,No
+1709-EJDOX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,948.9,No
+4316-XCSLJ,Male,0,No,Yes,17,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,846.8,No
+8610-WFCJF,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,4783.5,Yes
+9693-XMUOB,Male,1,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.25,2997.45,No
+0383-CLDDA,Female,0,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.35,5897.4,No
+4905-JEFDW,Male,0,No,No,11,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,41.6,470.6,Yes
+2709-UQGNP,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51.65,524.5,No
+3549-ZTMNH,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,269.65,No
+7881-INRLC,Male,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.85,4740,Yes
+8033-ATFAS,Female,0,Yes,Yes,39,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,59.85,2341.5,No
+1635-NZATJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1789.65,No
+0562-HKHML,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1626.4,No
+8277-RVRSV,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.15,800.3,No
+9943-VSZUV,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.7,5060.85,No
+0117-LFRMW,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.2,1448.8,Yes
+6172-FECYY,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,4254.85,Yes
+7054-ENNGU,Female,0,Yes,No,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.85,466.6,No
+1455-HFBXA,Male,0,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),91.6,4627.8,No
+9402-CXWPL,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,98.9,6838.6,No
+1628-BIZYP,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,No
+1965-AKTSX,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,1101.85,Yes
+0082-LDZUE,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.3,44.3,No
+4786-UKSNZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,Yes
+5343-SGUBI,Female,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,80.2,4297.6,No
+0856-NAOES,Male,0,No,No,6,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.9,414.1,No
+1976-AZZPJ,Male,0,Yes,No,7,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,34.2,256.6,No
+7248-VZQLC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Yes
+6156-UZDLF,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),87.15,2274.1,No
+3099-OONVS,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.3,1296.8,No
+9500-WBGRP,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.1,1268.85,No
+5183-KLYEM,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.75,8192.6,No
+5144-PQCDZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,59.25,No
+8514-VZHEB,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,1147.85,No
+6625-IUTTT,Male,0,No,No,67,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),65.55,4361.55,No
+9355-NPPFS,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.8,2006.1,No
+0068-FIGTF,Female,0,No,No,27,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,78.2,2078.95,No
+5965-GGPRW,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),105.25,7609.75,No
+8035-PWSEV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,487.05,No
+2236-HILPA,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,1218.45,No
+1840-BIUOG,Male,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,68.7,1416.2,No
+1356-MKYSK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),78.65,483.3,No
+6080-LNESI,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.75,1234.6,No
+1830-IPXVJ,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,1311.6,No
+5828-DWPIL,Male,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.1,5618.3,No
+8398-TBIYD,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),84.7,6185.15,No
+0011-IGKFF,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98,1237.85,Yes
+4192-GORJT,Male,0,Yes,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,498.1,Yes
+6496-SLWHQ,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105,294.45,Yes
+9912-GVSEQ,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.85,2381.55,Yes
+2931-FSOHN,Male,1,No,No,13,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.9,788.35,No
+9418-RUKPH,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,756.4,No
+5383-MMTWC,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84,613.4,Yes
+9971-ZWPBF,Male,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.9,3625.2,No
+4712-AUQZO,Male,0,No,No,18,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,33.6,550.35,No
+9711-FJTBX,Male,0,Yes,Yes,56,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,85.85,4793.8,No
+2908-ZTPNF,Female,0,No,No,36,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),34.85,1267.2,No
+7240-ETPTR,Female,0,Yes,No,9,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.75,442.2,Yes
+2202-CUYXZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,84.85,Yes
+5995-OIGLP,Male,0,No,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,56.65,654.85,Yes
+8421-WZOOW,Female,1,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,No
+6261-RCVNS,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.9,3160.55,Yes
+7951-QKZPL,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.5,740.3,Yes
+1414-YADCW,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),84.6,5706.2,No
+8756-RDDLT,Female,0,No,No,68,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,44.95,3085.35,No
+2862-PFNIK,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,24.7,No
+5816-QVHRX,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,3541.4,No
+4430-YHXGG,Female,0,No,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.45,84.2,No
+6888-SBYAI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.7,50.7,No
+7395-XWZOY,Male,0,No,No,20,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),55,1165.55,No
+7169-YWAMK,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),68.4,4855.35,No
+3640-PHQXK,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.9,2806.9,Yes
+6877-LGWXO,Male,1,Yes,No,18,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.55,1422.65,Yes
+6859-RKMZJ,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),55.05,608.15,No
+2729-VNVAP,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,641.35,No
+2957-JIRMN,Female,1,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.45,4959.15,No
+2049-BAFNW,Female,0,No,No,1,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,35.9,35.9,No
+3842-QTGDL,Male,0,Yes,No,16,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,No
+7163-OCEQI,Male,0,Yes,Yes,22,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.65,1663.75,No
+9782-LGXMC,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.75,3024.15,No
+5975-BAICR,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Credit card (automatic),63.7,2188.5,No
+8019-ENHXU,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,99.45,4138.05,Yes
+5167-GBFRE,Male,1,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.2,102.5,Yes
+9033-EOXWV,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,No,Mailed check,74.05,872.65,Yes
+4673-KKSLS,Female,0,No,No,31,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,87.6,2724.25,No
+4853-OITSN,Male,0,Yes,No,5,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,413.25,No
+9800-OUIGR,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1374.2,No
+1324-NLTJE,Female,1,No,No,15,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),55,757.1,Yes
+2324-EFHVG,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,6692.65,No
+7094-MSZAO,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.05,218.5,No
+1522-VVDMG,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.75,608.8,Yes
+6907-CQGPN,Male,0,No,No,29,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.3,1004.75,No
+0780-XNZFN,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1125.6,No
+0239-OXEXL,Female,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,84.25,3847.6,No
+2675-IJRGJ,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,978,No
+7049-GKVZY,Female,0,No,No,17,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),79.85,1387.35,No
+8577-QSOCG,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,746.05,No
+3721-CNZHX,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,304.6,No
+0212-ISBBF,Female,0,No,No,22,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,1098.85,No
+9185-TQCVP,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.15,1139.2,Yes
+3585-YNADK,Female,0,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),74.6,4368.95,No
+5271-DBYSJ,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.15,827.7,No
+1099-GODLO,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,20.35,No
+6828-HMKWP,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.05,262.05,No
+5567-WSELE,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,279.55,Yes
+1472-TNCWL,Male,0,No,Yes,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,3512.5,No
+8063-RJYNF,Male,0,No,No,16,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1483.25,Yes
+0687-ZVTHB,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),72.45,4653.85,Yes
+2080-GKCWQ,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,151.75,No
+9661-ACXBS,Female,0,No,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,4400.75,Yes
+2193-SFWQW,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),111.95,8033.1,No
+5656-JAMLX,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1253.65,No
+3462-BJQQA,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.75,552.65,No
+0442-TDYUO,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.05,1036,No
+6733-LRIZX,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.95,4025.5,No
+9503-XJUME,Male,0,No,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.65,928.4,No
+4367-NHWMM,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.9,24.9,No
+3727-RJMEO,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,82.85,460.25,Yes
+3779-OSWCF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),93.2,6506.15,No
+6736-DHUQI,Female,0,Yes,Yes,67,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),84.8,5598.3,No
+3915-ODIYG,Male,1,No,No,60,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,71.75,4374.55,No
+1360-RCYRT,Male,0,Yes,Yes,23,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),30.35,678.75,No
+2724-FJDYW,Male,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),54.85,2191.7,No
+4451-RWASJ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,239.75,No
+6646-VRFOL,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,5485.5,Yes
+3460-TJBWI,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,609.05,No
+5917-HBSDW,Female,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.35,683.75,No
+5685-IIXLY,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.6,404.2,Yes
+5671-UUNXD,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.65,5189.75,No
+0956-ACVZC,Female,0,No,No,54,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),94.1,5060.9,No
+2325-NBPZG,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,233.65,No
+4250-ZBWLV,Male,0,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,108.45,7176.55,Yes
+4482-FTFFX,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,56.15,291.45,No
+8859-DZTGQ,Male,0,No,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,689.75,No
+0440-MOGPM,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.55,3263.9,No
+0020-JDNXP,Female,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,61.25,1993.2,No
+3752-CQSJI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,254.5,No
+5025-GOOKI,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),18.9,347.65,No
+4698-KVLLG,Female,1,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,967.9,No
+5095-AESKG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.5,242.95,Yes
+2887-JPYLU,Female,0,No,Yes,41,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.2,1841.9,No
+4770-QAZXN,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.45,232.1,No
+4896-CPRPF,Male,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,809.25,No
+1871-MOWRM,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Yes
+9714-EDSUC,Male,0,No,No,4,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,94.9,360.55,No
+2027-OAQQC,Female,0,No,No,43,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.05,2076.2,Yes
+0282-NVSJS,Female,1,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,29.3,355.9,No
+9090-SGQXL,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,7299.65,Yes
+6595-YGXIT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.95,2291.2,Yes
+7353-YOWFP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,129.15,No
+9835-ZIITK,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.85,7491.75,Yes
+8008-ESFLK,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.5,5835.5,No
+7537-CBQUZ,Male,1,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.4,7031.45,No
+1555-DJEQW,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.2,7723.9,Yes
+5649-TJHOV,Male,1,Yes,No,27,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),36.5,1032,Yes
+0519-XUZJU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.75,70.75,Yes
+3363-EWLGO,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,109.6,No
+4750-UKWJK,Female,1,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,727.8,No
+6338-AVWCY,Male,0,No,No,3,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,40.15,130.75,Yes
+1689-YQBYY,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.6,893,No
+4487-ZYJZK,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,763.1,No
+2959-FENLU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.3,781.4,No
+0708-LGSMF,Male,0,Yes,No,13,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.85,902.25,No
+9253-QXKBE,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,2653.65,Yes
+7634-HLQJR,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1016.7,No
+0487-RPVUM,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),99.4,5943.65,No
+4079-ULGFR,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,275.7,No
+2516-XSJKX,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,78.45,3126.45,No
+0057-QBUQH,Female,0,No,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,25.1,1070.15,No
+9445-SZLCH,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),97.35,3457.9,Yes
+6599-SFQVE,Female,0,No,No,6,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,340.4,No
+8331-ZXFOE,Female,0,No,No,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),71.1,4299.2,No
+4003-FUSHP,Male,0,No,No,19,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),61.55,1093.2,No
+0356-ERHVT,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.9,521.9,No
+7325-ENZFI,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.3,1630.4,No
+4884-ZTHVF,Female,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.1,713.6,No
+3920-HIHMQ,Female,0,No,Yes,26,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.5,1265.65,No
+3055-OYMSE,Female,1,No,No,53,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,No
+0613-WUXUM,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.2,1401.4,No
+7568-PODML,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,45.3,45.3,Yes
+4458-KVRBJ,Male,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1510.5,No
+5349-IECLD,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.95,178.1,Yes
+1397-XKKWR,Male,0,No,No,7,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.3,264.8,No
+3945-GFWQL,Female,0,No,Yes,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.55,480.6,Yes
+8097-OMULG,Male,0,Yes,Yes,59,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),76.75,4541.9,No
+6013-BHCAW,Male,0,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81,4976.15,No
+0401-WDBXM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.55,7542.25,No
+3387-PLKUI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,251.25,No
+6096-EGVTU,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.9,1595.5,No
+3797-VTIDR,Male,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.45,23.45,Yes
+5081-NWSUP,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,64.9,685.55,No
+2580-ATZSQ,Female,0,Yes,Yes,65,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),61.35,3874.1,No
+8085-MSNLK,Female,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,113.95,6891.4,No
+9691-HKOVS,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,90.15,4916.95,No
+9881-VCZEP,Female,0,Yes,No,25,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.1,1373,No
+9526-BIHHD,Male,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.7,29.7,Yes
+8757-TFHHJ,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No
+4523-WXCEF,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.1,6039.9,Yes
+1468-DEFNC,Male,1,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.4,1548.65,No
+5119-KEPFY,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95,3440.25,No
+8364-TRMMK,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.65,151.3,Yes
+0916-KNFAJ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Mailed check,69.9,4226.7,No
+8319-QBEHW,Male,0,No,Yes,26,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),39.95,1023.75,No
+3063-QFSZL,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.4,55.4,Yes
+8775-LHDJH,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,90.6,Yes
+9625-QNLUX,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),103.25,7074.4,No
+3097-NQYSN,Male,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.85,156.35,Yes
+4024-CSNBY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),94.25,6849.75,No
+7110-BDTWG,Female,0,Yes,No,71,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Electronic check,47.05,3263.6,No
+7493-GVFIO,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1252.85,No
+0690-SRQID,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,67.55,No
+9605-WGJVW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,70.2,No
+9114-DPSIA,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81,5750,No
+4700-UBQMV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),75.9,1549.75,No
+7711-GQBZC,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1810.55,No
+3565-UNOCC,Female,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,2952.85,Yes
+4627-MIHJH,Female,1,No,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7467.55,No
+9795-NREXC,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5484.4,No
+8573-CGOCC,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,294.9,No
+7356-AYNJP,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,23.9,97.5,No
+9249-FXSCK,Female,0,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),111.25,5916.45,Yes
+5493-SDRDQ,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.1,113.35,Yes
+6286-SUUWT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,19.95,No
+4819-HJPIW,Male,0,No,No,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.15,476.8,No
+8654-DHAOW,Female,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.15,101.65,No
+5438-QMDDL,Female,0,Yes,No,19,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,59.8,1130.85,No
+9812-GHVRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,No
+5553-AOINX,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.9,6891.45,No
+1228-ZLNBX,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,1570.7,No
+4226-KKDON,Male,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,66.65,520.95,No
+3831-YCPUO,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.5,7854.9,No
+7445-WMRBW,Female,0,No,No,48,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),73.85,3581.4,No
+3308-DGHKL,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.3,1447.9,No
+9924-JPRMC,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.2,8547.15,No
+0080-EMYVY,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),51.45,727.85,No
+6218-KNUBD,Male,0,No,No,6,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,59.45,357.6,No
+7337-CINUD,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,159.35,No
+7609-NRNCA,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,280.85,No
+0623-EJQEG,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Electronic check,93.55,6069.25,No
+7153-CHRBV,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,59.3,3274.35,No
+0871-URUWO,Male,0,Yes,No,13,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.25,1359,Yes
+9190-MFJLN,Male,1,No,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.9,1777.9,Yes
+6198-PNNSZ,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),109.8,6109.65,No
+3317-VLGQT,Female,0,Yes,No,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.1,1122.4,No
+4132-POCZS,Male,0,Yes,No,52,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.9,2020.9,No
+5614-DNZCE,Female,0,No,No,58,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.9,3795.45,No
+1095-JUDTC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,95.05,4504.55,Yes
+3896-RCYYE,Female,0,No,No,67,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),53.4,3579.15,No
+9638-JIQYA,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),24.9,49.7,No
+3258-SANFR,Male,1,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,276.5,No
+3726-TBHQT,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114,8175.9,No
+3190-ITQXP,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,890.35,No
+0870-VEMYL,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),53.85,259.8,Yes
+4833-QTJNO,Male,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),83.85,5588.8,No
+3039-MJSLN,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,50.6,No
+0178-CIIKR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58,No
+5385-SUIRI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,5568.35,Yes
+3982-XWFZQ,Female,0,Yes,No,42,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.25,2203.65,Yes
+5774-QPLTF,Male,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,938.95,No
+2322-VCZHZ,Male,1,Yes,No,23,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90,2024.1,No
+5010-IPEAQ,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),54.2,3623.95,No
+4009-ALQFH,Female,0,No,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,2369.05,Yes
+6383-ZTSIW,Female,1,Yes,No,39,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Mailed check,99.1,3877.95,No
+8990-YOZLV,Female,0,No,No,69,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,66.9,4577.9,No
+3069-SSVSN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.85,25.85,No
+5222-IMUKT,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.05,2871.5,No
+3627-FCRDW,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71,672.55,Yes
+7562-GSUHK,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.2,1573.7,Yes
+6685-XSHHU,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.95,1270.55,No
+8901-UPRHR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.2,7711.45,No
+4903-UYAVB,Male,0,Yes,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,126.05,Yes
+0118-JPNOY,Female,1,No,No,26,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.8,2193.65,No
+6776-TLWOI,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,64.55,Yes
+3845-FXCYS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.65,31.2,No
+5857-XRECV,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,38.25,No
+0725-CXOTM,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),89.65,3348.1,No
+4343-EJVQB,Male,0,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.35,533.6,No
+9000-PLFUZ,Female,1,Yes,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),49.45,2907.55,No
+3427-GGZZI,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,1620.8,No
+7779-ORAEL,Male,1,Yes,No,45,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.15,3480.35,No
+0644-OQMDK,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,293.85,No
+4077-CROMM,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,3243.45,Yes
+3154-CFSZG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.05,4137.2,No
+2868-MZAGQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,79.25,Yes
+4847-QNOKA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.9,44.9,Yes
+2220-IAHLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.4,19.4,No
+1658-XUHBX,Female,1,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),88.75,5348.65,No
+6379-RXJRQ,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,659.65,Yes
+2378-HTWFW,Male,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),91,3180.5,No
+8650-RHRKE,Male,0,No,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.65,118.5,Yes
+4377-VDHYI,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,90.8,3023.85,No
+0475-RIJEP,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,77.85,3365.85,Yes
+1260-TTRXI,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,54.3,195.3,Yes
+3719-TDVQB,Female,1,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.95,1031.1,No
+6328-ZPBGN,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.15,997.65,Yes
+0201-MIBOL,Female,1,No,No,66,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),102.4,6471.85,No
+4937-QPZPO,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.9,6241.35,No
+2925-VDZHY,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.7,6501.35,No
+6981-TDRFT,Male,0,Yes,Yes,44,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,54.3,2317.1,No
+3413-CSSTH,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,2237.55,No
+8033-VCZGH,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,5231.3,No
+4789-KWMXN,Male,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.85,5275.8,Yes
+0224-NIJLP,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,165.5,No
+7542-CYDDM,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,358.5,No
+4718-WXBGI,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.95,6614.9,No
+2867-UIMSS,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.5,80.5,Yes
+8495-PRWFH,Female,1,No,No,42,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,55.65,2421.75,No
+0439-IFYUN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,1294.6,No
+5716-LIBJC,Female,0,No,Yes,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.15,1299.1,No
+2868-LLSKM,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),83.65,5733.4,No
+8111-RKSPX,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Yes
+2988-QRAJY,Male,0,No,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.05,7430.75,No
+1585-MQSSU,Male,0,No,No,17,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.5,900.5,Yes
+0071-NDAFP,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.5,630.6,No
+2856-NNASM,Male,1,No,No,43,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.55,3856.75,Yes
+7328-ZJAJO,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1222.65,No
+6458-CYIDZ,Female,1,No,No,5,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.7,374.8,No
+8559-CIZFV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,77.5,1625,Yes
+1090-PYKCI,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),105.1,7234.8,No
+3058-WQDRE,Male,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,No
+7547-EKNFS,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Yes
+2279-AXJJK,Male,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.65,5088.4,No
+6769-DYBQN,Male,1,No,No,46,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,85,3969.4,Yes
+0909-SELIE,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),80.8,4860.85,No
+3417-TSCIC,Male,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,24.85,788.05,No
+1042-HFUCW,Female,0,No,Yes,25,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.75,1266.35,No
+4439-JMPMT,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,85.75,470.95,Yes
+6537-OTKMY,Male,0,No,No,15,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,50.75,688.2,No
+8999-EXMNO,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,387.7,No
+6725-TPKJO,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,845.25,No
+2446-BEGGB,Female,1,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.25,560.6,Yes
+7162-WPHPM,Male,0,Yes,Yes,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),71.6,4230.25,No
+1599-MMYRQ,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),81.45,4983.05,No
+8821-KVZKQ,Female,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),58.4,4113.15,No
+1496-GGSUK,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.7,25.7,Yes
+6434-TTGJP,Male,0,Yes,Yes,10,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),53.7,521,No
+0042-JVWOJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.6,471.85,No
+0130-SXOUN,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,5976.9,No
+2575-GFSOE,Female,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,506.9,Yes
+2330-PQGDQ,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),84.2,4299.75,No
+1452-UZOSF,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),106.1,7548.6,No
+2097-YVPKN,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1654.75,No
+2842-JTCCU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),46.05,80.35,Yes
+8597-CTXVJ,Male,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.95,4551.5,No
+6631-HMANX,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.45,6227.5,No
+9962-BFPDU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No
+3296-SILRA,Female,1,Yes,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,76.4,76.4,Yes
+9681-OXGVC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,514,Yes
+6394-HHHZM,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,57.5,No
+5995-LFTLE,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1474.35,No
+5180-UCIIQ,Male,1,Yes,Yes,22,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,40.05,880.2,Yes
+1932-UEDCX,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,No
+7153-OANIO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,69.95,Yes
+5188-HGMLP,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74,3919.15,No
+0665-XHDJU,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,99.4,7285.7,No
+6521-YYTYI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.3,93.3,Yes
+8878-HMWBV,Male,0,No,No,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.15,169.05,Yes
+8265-HKSOW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),107.45,7658.3,No
+3544-FBCAS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),83.6,5959.3,No
+5331-RGMTT,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.05,5295.7,No
+4759-PXTAN,Female,0,Yes,No,59,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,80.1,4693.2,No
+7054-DMVAS,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),65.3,3512.9,No
+3428-MMGUB,Male,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Electronic check,89.55,5231.2,No
+6549-BTYPG,Female,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.8,3603.45,No
+7823-JSOAG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.5,217.45,No
+3705-RHRFR,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.15,6875.35,No
+9374-YOLBJ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,19.25,No
+9074-KGVOX,Male,0,Yes,Yes,50,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),39.45,2021.35,No
+6128-DAFVY,Female,0,No,No,56,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),44.85,2564.95,No
+9933-QRGTX,Female,0,Yes,No,60,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,97.2,5611.75,No
+4476-OSWTN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,110.55,7610.1,No
+3751-KTZEL,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,35.05,35.05,Yes
+1977-STDKI,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73,73,Yes
+5066-GFJMM,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,45.75,No
+2661-GKBTK,Male,0,Yes,Yes,60,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),76.95,4543.95,No
+0458-HEUZG,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,Yes,No,No,Two year,No,Mailed check,35.4,450.4,No
+7268-WNTCP,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,1297.35,No
+0824-VWDPO,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),96.75,4442.75,No
+8409-WQJUX,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.2,1423.15,No
+2578-JQPHZ,Male,0,No,No,44,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),100.1,4378.35,No
+3278-FSIXX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.25,74.2,No
+5813-UECBU,Male,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.85,2716.3,Yes
+0328-GRPMV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes
+9746-UGFAC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,450.65,No
+2946-KIQSP,Female,0,No,No,35,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,33.45,1175.85,No
+0625-AFOHS,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,558.8,No
+6726-WEXXK,Male,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Electronic check,85.9,2220.1,No
+4636-OLWOE,Male,0,No,Yes,54,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,61,3283.05,No
+4342-HENTK,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,142.35,Yes
+4685-ERGHK,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,86.9,4939.25,No
+0885-HMGPY,Male,0,No,No,62,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.4,4237.5,No
+5003-OKNNK,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,335.95,No
+4195-SMMNX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,33.2,Yes
+7208-PSIHR,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.3,7188.5,No
+4012-ZTHBR,Female,0,Yes,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.95,926.25,No
+0489-WMEMG,Female,0,No,Yes,23,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Electronic check,49.45,1119.35,No
+7435-ZNUYY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,116.6,No
+1354-YZFNB,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,68.8,No
+6956-SMUCM,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99,287.4,Yes
+2985-FMWYF,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.5,2341.55,No
+2812-ENYMO,Male,0,No,No,26,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),54.55,1362.85,No
+2717-HVIZY,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,163.6,No
+3223-WZWJM,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.95,2254.2,Yes
+3422-GALYP,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,145.15,No
+9053-JZFKV,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),116.2,7752.3,Yes
+2530-ENDWQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.7,6585.35,Yes
+2890-WFBHU,Female,0,No,No,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),79.85,4786.1,No
+0327-WFZSY,Male,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,100,3835.55,No
+7977-HXJKU,Male,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,397,No
+6615-ZGEDR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,Yes
+7033-CLAMM,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1027.25,No
+4023-RTIQM,Female,1,Yes,No,31,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),50.4,1580.1,No
+0864-FVJNJ,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,113.35,7222.75,No
+7356-IWLFW,Male,0,Yes,Yes,46,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80,3769.7,No
+9541-PWTWO,Female,0,No,No,52,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.95,4233.95,No
+3967-VQOGC,Female,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.9,1680.25,No
+7872-RDDLZ,Female,1,No,No,67,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.9,3725.5,No
+9250-WYPLL,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.55,413.65,Yes
+6308-CQRBU,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.25,7707.7,No
+2754-XBHTB,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Yes
+1597-LHYNC,Female,1,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95,2497.2,Yes
+0186-CAERR,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),116.3,8309.55,No
+3043-SUDUA,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,601.55,No
+5442-BHQNG,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.35,139.25,No
+2169-RRLFW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1888.25,No
+5872-OEQNH,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Electronic check,44.45,2773.9,No
+3162-KKZXO,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,5409.75,No
+7055-VKGDA,Male,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.4,5643.4,Yes
+0754-UKWQP,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,197.7,Yes
+8873-GLDMH,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.85,401.3,No
+5696-JVVQY,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),70.1,3238.4,No
+8946-BFWSG,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1573.05,No
+7493-TPUWZ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,79.15,Yes
+0547-HURJB,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,235.8,No
+8904-OPDCK,Male,1,Yes,No,54,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),24.95,1364.75,No
+8845-LWKGE,Female,0,Yes,Yes,30,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,64.5,1985.15,No
+1577-HKTFG,Female,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,655.85,Yes
+8752-STIVR,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,303.15,Yes
+0691-NIKRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,4335.2,No
+5022-JNQEQ,Female,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.85,647.5,No
+4558-FANTW,Female,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.85,1574.45,Yes
+3249-VHRIP,Female,0,No,No,62,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.6,2748.7,No
+3736-BLEPA,Male,0,No,No,28,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.25,2483.65,No
+4701-LKOZD,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6367.2,No
+6603-QWSPR,Female,0,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,4904.2,No
+9921-QFQUL,Female,0,Yes,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,90.15,2044.95,No
+1929-ZCBHE,Male,0,Yes,Yes,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,40.3,1794.8,No
+4378-MYPGO,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.25,7173.15,No
+8651-ENBZX,Female,1,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106,6441.4,Yes
+4129-LYCOI,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,104,7039.05,No
+7798-JVXYM,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.65,921.4,No
+8647-SDTWQ,Male,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,4018.35,No
+2696-ECXKC,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,100.9,5448.6,No
+2081-KJSQF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No
+7623-TRNQN,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.9,49.9,Yes
+3323-CPBWR,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.9,2085.45,No
+9330-IJWIO,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.35,1358.85,Yes
+3384-CTMSF,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,5135.15,No
+0902-RFHOF,Male,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,730.1,No
+9286-DOJGF,Female,1,Yes,No,38,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,2869.85,Yes
+6048-QBXKL,Female,1,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.55,118.25,No
+9661-MHUMO,Male,1,Yes,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.25,49.25,Yes
+7718-RXDGG,Male,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),68.6,1108.6,No
+1025-FALIX,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.05,1815.65,No
+3451-VAWLI,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,730.4,No
+3407-QGWLG,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,75.45,No
+1842-EZJMK,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.7,5071.05,Yes
+2347-WKKAE,Male,0,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.4,4014.6,No
+8735-DCXNF,Male,0,Yes,No,10,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.95,568.85,No
+3214-IYUUQ,Female,0,Yes,No,61,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),93.7,5860.7,No
+1936-UAFEH,Female,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7279.35,No
+3587-PMCOY,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.9,1064.95,No
+8079-XRJRS,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,89.75,5769.6,Yes
+1027-LKKQQ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5886.85,No
+7148-XZPHA,Male,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,79.4,4238.45,No
+8073-IJDCM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,20.3,Yes
+5309-TAIKL,Female,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),62.8,418.3,No
+6856-RAURS,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.9,136.05,No
+8778-LMWTJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,708.2,No
+9717-IOAAF,Male,0,No,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.85,788.55,No
+8884-ADFVN,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.95,700.85,Yes
+2845-KDHVX,Female,0,Yes,No,64,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,68.3,4378.8,No
+0848-SOMKO,Male,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),48.4,3442.8,No
+2720-WGKHP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,181.7,Yes
+6734-FQAJX,Male,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.05,7171.7,No
+2869-ADAWR,Female,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.3,4016.85,Yes
+1535-VTJOQ,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,553,No
+6368-TZZDT,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,96.85,No
+0943-ZQPXH,Male,0,Yes,Yes,44,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),92.95,4122.9,No
+1293-BSEUN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.7,1482.3,No
+9894-EZEWG,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,74.3,Yes
+1302-TPUBN,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1240.8,No
+7851-FLGGQ,Male,0,No,No,1,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,44.65,44.65,Yes
+0637-UBJRP,Male,0,Yes,Yes,13,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,84.05,1095.3,Yes
+0940-OUQEC,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Yes
+2378-VTKDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,6578.55,No
+0927-CNGRH,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+8608-OZTLB,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,74.05,2802.3,No
+2335-GSODA,Male,0,No,Yes,23,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,40.1,857.75,No
+1952-DVVSW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,184.4,No
+0702-PGIBZ,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.7,364.55,Yes
+6656-GULJQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.55,6093.3,No
+9853-JFZDU,Female,0,Yes,No,35,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,56.85,1861.1,No
+1963-VAUKV,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,Yes
+3777-XROBG,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1079.65,No
+6994-FGRHH,Male,0,Yes,Yes,70,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106.15,7475.1,No
+4000-VGMQP,Male,0,Yes,Yes,38,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.95,2862.55,No
+3999-WRNGR,Female,0,Yes,Yes,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.75,3069.45,No
+3466-RITXD,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),92.4,2349.8,No
+2680-XKKNJ,Female,0,No,No,8,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),58.2,469.25,No
+3058-HJCUY,Male,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,102.6,4213.35,Yes
+2974-GGUXS,Female,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),91.95,3301.05,No
+7994-XIRTR,Male,1,No,No,54,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),65.25,3529.95,No
+3259-FDWOY,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106,7723.7,Yes
+2101-RANCD,Female,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.1,4144.9,No
+7921-BEPCI,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),59.75,4265,No
+0807-ZABDG,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.1,154.65,Yes
+8510-TMWYB,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3246.45,No
+3258-ZKPAI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.6,8337.45,No
+1428-IEDPR,Male,0,No,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.3,5731.4,No
+5298-GSTLM,Female,1,No,No,60,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),101.4,6176.6,No
+4450-YOOHP,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.65,1905.4,No
+6728-CZFEI,Female,0,No,No,15,Yes,No,DSL,No,No,No,No,Yes,No,One year,No,Mailed check,56.15,931.9,No
+5748-RNCJT,Male,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.5,7348.8,Yes
+3653-NCRDJ,Male,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,776.25,No
+6121-TNHBO,Female,1,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),83,5243.05,No
+5119-NZPTV,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,141.65,No
+6519-ZHPXP,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.3,7679.65,No
+7739-LAXOG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),91.05,2954.5,Yes
+3472-QPRCH,Male,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,1006.9,No
+8224-UAXBZ,Female,0,Yes,No,58,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,45.35,2540.1,No
+9610-WCESF,Male,0,No,No,67,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,43.9,3097.2,No
+9776-CLUJA,Female,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.5,3807.35,Yes
+2486-WYVVE,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,79.3,2484,No
+3865-ZYKAD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,No
+1422-DGUBX,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Electronic check,79.25,2619.15,No
+2999-AANRQ,Female,0,No,No,21,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),71.05,1524.85,No
+8668-KNZTI,Male,0,No,No,52,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Electronic check,53.75,2790.65,No
+0480-KYJVA,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.25,1784.5,No
+6034-ZRYCV,Female,0,Yes,No,72,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,54.2,3937.45,Yes
+9746-YKGXB,Male,0,Yes,Yes,52,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),44.25,2276.1,No
+3926-YZVVX,Female,0,No,No,41,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),50.05,2029.05,No
+6000-UKLWI,Male,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,802.35,No
+2079-FBMZK,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.25,418.4,Yes
+6332-FBZRI,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),69.35,4653.25,No
+2096-XOTMO,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,275.9,No
+3266-FTKHB,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.15,343.45,No
+8221-EQDGL,Male,0,Yes,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61,2130.45,No
+2346-LOCWC,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1191.4,No
+6608-QQLVK,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.5,50.5,Yes
+0298-XACET,Male,0,Yes,Yes,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,50.2,2554,No
+7560-QJAVJ,Female,0,No,No,70,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.6,5589.45,No
+2995-YWTCD,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.9,467.7,No
+3551-HUAZH,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes
+9137-UIYPG,Female,0,Yes,Yes,35,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,3756.45,No
+2809-ZMYOQ,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,3334.9,No
+5084-OOVCJ,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.35,920.5,No
+0254-WWRKD,Female,0,Yes,Yes,67,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),50.55,3431.75,No
+7727-SHVZV,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,150.35,No
+6302-JGYRJ,Male,0,No,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Mailed check,79.45,2587.7,Yes
+5339-PXDVH,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,90.65,367.95,No
+2205-LPVGL,Male,1,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),89.85,5125.75,No
+8782-NUUOL,Male,0,No,No,60,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,79,4801.1,No
+3685-YLCMQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.65,6219.6,Yes
+7601-WFVZV,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No
+4609-KNNWG,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,550.1,No
+4868-AADLV,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,116.25,7862.25,No
+9529-OFXHY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.75,1242.2,No
+8634-MPHTR,Male,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,4871.05,Yes
+2669-QVCRG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81.3,3190.65,No
+2478-EEWWM,Male,0,Yes,No,59,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.3,2666.75,No
+9174-IHETN,Female,0,No,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,No,Credit card (automatic),70.35,3533.6,No
+2233-TXSIU,Male,0,Yes,Yes,17,No,No phone service,DSL,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),44.45,792.15,No
+9644-UMGQA,Male,0,Yes,Yes,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.15,295.65,No
+3256-EZDBI,Male,1,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.45,1459.35,No
+8761-NSOBC,Male,0,No,No,44,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.55,4398.15,Yes
+0419-YAAPX,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.3,4297.95,No
+8413-VONUO,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.65,167.3,Yes
+0872-CASZJ,Male,0,Yes,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,69.1,4096.9,No
+4726-DLWQN,Male,1,No,No,50,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),70.35,3454.6,No
+8164-OCKUJ,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1286,No
+3094-JOJAI,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,74.15,1387,No
+9494-MRNYX,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.05,786.3,No
+2599-CZABP,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,44.6,641.25,No
+7945-PRBVF,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.45,705.45,No
+4544-RXFMG,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,43.45,345.5,No
+0859-YGKFW,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,345.9,No
+1150-FTQGN,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.15,5811.8,No
+9223-UCPVT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,94.4,Yes
+7196-LIWRH,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,124.45,No
+5448-VWNAM,Female,0,No,Yes,19,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,75.9,1375.6,No
+1177-XZBJL,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.15,3491.55,No
+3518-FSTWG,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.55,7920.7,No
+9330-VOFSZ,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,6640.7,No
+4351-QLCSU,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),55,55,Yes
+0939-EREMR,Female,0,No,Yes,13,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,53.45,718.1,No
+9389-ACWBI,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.95,320.4,No
+5419-JPRRN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.45,101.45,Yes
+3644-QXEHN,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,97,1334.45,No
+2911-IJORQ,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),90.6,3358.65,No
+5921-NGYRH,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.55,4764,No
+2100-BDNSN,Female,0,Yes,No,5,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),67.95,350.3,Yes
+5998-DZLYR,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),94.35,5703,No
+0488-GSLFR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.5,69.5,Yes
+9318-NKNFC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.85,18.85,Yes
+3985-HOYPM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,525.55,No
+9728-FTTVZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes
+9548-LERKT,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,483.15,No
+6576-FBXOJ,Male,0,Yes,No,17,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.6,934.8,No
+4310-KEDTB,Female,0,No,Yes,26,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.8,786.5,No
+7254-IQWOZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes
+2474-BRUCM,Male,1,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.85,4086.3,Yes
+4062-HBMOS,Male,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.05,5364.8,No
+0742-NXBGR,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.3,82.3,Yes
+2676-ISHSF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No
+9236-NDUCW,Female,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.1,770.4,No
+4753-PADAS,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,6816.95,No
+6103-QCKFX,Female,0,Yes,Yes,44,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.25,2419.55,No
+7781-EWARA,Male,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.35,4138.7,No
+6110-OHIHY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.25,267.6,Yes
+7018-FPXHH,Male,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3457.45,No
+5889-LFOLL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1115.2,Yes
+5708-EVONK,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Yes
+8708-XPXHZ,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,4186.3,Yes
+0616-ATFGB,Male,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.05,25.05,Yes
+0572-ZJKLT,Female,0,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,99.65,4630.2,No
+5135-RDDQL,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,No,No,No,No,No,Two year,Yes,Bank transfer (automatic),50.65,3221.25,No
+1353-LJWEM,Male,0,No,No,11,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,60.9,688.5,No
+1794-SWWKL,Male,0,Yes,Yes,15,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),59.65,867.1,No
+6166-YIPFO,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.7,4746.05,No
+7016-BPGEU,Female,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,712.85,Yes
+6876-ADESB,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.95,48.95,Yes
+9332-GYWLO,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,54.85,355.1,No
+1963-SVUCV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes
+4184-VODJZ,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,91.35,5764.7,No
+0220-EBGCE,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.85,167.3,Yes
+1092-WPIVQ,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,428.45,No
+7233-IOQNP,Female,0,Yes,No,43,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34,1505.35,No
+2834-JKOOW,Female,0,No,No,15,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,45.9,693.45,No
+2754-VDLTR,Male,0,No,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.2,930.4,Yes
+2400-FEQME,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,1177.95,No
+3190-XFANI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),100.6,5069.65,Yes
+7551-DACSP,Male,0,Yes,Yes,6,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.3,324.25,Yes
+4957-SREEC,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,1458.1,No
+7235-NXZCP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.85,156.4,Yes
+0230-UBYPQ,Male,1,Yes,No,63,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),36.1,2298.9,No
+4923-ADWXJ,Female,0,No,No,25,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.8,1679.65,No
+1763-KUAAW,Female,1,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.35,369.6,No
+1104-TNLZA,Male,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.8,2998,No
+5195-KPUNQ,Female,1,No,No,53,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,96.75,5206.55,No
+0520-FDVVT,Male,0,No,No,35,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.35,3626.1,Yes
+3439-GVUSX,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No
+1444-VVSGW,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.65,7968.85,Yes
+5712-PTIWW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,79.85,152.45,Yes
+5949-HGVJL,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,73.05,1959.5,No
+5203-XEHAX,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,64.35,2053.05,No
+1635-HDGFT,Female,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,398.55,No
+3315-TOTBP,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,76,1130.85,Yes
+8050-XGRVL,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),54.75,3425.35,No
+6661-HBGWL,Female,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.75,4323.45,Yes
+1518-VOWAV,Female,0,No,No,9,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,703.55,Yes
+9828-QHFBK,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.15,1275.7,No
+3908-MKIMJ,Male,1,Yes,No,68,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Electronic check,41.95,2965.75,No
+5012-YSPJJ,Male,0,Yes,Yes,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,54.35,1647,No
+5909-ECHUI,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.25,56.25,Yes
+1309-BXVOQ,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.1,2249.95,Yes
+6728-VOIFY,Female,0,Yes,No,63,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,96,6109.75,No
+9317-WZPGV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Yes
+4891-NLUBA,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.45,3751.15,No
+2856-HYAPG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.65,68.65,Yes
+8969-PRHFK,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,411.25,No
+0661-KQHNK,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,105.5,No
+8709-KRDVL,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,3320.6,No
+4488-PSYCG,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.25,327.45,Yes
+1427-VERSM,Female,0,Yes,No,56,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5669.5,No
+9801-NOSHQ,Male,0,No,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,465.45,No
+6339-YPSAH,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.8,704.3,No
+3621-CEOVK,Female,1,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,1369.8,Yes
+6906-ANDWJ,Male,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Yes
+2159-TURXX,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,95.55,No
+1548-FEHVL,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.2,6375.2,No
+3795-CAWEX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.55,8152.3,No
+6215-NQCPY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,1566.75,No
+5647-URDKA,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,130.25,No
+2229-DPMBI,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,162.15,No
+9626-WEQRM,Female,0,No,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,29.15,110.05,No
+2188-SXWVT,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,55,1885.15,No
+6258-PVZWJ,Male,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6302.85,No
+1094-BKOSX,Female,0,Yes,Yes,45,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),51,2264.5,No
+6969-MVBAI,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,816.8,No
+2978-XXSOG,Female,0,No,No,22,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,59.05,1253.5,No
+2342-CKIAO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,41.2,No
+6953-PBDIN,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),72.95,5265.55,No
+3898-BSJYF,Female,0,No,Yes,10,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.55,693.3,No
+3938-YFPXD,Male,0,No,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.3,5997.1,No
+7696-AMHOD,Female,0,Yes,Yes,49,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78,3824.2,No
+2453-SAFNS,Female,1,No,No,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Mailed check,72.1,3886.05,No
+9558-IHEZX,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.75,7283.25,No
+9617-UDPEU,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.25,412.55,No
+6340-DACFT,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1070.25,No
+4955-VCWBI,Female,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,817.95,No
+6813-GZQCG,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,1171.3,No
+7426-GSWPO,Male,1,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.5,6548.65,No
+3389-KTRXV,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,625.65,No
+3118-UHVVQ,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.8,1911.5,No
+1031-IIDEO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.85,70.85,Yes
+5832-XKAES,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.8,134.7,Yes
+3205-MXZRA,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Credit card (automatic),59.45,1507,No
+4701-AHWMW,Male,0,Yes,No,55,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),54.55,2978.3,Yes
+8317-BVKSO,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.05,299.3,No
+5702-KVQRD,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,82.55,5832.65,No
+0083-PIVIK,Male,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,81.25,5567.55,No
+9210-IAHGH,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Yes
+6169-PGNCD,Female,0,No,No,57,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),74.3,4166.35,No
+0023-XUOPT,Female,0,Yes,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.1,1215.6,Yes
+4592-IWTJI,Female,0,Yes,Yes,3,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),29.7,91.7,Yes
+4909-JOUPP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.7,7898.45,No
+4657-FWVFY,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),96.35,3915.4,No
+2257-BOVXD,Male,0,Yes,No,14,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),66.6,979.5,No
+7729-JTEEC,Male,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.5,90.05,No
+7632-MNYOY,Male,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.9,7432.05,Yes
+6518-LGAOV,Female,0,Yes,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105,4026.4,Yes
+7242-QZLXF,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.3,25.3,Yes
+4576-CSAJH,Male,0,No,No,22,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),55.15,1193.05,Yes
+1000-AJSLD,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes
+9696-RMYBA,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.1,398.55,No
+8690-UPCZI,Male,0,Yes,Yes,29,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),69.05,1958.45,No
+1062-LHZOD,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,69.9,Yes
+9770-LXDBK,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,63.15,No
+4086-WITJG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1301.1,No
+8344-WFMFH,Male,0,No,Yes,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,484.05,No
+9600-NAXZN,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,4528,Yes
+8822-KNBHV,Female,0,No,No,48,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.45,3887.85,No
+8404-FYDIB,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),86.65,2208.75,No
+2791-SFVEW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,238.15,No
+6457-USBER,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,80.8,Yes
+6762-NSODU,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,958.15,No
+4662-EKDPQ,Male,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),62.05,118.3,Yes
+9248-OJYKK,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,76.45,Yes
+9888-ZCUMM,Male,0,Yes,Yes,64,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,3845.45,No
+3398-FSHON,Female,1,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.3,1094.5,Yes
+3319-DWOEP,Male,1,Yes,No,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.75,573.75,Yes
+1074-WVEVG,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,1267,No
+9979-RGMZT,Female,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,94.05,633.45,No
+6437-UDQJM,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,6129.65,No
+1226-IENZN,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.75,1218.25,No
+2108-GLPQB,Male,0,Yes,No,25,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.55,1405.3,No
+9259-PACGQ,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,62.65,2274.9,Yes
+4415-IJZTP,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes
+1465-VINDH,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,1068.85,Yes
+5474-LAMUQ,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,533.9,No
+3468-DRVQJ,Female,0,Yes,Yes,10,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,70.3,676.15,No
+1122-YJBCS,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),53.65,3804.4,No
+4990-ALDGW,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1118.8,No
+4816-OKWNX,Male,0,Yes,Yes,50,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.4,5236.4,No
+3315-IKYZQ,Male,0,Yes,Yes,28,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Mailed check,50.8,1386.8,No
+2810-FTLEM,Female,0,No,No,16,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,762.25,Yes
+4747-LCAQL,Male,0,No,No,25,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,79,1902,No
+3411-WLRSQ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,239.05,No
+0898-XCGTF,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.5,5673.7,No
+8006-PYCSW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,39.8,No
+8249-THVEC,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,997.75,No
+8722-PRFDV,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),77.55,5574.35,No
+2164-SOQXL,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,406.05,No
+4020-KIUDI,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,138.85,No
+5850-BDWCY,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,123.65,No
+2038-YSEZE,Female,0,No,No,29,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,67.45,1801.1,No
+0827-ITJPH,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),18.55,689,No
+8799-OXZMD,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.75,790.7,No
+1925-TIBLE,Female,0,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.5,582.5,Yes
+1705-GUHPV,Female,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,1618.2,No
+4779-ZGICK,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.55,1173.35,No
+0048-PIHNL,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.45,900.9,No
+0818-OCPZO,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.45,2122.05,Yes
+3967-KXAPS,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.3,6719.9,No
+1447-GIQMR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.15,69.15,Yes
+3704-IEAXF,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.65,3784,No
+6810-VCAEX,Female,0,No,No,47,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.65,1798.65,No
+0674-EYYZV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.65,54.65,No
+4480-MBMLB,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.8,3886.45,No
+1395-OFUWC,Male,0,Yes,Yes,43,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.3,1224.05,No
+0822-QGCXA,Female,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.85,2310.2,No
+0872-NXJYS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,723.4,Yes
+2832-KJCRD,Female,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.65,3988.5,No
+3588-WSTTJ,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3554.6,No
+4075-WKNIU,Female,0,Yes,Yes,0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,73.35, ,No
+5090-EMGTC,Female,0,Yes,No,59,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.05,6034.85,No
+2346-CZYIL,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,531.6,No
+3798-EPWRR,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.95,85.1,No
+6258-NGCNG,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.5,173,No
+4186-ZBUEW,Female,0,No,No,36,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.7,2511.95,No
+5274-XHAKY,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,No
+1442-BQPVU,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,29.15,357.15,No
+3978-YNKDD,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.85,467.5,No
+4940-KHCWD,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),37.7,2288.7,No
+9412-ARGBX,Female,0,No,Yes,48,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Mailed check,95.5,4627.85,Yes
+1389-CXMLU,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,91.05,289.1,Yes
+9589-ABEPT,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.45,6460.55,No
+9388-ZEYVT,Male,0,No,No,43,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,One year,No,Electronic check,44.15,1931.3,No
+0305-SQECB,Female,0,No,Yes,11,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,36.05,402.6,No
+7605-SNLQG,Female,0,Yes,No,45,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),50.25,2221.55,No
+4670-TABXH,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.75,7758.9,No
+5561-NWEVX,Female,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.2,172.85,Yes
+0064-SUDOG,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,224.5,No
+8561-NMTBD,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),112.35,7388.45,No
+5161-XEUVX,Male,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Mailed check,94.3,3460.95,No
+8292-FRFZQ,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),41.15,1700.9,No
+8591-NXRCV,Female,0,No,No,41,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),74.65,3090.65,No
+7895-VONWT,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.25,1293.8,No
+4526-RMTLL,Male,0,Yes,Yes,8,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),76.15,645.8,No
+6253-GNHWH,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,71.1,5224.95,No
+4566-NECEV,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,96.55,500.1,No
+8080-POTJR,Female,0,No,No,30,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),79.3,2427.1,No
+6906-MPARY,Male,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),89.6,3488.15,No
+3662-FXJFO,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.5,1035.7,No
+8107-RZLNV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.3,7565.35,No
+0516-OOHAR,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),100.35,2799,No
+2027-CWDNU,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,85.6,1601.5,No
+2737-WFVYW,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.25,85.5,Yes
+9912-OMZDS,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.15,6256.2,No
+3733-ZEECP,Male,0,Yes,Yes,22,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,1232.9,No
+7878-RTCZG,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No
+2452-MRMZF,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1937.4,No
+2272-QAGFO,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,1096.25,Yes
+7103-IPXPJ,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,99.4,5059.75,No
+4342-HFXWS,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),69.7,3023.65,No
+3545-CNWRG,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,4889.2,No
+1785-BPHTP,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.45,2289.9,No
+4989-LIXVT,Male,1,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,6503.2,No
+7315-WYOAW,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.75,1313.25,No
+1173-XZPYF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,990.3,No
+9850-OWRHQ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.1,228,Yes
+3768-NLUBH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.6,5746.15,Yes
+8676-TRMJS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75,209.1,Yes
+2509-TFPJU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.75,1864.2,No
+9530-GRMJG,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.1,5979.7,No
+6898-RBTLU,Female,0,Yes,Yes,49,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.3,3902.45,No
+5481-NTDOH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),107.05,7142.5,No
+2068-WWXQZ,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,902,No
+7359-SSBJK,Female,1,No,No,64,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.2,4481,Yes
+2061-VVFST,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,805.2,No
+0685-MLYYM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.75,154.85,Yes
+0749-IRGQE,Female,1,Yes,No,13,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.3,528.45,No
+2380-DAMQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,115.15,8349.7,No
+2256-YLYLP,Male,0,Yes,Yes,68,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),72.95,4953.25,No
+1272-ILHFG,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,332.65,No
+0164-XAIRP,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,470.2,No
+5666-CYCYZ,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.55,2259.35,No
+4011-ARPHK,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.35,1411.35,No
+8182-PNAGI,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.25,593.75,Yes
+6365-HITVU,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),87.25,6328.7,No
+7558-IMLMT,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1411.9,No
+9488-FYQAU,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.25,6841.4,No
+3590-TCXTB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No
+6994-KERXL,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.9,238.5,No
+7957-RYHQD,Female,1,No,No,40,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.2,3233.85,Yes
+2180-DXNEG,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,1062.1,Yes
+1960-UOTYM,Male,0,Yes,Yes,52,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,79.2,4016.3,No
+2740-JFBOK,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24,226.55,No
+6500-JVEGC,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),101.35,7110.75,No
+5515-AKOAJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.1,5440.9,Yes
+8976-OQHGT,Female,0,Yes,Yes,4,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,56.5,235.1,Yes
+5245-VDBUR,Female,0,Yes,No,52,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.45,1958.95,No
+6230-BSUXY,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes
+8469-SNFFH,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),79.4,5528.9,No
+2144-ESWKO,Male,0,No,No,43,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),35.2,1463.7,No
+1241-FPMOF,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1025.05,No
+9928-BZVLZ,Female,0,No,No,12,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,49.85,552.1,No
+4114-QMKVN,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),68.75,3815.4,No
+2775-SEFEE,Male,0,No,Yes,0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),61.9, ,No
+9003-CPATH,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.9,3313.4,No
+1754-GKYPY,Male,1,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,No
+5294-CDGWY,Male,0,Yes,Yes,51,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,59.3,3014.65,Yes
+7956-XQWGU,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.4,460.25,No
+1591-MQJTP,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),93.65,4839.15,No
+5295-PCJOO,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,184.4,Yes
+2369-FEVNO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,No
+9863-JZAIC,Male,0,No,No,35,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55,2010.55,Yes
+7471-MQPOS,Male,1,Yes,Yes,71,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.9,5139.65,No
+7660-HDPJV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes
+5115-SQAAU,Female,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1673.4,No
+9845-QOMAD,Male,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.75,309.35,No
+7672-VFMXZ,Male,0,Yes,No,57,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.7,3171.6,No
+9739-JLPQJ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),117.5,8670.1,No
+9916-AYHTC,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,916,No
+3855-ONCAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,78.9,299.75,No
+1488-SYSFC,Male,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.65,702.05,No
+7931-PXHFC,Male,0,No,No,38,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,62.3,2354.8,Yes
+3990-QYKBE,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.5,3473.4,Yes
+0970-QXPXW,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No
+3259-KNMRR,Male,1,No,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.75,4438.2,No
+6120-RJKLU,Female,1,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.95,4819.75,No
+9572-WUKSB,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.9,92.25,No
+5893-KCLGT,Female,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1567,No
+0076-LVEPS,Male,0,No,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,45,1242.45,No
+3640-JQGJG,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.8,559.2,No
+4919-MOAVT,Male,0,No,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,220.1,Yes
+1596-OQSPS,Female,0,No,No,11,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.1,531.15,No
+9867-XOBQA,Female,0,No,Yes,21,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,53.15,1183.2,No
+9546-KDTRB,Female,0,No,No,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.7,465.85,No
+3090-HAWSU,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.6,6876.05,Yes
+9820-RMCQV,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),48.55,501,Yes
+3174-RKMOW,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.95,3782.4,No
+1760-CAZHT,Male,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,460.2,No
+7839-QRKXN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes
+8441-SHIPE,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1790.35,No
+5204-QZXPU,Male,0,No,No,19,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.65,733.35,Yes
+4597-ELFTS,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1334,Yes
+1320-GVNHT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),108.4,7767.25,No
+1047-RNXZV,Male,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,876.15,No
+3541-ZNUHK,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.1,4600.95,No
+8450-JOVAH,Male,0,Yes,Yes,2,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.7,113.55,Yes
+8725-JEDFD,Male,0,No,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,1793.25,No
+7562-UXTPG,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,886.7,No
+8071-SBTRN,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Mailed check,111.15,7737.55,No
+1113-IUJYX,Female,0,Yes,No,14,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Mailed check,105.95,1348.9,Yes
+6668-CNMFP,Female,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),89.35,1686.85,No
+5626-MGTUK,Female,0,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.1,1879.25,No
+5681-LLOEI,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),91.25,4013.8,No
+8212-DJRCH,Male,0,Yes,Yes,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.35,434.5,No
+4323-OHFOW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.55,7195.35,No
+4933-BSAIP,Female,0,Yes,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,780.1,No
+2030-BTZRO,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,107.6,No
+1116-DXXDF,Male,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,100.45,3801.7,No
+9274-CNFMO,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.95,308.7,Yes
+7758-XKCBS,Male,0,No,No,15,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.7,438.25,Yes
+8992-JQYUN,Male,0,Yes,No,1,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,50.35,Yes
+6563-VNPMN,Female,1,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),85.7,3778.1,No
+0617-AQNWT,Female,0,Yes,No,64,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,47.85,3147.5,Yes
+2267-WTPYD,Female,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),94,5438.95,No
+0270-THENM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.85,5102.35,No
+2446-PLQVO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes
+4707-MAXGU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.85,1872.2,No
+2710-WYVXG,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,71.1,213.35,No
+3005-NFMTA,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.8,5617.75,Yes
+6300-BWMJX,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,93.35,5386.5,No
+8784-CGILN,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.85,1776.95,Yes
+5389-FFVKB,Male,1,Yes,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),80.3,2483.05,Yes
+7009-LGECI,Female,0,No,No,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,No
+8444-WRIDW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Yes
+5022-KVDQT,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.3,2272.8,No
+7976-CICYS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.7,83.75,No
+1036-GUDCL,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.05,4663.4,No
+2005-DWQZJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,201.7,No
+8148-WOCMK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,125,No
+7815-PDTHL,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,684.4,No
+9451-LPGOO,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.8,620.35,Yes
+9173-IVZVP,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,1146.05,No
+9129-UXERG,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.6,1806.35,No
+3635-JBPSG,Female,0,No,No,15,No,No phone service,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Mailed check,38.8,603,No
+7964-ZRKKG,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.4,5798.3,No
+5868-YWPDW,Male,1,Yes,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.2,519.15,Yes
+6229-LSCKB,Male,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,497.6,No
+2025-JKFWI,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99,1301.7,Yes
+4078-SAYYN,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,1129.75,Yes
+1724-IQWNM,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,No
+8217-QYOHV,Male,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.75,266.95,No
+5546-QUERU,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.95,257,No
+9940-HPQPG,Female,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.75,865.8,Yes
+6897-UUBNU,Male,0,No,No,29,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,89.65,2623.65,No
+6127-IYJOZ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,No
+6618-RYATB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.55,79.55,Yes
+8930-XOTDP,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.95,1082.8,No
+5916-QEWPT,Female,0,Yes,No,2,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69,147.8,No
+5060-TQUQN,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),83.55,2570.2,No
+0531-XBKMM,Male,0,No,Yes,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.7,4378.9,No
+8465-SBRXP,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),94.9,3616.25,No
+2408-PSJVE,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2924.05,No
+9079-YEXQJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,111.1,6014.85,Yes
+9700-ZCLOT,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,32.7,No
+8738-JOKAR,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,67.7,2882.25,No
+4534-WGCIR,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1509.9,No
+1930-WNXSB,Male,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.85,5305.05,No
+2685-SREOM,Female,0,Yes,Yes,25,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,2368.4,Yes
+3508-CFVZL,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,111.3,7985.9,No
+0402-CQAJN,Female,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Yes
+6692-UDPJC,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.65,1301,Yes
+1273-MTETI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.85,372.45,Yes
+0657-DOGUM,Female,0,Yes,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.6,2985.25,No
+5480-HPRRX,Female,1,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.3,77.75,Yes
+8792-AOROI,Female,0,Yes,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,65.5,564.35,No
+0295-PPHDO,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,95.45,Yes
+5146-YYFRZ,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1311.75,No
+1195-OIYEJ,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,1135.7,Yes
+5906-CVLHP,Female,0,Yes,Yes,45,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.15,2319.8,Yes
+3452-SRFEG,Male,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,3720.35,No
+4070-OKWVH,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,No
+5297-MDOIR,Female,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.15,5224.5,No
+6369-MCAKO,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6185.8,No
+4926-UMJZD,Female,0,Yes,No,31,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.2,1498.55,No
+6848-HJTXY,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1208.6,No
+6341-AEVKX,Female,0,Yes,No,62,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.3,6613.65,No
+4501-EQDRN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Yes
+2990-HWIML,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,573.3,Yes
+0682-USIXD,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,86.05,1818.9,No
+6976-BWGLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.2,1787.35,No
+7078-NVFAM,Female,0,Yes,Yes,32,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,35.15,1051.05,No
+8065-QBYTO,Female,1,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),99.65,7181.25,No
+2133-TSRRM,Female,0,No,Yes,34,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3688.6,No
+7384-GHBPI,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.15,99.75,Yes
+7603-USHJS,Male,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,871.4,Yes
+7234-FECYN,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.35,780.5,Yes
+2511-ALLCS,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,821.6,No
+3191-CSNMG,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.7,239.45,No
+7952-OBOYL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,89.85,244.45,No
+7470-DYNOE,Male,0,No,No,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,61.1,3357.9,No
+7853-OETYL,Female,0,Yes,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.05,129.6,No
+1545-ACTAS,Female,0,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.7,4977.2,No
+5876-HZVZM,Female,0,Yes,Yes,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),55.9,365.35,Yes
+1400-MMYXY,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,334.65,Yes
+5126-RCXYW,Male,0,Yes,Yes,54,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),46,2424.05,No
+3085-QUOZK,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.95,43.95,Yes
+2363-BJLSL,Male,0,No,No,62,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),80.4,4981.15,No
+1956-YIFGE,Male,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.05,2090.25,No
+3926-CUQZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.1,45.1,Yes
+7921-LMDFQ,Male,1,No,No,51,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,4905.75,No
+2925-MXLSX,Female,0,No,No,30,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),68.95,2038.7,No
+5820-PTRYM,Female,1,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),68.45,4014,No
+9609-BENEA,Male,0,Yes,No,35,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,69,2441.7,No
+6211-WHMYA,Female,1,No,No,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,43.85,2751,No
+4459-BBGHE,Male,0,No,Yes,30,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.5,1307.8,No
+9945-PSVIP,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.7,383.65,No
+1041-RXHRA,Female,0,No,No,41,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.25,2868.05,Yes
+1750-CSKKM,Male,0,No,Yes,9,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,55.35,449.75,Yes
+9108-EJFJP,Female,0,Yes,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.55,53.55,No
+0530-IJVDB,Male,0,No,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.6,7882.5,No
+0508-SQWPL,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.1,1087.7,No
+2215-ZAFGX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.5,791.7,No
+8213-TAZPM,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.75,7493.05,No
+7142-HVGBG,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103,4414.3,Yes
+1304-SEGFY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,97.85,6841.3,No
+7242-EDTYC,Male,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,819.95,No
+2904-GGUAZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.05,6052.25,No
+8267-ZNYVZ,Female,0,Yes,No,33,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.75,3361.05,Yes
+5136-GFPMB,Male,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,4869.5,No
+2595-KIWPV,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,509.3,No
+5243-SAOTC,Male,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,4308.25,No
+9398-MMQTO,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.45,221.1,No
+7619-PLRLP,Female,0,Yes,No,53,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),74.1,3833.95,No
+6457-GIRWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes
+6508-NJYRO,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,294.95,No
+1450-SKCVI,Female,0,No,No,56,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,4092.85,Yes
+4710-NKCAW,Male,0,Yes,Yes,5,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),64.4,316.9,No
+5306-BVTKJ,Male,0,Yes,Yes,48,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),55.8,2651.2,No
+0357-NVCRI,Female,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,471.7,No
+5570-PTWEH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.15,216.75,Yes
+2371-KFUOG,Male,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.15,5720.95,No
+0463-ZSDNT,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),56.75,503.25,No
+6502-MJQAE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes
+6257-DTAYD,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.15,7365.3,No
+4616-ULAOA,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7245.9,No
+7693-LCKZL,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,385,Yes
+7746-AWNQW,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,35.75,961.4,No
+5996-EBTKM,Female,0,Yes,Yes,67,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),69.9,4615.9,No
+2758-RNWXS,Male,0,No,No,35,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,89.2,3251.3,No
+2314-TNDJQ,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),55.65,3880.05,No
+2405-LBMUW,Female,0,Yes,Yes,61,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),50.7,3088.75,No
+3454-JFUBC,Male,1,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20,1396,No
+0032-PGELS,Female,0,Yes,Yes,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.5,30.5,Yes
+9039-ZVJDC,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,53.05,No
+6797-LNAQX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.3,6859.5,Yes
+9013-AQORL,Female,0,No,Yes,48,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),45.55,2108.35,No
+2898-MRKPI,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.05,6770.5,No
+2750-BJLSB,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.7,4730.6,No
+3648-GZPHF,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,36.25,1151.05,No
+2075-RMJIK,Female,0,Yes,Yes,5,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.4,232.55,No
+9588-YRFHY,Male,0,No,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1022.6,No
+6394-MFYNG,Female,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Yes
+1564-NTYXF,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,82,1127.2,Yes
+9364-YKUVW,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,309.4,No
+5392-AKEMH,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,523.1,No
+2451-YMUXS,Male,1,No,No,67,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),64.55,4250.1,No
+3914-FDRHP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,86.25,770.5,No
+3078-ZKNTS,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.75,246.7,No
+1024-KPRBB,Female,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Mailed check,89.1,3342,No
+4690-PKDQG,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.55,3930.6,No
+8155-IBNHG,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.4,1747.85,Yes
+0886-QGENL,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2754.45,Yes
+9547-ITEFG,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.6,897.75,No
+1264-FUHCX,Female,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),56.3,2780.6,No
+7789-CRUVC,Female,1,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),94.2,5895.45,No
+6598-KELSS,Male,0,No,Yes,50,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),43.05,2208.05,No
+8739-WWKDU,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.5,2196.15,Yes
+8685-WHQPW,Female,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.4,1692.6,Yes
+4745-LSPLO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes
+8083-YTZES,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,265.35,Yes
+7240-FQLHE,Female,1,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),99.75,1836.25,Yes
+6664-FPDAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,6418.9,Yes
+9972-VAFJJ,Female,1,Yes,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,94,4871.45,No
+0422-UXFAP,Female,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.85,4947.55,No
+1904-WAJAA,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,64.35,1558.65,No
+5130-YPIRV,Female,0,Yes,No,62,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),72,4284.2,No
+2843-CQMEG,Male,0,No,No,24,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.7,1218.25,No
+6439-PKTRR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Electronic check,80.7,5617.95,No
+5351-QESIO,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.2,24.2,No
+0786-VSSUD,Male,1,No,No,16,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,39,679.85,Yes
+5568-DMXZS,Female,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,65.45,554.45,No
+8468-FZTOE,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Electronic check,74.35,5237.4,No
+6633-SYEUS,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),83.2,2032.3,No
+6447-GORXK,Male,0,No,Yes,31,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25,789.2,No
+6967-PEJLL,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,40.2,1525.35,No
+3976-BWUCK,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),94.1,2804.45,Yes
+5981-ZVXOT,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.35,3726.15,No
+1684-FLBGS,Female,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1652.1,No
+1389-WNUIB,Female,0,Yes,Yes,20,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),76,1588.75,No
+0376-OIWME,Male,0,Yes,No,36,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,3366.05,No
+3585-ISXZP,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),95.65,778.1,Yes
+0218-QNVAS,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),100.55,7113.75,No
+6583-QGCSI,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.05,4367.35,Yes
+0804-YGEQV,Female,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,993.15,No
+7164-BPTUT,Male,0,No,Yes,57,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.55,5012.35,No
+4174-LPGTI,Female,0,Yes,Yes,41,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),66.5,2728.6,Yes
+2523-EWWZL,Female,0,Yes,No,27,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,2093.4,No
+0928-XUTSN,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.5,1011.8,No
+2108-XWMPY,Male,0,No,No,3,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35.45,106.85,Yes
+0052-YNYOT,Female,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,1343.4,No
+6304-IJFSQ,Male,0,No,No,3,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.9,130.1,Yes
+9586-JGQKH,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.4,6794.75,No
+4501-VCPFK,Male,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,35.75,1022.5,No
+6075-SLNIL,Male,0,No,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,3691.2,No
+9347-AERRL,Male,0,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,486.2,No
+0093-XWZFY,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,4036.85,Yes
+2274-XUATA,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.1,4685.55,No
+1980-KXVPM,Female,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Yes
+7703-ZEKEF,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81,1917.1,Yes
+0723-DRCLG,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,74.45,Yes
+5482-NUPNA,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,60.4,272.15,Yes
+6691-CCIHA,Female,0,Yes,No,62,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,5150.55,No
+1685-BQULA,Female,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.4,3756.4,No
+9053-EJUNL,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,3645.75,No
+0666-UXTJO,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,No
+1471-GIQKQ,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.95,49.95,No
+4807-IZYOZ,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1020.75,No
+1122-JWTJW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.65,70.65,Yes
+9710-NJERN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,826,No
+9837-FWLCH,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.2,239,No
+1699-HPSBG,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,Yes,Electronic check,59.8,727.8,Yes
+7203-OYKCT,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.95,7544.3,No
+1035-IPQPU,Female,1,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.5,6479.4,No
+7398-LXGYX,Male,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.8,3626.35,No
+2823-LKABH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.05,1679.4,No
+8775-CEBBJ,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.2,403.35,Yes
+0550-DCXLH,Male,0,No,No,13,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,73.35,931.55,No
+9281-CEDRU,Female,0,Yes,No,68,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),64.1,4326.25,No
+2235-DWLJU,Female,1,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.4,263.05,No
+0871-OPBXW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,39.25,No
+3605-JISKB,Male,1,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),60,3316.1,No
+6894-LFHLY,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,75.75,Yes
+9767-FFLEM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.5,2625.25,No
+0639-TSIQW,Female,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),102.95,6886.25,Yes
+8456-QDAVC,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.7,1495.1,No
+7750-EYXWZ,Female,0,No,No,12,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.65,743.3,No
+2569-WGERO,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.15,1419.4,No
+6840-RESVB,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,84.8,1990.5,No
+2234-XADUH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),103.2,7362.9,No
+4801-JZAZL,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,346.45,No
+8361-LTMKD,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,306.6,Yes
+3186-AJIEK,Male,0,No,No,66,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6844.5,No
diff --git a/Data Prediction/Tele Churn/tele_churn.ipynb b/Data Prediction/Tele Churn/tele_churn.ipynb
new file mode 100644
index 0000000..63c1c11
--- /dev/null
+++ b/Data Prediction/Tele Churn/tele_churn.ipynb	
@@ -0,0 +1,5141 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "211755a3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# pip install matplotlib pandas seaborn missingno plotly scikit-learn xgboost catboost lightgbm"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be0c7624-8210-4045-9033-2176cb5211ef",
+   "metadata": {},
+   "source": [
+    "# Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "3ce7f5d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.27.0.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import warnings\n",
+    "warnings.simplefilter(action='ignore')\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import missingno as msno\n",
+    "from plotly.offline import plot, iplot, init_notebook_mode\n",
+    "init_notebook_mode(connected=True)\n",
+    "import plotly.express as px\n",
+    "import plotly.graph_objects as go\n",
+    "from plotly.subplots import make_subplots\n",
+    "from sklearn.preprocessing import MinMaxScaler, LabelEncoder, StandardScaler, RobustScaler\n",
+    "from sklearn.model_selection import GridSearchCV, cross_validate\n",
+    "from sklearn.metrics import roc_auc_score,roc_curve, classification_report, confusion_matrix, accuracy_score\n",
+    "from sklearn.metrics import RocCurveDisplay\n",
+    "from sklearn.model_selection import train_test_split, cross_validate\n",
+    "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier, VotingClassifier, AdaBoostClassifier\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from xgboost import XGBClassifier\n",
+    "from catboost import CatBoostClassifier\n",
+    "from lightgbm import LGBMClassifier\n",
+    "from sklearn.exceptions import ConvergenceWarning\n",
+    "import tkinter\n",
+    "from collections import Counter\n",
+    "\n",
+    "pd.set_option('display.max_columns', None)\n",
+    "pd.set_option('display.max_rows', None)\n",
+    "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
+    "pd.set_option('display.width', 500)\n",
+    "\n",
+    "# %matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a35dd24-0ced-4d2d-930c-064a0be81b50",
+   "metadata": {},
+   "source": [
+    "# Loading Dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "fe7fdda7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1 = pd.read_csv(\"WA_Fn-UseC_-Telco-Customer-Churn.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "147cc94e-f526-4f19-9101-caac1a7a8f4e",
+   "metadata": {},
+   "source": [
+    "# Explorartory Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "eccab7dd-6d55-4d84-9ef2-10c8b9fefc93",
+   "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>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>0</th>\n",
+       "      <td>7590-VHVEG</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5575-GNVDE</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.950</td>\n",
+       "      <td>1889.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3668-QPYBK</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.850</td>\n",
+       "      <td>108.15</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7795-CFOCW</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>42.300</td>\n",
+       "      <td>1840.75</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9237-HQITU</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.700</td>\n",
+       "      <td>151.65</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges TotalCharges Churn\n",
+       "0  7590-VHVEG  Female              0     Yes         No       1           No  No phone service             DSL             No          Yes               No          No          No              No  Month-to-month              Yes           Electronic check          29.850        29.85    No\n",
+       "1  5575-GNVDE    Male              0      No         No      34          Yes                No             DSL            Yes           No              Yes          No          No              No        One year               No               Mailed check          56.950       1889.5    No\n",
+       "2  3668-QPYBK    Male              0      No         No       2          Yes                No             DSL            Yes          Yes               No          No          No              No  Month-to-month              Yes               Mailed check          53.850       108.15   Yes\n",
+       "3  7795-CFOCW    Male              0      No         No      45           No  No phone service             DSL            Yes           No              Yes         Yes          No              No        One year               No  Bank transfer (automatic)          42.300      1840.75    No\n",
+       "4  9237-HQITU  Female              0      No         No       2          Yes                No     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes           Electronic check          70.700       151.65   Yes"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = df1.copy()\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "072cc34f-b29e-41ae-998a-3796be0dcc86",
+   "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>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>7038</th>\n",
+       "      <td>6840-RESVB</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</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>Yes</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>84.800</td>\n",
+       "      <td>1990.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7039</th>\n",
+       "      <td>2234-XADUH</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>72</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Credit card (automatic)</td>\n",
+       "      <td>103.200</td>\n",
+       "      <td>7362.9</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7040</th>\n",
+       "      <td>4801-JZAZL</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>11</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.600</td>\n",
+       "      <td>346.45</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7041</th>\n",
+       "      <td>8361-LTMKD</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>74.400</td>\n",
+       "      <td>306.6</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7042</th>\n",
+       "      <td>3186-AJIEK</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Two year</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>105.650</td>\n",
+       "      <td>6844.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges TotalCharges Churn\n",
+       "7038  6840-RESVB    Male              0     Yes        Yes      24          Yes               Yes             DSL            Yes           No              Yes         Yes         Yes             Yes        One year              Yes               Mailed check          84.800       1990.5    No\n",
+       "7039  2234-XADUH  Female              0     Yes        Yes      72          Yes               Yes     Fiber optic             No          Yes              Yes          No         Yes             Yes        One year              Yes    Credit card (automatic)         103.200       7362.9    No\n",
+       "7040  4801-JZAZL  Female              0     Yes        Yes      11           No  No phone service             DSL            Yes           No               No          No          No              No  Month-to-month              Yes           Electronic check          29.600       346.45    No\n",
+       "7041  8361-LTMKD    Male              1     Yes         No       4          Yes               Yes     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes               Mailed check          74.400        306.6   Yes\n",
+       "7042  3186-AJIEK    Male              0      No         No      66          Yes                No     Fiber optic            Yes           No              Yes         Yes         Yes             Yes        Two year              Yes  Bank transfer (automatic)         105.650       6844.5    No"
+      ]
+     },
+     "execution_count": 121,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "9c64a681",
+   "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>SeniorCitizen</th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>7043.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.162</td>\n",
+       "      <td>32.371</td>\n",
+       "      <td>64.762</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.369</td>\n",
+       "      <td>24.559</td>\n",
+       "      <td>30.090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>18.250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>35.500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>29.000</td>\n",
+       "      <td>70.350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>55.000</td>\n",
+       "      <td>89.850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.000</td>\n",
+       "      <td>72.000</td>\n",
+       "      <td>118.750</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       SeniorCitizen   tenure  MonthlyCharges\n",
+       "count       7043.000 7043.000        7043.000\n",
+       "mean           0.162   32.371          64.762\n",
+       "std            0.369   24.559          30.090\n",
+       "min            0.000    0.000          18.250\n",
+       "25%            0.000    9.000          35.500\n",
+       "50%            0.000   29.000          70.350\n",
+       "75%            0.000   55.000          89.850\n",
+       "max            1.000   72.000         118.750"
+      ]
+     },
+     "execution_count": 122,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "0d330dc4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>SeniorCitizen</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>0.162</td>\n",
+       "      <td>0.369</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tenure</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>32.371</td>\n",
+       "      <td>24.559</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>29.000</td>\n",
+       "      <td>55.000</td>\n",
+       "      <td>72.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>64.762</td>\n",
+       "      <td>30.090</td>\n",
+       "      <td>18.250</td>\n",
+       "      <td>35.500</td>\n",
+       "      <td>70.350</td>\n",
+       "      <td>89.850</td>\n",
+       "      <td>118.750</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  count   mean    std    min    25%    50%    75%     max\n",
+       "SeniorCitizen  7043.000  0.162  0.369  0.000  0.000  0.000  0.000   1.000\n",
+       "tenure         7043.000 32.371 24.559  0.000  9.000 29.000 55.000  72.000\n",
+       "MonthlyCharges 7043.000 64.762 30.090 18.250 35.500 70.350 89.850 118.750"
+      ]
+     },
+     "execution_count": 123,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe().T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "a30694a2-5fec-4755-871a-ed37833b7c3c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7043, 21)"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "f6e03abf-0d4e-4f82-b40d-a89f7cb5e102",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents', 'tenure', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'], dtype='object')"
+      ]
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "2962acc6-4b0b-4fab-96ba-1af16ddf8dcc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "customerID          0\n",
+       "gender              0\n",
+       "SeniorCitizen       0\n",
+       "Partner             0\n",
+       "Dependents          0\n",
+       "tenure              0\n",
+       "PhoneService        0\n",
+       "MultipleLines       0\n",
+       "InternetService     0\n",
+       "OnlineSecurity      0\n",
+       "OnlineBackup        0\n",
+       "DeviceProtection    0\n",
+       "TechSupport         0\n",
+       "StreamingTV         0\n",
+       "StreamingMovies     0\n",
+       "Contract            0\n",
+       "PaperlessBilling    0\n",
+       "PaymentMethod       0\n",
+       "MonthlyCharges      0\n",
+       "TotalCharges        0\n",
+       "Churn               0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 126,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "id": "76760a8d-b933-47d6-8357-de5fad75fe1d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "09aeaead",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1m******************** SHAPE ********************\u001b[0m\n",
+      "(7043, 21)\n",
+      "\u001b[1m******************** TYPES ********************\u001b[0m\n",
+      "customerID           object\n",
+      "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\n",
+      "\u001b[1m******************** NA ********************\u001b[0m\n",
+      "customerID          0\n",
+      "gender              0\n",
+      "SeniorCitizen       0\n",
+      "Partner             0\n",
+      "Dependents          0\n",
+      "tenure              0\n",
+      "PhoneService        0\n",
+      "MultipleLines       0\n",
+      "InternetService     0\n",
+      "OnlineSecurity      0\n",
+      "OnlineBackup        0\n",
+      "DeviceProtection    0\n",
+      "TechSupport         0\n",
+      "StreamingTV         0\n",
+      "StreamingMovies     0\n",
+      "Contract            0\n",
+      "PaperlessBilling    0\n",
+      "PaymentMethod       0\n",
+      "MonthlyCharges      0\n",
+      "TotalCharges        0\n",
+      "Churn               0\n",
+      "dtype: int64\n",
+      "\u001b[1m******************** DUPLICATED VALUE ********************\u001b[0m\n",
+      "0\n"
+     ]
+    }
+   ],
+   "source": [
+    "def check_df(dataframe, head=10):\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' SHAPE ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.shape)\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' TYPES ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.dtypes)\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' NA ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.isnull().sum())\n",
+    "    \n",
+    "    print('\\033[1m' + 20*\"*\" + ' DUPLICATED VALUE ' + 20*\"*\" + '\\033[0m')\n",
+    "    print(dataframe.duplicated().sum())\n",
+    "    \n",
+    "check_df(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09adc81e-77f4-4ebe-8f85-e0ea6da42b7c",
+   "metadata": {},
+   "source": [
+    "### Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "65f7a58b-4597-46e3-b3ab-87cd893aefd7",
+   "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>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>0</th>\n",
+       "      <td>7590-VHVEG</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>29.85</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5575-GNVDE</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.950</td>\n",
+       "      <td>1889.5</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3668-QPYBK</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.850</td>\n",
+       "      <td>108.15</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7795-CFOCW</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>42.300</td>\n",
+       "      <td>1840.75</td>\n",
+       "      <td>No</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9237-HQITU</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.700</td>\n",
+       "      <td>151.65</td>\n",
+       "      <td>Yes</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges TotalCharges Churn\n",
+       "0  7590-VHVEG  Female              0     Yes         No       1           No  No phone service             DSL             No          Yes               No          No          No              No  Month-to-month              Yes           Electronic check          29.850        29.85    No\n",
+       "1  5575-GNVDE    Male              0      No         No      34          Yes                No             DSL            Yes           No              Yes          No          No              No        One year               No               Mailed check          56.950       1889.5    No\n",
+       "2  3668-QPYBK    Male              0      No         No       2          Yes                No             DSL            Yes          Yes               No          No          No              No  Month-to-month              Yes               Mailed check          53.850       108.15   Yes\n",
+       "3  7795-CFOCW    Male              0      No         No      45           No  No phone service             DSL            Yes           No              Yes         Yes          No              No        One year               No  Bank transfer (automatic)          42.300      1840.75    No\n",
+       "4  9237-HQITU  Female              0      No         No       2          Yes                No     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes           Electronic check          70.700       151.65   Yes"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "b2f45ccf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Making the necessary arrangements\n",
+    "# Since we do not need the CustomerID variable, we omitted it from the dataset.\n",
+    "df = df.drop(['customerID'], axis = 1)\n",
+    "\n",
+    "# We converted the Churn variable as we wanted to see it as 1/0 instead of yes/no.\n",
+    "df[\"Churn\"] = df[\"Churn\"].replace({\"Yes\":1, \"No\":0})\n",
+    "\n",
+    "# We converted the TotalCharges variable to a numeric variable.\n",
+    "df.TotalCharges = pd.to_numeric(df.TotalCharges, errors='coerce')\n",
+    "\n",
+    "# SeniorCitizen variable should be object not integer, we changed that too.\n",
+    "df[\"SeniorCitizen\"] = df[\"SeniorCitizen\"].astype(\"O\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "id": "3974af26-4d84-44ce-b5e9-19421f4f6c92",
+   "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>0</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.950</td>\n",
+       "      <td>1889.500</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.850</td>\n",
+       "      <td>108.150</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>42.300</td>\n",
+       "      <td>1840.750</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.700</td>\n",
+       "      <td>151.650</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   gender SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges  TotalCharges  Churn\n",
+       "0  Female             0     Yes         No       1           No  No phone service             DSL             No          Yes               No          No          No              No  Month-to-month              Yes           Electronic check          29.850        29.850      0\n",
+       "1    Male             0      No         No      34          Yes                No             DSL            Yes           No              Yes          No          No              No        One year               No               Mailed check          56.950      1889.500      0\n",
+       "2    Male             0      No         No       2          Yes                No             DSL            Yes          Yes               No          No          No              No  Month-to-month              Yes               Mailed check          53.850       108.150      1\n",
+       "3    Male             0      No         No      45           No  No phone service             DSL            Yes           No              Yes         Yes          No              No        One year               No  Bank transfer (automatic)          42.300      1840.750      0\n",
+       "4  Female             0      No         No       2          Yes                No     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes           Electronic check          70.700       151.650      1"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "id": "9eae1591",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Churn\n",
+       "0    5174\n",
+       "1    1869\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Churn'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "id": "63180e4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Churn\n",
+       "0   73.463\n",
+       "1   26.537\n",
+       "Name: count, dtype: float64"
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "100*df['Churn'].value_counts()/len(df['Churn'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "id": "3048dfc6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 7043 entries, 0 to 7042\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   gender            7043 non-null   object \n",
+      " 1   SeniorCitizen     7043 non-null   object \n",
+      " 2   Partner           7043 non-null   object \n",
+      " 3   Dependents        7043 non-null   object \n",
+      " 4   tenure            7043 non-null   int64  \n",
+      " 5   PhoneService      7043 non-null   object \n",
+      " 6   MultipleLines     7043 non-null   object \n",
+      " 7   InternetService   7043 non-null   object \n",
+      " 8   OnlineSecurity    7043 non-null   object \n",
+      " 9   OnlineBackup      7043 non-null   object \n",
+      " 10  DeviceProtection  7043 non-null   object \n",
+      " 11  TechSupport       7043 non-null   object \n",
+      " 12  StreamingTV       7043 non-null   object \n",
+      " 13  StreamingMovies   7043 non-null   object \n",
+      " 14  Contract          7043 non-null   object \n",
+      " 15  PaperlessBilling  7043 non-null   object \n",
+      " 16  PaymentMethod     7043 non-null   object \n",
+      " 17  MonthlyCharges    7043 non-null   float64\n",
+      " 18  TotalCharges      7032 non-null   float64\n",
+      " 19  Churn             7043 non-null   int64  \n",
+      "dtypes: float64(2), int64(2), object(16)\n",
+      "memory usage: 1.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "54fbf0bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "gender               0\n",
+       "SeniorCitizen        0\n",
+       "Partner              0\n",
+       "Dependents           0\n",
+       "tenure               0\n",
+       "PhoneService         0\n",
+       "MultipleLines        0\n",
+       "InternetService      0\n",
+       "OnlineSecurity       0\n",
+       "OnlineBackup         0\n",
+       "DeviceProtection     0\n",
+       "TechSupport          0\n",
+       "StreamingTV          0\n",
+       "StreamingMovies      0\n",
+       "Contract             0\n",
+       "PaperlessBilling     0\n",
+       "PaymentMethod        0\n",
+       "MonthlyCharges       0\n",
+       "TotalCharges        11\n",
+       "Churn                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "id": "c1c4087e-e2f5-46c9-9aac-d89ec3f03419",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "gender               0\n",
+       "SeniorCitizen        0\n",
+       "Partner              0\n",
+       "Dependents           0\n",
+       "tenure               0\n",
+       "PhoneService         0\n",
+       "MultipleLines        0\n",
+       "InternetService      0\n",
+       "OnlineSecurity       0\n",
+       "OnlineBackup         0\n",
+       "DeviceProtection     0\n",
+       "TechSupport          0\n",
+       "StreamingTV          0\n",
+       "StreamingMovies      0\n",
+       "Contract             0\n",
+       "PaperlessBilling     0\n",
+       "PaymentMethod        0\n",
+       "MonthlyCharges       0\n",
+       "TotalCharges        11\n",
+       "Churn                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "id": "050e0244-8753-4930-b5cd-fb2a31dd0600",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "22"
+      ]
+     },
+     "execution_count": 137,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "id": "357b7883-24ef-41b6-84ef-b1250abd6c42",
+   "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>0</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.950</td>\n",
+       "      <td>1889.500</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.850</td>\n",
+       "      <td>108.150</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>42.300</td>\n",
+       "      <td>1840.750</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.700</td>\n",
+       "      <td>151.650</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   gender SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges  TotalCharges  Churn\n",
+       "0  Female             0     Yes         No       1           No  No phone service             DSL             No          Yes               No          No          No              No  Month-to-month              Yes           Electronic check          29.850        29.850      0\n",
+       "1    Male             0      No         No      34          Yes                No             DSL            Yes           No              Yes          No          No              No        One year               No               Mailed check          56.950      1889.500      0\n",
+       "2    Male             0      No         No       2          Yes                No             DSL            Yes          Yes               No          No          No              No  Month-to-month              Yes               Mailed check          53.850       108.150      1\n",
+       "3    Male             0      No         No      45           No  No phone service             DSL            Yes           No              Yes         Yes          No              No        One year               No  Bank transfer (automatic)          42.300      1840.750      0\n",
+       "4  Female             0      No         No       2          Yes                No     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes           Electronic check          70.700       151.650      1"
+      ]
+     },
+     "execution_count": 138,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "id": "8b1e531b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observations: 7043\n",
+      "Variables: 20\n",
+      "cat_cols: 17\n",
+      "num_cols: 3\n",
+      "cat_but_car: 0\n",
+      "num_but_cat: 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "def grab_col_names(dataframe, cat_th=10, car_th=20):\n",
+    "    \"\"\"\n",
+    "\n",
+    "    It gives the names of categorical, numerical and categorical but cardinal variables in the data set.\n",
+    "    Note: Categorical variables with numerical appearance are also included in categorical variables.\n",
+    "\n",
+    "    Parameters\n",
+    "    ------\n",
+    "            df: Dataframe\n",
+    "                The dataframe from which variable names are to be retrieved\n",
+    "        cat_th: int, optional\n",
+    "                threshold value for numeric but categorical variables\n",
+    "        car_th: int, optinal\n",
+    "                threshold value for categorical but cardinal variables\n",
+    "\n",
+    "    Returns\n",
+    "    ------\n",
+    "        cat_cols: list\n",
+    "                Categorical variable list\n",
+    "        num_cols: list\n",
+    "                Numeric variable list\n",
+    "        cat_but_car: list\n",
+    "                Categorical but cardinal variable list\n",
+    "\n",
+    "    Notes\n",
+    "    ------\n",
+    "        cat_cols + num_cols + cat_but_car = total number of variables\n",
+    "        num_but_cat is inside cat_cols\n",
+    "\n",
+    "    \"\"\"\n",
+    "\n",
+    "    # cat_cols, cat_but_car\n",
+    "    cat_cols = [col for col in dataframe.columns if dataframe[col].dtypes == \"O\"]\n",
+    "    num_but_cat = [col for col in dataframe.columns if dataframe[col].nunique() < cat_th and\n",
+    "                   dataframe[col].dtypes != \"O\"]\n",
+    "    cat_but_car = [col for col in dataframe.columns if dataframe[col].nunique() > car_th and\n",
+    "                   dataframe[col].dtypes == \"O\"]\n",
+    "    cat_cols = cat_cols + num_but_cat\n",
+    "    cat_cols = [col for col in cat_cols if col not in cat_but_car]\n",
+    "\n",
+    "    # num_cols\n",
+    "    num_cols = [col for col in dataframe.columns if dataframe[col].dtypes != \"O\"]\n",
+    "    num_cols = [col for col in num_cols if col not in num_but_cat]\n",
+    "\n",
+    "    print(f\"Observations: {dataframe.shape[0]}\")\n",
+    "    print(f\"Variables: {dataframe.shape[1]}\")\n",
+    "    print(f'cat_cols: {len(cat_cols)}')\n",
+    "    print(f'num_cols: {len(num_cols)}')\n",
+    "    print(f'cat_but_car: {len(cat_but_car)}')\n",
+    "    print(f'num_but_cat: {len(num_but_cat)}')\n",
+    "    return cat_cols, num_cols, cat_but_car\n",
+    "\n",
+    "cat_cols, num_cols, cat_but_car = grab_col_names(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "5831c338",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['tenure', 'MonthlyCharges', 'TotalCharges']"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "id": "02d09051",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['gender',\n",
+       " 'SeniorCitizen',\n",
+       " 'Partner',\n",
+       " 'Dependents',\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",
+       " 'Churn']"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat_cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "6128c410-ceb6-46e4-8380-0358f42d94a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "tenure            0.240\n",
+       "MonthlyCharges   -0.221\n",
+       "TotalCharges      0.962\n",
+       "Churn             1.063\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.skew(numeric_only=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "id": "5716bd25-c35c-4c27-bdd9-9160811da1ea",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "      <th>Churn</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>tenure</th>\n",
+       "      <td>1.000</td>\n",
+       "      <td>0.248</td>\n",
+       "      <td>0.826</td>\n",
+       "      <td>-0.352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <td>0.248</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>0.651</td>\n",
+       "      <td>0.193</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TotalCharges</th>\n",
+       "      <td>0.826</td>\n",
+       "      <td>0.651</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>-0.199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Churn</th>\n",
+       "      <td>-0.352</td>\n",
+       "      <td>0.193</td>\n",
+       "      <td>-0.199</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                tenure  MonthlyCharges  TotalCharges  Churn\n",
+       "tenure           1.000           0.248         0.826 -0.352\n",
+       "MonthlyCharges   0.248           1.000         0.651  0.193\n",
+       "TotalCharges     0.826           0.651         1.000 -0.199\n",
+       "Churn           -0.352           0.193        -0.199  1.000"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr(numeric_only=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c805c38",
+   "metadata": {},
+   "source": [
+    "# Data Visualization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "15cea021-3b0a-4461-aa2d-4a9ee370a482",
+   "metadata": {},
+   "source": [
+    "### Feature distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "d7f21c97-7232-4241-b0f6-78b9e12d2dbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>7043.000</td>\n",
+       "      <td>7032.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>32.371</td>\n",
+       "      <td>64.762</td>\n",
+       "      <td>2283.300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>24.559</td>\n",
+       "      <td>30.090</td>\n",
+       "      <td>2266.771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>18.250</td>\n",
+       "      <td>18.800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>9.000</td>\n",
+       "      <td>35.500</td>\n",
+       "      <td>401.450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>29.000</td>\n",
+       "      <td>70.350</td>\n",
+       "      <td>1397.475</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>55.000</td>\n",
+       "      <td>89.850</td>\n",
+       "      <td>3794.738</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>72.000</td>\n",
+       "      <td>118.750</td>\n",
+       "      <td>8684.800</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        tenure  MonthlyCharges  TotalCharges\n",
+       "count 7043.000        7043.000      7032.000\n",
+       "mean    32.371          64.762      2283.300\n",
+       "std     24.559          30.090      2266.771\n",
+       "min      0.000          18.250        18.800\n",
+       "25%      9.000          35.500       401.450\n",
+       "50%     29.000          70.350      1397.475\n",
+       "75%     55.000          89.850      3794.738\n",
+       "max     72.000         118.750      8684.800"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[num_cols].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "id": "4170fe4b-2082-47c1-aac3-89b3a83b0125",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[<Axes: title={'center': 'tenure'}>,\n",
+       "        <Axes: title={'center': 'MonthlyCharges'}>],\n",
+       "       [<Axes: title={'center': 'TotalCharges'}>, <Axes: >]], dtype=object)"
+      ]
+     },
+     "execution_count": 152,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[num_cols].hist(bins=20, figsize=(10,7))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "id": "59124dd0-638a-47df-8d19-c4c44ebf2945",
+   "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>0</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>1</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No phone service</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>29.850</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>56.950</td>\n",
+       "      <td>1889.500</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>DSL</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Mailed check</td>\n",
+       "      <td>53.850</td>\n",
+       "      <td>108.150</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>45</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>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>One year</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bank transfer (automatic)</td>\n",
+       "      <td>42.300</td>\n",
+       "      <td>1840.750</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Fiber optic</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Month-to-month</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Electronic check</td>\n",
+       "      <td>70.700</td>\n",
+       "      <td>151.650</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   gender SeniorCitizen Partner Dependents  tenure PhoneService     MultipleLines InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling              PaymentMethod  MonthlyCharges  TotalCharges  Churn\n",
+       "0  Female             0     Yes         No       1           No  No phone service             DSL             No          Yes               No          No          No              No  Month-to-month              Yes           Electronic check          29.850        29.850      0\n",
+       "1    Male             0      No         No      34          Yes                No             DSL            Yes           No              Yes          No          No              No        One year               No               Mailed check          56.950      1889.500      0\n",
+       "2    Male             0      No         No       2          Yes                No             DSL            Yes          Yes               No          No          No              No  Month-to-month              Yes               Mailed check          53.850       108.150      1\n",
+       "3    Male             0      No         No      45           No  No phone service             DSL            Yes           No              Yes         Yes          No              No        One year               No  Bank transfer (automatic)          42.300      1840.750      0\n",
+       "4  Female             0      No         No       2          Yes                No     Fiber optic             No           No               No          No          No              No  Month-to-month              Yes           Electronic check          70.700       151.650      1"
+      ]
+     },
+     "execution_count": 155,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "id": "153ebb4d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count   7043.000\n",
+      "mean      32.371\n",
+      "std       24.559\n",
+      "min        0.000\n",
+      "5%         1.000\n",
+      "10%        2.000\n",
+      "20%        6.000\n",
+      "30%       12.000\n",
+      "40%       20.000\n",
+      "50%       29.000\n",
+      "60%       40.000\n",
+      "70%       50.000\n",
+      "80%       60.000\n",
+      "90%       69.000\n",
+      "95%       72.000\n",
+      "99%       72.000\n",
+      "max       72.000\n",
+      "Name: tenure, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count   7043.000\n",
+      "mean      64.762\n",
+      "std       30.090\n",
+      "min       18.250\n",
+      "5%        19.650\n",
+      "10%       20.050\n",
+      "20%       25.050\n",
+      "30%       45.850\n",
+      "40%       58.830\n",
+      "50%       70.350\n",
+      "60%       79.100\n",
+      "70%       85.500\n",
+      "80%       94.250\n",
+      "90%      102.600\n",
+      "95%      107.400\n",
+      "99%      114.729\n",
+      "max      118.750\n",
+      "Name: MonthlyCharges, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count   7032.000\n",
+      "mean    2283.300\n",
+      "std     2266.771\n",
+      "min       18.800\n",
+      "5%        49.605\n",
+      "10%       84.600\n",
+      "20%      267.070\n",
+      "30%      551.995\n",
+      "40%      944.170\n",
+      "50%     1397.475\n",
+      "60%     2048.950\n",
+      "70%     3141.130\n",
+      "80%     4475.410\n",
+      "90%     5976.640\n",
+      "95%     6923.590\n",
+      "99%     8039.883\n",
+      "max     8684.800\n",
+      "Name: TotalCharges, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def num_summary(dataframe, numerical_col, plot=False):\n",
+    "    quantiles = [0.05, 0.10, 0.20, 0.30, 0.40, 0.50, 0.60, 0.70, 0.80, 0.90, 0.95, 0.99]\n",
+    "    print(dataframe[numerical_col].describe(quantiles).T)\n",
+    "\n",
+    "    if plot:\n",
+    "        dataframe[numerical_col].hist(bins=20, alpha=0.4, color='b')\n",
+    "        plt.xlabel(numerical_col)\n",
+    "        plt.title(numerical_col)\n",
+    "        plt.show(block=True)\n",
+    "        \n",
+    "for col in num_cols:\n",
+    "    num_summary(df, col, plot=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "id": "98a13bb0-efa6-4224-bf10-840b08782536",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<Axes: title={'center': 'tenure'}>,\n",
+       "       <Axes: title={'center': 'MonthlyCharges'}>,\n",
+       "       <Axes: title={'center': 'TotalCharges'}>], dtype=object)"
+      ]
+     },
+     "execution_count": 156,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x400 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1, 3, figsize=(14, 4))\n",
+    "df[df.Churn == 0][num_cols].hist(bins=50, color=\"blue\", alpha=0.5, ax=ax)\n",
+    "df[df.Churn == 1][num_cols].hist(bins=50, color=\"red\", alpha=0.5, ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8449cada-0706-4ca8-8936-754450d1e7eb",
+   "metadata": {},
+   "source": [
+    "### Categorical feature distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "id": "833ae457-7066-43f4-9c7e-9ecd75c20318",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<enumerate at 0x28f1acd10>"
+      ]
+     },
+     "execution_count": 161,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(cat_cols)\n",
+    "enumerate(cat_cols)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "id": "60f6d566-13a4-4fe8-9f5f-dc11b70d5342",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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kXrx/8j766Lzv0qVLunjx4kN7IgLAemxtbWVjY6Psfg7ILLexsSFxkgfwnQ75Ba/lvI/zk7zt2rVrmjdvnnbu3KmLFy/q8ccfV2hoqMVi8Q8bEifI1tmzZ/X8889r9erVsrGx0f79+1W2bFl1795dRYsW1bhx46wdIiBJ2rFjh8aPH68//vhDklSlShUNGDCA4aDAbeD9kzfRR+dt8fHxunbtmipUqGBRvn//fhUsWFBlypSxTmDAbXr88ccVExOjokWL6rHHHrvlDyK//vrrA4wMOXG7i/X+cz0m5E58p0N+wWs5b+L8BPkViRNkKywsTKdOndLnn3+uKlWqaOfOnSpbtqyWL1+u/v37a/fu3dYOEQCAhxJ9dN5Wv359de/eXV26dLEonzVrlj7//HOtWbPGOoEBt2n48OEaOHCgChUqpGHDht0ycTJ06NAHGBkAALAGzk/yvjFjxsjDw0Pdu3e3KP/yyy91+vRpDR482EqRWReJE2TL09NTy5cvV40aNeTs7Gx+6P3555+qXr26Ll68aO0Q8RDLnFrgVmxsbHTt2rUHFBGQd/D+yfvoo/M2FxcX/frrrypfvrxF+YEDB1SrVi2dP3/eOoEBeKicOXNGycnJFiNKdu/erQ8//FDJyclq3bq1OnXqZMUI8W/4Tof8gtdy3sf5Sd5XpkwZzZkzR08//bRF+datW9WhQwfFx8dbKTLrKmDtAJA7JScnq1ChQlnKz507JwcHBytEBPzP999/f9O6zZs366OPPlJ6evoDjAjIO3j/5H300XmbjY2NLly4kKU8MTGRtQSQ55QtW1bbt2/XI488YlF+/vx5Pf744/rzzz+tFBn+zSuvvCJvb29z+pRTp06pbt268vb2Vrly5dS1a1elpaWpc+fOVo4UN8N3OuQXvJbzPs5P8r6EhAR5eXllKS9RooROnDhhhYhyBxInsHD8+HF5e3urbt26mjlzpkaOHCnp+kl+enq6xo4dq4YNG1o5SjzsWrVqlaVs3759euONN/Tjjz8qNDRUI0aMsEJkQO7H+yfvoo/OH+rVq6cxY8bom2++kZ2dnSQpLS1NY8aM0TPPPGPl6ICcOXToULYJv5SUFB07dswKEeF2bdmyRVFRUeb9mTNnqlixYoqNjVWBAgX04YcfaurUqSROcjG+0yG/4LWcd3F+kn/4+Pho48aN8vPzsyjfuHGjvL29rRSV9ZE4gYWqVatq6tSp+uCDD/Tss8/ql19+UWpqqgYNGqTdu3fr3Llz2rhxo7XDBEzHjx/X0KFDNWPGDAUHBys2NlaPPvqotcMC8gTeP3kLfXT+8P7776tevXqqVKmS6tatK0lav369kpKStGrVKitHB9yexYsXm/9fvny5XF1dzftpaWmKiYnJcuKN3CUhIUFlypQx769atUpt27ZVgQLXfyJo2bKlxowZY6XokFN8p0N+wWs5b+H8JP/o1auX+vbtq6tXr+rZZ5+VJMXExGjQoEEaMGCAlaOzHhInsDBq1Ci99NJLatq0qfbs2aPp06fL2dlZFy9eVNu2bRUeHp7t0C3gQUtMTNTo0aM1efJk1axZUzExMeYPUABujfdP3kQfnT/4+/srLi5OU6ZM0c6dO+Xk5KSwsDBFRESoWLFi1g4PuC2tW7eWdP2K0i5duljUFSxYUGXKlDGngELu5OLiovPnz5trnGzbtk09evQw621sbJSSkmKt8HCb+E6H/ILXct7E+Un+MXDgQJ09e1b//e9/lZqaKklydHTU4MGDFRkZaeXorIfF4ZFFfHy8evTooT179ujTTz9Vy5YtrR0SYGHs2LF6//335enpqdGjR2c7tBdA9nj/5G300QByEz8/P23fvl3Fixe3dijIoVatWql48eL67LPPtHDhQoWGhiohIUFFixaVJC1dulSvv/669u7da+VIcTN8p0N+wWs5b+P8JH+5ePGi9u7dKycnJ1WoUOGhX6OGxAluasqUKerXr5+qVKliDtnO9Ouvv1opKkCytbWVk5OTgoKCzPnhs7Nw4cIHGBWQN/D+yR/oo/OWuLg4Pfroo7K1tVVcXNwt21avXv0BRQXgYRYXF6dGjRopKSlJ165dU2RkpN59912zvnPnzipcuLCmT59uxShxK3ynQ37Bazl/4PwE+RFTdSFbhw8f1sKFC1W0aFG1atUqy4ceYE1hYWGysbGxdhhAnsT7J++jj857atasqYSEBLm7u6tmzZqysbFRdtcu2djYZLvQNpCbxcTEaMKECebIhCpVqqhv374KCgqycmS4lerVq2vv3r3auHGjPD09Vbt2bYv6Dh06yN/f30rR4XbwnQ75Ba/lvI/zk7ypbdu2ioqKkouLi9q2bXvLtg9r4pJXMrL47LPPNGDAAAUFBWn37t0qUaKEtUMCLERFRVk7BCDP4v2Tt9FH503x8fHmcxUfH2/laIB75+OPP9Zrr72m9u3b67XXXpMkbdmyRc2bN9eECRMUHh5u5QhxK8WKFdPZs2f12Wef6dChQ7KxsZGfn5/at2+vzp0780NmLsd3OuQXvJbzNs5P8i5XV1ezr3d1dbVyNLkTU3XBQtOmTbVt2zZNnDhRYWFh1g4HAABkoI/OH65cuSJHR0drhwHcE6VKldIbb7yhiIgIi/KpU6dq9OjR+uuvv6wUGf6NYRh67rnn9PPPP6tGjRqqXLmyDMPQ3r17tWvXLrVs2VKLFi2ydpgAgFyM8xPkd4w4gYW0tDTFxcWpVKlS1g4FAADcgD46f3B3d1ebNm304osvqlGjRrK1tbV2SMAdO3/+vJo2bZqlvEmTJho8eLAVIsLtioqK0vr16xUTE6OGDRta1K1atUqtW7fWzJkz+SEMAHBTnJ/kH++++65CQ0Pl5+dn7VByFc7UYCE6OpoPPAAAciH66PxhxowZunTpklq1aqWSJUuqb9+++uWXX6wdFnBHWrZsqe+//z5L+Q8//KDnnnvOChHhdn3zzTd68803syRNJOnZZ5/VG2+8odmzZ1shMgBAXsH5Sf6xYMEClS9fXk8//bQ+/vhjnTlzxtoh5QpM1QUAAAA8YBcuXNC3336rb775RqtWrVLZsmX14osvasiQIdYODbht7777rj788EPVqVNHgYGBkq6vcbJx40YNGDBALi4uZttXX33VWmEiG56enlq2bJlq1qyZbf1vv/2mZs2aKSEh4cEGBgAArGL37t2aPXu25s6dq2PHjqlx48YKDQ1V69atVahQIWuHZxUkTgAAAAAr2rNnj0JDQxUXF6e0tDRrhwPcttudzsHGxkZ//vnnfY4GOWFvb6/Dhw/Ly8sr2/rjx4/Lz89PKSkpDzgyAABgbRs3btScOXO0YMECXblyRUlJSdYOySpY4wQAAAB4wK5cuaLFixdrzpw5WrZsmTw8PDRw4EBrhwXkSHx8vLVDwB1KS0tTgQI3/znAzs5O165de4ARAQCA3KJw4cJycnKSvb29Lly4YO1wrIbECQAAAPCALF++XHPmzNGiRYtUoEABtW/fXitWrFC9evWsHRpwVzInMrCxsbFyJLgdhmGoa9eucnBwyLaekSYAADxc4uPjNWfOHM2ZM0f79u1T/fr1NXz4cLVv397aoVkNU3Uh34uKilLfvn11/vx5a4diVV27dtX58+e1aNEia4cCAMBDq1ChQmrRooU6deqk5s2bq2DBgtYOCbgrM2fO1AcffKD9+/dLkipWrKiBAweqc+fOVo4Mt9KtW7fbavfVV1/d50gAAIC1PfXUU9q+fbuqV6+u0NBQdezYUSVLlrR2WFbHiBPkC127dtWMGTMkSQULFlTp0qUVFhamN99808qRWYqPj9dbb72lNWvW6Ny5cypevLgCAgL0/vvvq3Llyvd135MmTRJ5UgAArOfatWt6//339Z///Eeenp7WDge4a+PHj9c777yjiIgI1alTR5K0YcMG9enTR2fOnFG/fv2sHCFuhoQIAADI1KhRI3355Zfy9/e3dii5CokT5BtNmzbVV199pZSUFP30008KDw9XwYIFb7rg4YN29epVNW7cWJUqVdLChQvl5eWlY8eO6eeff76r0TCpqamyt7f/13aurq53vA8AAHD3ChQooMGDB6tly5bWDgW4JyZPnqxp06YpLCzMLGvZsqWqVq2qYcOGkTgBAADI5a5evaq5c+fqxRdftHYouY6ttQMA7hUHBwd5enrK19dXL7/8soKCgrR48WKzfvny5apSpYqKFCmipk2b6sSJE2Zdenq6RowYoVKlSsnBwUE1a9bUsmXLzPpDhw7JxsZGCxcuVMOGDVWoUCHVqFFDmzdvtohhw4YNqlu3rpycnOTj46NXX31VycnJkqTdu3fr4MGD+vjjj/XUU0/J19dXderU0bvvvqunnnrK3MbRo0f1/PPPy83NTcWKFVOrVq106NAhs75r165q3bq1Ro0aJW9vb1WqVElvvvmmateuneVvUqNGDY0YMcLicTce89ixY1W+fHk5ODiodOnSGjVq1G3HAQAAcu7JJ5/Ub7/9Zu0wgHvixIkTevrpp7OUP/300xbftQEAAJA7FSxYUFeuXLF2GLkSiRPkW05OTkpNTZUkXbp0SR9++KG+/vprrVu3TkeOHNHrr79utp00aZLGjRunDz/8UHFxcQoODlbLli3NuZozvfXWW3r99dcVGxurihUrqmPHjrp27Zok6eDBg2ratKnatWunuLg4zZs3Txs2bFBERIQkqUSJErK1tdW3336rtLS0bGO+evWqgoOD5ezsrPXr12vjxo1moifzWCQpJiZG+/btU3R0tJYsWaLQ0FBt27ZNBw8eNNvs3r1bcXFx6tSpU7b7ioyM1Hvvvad33nlHe/bs0Zw5c+Th4ZGjOAAAQM7897//1YABAzRlyhRt3rxZcXFxFjcgLylfvrzmz5+fpXzevHmqUKGCFSICAABAToWHh+v99983f+PEdSwOj3zhxoXPDcNQTEyMnnvuOb3yyiuqWrWqunXrpgMHDqhcuXKSpI8//lgjRoxQQkKCJKlkyZIKDw+3WBPlySef1BNPPKGpU6fq0KFD8vPz0+eff64ePXpIkvbs2aOqVatq7969qly5snr27Ck7Ozt98skn5jY2bNig+vXrKzk5WY6Ojpo6daoGDRokOzs71apVSw0bNlRoaKjKli0rSZo1a5beffdd7d27VzY2NpKuT8Xl5uamRYsWqUmTJuratauWLVumI0eOWEzRVbNmTbVr107vvPOOJOnNN9/UqlWrtGXLlix/owsXLqhEiRKaMmWKevbsmeXveTtxAACAnLO1zXrdko2NjQzDkI2NzU0vrgByo++++04vvPCCgoKCzDVONm7cqJiYGM2fP19t2rSxcoQAAAD4N23atFFMTIyKFCmiatWqqXDhwhb1CxcutFJk1sUaJ8g3lixZoiJFiujq1atKT09Xp06dNGzYMC1YsECFChUykyaS5OXlpVOnTkmSkpKSdPz4cfNkL1OdOnW0c+dOi7Lq1atbbEOSTp06pcqVK2vnzp2Ki4vT7NmzzTaGYSg9PV3x8fGqUqWKwsPDFRYWpjVr1mjLli1asGCBRo8ercWLF6tx48bauXOnDhw4IGdnZ4v9XrlyxWI0SbVq1bKsaxIaGqovv/xS77zzjgzD0DfffKP+/ftn+7fau3evUlJS1KhRo2zrbzcOAACQM/Hx8dYOAbhn2rVrp61bt2rChAlatGiRJKlKlSratm2bHnvsMesGBwAAgNvi5uamdu3aWTuMXIfECfKNhg0batq0abK3t5e3t7cKFPjfy7tgwYIWbTOv7Ozatas++ugjSdJvv/2mBg0aaPXq1WrQoEG2+7hxO5kjMdLT0yVJFy9e1EsvvaRXX301y+NKly5t/t/Z2VktWrRQixYt9O677yo4OFjvvvuuGjdurIsXLyogIMAi+ZKpRIkS5v//mfmVpI4dO2rw4MH69ddfdfnyZR09elQvvPCCWX/gwAFt3LhRv/zyi5ycnLI9vky3GwcAPIyioqLUrVs3xcfHq0yZMtYOJ08bNmyYhg8frodpALSvr6+1QwDuqYCAAM2aNcvaYTxUGjRooDNnzuj333+3digAAOTYmjVr1LBhw1v+/oYH66uvvrJ2CLkSa5wgT9i9e7defPFFlSxZUg4ODvL29lZoaKh2795ttilcuLDKly+v0qVLWyRN/o2Li4u8vb2znHhs3LhR/v7+t72dxx9/XHv27FH58uWz3G4cHVKmTBnZ2NjIxsZGtra2WrVqlbZu3aqBAweqUqVK2r9/v9zd3bNsw9XV9Zb7L1WqlOrXr6/Zs2dr9uzZaty4sdzd3bNtW6FCBTk5OSkmJuamx3KncQDA/RYVFWV+jtrY2MjR0VHe3t4KDg7WRx99pAsXLlg7xLuS3fFVrFhREREROnny5D3d1+jRo82rxO+XS5cuadiwYVqzZs193U9e8vXXX6tOnTry9vbW4cOHJUkTJ07UDz/8YOXIANyJGz+zb3Wzxufg6dOn9dprr6ly5cpycnKSu7u7nnzySQ0ePFgXL1584PHcL8ePH9ewYcMUGxtr7VAA4I7t2rVL7du3l6+vrxwdHVWyZEk1btxYkydPNts8iO/ved2aNWtuu29u2bKlChUqdMtzyNDQUNnb2+vs2bMP8CgevGvXrmnlypX65JNPzL/H8ePH89X3hZxixAlyvYULF6pjx44qVqyYevToIT8/Px06dEhffPGFvv32W82dO/eu9zFw4EANGTJEM2fOlIeHh9544w3FxsZmO+LiZgYPHqynnnpKERER6tmzpwoXLqw9e/YoOjpaU6ZMUWxsrIYOHapLly6Za6Ls3btXX3/9tapXr66JEyeqRo0aKl68uFq1aqURI0aoVKlSOnz4sBYuXKhBgwapVKlSt4whNDRUQ4cOVWpqqiZMmHDTdo6Ojho8eLAGDRoke3t71alTR6dPn9bu3bvVo0cPhYaG6oMPPrjjOADgQRgxYoT8/Px09epVJSQkaM2aNerbt6/Gjx+vxYsXW0yveC917txZHTp0kIODw33ZfqbM47ty5Yo2bNigadOm6aefftLvv/+uQoUK3ZN9jB49Wu3bt1fr1q3vyfayc+nSJQ0fPlySslxR9vbbb+uNN964b/vOjaZNm6YhQ4aob9++GjVqlLmmiZubmyZOnKhWrVpZOUIAOfX1119b3J85c6aio6OzlFepUuVBhqVz586pVq1aSkpKUvfu3VW5cmWdPXtWcXFxmjZtml5++WUVKVLkgcZ0vxw/flzDhw9XmTJlVLNmTWuHAwA5tmnTJjVs2FClS5dWr1695OnpqaNHj2rLli2aNGmSXnnlFUkP5vv7/VavXj1dvnw5yxT090qVKlWy9MGRkZEqUqSI3nrrLYvyggUL6scff9T333+vsLCwLNu6dOmSfvjhBzVt2lSPPPLIfYk3Nzh8+LCaNm2qI0eOKCUlRY0bN5azs7Pef/99paSkaPr06dYO0SpInCBXO3jwoDp37qyyZctq3bp1FtNEvfbaa6pbt646d+6s4ODgu9rPq6++qsTEREVGRurUqVPy9/fX4sWLVaFChdveRvXq1bV27Vq99dZbqlu3rgzDULly5czpskqVKqUyZcro559/1rlz58wv9qNHj1a/fv00ePBgffjhh9q4caM++eQTtW3bVhcuXFDJkiXVqFEjubi4/GsM7du3V0REhOzs7P61E33nnXdUoEABDRkyRMePH5eXl5f69OkjSSpUqJDWrVunwYMH31EcAPAgNGvWTLVq1TLvR0ZGatWqVXruuefUsmVL7d2791+nJrwTdnZ2srOzu+fb/acbj69nz5565JFHNH78eP3www/q2LFjto9JTk7OdjrH3KpAgQI5GiWaH0yePFmfffaZWrdurffee88sr1Wrll5//XUrRgbgTr344osW97ds2aLo6Ogs5Q/aF198oSNHjmjjxo16+umnLeqSkpLu2w9WD9K1a9fMqZMBIC8bNWqUXF1dtX37drm5uVnUZa7Rm1O59dzA1tZWjo6O9237Hh4eWfrg9957T8WLF89SfvnyZTk7O2vOnDnZJk5++OEHJScnKzQ09L7Fmxu89tprqlWrlnbu3GmRIGrTpo169eplxcisi6m6kKt98MEHunTpkj799NMsa2sUL15cn3zyiZKTk1WiRAktWrRIw4YNk42NjQ4cOKCuXbvKzc1Nr732mtq0aaNLly6Zj23durXFHOO2traqX7++/vrrL61YsUKxsbFq2rSpGjRooEcffVSXLl1SgwYN9PTTT6tkyZIaO3as3NzcZBiGefVsSkqKlixZoj///FOpqakqWrSogoODNWDAADPeSZMmydvbW02bNlVSUpLi4uI0YMAA2draytPTU9L1RednzJih06dPa9u2bapbt65Wrlwpd3d3eXp6ytbWVl988UWWv9Vff/2lAQMGqFixYrp27ZqqVauml19+WampqZKu/+h2I1tbW/33v/+Vu7u73N3dtWLFCgUGBprTCHh6eppx/PHHH/rzzz/19NNPm4mTrl27qkiRIvrzzz8VHByswoULy9vbWyNGjHio5qoHkLs8++yzeuedd3T48GGLOff/+OMPtW/fXsWKFZOjo6Nq1aqlxYsXm/W//PKLbGxsNGPGjCzbXL58uWxsbLRkyRJJ/5tK69ChQxbtfv75Z9WvX1/Ozs5ycXHRE088oTlz5li02bp1q5o2bSpXV1cVKlRI9evX18aNG2/72KT/LS6e+Tl88OBBNW/eXM7OzuYX+uTkZA0YMEA+Pj5ycHBQpUqV9OGHH1p8PtvY2Cg5OVkzZswwh6p37drVrP/rr7/UvXt3eXh4yMHBQVWrVtWXX36ZJa4rV65o2LBhqlixohwdHeXl5aW2bdvq4MGDOnTokNl/Dx8+3NzPsGHDJMnst2907do1jRw5UuXKlZODg4PKlCmjN998UykpKRbtypQpo+eee04bNmzQk08+KUdHR5UtW1YzZ868rb+ntcTHx2e7aLaDg4OSk5OtEBGAByE9PV0TJ05U1apV5ejoKA8PD7300kv6+++/s7S9nf5Ekvbs2aOGDRuqUKFC5jnKjQ4ePCg7Ozs99dRTWR7r4uJi8aNVmTJlLPqATA0aNLAYLZg5/cm8efP05ptvytPTU4ULF1bLli119OjRLI999NFHtWPHDj399NNycnKSn59ftletnjp1Sj169JCHh4ccHR1Vo0aNLH3yoUOHZGNjow8//FATJ040+4mPP/5YTzzxhCSpW7duZl8TFRWVZT8AkFsdPHhQVatWzZI0kWROw36r7++Z36v37NmjTp06qWjRonrmmWfMbcyaNUsBAQFycnJSsWLF1KFDhyyf2+vXr9d//vMflS5dWg4ODvLx8VG/fv10+fJli3aZ5yFHjhzRc889pyJFiqhkyZKaOnWqpOtTjj377LMqXLiwfH19s/RhmX3JjVNYZvYZ/9a3SddHR7Rs2VKFCxeWu7u7+vXrZ56z5XRaTCcnJ7Vt21YxMTHZJqjmzJkjZ2dntWzZMkfbzWvWr1+vt99+O8tFFWXKlNFff/1lpaisj8QJcrUff/xRZcqUUd26dbOtr1evnsqUKaOlS5dalD///PO6cOGCxowZo+eff15RUVHmNCE59ffff6tp06aqUaOGxo0bp8qVK2vw4MH6+eefzTbp6elq2bKlPvzwQ7Vo0UKTJ09W69atNWHCBIsF2jNdvXpVZ86c0ZkzZ3Ts2DH9+OOPGj9+vOrVqyc/Pz+zXXR0tP78809169ZNkydPVocOHTR37lw1b97c4sev48eP68knn9TcuXP1wgsv6KOPPlLnzp21du1ai4TRjc6cOaNnn31WJ0+e1Nq1a1WpUqUc/23S0tLUtGlTeXh4aOzYsQoICNDQoUM1dOjQHG8LAO6Vzp07S5JWrFgh6fo6WU899ZT27t2rN954Q+PGjVPhwoXVunVrff/995KuX+1ftmxZzZ8/P8v25s2bZybDbyYqKkohISE6d+6cIiMj9d5776lmzZpatmyZ2WbVqlWqV6+ekpKSNHToUI0ePVrnz5/Xs88+q23btv3rcR08eFCSLK4AunbtmoKDg+Xu7q4PP/xQ7dq1k2EYatmypSZMmKCmTZtq/PjxqlSpkgYOHKj+/fubj/3666/l4OCgunXr6uuvv9bXX3+tl156SZJ08uRJPfXUU1q5cqUiIiI0adIklS9fXj169NDEiRPNbaSlpem5557T8OHDFRAQoHHjxum1115TYmKifv/9d5UoUULTpk2TdP1qpcz9tG3b9qbH2bNnTw0ZMkSPP/64JkyYoPr162vMmDHq0KFDlrYHDhxQ+/bt1bhxY40bN05FixZV165dLdZAy238/PyynYN/2bJlD3waH+BuXL16VQUKFGCB8tv00ksvaeDAgapTp44mTZqkbt26afbs2QoODtbVq1fNdrfTn0i3d47i6+urtLS0LNOV3AujRo3S0qVLNXjwYL366quKjo5WUFBQlh/X/v77bzVv3lwBAQEaO3asSpUqpZdfftkiEX/58mU1aNBAX3/9tTllsKurq7p27apJkyZl2fdXX32lyZMnq3fv3ho3bpzatGmjESNGSJJ69+5t9jX16tW758cNAPeLr6+vduzYcct+9Vbf3zP95z//0aVLlzR69GhzpMCoUaMUFhamChUqaPz48erbt69iYmJUr149nT9/3nzsggULdOnSJb388suaPHmygoODNXny5GxHYqSlpalZs2by8fHR2LFjVaZMGUVERCgqKkpNmzZVrVq19P7778vZ2VlhYWHmxV+3cjt9W3Jysp599lmtXLlSr776qt566y1t2rRJgwcP/tft30xoaKiuXbuW5Vzw3LlzWr58udq0aXNfZjLITdLT080phG907NgxOTs7WyGiXMIAcqnz588bkoxWrVrdsl3Lli0NSUZSUpIxdOhQQ5LRvXt3izZt2rQxHnnkEYsyX19fo0uXLub91atXG5KM1atXm2X169c3JBkzZ840y1JSUgxPT0+jXbt2ZtnXX39t2NraGuvXr7fYx/Tp0w1JxsaNGy32KynLrU6dOsaZM2csHn/p0qUsx/vNN98Ykox169aZZWFhYYatra2xffv2LO3T09MNwzCMr776ypBkbN++3Thx4oRRtWpVo2zZssahQ4du+TcwDMOIj483JBlfffWVWdalSxdDkvHKK69Y7CskJMSwt7c3Tp8+nSUWALgXbvw8uxlXV1fjscceMwzDMBo1amRUq1bNuHLlilmfnp5uPP3000aFChXMssjISKNgwYLGuXPnzLKUlBTDzc3Nol/J3H98fLxhGNf7K2dnZ6N27drG5cuXLeLI/AxOT083KlSoYAQHB5tlhnH9c97Pz89o3Lhxlu2vXLnSOH36tHH06FFj7ty5xiOPPGI4OTkZx44dMwzjf5/Db7zxhsU+Fy1aZEgy3n33XYvy9u3bGzY2NsaBAwfMssKFC1v0hZl69OhheHl5ZemXOnToYLi6upr905dffmlIMsaPH59lG5nHefr0aUOSMXTo0CxtMvvtTLGxsYYko2fPnhbtXn/9dUOSsWrVKrMssz+9sT88deqU4eDgYAwYMCDLvnKLzz77zChZsqQxd+5co3DhwsY333xjvPvuu+b/gbzEz8/PiI2NtXYYuU54eLjFZ9v69esNScbs2bMt2i1btsyi/Hb6E8O4/XOUhIQEo0SJEoYko3LlykafPn2MOXPmGOfPn88S8z/PjW7cV/369c37mecLJUuWNJKSkszy+fPnG5KMSZMmZYlz3LhxFnHWrFnTcHd3N1JTUw3DMIyJEycakoxZs2aZ7VJTU43AwECjSJEi5n4yz0lcXFyMU6dOWcS5ffv2LOcrAJCXrFixwrCzszPs7OyMwMBAY9CgQcby5cvNz8pMN/v+nvm9umPHjhblhw4dMuzs7IxRo0ZZlO/atcsoUKCARXl2v0GNGTPGsLGxMQ4fPmyWZZ6HjB492iz7+++/DScnJ8PGxsaYO3euWf7HH39kORe4m9/fxo0bZ0gyFi1aZJZdvnzZqFy5cra/Z2WqWrWqRX92o2vXrhleXl5GYGCgRXnmb3rLly/P9nH5yfPPP2/06tXLMAzDKFKkiPHnn38aFy5cMJ599lmja9euVo7OehhxglzrwoULkvSvmc3M+qSkJLMsc62OTHXr1tXZs2ct2tyuIkWKWMyBaG9vryeffFJ//vmnWbZgwQJVqVJFlStXNkeSZI7okKTVq1dbbLN27dqKjo5WdHS0lixZolGjRmn37t1q2bKlxVVaN2a0r1y5ojNnzphD7X/99VdJ17PCixYtUosWLSzm+s/0zylQjh07pvr16+vq1atat26dxZRldyIiIsJiXxEREUpNTdXKlSvvarsAcDeKFCmiCxcu6Ny5c1q1apU5EjHz8/ns2bMKDg7W/v37zaHHL7zwgq5evaqFCxea21mxYoXOnz+f7ejBTNHR0bpw4YLeeOONLHP1Zn4Gx8bGav/+/erUqZPOnj1rxpGcnKxGjRpp3bp1WeZoDwoKUokSJeTj46MOHTqoSJEi+v7771WyZEmLdi+//LLF/Z9++kl2dnZ69dVXLcoHDBggwzAsrtjKjmEY+u6779SiRQsZhmHRrwUHBysxMdHsg7777jsVL17cXKwyu2PPiZ9++kmSLEbGZMYuKcsIU39/f4tRqSVKlFClSpUs+ujcpmfPnnr//ff19ttv69KlS+rUqZOmTZumSZMmZTuqBsjN3nrrLb355ps6d+6ctUPJ1RYsWCBXV1c1btzY4jM1ICBARYoUMc8Vbqc/yXQ75ygeHh7auXOn+vTpo7///lvTp09Xp06d5O7urpEjR97V9LphYWEW52nt27eXl5eX+TmeqUCBAhZXQ9vb2+ull17SqVOntGPHDknXP/s9PT0t1u8qWLCgXn31VV28eFFr16612Ga7du2yTOMMAHld48aNtXnzZrVs2VI7d+7U2LFjFRwcrJIlS1pMMfxv/vl72MKFC5Wenq7nn3/eog/y9PRUhQoVLH6vuvE3qOTkZJ05c0ZPP/20DMPQb7/9lmVfN04J7+bmpkqVKqlw4cJ6/vnnzfJKlSrJzc3ttr6f307ftmzZMpUsWdJi6ixHR8e7WofDzs5OHTp00ObNmy2mY54zZ448PDzUqFGjO952XjFu3Dht3LhR/v7+unLlijp16mRO0/X+++9bOzyrebhW40SekvlFPDOBcjPZJVhKly5t0aZo0aKSrg/7y+ni5qVKlcpyolK0aFHFxcWZ9/fv36+9e/fe9Av8P+dJLF68uIKCgsz7ISEhqlSpktq3b6/PP//c/AEqcxH5uXPnZtlGYmKiJOn06dNKSkrSo48+elvH07lzZxUoUEB79+4111W5U7a2tipbtqxFWcWKFSUpy9z/APAgXbx4Ue7u7jpw4IAMw9A777yjd955J9u2p06dUsmSJVWjRg1VrlxZ8+bNU48ePSRdn6arePHiZiI8O5lTaN3qc3j//v2SpC5duty0TWJiotlfSdLUqVNVsWJFFShQQB4eHqpUqZJsbS2veSlQoIBKlSplUXb48GF5e3tnufAgcxqow4cP3zQG6Xq/cv78eX366af69NNPs22T2ScdPHhQlSpVumcLvB8+fFi2trYqX768Rbmnp6fc3NyyxP7P/l663kdnt2ZAbhIaGqrQ0FBdunTJfK0CedGUKVN04MABeXt7y9fXN8sCtJlJ1ofd/v37lZiYeNP3+o2fqdKt+5NMt3OOIl1fP3HatGn6+OOPtX//fi1fvlzvv/++hgwZIi8vryzrIN6uChUqWNy3sbFR+fLls5wDeHt7Z3ld3Hi+8NRTT+nw4cOqUKFClj7uZv3WjVMbA0B+8sQTT2jhwoVKTU3Vzp079f3332vChAlq3769YmNj5e/v/6/b+Odn5P79+2UYRpbP7UwFCxY0/3/kyBENGTJEixcvzvJ9OvM3qEyOjo5ZfgNzdXXNtn9ydXW9re/nt9O3HT58WOXKlcvS7p/nDzkVGhqqCRMmaM6cOXrzzTd17NgxrV+/Xq+++qrs7Ozuatt5QalSpbRz507NmzdPO3fu1MWLF9WjRw+Fhobm+2nKboXECXItV1dXeXl5Zfny/09xcXEqWbKkRULkZh9qd3JV1e1sKz09XdWqVdP48eOzbevj4/Ov+8nMYK9bt85MnDz//PPatGmTBg4cqJo1a6pIkSJKT09X06ZNs1yZfLvatm2rmTNnatKkSRozZoxF3c2uDs5unkMAyK2OHTumxMRElS9f3vysfP3112+6RsmNX7JfeOEFjRo1SmfOnJGzs7MWL16sjh073nViIDOODz74QDVr1sy2TZEiRSzuP/nkk9mOJLyRg4NDlh+a7lZmrC+++OJNEz3Vq1e/p/v8p9sdrXIv+/sH5fLlyzIMQ4UKFVKhQoV0+vRpTZw4Uf7+/mrSpIm1wwNypHXr1tYOIU9IT0+Xu7u7Zs+enW39nYyeyOnnn42NjSpWrKiKFSsqJCREFSpU0OzZs83Eya3OA3LbD0YP8w84AB4O9vb2euKJJ/TEE0+oYsWK6tatmxYsWHBb68n+8zMyPT1dNjY2+vnnn7P9PM88B0lLS1Pjxo117tw5DR48WJUrV1bhwoX1119/qWvXrll+g7pZ33A338+t+d0+ICBAlStX1jfffKM333xT33zzjQzDUGho6H3fd25RoEAB8wIvXEfiBLnac889p88++0wbNmzQM888k6V+/fr1OnToUJbFsB60cuXKaefOnWrUqNEdTU0iXV/gV7p+lbR0fXRMTEyMhg8friFDhpjtMq9azlSiRAm5uLjc9sKcr7zyisqXL68hQ4bI1dVVb7zxhlmXeaXzjYuDSTe/Ojk9PV1//vmnedWYJP3f//2fJKlMmTK3FQ8A3GuZi+AGBwebo+IKFixoMdLvZl544QUNHz5c3333nTw8PJSUlPSv0yeVK1dOkvT777/f9EqnzDYuLi63Fcfd8PX11cqVK3XhwgWLUSd//PGHWZ8puz6rRIkScnZ2Vlpa2r/GWq5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+      "text/plain": [
+       "<Figure size 2000x2000 with 16 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ROWS, COLS = 4, 4\n",
+    "fig, ax = plt.subplots(ROWS,COLS, figsize=(20,20))\n",
+    "row, col = 0, 0,\n",
+    "for i, categorical_feature in enumerate(cat_cols[:-1]):\n",
+    "    if col == COLS - 1:\n",
+    "        row += 1\n",
+    "    col = i % COLS\n",
+    "    df[categorical_feature].value_counts().plot(kind='bar', ax=ax[row, col]).set_title(categorical_feature)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "6bb2c162",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### gender ############################\n",
+      "        gender  Ratio\n",
+      "gender               \n",
+      "Male      3555 50.476\n",
+      "Female    3488 49.524\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### SeniorCitizen ############################\n",
+      "               SeniorCitizen  Ratio\n",
+      "SeniorCitizen                      \n",
+      "0                       5901 83.785\n",
+      "1                       1142 16.215\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Partner ############################\n",
+      "         Partner  Ratio\n",
+      "Partner                \n",
+      "No          3641 51.697\n",
+      "Yes         3402 48.303\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Dependents ############################\n",
+      "            Dependents  Ratio\n",
+      "Dependents                   \n",
+      "No                4933 70.041\n",
+      "Yes               2110 29.959\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### PhoneService ############################\n",
+      "              PhoneService  Ratio\n",
+      "PhoneService                     \n",
+      "Yes                   6361 90.317\n",
+      "No                     682  9.683\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### MultipleLines ############################\n",
+      "                  MultipleLines  Ratio\n",
+      "MultipleLines                         \n",
+      "No                         3390 48.133\n",
+      "Yes                        2971 42.184\n",
+      "No phone service            682  9.683\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### InternetService ############################\n",
+      "                 InternetService  Ratio\n",
+      "InternetService                        \n",
+      "Fiber optic                 3096 43.959\n",
+      "DSL                         2421 34.375\n",
+      "No                          1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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MXjIyMlReXm4v+/btq5drBAAADZNfX5mdLi0tTV999ZU++ugjf7cip9Mpp9Pp7zYAAMAl0iCeEE2aNElr167VBx98oKuvvtre7na7VVVVpbKyMp/6kpISud1uu+annzqrWf+5GpfLpZCQkPq+HAAAcJnxayCyLEuTJk3S6tWrtWnTJsXHx/uMd+/eXYGBgdq4caO9rbCwUMXFxfJ4PJIkj8ejgoIClZaW2jU5OTlyuVxKTEy0a04/Rk1NzTEAAIDZ/PrKLC0tTatWrdJbb72lZs2a2XN+wsLCFBISorCwMI0bN07p6ekKDw+Xy+XS5MmT5fF41KtXL0nSgAEDlJiYqLvvvlvz58+X1+vVQw89pLS0NPu118SJE/Xcc89p+vTpGjt2rDZt2qRXX31V2dnZfrt2AADQcPj1CdGSJUtUXl6uPn36KDo62l5eeeUVu2bhwoUaMmSIRowYod69e8vtduvNN9+0xwMCArR27VoFBATI4/Horrvu0pgxYzR37ly7Jj4+XtnZ2crJyVHXrl21YMECvfjii2f9yD0AADCPX58QWZb1szXBwcFavHixFi9efM6auLg4vfvuu+c9Tp8+ffTFF1/84h4BAMCVr0FMqgYAAPAnAhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwXp0CUb9+/VRWVnbG9oqKCvXr1+9CewIAALik6hSINm/erKqqqjO2Hz9+XFu3br3gpgAAAC6lxr+k+Msvv7S//vrrr+X1eu31U6dOad26dbrqqqvqrzsAAIBL4BcFom7dusnhcMjhcJz11VhISIieffbZemsOAADgUvhFgaioqEiWZemaa67Rp59+qoiICHssKChIkZGRCggIqPcmAQAALqZfFIji4uIkSdXV1RelGQAAAH/4RYHodLt379YHH3yg0tLSMwLSzJkzL7gxAACAS6VOgehvf/ub7r//frVq1Uput1sOh8MeczgcBCIAAHBZqVMgeuSRR/Too49qxowZ9d0PAADAJVen30P0ww8/aOTIkfXdCwAAgF/UKRCNHDlSGzZsqO9eAAAA/KJOr8zatWunhx9+WNu3b1fnzp0VGBjoM/773/++XpoDAAC4FOoUiP76178qNDRUW7Zs0ZYtW3zGHA4HgQgAAFxW6hSIioqK6rsPAAAAv6nTHCIAAIArSZ2eEI0dO/a848uWLatTMwAAAP5Qp0D0ww8/+KyfOHFCX331lcrKys76R18BAAAasjoFotWrV5+xrbq6Wvfff7/atm17wU0BAABcSvU2h6hRo0ZKT0/XwoUL6+uQAAAAl0S9Tqreu3evTp48WZ+HBAAAuOjq9MosPT3dZ92yLB04cEDZ2dlKTU2tl8YAAAAulToFoi+++MJnvVGjRoqIiNCCBQt+9hNoAAAADU2dAtEHH3xQ330AAAD4TZ0CUY3vvvtOhYWFkqQOHTooIiKiXpoCAAC4lOo0qfro0aMaO3asoqOj1bt3b/Xu3VsxMTEaN26cjh07Vt89AgAAXFR1CkTp6enasmWL3nnnHZWVlamsrExvvfWWtmzZoj/84Q/13SMAAMBFVadXZm+88YZef/119enTx9528803KyQkRL/73e+0ZMmS+uoPAADgoqtTIDp27JiioqLO2B4ZGckrMwDABSkuLtbBgwf93QYaiFatWql169YX/Tx1CkQej0ezZs3Syy+/rODgYEnSjz/+qDlz5sjj8dT6OB9++KGefPJJ5eXl6cCBA1q9erWGDRtmj99zzz1asWKFzz4pKSlat26dvX7o0CFNnjxZ77zzjho1aqQRI0Zo0aJFCg0NtWu+/PJLpaWl6bPPPlNERIQmT56s6dOn1+XSAQAXUXFxsRISEvifa9iaNGmiXbt2XfRQVKdA9PTTT2vgwIG6+uqr1bVrV0nSjh075HQ6tWHDhlof5+jRo+ratavGjh2rW2+99aw1AwcO1PLly+11p9PpMz569GgdOHBAOTk5OnHihO69915NmDBBq1atkiRVVFRowIABSk5O1tKlS1VQUKCxY8eqefPmmjBhwi+9dADARXTw4EEdO3ZMT/1trtp2iPd3O/CzvYVFenD8TB08eLBhBqLOnTtr9+7dWrlypb755htJ0h133KHRo0crJCSk1scZNGiQBg0adN4ap9Mpt9t91rFdu3Zp3bp1+uyzz3TddddJkp599lndfPPNeuqppxQTE6OVK1eqqqpKy5YtU1BQkDp16qT8/Hz95S9/OWcgqqysVGVlpb1eUVFR62sCAFy4th3i1albR3+3AYPUKRBlZmYqKipK48eP99m+bNkyfffdd5oxY0a9NCdJmzdvVmRkpFq0aKF+/frpkUceUcuWLSVJubm5at68uR2GJCk5OVmNGjXSJ598ouHDhys3N1e9e/dWUFCQXZOSkqInnnhCP/zwg1q0aHHW65szZ069XQMAAGjY6vSx+xdeeEEdO56Z3Dt16qSlS5decFM1Bg4cqJdfflkbN27UE088oS1btmjQoEE6deqUJMnr9SoyMtJnn8aNGys8PFxer9eu+ekE8Jr1mpqfysjIUHl5ub3s27ev3q4JAAA0PHV6QuT1ehUdHX3G9oiICB04cOCCm6oxatQo++vOnTurS5cuatu2rTZv3qz+/fvX23l+yul0njFXCQAAXLnq9IQoNjZW27ZtO2P7tm3bFBMTc8FNncs111yjVq1aac+ePZIkt9ut0tJSn5qTJ0/q0KFD9rwjt9utkpISn5qa9XPNTQIAAGapUyAaP368pkyZouXLl+tf//qX/vWvf2nZsmWaOnXqGfOK6tO///1vff/99/bTKY/Ho7KyMuXl5dk1mzZtUnV1tXr27GnXfPjhhzpx4oRdk5OTow4dOpx1/hAAADBPnV6ZTZs2Td9//73++7//W1VVVZKk4OBgzZgxQxkZGbU+zpEjR+ynPZJUVFSk/Px8hYeHKzw8XHPmzNGIESPkdru1d+9eTZ8+Xe3atVNKSookKSEhQQMHDtT48eO1dOlSnThxQpMmTdKoUaPsJ1V33nmn5syZo3HjxmnGjBn66quvtGjRIi1cuLAulw4AAK5AdQpEDodDTzzxhB5++GHt2rVLISEh+q//+q9fPO/m888/V9++fe319PR0SVJqaqqWLFmiL7/8UitWrFBZWZliYmI0YMAAzZs3z+c8K1eu1KRJk9S/f3/7FzM+88wz9nhYWJg2bNigtLQ0de/eXa1atdLMmTP5HUQAAMBWp0BUIzQ0VD169Kjz/n369JFlWeccX79+/c8eIzw83P4ljOfSpUsXbd269Rf3BwAAzFCnOUQAAABXEgIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxvNrIPrwww91yy23KCYmRg6HQ2vWrPEZtyxLM2fOVHR0tEJCQpScnKzdu3f71Bw6dEijR4+Wy+VS8+bNNW7cOB05csSn5ssvv9RvfvMbBQcHKzY2VvPnz7/YlwYAAC4jfg1ER48eVdeuXbV48eKzjs+fP1/PPPOMli5dqk8++URNmzZVSkqKjh8/bteMHj1aO3fuVE5OjtauXasPP/xQEyZMsMcrKio0YMAAxcXFKS8vT08++aRmz56tv/71rxf9+gAAwOWhsT9PPmjQIA0aNOisY5Zl6emnn9ZDDz2koUOHSpJefvllRUVFac2aNRo1apR27dqldevW6bPPPtN1110nSXr22Wd1880366mnnlJMTIxWrlypqqoqLVu2TEFBQerUqZPy8/P1l7/8xSc4AQAAczXYOURFRUXyer1KTk62t4WFhalnz57Kzc2VJOXm5qp58+Z2GJKk5ORkNWrUSJ988old07t3bwUFBdk1KSkpKiws1A8//HDWc1dWVqqiosJnAQAAV64GG4i8Xq8kKSoqymd7VFSUPeb1ehUZGekz3rhxY4WHh/vUnO0Yp5/jpzIzMxUWFmYvsbGxF35BAACgwWqwgcifMjIyVF5ebi/79u3zd0sAAOAiarCByO12S5JKSkp8tpeUlNhjbrdbpaWlPuMnT57UoUOHfGrOdozTz/FTTqdTLpfLZwEAAFeuBhuI4uPj5Xa7tXHjRntbRUWFPvnkE3k8HkmSx+NRWVmZ8vLy7JpNmzapurpaPXv2tGs+/PBDnThxwq7JyclRhw4d1KJFi0t0NQAAoCHzayA6cuSI8vPzlZ+fL+k/E6nz8/NVXFwsh8OhKVOm6JFHHtHbb7+tgoICjRkzRjExMRo2bJgkKSEhQQMHDtT48eP16aefatu2bZo0aZJGjRqlmJgYSdKdd96poKAgjRs3Tjt37tQrr7yiRYsWKT093U9XDQAAGhq/fuz+888/V9++fe31mpCSmpqqrKwsTZ8+XUePHtWECRNUVlamG264QevWrVNwcLC9z8qVKzVp0iT1799fjRo10ogRI/TMM8/Y42FhYdqwYYPS0tLUvXt3tWrVSjNnzuQj9wAAwObXQNSnTx9ZlnXOcYfDoblz52ru3LnnrAkPD9eqVavOe54uXbpo69atde4TAABc2RrsHCIAAIBLhUAEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeA06EM2ePVsOh8Nn6dixoz1+/PhxpaWlqWXLlgoNDdWIESNUUlLic4zi4mINHjxYTZo0UWRkpKZNm6aTJ09e6ksBAAANWGN/N/BzOnXqpPfff99eb9z4/2956tSpys7O1muvvaawsDBNmjRJt956q7Zt2yZJOnXqlAYPHiy3262PP/5YBw4c0JgxYxQYGKjHHnvskl8LAABomBp8IGrcuLHcbvcZ28vLy/XSSy9p1apV6tevnyRp+fLlSkhI0Pbt29WrVy9t2LBBX3/9td5//31FRUWpW7dumjdvnmbMmKHZs2crKCjoUl8OAABogBr0KzNJ2r17t2JiYnTNNddo9OjRKi4uliTl5eXpxIkTSk5Otms7duyo1q1bKzc3V5KUm5urzp07Kyoqyq5JSUlRRUWFdu7cec5zVlZWqqKiwmcBAABXrgYdiHr27KmsrCytW7dOS5YsUVFRkX7zm9/o8OHD8nq9CgoKUvPmzX32iYqKktfrlSR5vV6fMFQzXjN2LpmZmQoLC7OX2NjY+r0wAADQoDToV2aDBg2yv+7SpYt69uypuLg4vfrqqwoJCblo583IyFB6erq9XlFRQSgCAOAK1qCfEP1U8+bN1b59e+3Zs0dut1tVVVUqKyvzqSkpKbHnHLnd7jM+dVazfrZ5STWcTqdcLpfPAgAArlyXVSA6cuSI9u7dq+joaHXv3l2BgYHauHGjPV5YWKji4mJ5PB5JksfjUUFBgUpLS+2anJwcuVwuJSYmXvL+AQBAw9SgX5k9+OCDuuWWWxQXF6f9+/dr1qxZCggI0B133KGwsDCNGzdO6enpCg8Pl8vl0uTJk+XxeNSrVy9J0oABA5SYmKi7775b8+fPl9fr1UMPPaS0tDQ5nU4/Xx0AAGgoGnQg+ve//6077rhD33//vSIiInTDDTdo+/btioiIkCQtXLhQjRo10ogRI1RZWamUlBQ9//zz9v4BAQFau3at7r//fnk8HjVt2lSpqamaO3euvy4JAAA0QA06EP3jH/8473hwcLAWL16sxYsXn7MmLi5O7777bn23BgAAriCX1RwiAACAi4FABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHhGBaLFixerTZs2Cg4OVs+ePfXpp5/6uyUAANAAGBOIXnnlFaWnp2vWrFn65z//qa5duyolJUWlpaX+bg0AAPiZMYHoL3/5i8aPH697771XiYmJWrp0qZo0aaJly5b5uzUAAOBnjf3dwKVQVVWlvLw8ZWRk2NsaNWqk5ORk5ebmnlFfWVmpyspKe728vFySVFFRUecejhw5Iknamb9Lx47+WOfj4MpQtPtbSf+5Ly7kvroQ3JP4Ke5LNDQXek/W7GNZ1s8XWwb4v//7P0uS9fHHH/tsnzZtmvXrX//6jPpZs2ZZklhYWFhYWFiugGXfvn0/mxWMeEL0S2VkZCg9Pd1er66u1qFDh9SyZUs5HA4/dnb5q6ioUGxsrPbt2yeXy+XvdgDuSTRI3Jf1w7IsHT58WDExMT9ba0QgatWqlQICAlRSUuKzvaSkRG63+4x6p9Mpp9Pps6158+YXs0XjuFwu/pGjQeGeREPEfXnhwsLCalVnxKTqoKAgde/eXRs3brS3VVdXa+PGjfJ4PH7sDAAANARGPCGSpPT0dKWmpuq6667Tr3/9az399NM6evSo7r33Xn+3BgAA/MyYQHT77bfru+++08yZM+X1etWtWzetW7dOUVFR/m7NKE6nU7NmzTrjlSTgL9yTaIi4Ly89h2XV5rNoAAAAVy4j5hABAACcD4EIAAAYj0AEAACMRyAC0OD06dNHU6ZMsdfbtGmjp59+2m/91JfZs2erW7du/m4DwFkQiHDB7rnnHjkcDjkcDgUGBioqKko33XSTli1bpurqartux44d+u1vf6vIyEgFBwerTZs2uv3221VaWipJ+vbbb+VwOJSfn++nK8GldPp9c/qyZ88evfnmm5o3b56/W7wgDodDa9as8dn24IMP+vw+NJit5t/A448/7rN9zZo1/FUEPyAQoV4MHDhQBw4c0Lfffqv33ntPffv21QMPPKAhQ4bo5MmT+u6779S/f3+Fh4dr/fr12rVrl5YvX66YmBgdPXrU3+3DT2rum9OX+Ph4hYeHq1mzZhf13FVVVRf1+GcTGhqqli1bXvLzouEKDg7WE088oR9++MHfrRiPQIR64XQ65Xa7ddVVVykpKUl/+tOf9NZbb+m9995TVlaWtm3bpvLycr344ov61a9+pfj4ePXt21cLFy5UfHy8v9uHn9TcN6cvAQEBZ7wyk6TDhw/rjjvuUNOmTXXVVVdp8eLFPuNlZWW67777FBERIZfLpX79+mnHjh32eM3rqhdffFHx8fEKDg4+Z19vvPGGOnXqJKfTqTZt2mjBggU+423atNG8efPO2U+bNm0kScOHD5fD4bDXz/bKbNmyZfa5oqOjNWnSpFp+93AlSE5OltvtVmZm5jlrfu5+RP0gEOGi6devn7p27ao333xTbrdbJ0+e1OrVq8WvvkJdPPnkk+ratau++OIL/fGPf9QDDzygnJwce3zkyJEqLS3Ve++9p7y8PCUlJal///46dOiQXbNnzx698cYbevPNN8/5ajYvL0+/+93vNGrUKBUUFGj27Nl6+OGHlZWVVet+PvvsM0nS8uXLdeDAAXv9p5YsWaK0tDRNmDBBBQUFevvtt9WuXbsL+C7hchMQEKDHHntMzz77rP7973+fMV7b+xH1wAIuUGpqqjV06NCzjt1+++1WQkKCZVmW9ac//clq3LixFR4ebg0cONCaP3++5fV67dqioiJLkvXFF19cgq7hb6mpqVZAQIDVtGlTe7ntttssy7KsG2+80XrggQfs2ri4OGvgwIE++99+++3WoEGDLMuyrK1bt1oul8s6fvy4T03btm2tF154wbIsy5o1a5YVGBholZaWnrevO++807rpppt8tk2bNs1KTEysdT+WZVmSrNWrV/vUzJo1y+ratau9HhMTY/35z38+bz+4cp3+385evXpZY8eOtSzLslavXm3V/Hiuzf2I+sETIlxUlmXZkwMfffRReb1eLV26VJ06ddLSpUvVsWNHFRQU+LlL+Evfvn2Vn59vL88888w5a3/6h5g9Ho927dol6T8T9o8cOaKWLVsqNDTUXoqKirR37157n7i4OEVERJy3p127dun666/32Xb99ddr9+7dOnXqVK36qY3S0lLt379f/fv3r/U+uHI98cQTWrFixRn3UG3vR1w4Y/6WGfxj165dPnOEWrZsqZEjR2rkyJF67LHH9Ktf/UpPPfWUVqxY4ccu4S9Nmzatl1dER44cUXR0tDZv3nzGWPPmzX3O11CEhIT4uwU0IL1791ZKSooyMjJ0zz33+LsdIxGIcNFs2rRJBQUFmjp16lnHg4KC1LZtWz5lhlrZvn37GesJCQmSpKSkJHm9XjVu3NiewFxXCQkJ2rZtm8+2bdu2qX379goICKhVP5IUGBh43v+Db9asmdq0aaONGzeqb9++F9QzrgyPP/64unXrpg4dOtjbans/4sIRiFAvKisr5fV6derUKZWUlGjdunXKzMzUkCFDNGbMGK1du1b/+Mc/NGrUKLVv316WZemdd97Ru+++q+XLl/scq7Cw8Izjd+rUSYGBgZfqctAAbdu2TfPnz9ewYcOUk5Oj1157TdnZ2ZL+80kdj8ejYcOGaf78+Wrfvr3279+v7OxsDR8+XNddd12tz/OHP/xBPXr00Lx583T77bcrNzdXzz33nJ5//vla9yPJDjvXX3+9nE6nWrRocca5Zs+erYkTJyoyMlKDBg3S4cOHtW3bNk2ePLmO3yVczjp37qzRo0f7vDqu7f2IeuDvSUy4/KWmplqSLElW48aNrYiICCs5OdlatmyZderUKcuyLGvv3r3W+PHjrfbt21shISFW8+bNrR49eljLly+3j1Mzqfpsy759+/x0dbhYzjcZ/2yTqufMmWONHDnSatKkieV2u61Fixb57FNRUWFNnjzZiomJsQIDA63Y2Fhr9OjRVnFxsWVZZ05oPp/XX3/dSkxMtAIDA63WrVtbTz75pM94bfp5++23rXbt2lmNGze24uLiztnD0qVLrQ4dOliBgYFWdHS0NXny5Fr1iMvf2f4NFBUVWUFBQdbpP55/7n5E/XBYFp+BBoBfok2bNpoyZcoZvysJwOWLT5kBAADjEYgAAIDxeGUGAACMxxMiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABQAMxe/ZsdevWzd9tAEYiEAGok3vuuUfDhg2rdb3D4dCaNWsuWj+/1ObNm+VwOFRWVuaz/bvvvtP999+v1q1by+l0yu12KyUl5Yw/sHkxPPjgg9q4ceNFPw+AM/HHXQFcVk6cOHFR/9DviBEjVFVVpRUrVuiaa65RSUmJNm7cqO+//77Ox6yqqlJQUNDP1oWGhio0NLTO5wFQdzwhAnDB+vTpo9///veaPn26wsPD5Xa7NXv2bHu8TZs2kqThw4fL4XDY65L01ltvKSkpScHBwbrmmms0Z84cnTx50h53OBxasmSJfvvb36pp06Z69NFH7VdLf//739WmTRuFhYVp1KhROnz4sL1fdXW1MjMzFR8fr5CQEHXt2lWvv/66JOnbb79V3759JUktWrSQw+HQPffco7KyMm3dulVPPPGE+vbtq7i4OP36179WRkaGfvvb39rHLisr03333aeIiAi5XC7169dPO3bssMdr+nvxxRcVHx+v4OBg/fWvf1VMTIyqq6t9vndDhw7V2LFjffY73bJly9SpUyc5nU5FR0dr0qRJte4DQO0RiADUixUrVqhp06b65JNPNH/+fM2dO1c5OTmSpM8++0yStHz5ch04cMBe37p1q8aMGaMHHnhAX3/9tV544QVlZWXp0Ucf9Tn27NmzNXz4cBUUFNjhYe/evVqzZo3Wrl2rtWvXasuWLXr88cftfTIzM/Xyyy9r6dKl2rlzp6ZOnaq77rpLW7ZsUWxsrN544w1JUmFhoQ4cOKBFixbZT2jWrFmjysrKc17ryJEjVVpaqvfee095eXlKSkpS//79dejQIbtmz549euONN/Tmm28qPz9fI0eO1Pfff68PPvjArjl06JDWrVun0aNHn/U8S5YsUVpamiZMmKCCggK9/fbbateu3S/qA0AtWQBQB6mpqdbQoUMty7KsG2+80brhhht8xnv06GHNmDHDXpdkrV692qemf//+1mOPPeaz7e9//7sVHR3ts9+UKVN8ambNmmU1adLEqqiosLdNmzbN6tmzp2VZlnX8+HGrSZMm1scff+yz37hx46w77rjDsizL+uCDDyxJ1g8//OBT8/rrr1stWrSwgoODrf/3//6flZGRYe3YscMe37p1q+Vyuazjx4/77Ne2bVvrhRdesPsLDAy0SktLfWqGDh1qjR071l5/4YUXrJiYGOvUqVP2fl27drXHY2JirD//+c/W2dSmDwC1xxMiAPWiS5cuPuvR0dEqLS097z47duzQ3Llz7SczoaGhGj9+vA4cOKBjx47Zddddd90Z+7Zp00bNmjU76/n27NmjY8eO6aabbvI59ssvv6y9e/eet6cRI0Zo//79evvttzVw4EBt3rxZSUlJysrKsns+cuSIWrZs6XPsoqIin2PHxcUpIiLC59ijR4/WG2+8YT99WrlypUaNGqVGjc78T3Fpaan279+v/v37n/N7V5s+ANQOk6oB1IufTnR2OBxnzJf5qSNHjmjOnDm69dZbzxgLDg62v27atOkvOt+RI0ckSdnZ2brqqqt86pxO53l7qjn3TTfdpJtuukkPP/yw7rvvPs2aNUv33HOPjhw5oujoaG3evPmM/Zo3b37enm+55RZZlqXs7Gz16NFDW7du1cKFC8/aQ0hIyHl7rG0fAGqHQATgkggMDNSpU6d8tiUlJamwsNBnXkx9SExMlNPpVHFxsW688caz1tR86uunPZ3reDW/MiApKUler1eNGzf2mRxeG8HBwbr11lu1cuVK7dmzRx06dFBSUtJZa5s1a6Y2bdpo48aN9gTw011IHwDORCACcEnU/HC//vrr5XQ61aJFC82cOVNDhgxR69atddttt6lRo0basWOHvvrqKz3yyCN1PlezZs304IMPaurUqaqurtYNN9yg8vJybdu2TS6XS6mpqYqLi5PD4dDatWt18803KyQkRJWVlRo5cqTGjh2rLl26qFmzZvr88881f/58DR06VJKUnJwsj8ejYcOGaf78+Wrfvr3279+v7OxsDR8+/Kyv9043evRoDRkyRDt37tRdd9113trZs2dr4sSJioyM1KBBg3T48GFt27ZNkydPvuA+APhiDhGAS2LBggXKyclRbGysfvWrX0mSUlJStHbtWm3YsEE9evRQr169tHDhQsXFxV3w+ebNm6eHH35YmZmZSkhI0MCBA5Wdna34+HhJ0lVXXaU5c+boj3/8o6KiojRp0iSFhoaqZ8+eWrhwoXr37q1rr71WDz/8sMaPH6/nnntO0n9ezb377rvq3bu37r33XrVv316jRo3Sv/71L0VFRf1sX/369VN4eLgKCwt15513nrc2NTVVTz/9tJ5//nl16tRJQ4YM0e7du+ulDwC+HJZlWf5uAgAAwJ94QgQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4/1/E+a8ulMACRMAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### OnlineSecurity ############################\n",
+      "                     OnlineSecurity  Ratio\n",
+      "OnlineSecurity                            \n",
+      "No                             3498 49.666\n",
+      "Yes                            2019 28.667\n",
+      "No internet service            1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### OnlineBackup ############################\n",
+      "                     OnlineBackup  Ratio\n",
+      "OnlineBackup                            \n",
+      "No                           3088 43.845\n",
+      "Yes                          2429 34.488\n",
+      "No internet service          1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### DeviceProtection ############################\n",
+      "                     DeviceProtection  Ratio\n",
+      "DeviceProtection                            \n",
+      "No                               3095 43.944\n",
+      "Yes                              2422 34.389\n",
+      "No internet service              1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### TechSupport ############################\n",
+      "                     TechSupport  Ratio\n",
+      "TechSupport                            \n",
+      "No                          3473 49.311\n",
+      "Yes                         2044 29.022\n",
+      "No internet service         1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### StreamingTV ############################\n",
+      "                     StreamingTV  Ratio\n",
+      "StreamingTV                            \n",
+      "No                          2810 39.898\n",
+      "Yes                         2707 38.435\n",
+      "No internet service         1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### StreamingMovies ############################\n",
+      "                     StreamingMovies  Ratio\n",
+      "StreamingMovies                            \n",
+      "No                              2785 39.543\n",
+      "Yes                             2732 38.790\n",
+      "No internet service             1526 21.667\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Contract ############################\n",
+      "                Contract  Ratio\n",
+      "Contract                       \n",
+      "Month-to-month      3875 55.019\n",
+      "Two year            1695 24.066\n",
+      "One year            1473 20.914\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### PaperlessBilling ############################\n",
+      "                  PaperlessBilling  Ratio\n",
+      "PaperlessBilling                         \n",
+      "Yes                           4171 59.222\n",
+      "No                            2872 40.778\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### PaymentMethod ############################\n",
+      "                           PaymentMethod  Ratio\n",
+      "PaymentMethod                                  \n",
+      "Electronic check                    2365 33.579\n",
+      "Mailed check                        1612 22.888\n",
+      "Bank transfer (automatic)           1544 21.922\n",
+      "Credit card (automatic)             1522 21.610\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##################### Churn ############################\n",
+      "       Churn  Ratio\n",
+      "Churn              \n",
+      "0       5174 73.463\n",
+      "1       1869 26.537\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def cat_summary(dataframe, col_name, plot = False):\n",
+    "    print('#####################',col_name,'############################')\n",
+    "    print(pd.DataFrame({col_name: dataframe[col_name].value_counts(),\n",
+    "                       'Ratio':100 * dataframe[col_name].value_counts()/len(dataframe)}))\n",
+    "    \n",
+    "    if plot:\n",
+    "        sns.countplot(x = dataframe[col_name], data = dataframe, edgecolor='black', color='#D9F9C4')\n",
+    "        plt.show(block = True)\n",
+    "        \n",
+    "for col in cat_cols:\n",
+    "    cat_summary(df, col, plot = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "id": "ca62bf62-3100-4a01-9f7c-801fb4d1933c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'churned')"
+      ]
+     },
+     "execution_count": 171,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feature = 'Contract'\n",
+    "fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n",
+    "df[df.Churn == 0][feature].value_counts().plot(kind='bar', ax=ax[0]).set_title('not churned')\n",
+    "df[df.Churn == 1][feature].value_counts().plot(kind='bar', ax=ax[1]).set_title('churned')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "03a89b6e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from plotly.subplots import make_subplots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "884f9b09",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
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+       "                            \n",
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+       "var x = new MutationObserver(function (mutations, observer) {{\n",
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+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "g_labels = ['Male', 'Female']\n",
+    "c_labels = ['No', 'Yes']\n",
+    "# Create subplots: use 'domain' type for Pie subplot\n",
+    "fig = make_subplots(rows=1, cols=2, specs=[[{'type':'domain'}, {'type':'domain'}]])\n",
+    "fig.add_trace(go.Pie(labels=g_labels, values=df['gender'].value_counts(), name=\"Gender\"),\n",
+    "              1, 1)\n",
+    "fig.add_trace(go.Pie(labels=c_labels, values=df['Churn'].value_counts(), name=\"Churn\"),\n",
+    "              1, 2)\n",
+    "\n",
+    "# Use `hole` to create a donut-like pie chart\n",
+    "fig.update_traces(hole=.4, hoverinfo=\"label+percent+name\", textfont_size=16)\n",
+    "\n",
+    "fig.update_layout(\n",
+    "    title_text=\"Gender and Churn Distributions\",\n",
+    "    # Add annotations in the center of the donut pies.\n",
+    "    annotations=[dict(text='Gender', x=0.16, y=0.5, font_size=20, showarrow=False),\n",
+    "                 dict(text='Churn', x=0.84, y=0.5, font_size=20, showarrow=False)])\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "id": "ff85677a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "        CHURN_MEAN\n",
+      "gender            \n",
+      "Female       0.269\n",
+      "Male         0.262\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "               CHURN_MEAN\n",
+      "SeniorCitizen            \n",
+      "0                   0.236\n",
+      "1                   0.417\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "         CHURN_MEAN\n",
+      "Partner            \n",
+      "No            0.330\n",
+      "Yes           0.197\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "            CHURN_MEAN\n",
+      "Dependents            \n",
+      "No               0.313\n",
+      "Yes              0.155\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "              CHURN_MEAN\n",
+      "PhoneService            \n",
+      "No                 0.249\n",
+      "Yes                0.267\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                  CHURN_MEAN\n",
+      "MultipleLines               \n",
+      "No                     0.250\n",
+      "No phone service       0.249\n",
+      "Yes                    0.286\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                 CHURN_MEAN\n",
+      "InternetService            \n",
+      "DSL                   0.190\n",
+      "Fiber optic           0.419\n",
+      "No                    0.074\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "OnlineSecurity                 \n",
+      "No                        0.418\n",
+      "No internet service       0.074\n",
+      "Yes                       0.146\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "OnlineBackup                   \n",
+      "No                        0.399\n",
+      "No internet service       0.074\n",
+      "Yes                       0.215\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "DeviceProtection               \n",
+      "No                        0.391\n",
+      "No internet service       0.074\n",
+      "Yes                       0.225\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "TechSupport                    \n",
+      "No                        0.416\n",
+      "No internet service       0.074\n",
+      "Yes                       0.152\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "StreamingTV                    \n",
+      "No                        0.335\n",
+      "No internet service       0.074\n",
+      "Yes                       0.301\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                     CHURN_MEAN\n",
+      "StreamingMovies                \n",
+      "No                        0.337\n",
+      "No internet service       0.074\n",
+      "Yes                       0.299\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                CHURN_MEAN\n",
+      "Contract                  \n",
+      "Month-to-month       0.427\n",
+      "One year             0.113\n",
+      "Two year             0.028\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                  CHURN_MEAN\n",
+      "PaperlessBilling            \n",
+      "No                     0.163\n",
+      "Yes                    0.336\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "                           CHURN_MEAN\n",
+      "PaymentMethod                        \n",
+      "Bank transfer (automatic)       0.167\n",
+      "Credit card (automatic)         0.152\n",
+      "Electronic check                0.453\n",
+      "Mailed check                    0.191\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
+      "       CHURN_MEAN\n",
+      "Churn            \n",
+      "0           0.000\n",
+      "1           1.000\n",
+      "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n"
+     ]
+    }
+   ],
+   "source": [
+    "def target_summary_with_cat(dataframe,target,categorical_col):\n",
+    "    print(pd.DataFrame({\"CHURN_MEAN\": dataframe.groupby(categorical_col)[target].mean()}))\n",
+    "    print(\"~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\")\n",
+    "\n",
+    "for col in cat_cols:\n",
+    "    target_summary_with_cat(df,\"Churn\",col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "cd0bef79",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def outlier_thresholds(dataframe, col_name, q1=0.05, q3=0.95):\n",
+    "    quartile1 = dataframe[col_name].quantile(q1)\n",
+    "    quartile3 = dataframe[col_name].quantile(q3)\n",
+    "    interquantile_range = quartile3 - quartile1\n",
+    "    up_limit = quartile3 + 1.5 * interquantile_range\n",
+    "    low_limit = quartile1 - 1.5 * interquantile_range\n",
+    "    return low_limit, up_limit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "id": "3a1bd489",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def check_outlier(dataframe, col_name):\n",
+    "    low_limit, up_limit = outlier_thresholds(dataframe, col_name)\n",
+    "    if dataframe[(dataframe[col_name] > up_limit) | (dataframe[col_name] < low_limit)].any(axis=None):\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 206,
+   "id": "4b42d8eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tenure False\n",
+      "MonthlyCharges False\n",
+      "TotalCharges False\n"
+     ]
+    }
+   ],
+   "source": [
+    "for col in num_cols:\n",
+    "    print(col, check_outlier(df, col))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 207,
+   "id": "0e5ca3eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              n_miss  ratio\n",
+      "TotalCharges      11  0.160\n"
+     ]
+    }
+   ],
+   "source": [
+    "def missing_values_table(dataframe, na_name=False):\n",
+    "    na_columns = [col for col in dataframe.columns if dataframe[col].isnull().sum() > 0]\n",
+    "\n",
+    "    n_miss = dataframe[na_columns].isnull().sum().sort_values(ascending=False)\n",
+    "    ratio = (dataframe[na_columns].isnull().sum() / dataframe.shape[0] * 100).sort_values(ascending=False)\n",
+    "    missing_df = pd.concat([n_miss, np.round(ratio, 2)], axis=1, keys=['n_miss', 'ratio'])\n",
+    "    print(missing_df, end=\"\\n\")\n",
+    "\n",
+    "    if na_name:\n",
+    "        return na_columns\n",
+    "\n",
+    "missing_values_table(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "id": "6f73eb78",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 208,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Filling in missing values with the median\n",
+    "\n",
+    "df[\"TotalCharges\"].fillna(df[\"TotalCharges\"].median(), inplace=True)\n",
+    "\n",
+    "df['TotalCharges'].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "id": "137afb24",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 209,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.heatmap(df[['tenure', 'MonthlyCharges', 'TotalCharges','Churn']].corr())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8d5436d7-9833-4e97-a620-0dbbcd219b58",
+   "metadata": {},
+   "source": [
+    "IT IS LOGICAL THAT THERE IS A HIGH CORRELATION BETWEEN TENURE AND TOTALCHARGES BECAUSE AS THE TENURE, I.e., TOTAL SERVICE PROVIDED MONTH INCREASES, THE AMOUNT COLLECTED ALSO INCREASES."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "id": "2aa3d5f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.loc[((df[\"gender\"] == \"Male\") & (df[\"SeniorCitizen\"]== 1)),\"SENIOR/YOUNG_GENDER\"] = \"senior_male\"\n",
+    "df.loc[((df[\"gender\"] == \"Female\") & (df[\"SeniorCitizen\"]== 0)),\"SENIOR/YOUNG_GENDER\"] =\"young_male\"\n",
+    "df.loc[((df[\"gender\"] == \"Male\") & (df[\"SeniorCitizen\"]== 1)),\"SENIOR/YOUNG_GENDER\"] =\"senior_female\"\n",
+    "df.loc[((df[\"gender\"] == \"Female\") & (df[\"SeniorCitizen\"]== 0)),\"SENIOR/YOUNG_GENDER\"] =\"young_female\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"gender\"] == \"Male\") & (df[\"TechSupport\"] == \"No\")),\"GENDER_SUPPORT\"] = \"no_sup_male\"\n",
+    "df.loc[((df[\"gender\"] == \"Female\") & (df[\"TechSupport\"] == \"No\")),\"GENDER_SUPPORT\"] = \"no_sup_female\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"Contract\"] == \"Month-to-month\")\n",
+    "       & (df[\"PaymentMethod\"] == \"Electronic check\")\n",
+    "       & (df[\"gender\"] == \"Male\")),\"GENDER_EC_MONTH\"] = \"male_ec_month\"\n",
+    "\n",
+    "df.loc[((df[\"Contract\"] == \"Month-to-month\")\n",
+    "       & (df[\"PaymentMethod\"] == \"Electronic check\")\n",
+    "       & (df[\"gender\"] == \"Female\")),\"GENDER_EC_MONTH\"] = \"female_ec_month\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"No\") & (df[\"gender\"] == \"Female\")), \"GENDER_SECURITY\"] = \"no_sec_female\"\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"Yes\") & (df[\"gender\"] == \"Female\")),\"GENDER_SECURITY\"] = \"yes_sec_female\"\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"No\") & (df[\"gender\"] == \"Male\")),\"GENDER_SECURITY\"] = \"no_sec_male\"\n",
+    "df.loc[((df[\"OnlineSecurity\"] == \"Yes\") & (df[\"gender\"] == \"Male\")),\"GENDER_SECURITY\"] = \"yes_sec_male\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"InternetService\"] == \"Fiber optic\")\n",
+    "       & (df[\"gender\"] == \"Male\")\n",
+    "       & (df[\"Dependents\"] == \"No\")),\"GENDER_FIB_DEP\"] = \"male_fib_dep_no\"\n",
+    "\n",
+    "df.loc[((df[\"InternetService\"] == \"Fiber optic\")\n",
+    "       & (df[\"gender\"] == \"Female\")\n",
+    "       & (df[\"Dependents\"] == \"No\")),\"GENDER_FIB_DEP\"] = \"female_fib_dep_no\"\n",
+    "\n",
+    "df.loc[(df[\"tenure\"]>=0) & (df[\"tenure\"]<=12),\"NEW_TENURE_YEAR\"] = \"0-1 Year\"\n",
+    "df.loc[(df[\"tenure\"]>12) & (df[\"tenure\"]<=24),\"NEW_TENURE_YEAR\"] = \"1-2 Year\"\n",
+    "df.loc[(df[\"tenure\"]>24) & (df[\"tenure\"]<=36),\"NEW_TENURE_YEAR\"] = \"2-3 Year\"\n",
+    "df.loc[(df[\"tenure\"]>36) & (df[\"tenure\"]<=48),\"NEW_TENURE_YEAR\"] = \"3-4 Year\"\n",
+    "df.loc[(df[\"tenure\"]>48) & (df[\"tenure\"]<=60),\"NEW_TENURE_YEAR\"] = \"4-5 Year\"\n",
+    "df.loc[(df[\"tenure\"]>60) & (df[\"tenure\"]<=72),\"NEW_TENURE_YEAR\"] = \"5-6 Year\"\n",
+    "\n",
+    "\n",
+    "df.loc[((df[\"Partner\"] == \"No\") & (df[\"Contract\"] == \"Month-to-month\")),\"PARTNER_CONTR\"] = \"no_partner_month\"\n",
+    "df.loc[((df[\"Partner\"] == \"Yes\") & (df[\"Contract\"] == \"Month-to-month\")),\"PARTNER_CONTR\"] = \"yes_partner_month\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "id": "39b74b87",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observations: 7043\n",
+      "Variables: 27\n",
+      "cat_cols: 24\n",
+      "num_cols: 3\n",
+      "cat_but_car: 0\n",
+      "num_but_cat: 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "cat_cols, num_cols, cat_but_car = grab_col_names(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "id": "ed4b3bb8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "le = LabelEncoder()\n",
+    "\n",
+    "binary_cols = [col for col in df.columns if df[col].dtype not in [int, float]\n",
+    "               and df[col].nunique() == 2]\n",
+    "\n",
+    "def label_encoder(dataframe, binary_col):\n",
+    "    labelencoder = LabelEncoder()\n",
+    "    dataframe[binary_col] = labelencoder.fit_transform(dataframe[binary_col])\n",
+    "    return dataframe\n",
+    "\n",
+    "\n",
+    "for col in binary_cols:\n",
+    "    df = label_encoder(df, col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "id": "2ef6b00b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def one_hot_encoder(dataframe, categorical_cols, drop_first=True):\n",
+    "    dataframe = pd.get_dummies(dataframe, columns=categorical_cols, drop_first=drop_first)\n",
+    "    return dataframe\n",
+    "\n",
+    "ohe_cols = [col for col in df.columns if 30 >= df[col].nunique() > 2]\n",
+    "df = one_hot_encoder(df, ohe_cols)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "id": "27af7c78",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.277</td>\n",
+       "      <td>-1.160</td>\n",
+       "      <td>-0.994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.066</td>\n",
+       "      <td>-0.260</td>\n",
+       "      <td>-0.173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>-0.363</td>\n",
+       "      <td>-0.960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.514</td>\n",
+       "      <td>-0.747</td>\n",
+       "      <td>-0.195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>0.197</td>\n",
+       "      <td>-0.940</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   tenure  MonthlyCharges  TotalCharges\n",
+       "0  -1.277          -1.160        -0.994\n",
+       "1   0.066          -0.260        -0.173\n",
+       "2  -1.237          -0.363        -0.960\n",
+       "3   0.514          -0.747        -0.195\n",
+       "4  -1.237           0.197        -0.940"
+      ]
+     },
+     "execution_count": 214,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "df[num_cols] = scaler.fit_transform(df[num_cols])\n",
+    "\n",
+    "df[num_cols].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "id": "d2dd691f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = df[\"Churn\"]\n",
+    "X = df.drop([\"Churn\"], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "id": "7036f544",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "id": "ce93de41-cf13-4b1f-bbc6-cf35402a3720",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def base_models(X, y, scoring=\"roc_auc\"):\n",
+    "    print(\"Base Models....\")\n",
+    "    classifiers = [('LR', LogisticRegression()),\n",
+    "                   ('KNN', KNeighborsClassifier()),\n",
+    "                   (\"CART\", DecisionTreeClassifier()),\n",
+    "                   (\"RF\", RandomForestClassifier()),\n",
+    "                   ('Adaboost', AdaBoostClassifier()),\n",
+    "                   ('GBM', GradientBoostingClassifier()),\n",
+    "                   ('XGBoost', XGBClassifier(use_label_encoder=False, eval_metric='logloss')),\n",
+    "                   ('LightGBM', LGBMClassifier()),\n",
+    "                   ]\n",
+    "\n",
+    "    for name, classifier in classifiers:\n",
+    "        cv_results = cross_validate(classifier, X, y, cv=3, scoring=scoring)\n",
+    "        print(f\"{scoring}: {round(cv_results['test_score'].mean(), 4)} ({name}) \")\n",
+    "\n",
+    "base_models(X, y, scoring=\"accuracy\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 232,
+   "id": "e412726e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "knn_params = {\"n_neighbors\": range(2, 50)}\n",
+    "\n",
+    "cart_params = {'max_depth': range(1, 20),\n",
+    "               \"min_samples_split\": range(2, 30)}\n",
+    "\n",
+    "rf_params = {\"max_depth\": [8, 15, None],\n",
+    "             \"max_features\": [5, 7, \"auto\"],\n",
+    "             \"min_samples_split\": [15, 20],\n",
+    "             \"n_estimators\": [200, 300]}\n",
+    "\n",
+    "xgboost_params = {\"learning_rate\": [0.1, 0.01],\n",
+    "                  \"max_depth\": [5, 8],\n",
+    "                  \"n_estimators\": [100, 200]}\n",
+    "\n",
+    "lightgbm_params = {\"learning_rate\": [0.01, 0.1],\n",
+    "                   \"n_estimators\": [300, 500]}\n",
+    "\n",
+    "\n",
+    "classifiers = [('KNN', KNeighborsClassifier(), knn_params),\n",
+    "               (\"CART\", DecisionTreeClassifier(), cart_params),\n",
+    "               (\"RF\", RandomForestClassifier(), rf_params),\n",
+    "               ('XGBoost', XGBClassifier(use_label_encoder=False, eval_metric='logloss'), xgboost_params),\n",
+    "               ('LightGBM', LGBMClassifier(), lightgbm_params)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "id": "6568b4b0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def hyperparameter_optimization(X, y, cv=3, scoring=\"roc_auc\"):\n",
+    "    print(\"Hyperparameter Optimization....\")\n",
+    "    best_models = {}\n",
+    "    for name, classifier, params in classifiers:\n",
+    "        print(f\"########## {name} ##########\")\n",
+    "        cv_results = cross_validate(classifier, X, y, cv=cv, scoring=scoring)\n",
+    "        print(f\"{scoring} (Before): {round(cv_results['test_score'].mean(), 4)}\")\n",
+    "\n",
+    "        gs_best = GridSearchCV(classifier, params, cv=cv, n_jobs=-1, verbose=False).fit(X, y)\n",
+    "        final_model = classifier.set_params(**gs_best.best_params_)\n",
+    "\n",
+    "        cv_results = cross_validate(final_model, X, y, cv=cv, scoring=scoring)\n",
+    "        print(f\"{scoring} (After): {round(cv_results['test_score'].mean(), 4)}\")\n",
+    "        print(f\"{name} best params: {gs_best.best_params_}\", end=\"\\n\\n\")\n",
+    "        best_models[name] = final_model\n",
+    "    return best_models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "id": "23ff2b58",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Base Models....\n",
+      "roc_auc: 0.8403 (LR) \n",
+      "roc_auc: 0.7827 (KNN) \n",
+      "roc_auc: 0.6498 (CART) \n",
+      "roc_auc: 0.8182 (RF) \n",
+      "roc_auc: 0.8371 (Adaboost) \n",
+      "roc_auc: 0.8383 (GBM) \n",
+      "roc_auc: 0.8114 (XGBoost) \n",
+      "roc_auc: 0.8356 (CatBoost) \n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000621 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000553 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000501 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "roc_auc: 0.8262 (LightGBM) \n",
+      "Hyperparameter Optimization....\n",
+      "########## KNN ##########\n",
+      "roc_auc (Before): 0.7827\n",
+      "roc_auc (After): 0.8246\n",
+      "KNN best params: {'n_neighbors': 26}\n",
+      "\n",
+      "########## CART ##########\n",
+      "roc_auc (Before): 0.6471\n",
+      "roc_auc (After): 0.8081\n",
+      "CART best params: {'max_depth': 4, 'min_samples_split': 2}\n",
+      "\n",
+      "########## RF ##########\n",
+      "roc_auc (Before): 0.816\n",
+      "roc_auc (After): 0.8391\n",
+      "RF best params: {'max_depth': 15, 'max_features': 5, 'min_samples_split': 20, 'n_estimators': 300}\n",
+      "\n",
+      "########## XGBoost ##########\n",
+      "roc_auc (Before): 0.8114\n",
+      "roc_auc (After): 0.8362\n",
+      "XGBoost best params: {'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}\n",
+      "\n",
+      "########## LightGBM ##########\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001389 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000611 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000637 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "roc_auc (Before): 0.8262\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 1496, number of negative: 4138\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000679 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 5634, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265531 -> initscore=-1.017418\n",
+      "[LightGBM] [Info] Start training from score -1.017418\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 998, number of negative: 2758\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000629 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265708 -> initscore=-1.016508\n",
+      "[LightGBM] [Info] Start training from score -1.016508\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000625 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 997, number of negative: 2759\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000640 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 3756, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265442 -> initscore=-1.017873\n",
+      "[LightGBM] [Info] Start training from score -1.017873\n",
+      "roc_auc (After): 0.8388\n",
+      "LightGBM best params: {'learning_rate': 0.01, 'n_estimators': 300}\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "def fit_models(X,y):\n",
+    "    base_models(X, y)\n",
+    "    best_models = hyperparameter_optimization(X, y)\n",
+    "    return best_models\n",
+    "\n",
+    "best_models = fit_models(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "id": "4b9313a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines\n",
+      "[LightGBM] [Info] Number of positive: 1496, number of negative: 4138\n",
+      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001857 seconds.\n",
+      "You can set `force_row_wise=true` to remove the overhead.\n",
+      "And if memory is not enough, you can set `force_col_wise=true`.\n",
+      "[LightGBM] [Info] Total Bins 676\n",
+      "[LightGBM] [Info] Number of data points in the train set: 5634, number of used features: 49\n",
+      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.265531 -> initscore=-1.017418\n",
+      "[LightGBM] [Info] Start training from score -1.017418\n"
+     ]
+    }
+   ],
+   "source": [
+    "lgbm_model = best_models['LightGBM'].fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "id": "b1554003",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.84      0.92      0.88      1036\n",
+      "           1       0.68      0.51      0.58       373\n",
+      "\n",
+      "    accuracy                           0.81      1409\n",
+      "   macro avg       0.76      0.71      0.73      1409\n",
+      "weighted avg       0.80      0.81      0.80      1409\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_pred = lgbm_model.predict(X_test)\n",
+    "y_prob = lgbm_model.predict_proba(X_test)[:, 1]\n",
+    "print(classification_report(y_test, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "id": "d3d93aca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lgbm_roc_auc = roc_auc_score(y_test, y_prob)\n",
+    "fpr, tpr, thresholds = roc_curve(y_test, y_prob)\n",
+    "plt.figure()\n",
+    "\n",
+    "plt.plot([0,1],[0,1],'r--')\n",
+    "plt.plot(fpr, tpr, marker='.', label='LGBM')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.title(\"LGBM ROC\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 238,
+   "id": "e4af4a2b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1])"
+      ]
+     },
+     "execution_count": 238,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X.columns\n",
+    "random_user = X.sample(1, random_state = 42)\n",
+    "lgbm_model.predict(random_user)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "id": "4d3cba12",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Observing the variables that affect the success of our model\n",
+    "\n",
+    "def plot_importance(model, features, num=len(X), save=False):\n",
+    "    feature_imp = pd.DataFrame({'Value': model.feature_importances_, 'Feature': features.columns})\n",
+    "    plt.figure(figsize=(10, 10))\n",
+    "    sns.set(font_scale=1)\n",
+    "    sns.barplot(x=\"Value\", y=\"Feature\", data=feature_imp.sort_values(by=\"Value\",\n",
+    "                                                                      ascending=False)[0:num])\n",
+    "    plt.title('Features')\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "    if save:\n",
+    "        plt.savefig('importances.png')\n",
+    "\n",
+    "plot_importance(lgbm_model, X_train, num=35)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 240,
+   "id": "36ff6f7c",
+   "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>PaperlessBilling</th>\n",
+       "      <th>MonthlyCharges</th>\n",
+       "      <th>TotalCharges</th>\n",
+       "      <th>Churn</th>\n",
+       "      <th>MultipleLines_No phone service</th>\n",
+       "      <th>MultipleLines_Yes</th>\n",
+       "      <th>InternetService_Fiber optic</th>\n",
+       "      <th>InternetService_No</th>\n",
+       "      <th>OnlineSecurity_No internet service</th>\n",
+       "      <th>OnlineSecurity_Yes</th>\n",
+       "      <th>OnlineBackup_No internet service</th>\n",
+       "      <th>OnlineBackup_Yes</th>\n",
+       "      <th>DeviceProtection_No internet service</th>\n",
+       "      <th>DeviceProtection_Yes</th>\n",
+       "      <th>TechSupport_No internet service</th>\n",
+       "      <th>TechSupport_Yes</th>\n",
+       "      <th>StreamingTV_No internet service</th>\n",
+       "      <th>StreamingTV_Yes</th>\n",
+       "      <th>StreamingMovies_No internet service</th>\n",
+       "      <th>StreamingMovies_Yes</th>\n",
+       "      <th>Contract_One year</th>\n",
+       "      <th>Contract_Two year</th>\n",
+       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
+       "      <th>PaymentMethod_Electronic check</th>\n",
+       "      <th>PaymentMethod_Mailed check</th>\n",
+       "      <th>SENIOR/YOUNG_GENDER_senior_female</th>\n",
+       "      <th>SENIOR/YOUNG_GENDER_young_female</th>\n",
+       "      <th>GENDER_SUPPORT_no_sup_female</th>\n",
+       "      <th>GENDER_SUPPORT_no_sup_male</th>\n",
+       "      <th>GENDER_EC_MONTH_male_ec_month</th>\n",
+       "      <th>GENDER_EC_MONTH_nan</th>\n",
+       "      <th>GENDER_SECURITY_no_sec_female</th>\n",
+       "      <th>GENDER_SECURITY_no_sec_male</th>\n",
+       "      <th>GENDER_SECURITY_yes_sec_female</th>\n",
+       "      <th>GENDER_SECURITY_yes_sec_male</th>\n",
+       "      <th>GENDER_FIB_DEP_male_fib_dep_no</th>\n",
+       "      <th>GENDER_FIB_DEP_nan</th>\n",
+       "      <th>NEW_TENURE_YEAR_1-2 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_2-3 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_3-4 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_4-5 Year</th>\n",
+       "      <th>NEW_TENURE_YEAR_5-6 Year</th>\n",
+       "      <th>PARTNER_CONTR_no_partner_month</th>\n",
+       "      <th>PARTNER_CONTR_yes_partner_month</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1.277</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1.160</td>\n",
+       "      <td>-0.994</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.066</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.260</td>\n",
+       "      <td>-0.173</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.363</td>\n",
+       "      <td>-0.960</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.514</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.747</td>\n",
+       "      <td>-0.195</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1.237</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.197</td>\n",
+       "      <td>-0.940</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   gender  SeniorCitizen  Partner  Dependents  tenure  PhoneService  PaperlessBilling  MonthlyCharges  TotalCharges  Churn  MultipleLines_No phone service  MultipleLines_Yes  InternetService_Fiber optic  InternetService_No  OnlineSecurity_No internet service  OnlineSecurity_Yes  OnlineBackup_No internet service  OnlineBackup_Yes  DeviceProtection_No internet service  DeviceProtection_Yes  TechSupport_No internet service  TechSupport_Yes  StreamingTV_No internet service  StreamingTV_Yes  \\\n",
+       "0       0              0        1           0  -1.277             0                 1          -1.160        -0.994      0                            True              False                        False               False                               False               False                             False              True                                 False                 False                            False            False                            False            False   \n",
+       "1       1              0        0           0   0.066             1                 0          -0.260        -0.173      0                           False              False                        False               False                               False                True                             False             False                                 False                  True                            False            False                            False            False   \n",
+       "2       1              0        0           0  -1.237             1                 1          -0.363        -0.960      1                           False              False                        False               False                               False                True                             False              True                                 False                 False                            False            False                            False            False   \n",
+       "3       1              0        0           0   0.514             0                 0          -0.747        -0.195      0                            True              False                        False               False                               False                True                             False             False                                 False                  True                            False             True                            False            False   \n",
+       "4       0              0        0           0  -1.237             1                 1           0.197        -0.940      1                           False              False                         True               False                               False               False                             False             False                                 False                 False                            False            False                            False            False   \n",
+       "\n",
+       "   StreamingMovies_No internet service  StreamingMovies_Yes  Contract_One year  Contract_Two year  PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  PaymentMethod_Mailed check  SENIOR/YOUNG_GENDER_senior_female  SENIOR/YOUNG_GENDER_young_female  GENDER_SUPPORT_no_sup_female  GENDER_SUPPORT_no_sup_male  GENDER_EC_MONTH_male_ec_month  GENDER_EC_MONTH_nan  GENDER_SECURITY_no_sec_female  GENDER_SECURITY_no_sec_male  GENDER_SECURITY_yes_sec_female  GENDER_SECURITY_yes_sec_male  \\\n",
+       "0                                False                False              False              False                                  False                            True                       False                              False                              True                          True                       False                          False                False                           True                        False                           False                         False   \n",
+       "1                                False                False               True              False                                  False                           False                        True                              False                             False                         False                        True                          False                 True                          False                        False                           False                          True   \n",
+       "2                                False                False              False              False                                  False                           False                        True                              False                             False                         False                        True                          False                 True                          False                        False                           False                          True   \n",
+       "3                                False                False               True              False                                  False                           False                       False                              False                             False                         False                       False                          False                 True                          False                        False                           False                          True   \n",
+       "4                                False                False              False              False                                  False                            True                       False                              False                              True                          True                       False                          False                False                           True                        False                           False                         False   \n",
+       "\n",
+       "   GENDER_FIB_DEP_male_fib_dep_no  GENDER_FIB_DEP_nan  NEW_TENURE_YEAR_1-2 Year  NEW_TENURE_YEAR_2-3 Year  NEW_TENURE_YEAR_3-4 Year  NEW_TENURE_YEAR_4-5 Year  NEW_TENURE_YEAR_5-6 Year  PARTNER_CONTR_no_partner_month  PARTNER_CONTR_yes_partner_month  \n",
+       "0                           False                True                     False                     False                     False                     False                     False                           False                             True  \n",
+       "1                           False                True                     False                      True                     False                     False                     False                           False                            False  \n",
+       "2                           False                True                     False                     False                     False                     False                     False                            True                            False  \n",
+       "3                           False                True                     False                     False                      True                     False                     False                           False                            False  \n",
+       "4                           False               False                     False                     False                     False                     False                     False                            True                            False  "
+      ]
+     },
+     "execution_count": 240,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
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