From c2836ecf41e1f9bfa391120a88ac15822f1484b9 Mon Sep 17 00:00:00 2001 From: Prathap-Raj3568 Date: Mon, 5 Jan 2026 22:41:07 +0530 Subject: [PATCH] Organize lab programs into Part A and Part B directories --- A1.ipynb => Part_A/A1.ipynb | 0 A2.ipynb => Part_A/A2.ipynb | 0 A3.ipynb => Part_A/A3.ipynb | 0 A4.ipynb => Part_A/A4.ipynb | 0 .../Exampletextfile.txt | 12 +- PrintOddLines.txt => Part_A/PrintOddLines.txt | 6 +- p1.ipynb => Part_A/p1.ipynb | 0 p2.ipynb => Part_A/p2.ipynb | 0 p3.ipynb => Part_A/p3.ipynb | 0 p4.ipynb => Part_A/p4.ipynb | 0 p5.ipynb => Part_A/p5.ipynb | 0 p6.ipynb => Part_A/p6.ipynb | 0 p7.ipynb => Part_A/p7.ipynb | 0 p8.ipynb => Part_A/p8.ipynb | 0 C2.ipynb => Part_B/C2.ipynb | 4 +- b1.ipynb => Part_B/b1.ipynb | 4 +- b2.ipynb => Part_B/b2.ipynb | 4 +- c1.ipynb => Part_B/c1.ipynb | 0 .../datasets/Automobile_data.csv | 412 +++++++------- .../Fremont_Bridge_Bicycle_Counter.csv | 0 births.csv => Part_B/datasets/births.csv | 0 churn.csv => Part_B/datasets/churn.csv | 518 +++++++++--------- .../datasets/churnCopy.csv | 518 +++++++++--------- 23 files changed, 739 insertions(+), 739 deletions(-) rename A1.ipynb => Part_A/A1.ipynb (100%) rename A2.ipynb => Part_A/A2.ipynb (100%) rename A3.ipynb => Part_A/A3.ipynb (100%) rename A4.ipynb => Part_A/A4.ipynb (100%) rename Exampletextfile.txt => Part_A/Exampletextfile.txt (96%) rename PrintOddLines.txt => Part_A/PrintOddLines.txt (96%) rename p1.ipynb => Part_A/p1.ipynb (100%) rename p2.ipynb => Part_A/p2.ipynb (100%) rename p3.ipynb => Part_A/p3.ipynb (100%) rename p4.ipynb => Part_A/p4.ipynb (100%) rename p5.ipynb => Part_A/p5.ipynb (100%) rename p6.ipynb => Part_A/p6.ipynb (100%) rename p7.ipynb => Part_A/p7.ipynb (100%) rename p8.ipynb => Part_A/p8.ipynb (100%) rename C2.ipynb => Part_B/C2.ipynb (99%) rename b1.ipynb => Part_B/b1.ipynb (99%) rename b2.ipynb => Part_B/b2.ipynb (99%) rename c1.ipynb => Part_B/c1.ipynb (100%) rename Automobile_data.csv => Part_B/datasets/Automobile_data.csv (99%) rename Fremont_Bridge_Bicycle_Counter.csv => Part_B/datasets/Fremont_Bridge_Bicycle_Counter.csv (100%) rename births.csv => Part_B/datasets/births.csv (100%) rename churn.csv => Part_B/datasets/churn.csv (99%) rename churnCopy.csv => Part_B/datasets/churnCopy.csv (99%) diff --git a/A1.ipynb b/Part_A/A1.ipynb similarity index 100% rename from A1.ipynb rename to Part_A/A1.ipynb diff --git a/A2.ipynb b/Part_A/A2.ipynb similarity index 100% rename from A2.ipynb rename to Part_A/A2.ipynb diff --git a/A3.ipynb b/Part_A/A3.ipynb similarity index 100% rename from A3.ipynb rename to Part_A/A3.ipynb diff --git a/A4.ipynb b/Part_A/A4.ipynb similarity index 100% rename from A4.ipynb rename to Part_A/A4.ipynb diff --git a/Exampletextfile.txt b/Part_A/Exampletextfile.txt similarity index 96% rename from Exampletextfile.txt rename to Part_A/Exampletextfile.txt index da66a11..8f479fb 100644 --- a/Exampletextfile.txt +++ b/Part_A/Exampletextfile.txt @@ -1,7 +1,7 @@ -Good Morning -This is the Python lab sample File -Consisting of Specific -source codes in Python,numpy, pandas -Summary and Explanation -Welcome everyone +Good Morning +This is the Python lab sample File +Consisting of Specific +source codes in Python,numpy, pandas +Summary and Explanation +Welcome everyone Learn with a joy \ No newline at end of file diff --git a/PrintOddLines.txt b/Part_A/PrintOddLines.txt similarity index 96% rename from PrintOddLines.txt rename to Part_A/PrintOddLines.txt index 665981a..d3f31b3 100644 --- a/PrintOddLines.txt +++ b/Part_A/PrintOddLines.txt @@ -1,4 +1,4 @@ -Good Morning -Consisting of Specific -Summary and Explanation +Good Morning +Consisting of Specific +Summary and Explanation Learn with a joy \ No newline at end of file diff --git a/p1.ipynb b/Part_A/p1.ipynb similarity index 100% rename from p1.ipynb rename to Part_A/p1.ipynb diff --git a/p2.ipynb b/Part_A/p2.ipynb similarity index 100% rename from p2.ipynb rename to Part_A/p2.ipynb diff --git a/p3.ipynb b/Part_A/p3.ipynb similarity index 100% rename from p3.ipynb rename to Part_A/p3.ipynb diff --git a/p4.ipynb b/Part_A/p4.ipynb similarity index 100% rename from p4.ipynb rename to Part_A/p4.ipynb diff --git a/p5.ipynb b/Part_A/p5.ipynb similarity index 100% rename from p5.ipynb rename to Part_A/p5.ipynb diff --git a/p6.ipynb b/Part_A/p6.ipynb similarity index 100% rename from p6.ipynb rename to Part_A/p6.ipynb diff --git a/p7.ipynb b/Part_A/p7.ipynb similarity index 100% rename from p7.ipynb rename to Part_A/p7.ipynb diff --git a/p8.ipynb b/Part_A/p8.ipynb similarity index 100% rename from p8.ipynb rename to Part_A/p8.ipynb diff --git a/C2.ipynb b/Part_B/C2.ipynb similarity index 99% rename from C2.ipynb rename to Part_B/C2.ipynb index 67297d7..4fc31b8 100644 --- a/C2.ipynb +++ b/Part_B/C2.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "c0d9a4c3-8061-49df-a60e-a84afae26e77", "metadata": { "tags": [] @@ -55,7 +55,7 @@ "import seaborn as sns\n", "\n", "# Load the dataset\n", - "df = pd.read_csv(\"Automobile_data.csv\")\n", + "df = pd.read_csv(\"datasets/Automobile_data.csv\")\n", "# Let's start by exploring the dataset.\n", "#print(df.head()) # To see the first few rows of the dataset\n", "\n", diff --git a/b1.ipynb b/Part_B/b1.ipynb similarity index 99% rename from b1.ipynb rename to Part_B/b1.ipynb index 2dcea08..3c8fc1d 100644 --- a/b1.ipynb +++ b/Part_B/b1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "id": "O_uvHdXOKAOW", "outputId": "4db01499-227f-4d1c-e769-9d0956b95262", @@ -102,7 +102,7 @@ "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "data = pd.read_csv('Fremont_Bridge_Bicycle_Counter.csv', index_col='Date', parse_dates=True)\n", + "data = pd.read_csv('datasets/Fremont_Bridge_Bicycle_Counter.csv', index_col='Date', parse_dates=True)\n", "data.columns = ['Total', 'East', 'West']\n", "#if Total is not resent\n", "#data.columns = ['West', 'East']\n", diff --git a/b2.ipynb b/Part_B/b2.ipynb similarity index 99% rename from b2.ipynb rename to Part_B/b2.ipynb index b6b1517..c3278d6 100644 --- a/b2.ipynb +++ b/Part_B/b2.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "2a871fe2-84ef-459b-9439-59b4ea9966aa", "metadata": { "tags": [] @@ -11,7 +11,7 @@ "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "#df = pd.read_csv('births.csv')\n", + "#df = pd.read_csv(\"datasets/births.csv\")\n", "url = \"https://raw.githubusercontent.com/jakevdp/data-CDCbirths/master/births.csv\"\n", "df = pd.read_csv(url)" ] diff --git a/c1.ipynb b/Part_B/c1.ipynb similarity index 100% rename from c1.ipynb rename to Part_B/c1.ipynb diff --git a/Automobile_data.csv b/Part_B/datasets/Automobile_data.csv similarity index 99% rename from Automobile_data.csv rename to Part_B/datasets/Automobile_data.csv index 87fe4b5..c5f6c80 100644 --- a/Automobile_data.csv +++ b/Part_B/datasets/Automobile_data.csv @@ -1,206 +1,206 @@ -symboling,normalized-losses,make,fuel-type,aspiration,num-of-doors,body-style,drive-wheels,engine-location,wheel-base,length,width,height,curb-weight,engine-type,num-of-cylinders,engine-size,fuel-system,bore,stroke,compression-ratio,horsepower,peak-rpm,city-mpg,highway-mpg,price -3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495 -3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500 -1,?,alfa-romero,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500 -2,164,audi,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950 -2,164,audi,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450 -2,?,audi,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250 -1,158,audi,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710 -1,?,audi,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920 -1,158,audi,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875 -0,?,audi,gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,five,131,mpfi,3.13,3.4,7,160,5500,16,22,? -2,192,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430 -0,192,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925 -0,188,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,20970 -0,188,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,21105 -1,?,bmw,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9,121,4250,20,25,24565 -0,?,bmw,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,30760 -0,?,bmw,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,41315 -0,?,bmw,gas,std,four,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8,182,5400,15,20,36880 -2,121,chevrolet,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151 -1,98,chevrolet,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295 -0,81,chevrolet,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575 -1,118,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572 -1,118,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377 -1,118,dodge,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957 -1,148,dodge,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229 -1,148,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692 -1,148,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609 -1,148,dodge,gas,turbo,?,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558 --1,110,dodge,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921 -3,145,dodge,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7,145,5000,19,24,12964 -2,137,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479 -2,137,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855 -1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399 -1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529 -1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129 -0,110,honda,gas,std,four,sedan,fwd,front,96.5,163.4,64,54.5,2010,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7295 -0,78,honda,gas,std,four,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,four,92,1bbl,2.92,3.41,9.2,76,6000,30,34,7295 -0,106,honda,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,7895 -0,106,honda,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,9095 -0,85,honda,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,8845 -0,85,honda,gas,std,four,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,10295 -0,85,honda,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,four,110,mpfi,3.15,3.58,9,101,5800,24,28,12945 -1,107,honda,gas,std,two,sedan,fwd,front,96.5,169.1,66,51,2293,ohc,four,110,2bbl,3.15,3.58,9.1,100,5500,25,31,10345 -0,?,isuzu,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785 -1,?,isuzu,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,? -0,?,isuzu,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,? -2,?,isuzu,gas,std,two,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048 -0,145,jaguar,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250 -0,?,jaguar,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550 -0,?,jaguar,gas,std,two,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000 -1,104,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9,68,5000,30,31,5195 -1,104,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6095 -1,104,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6795 -1,113,mazda,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6695 -1,113,mazda,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,four,91,2bbl,3.08,3.15,9,68,5000,31,38,7395 -3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,?,?,9.4,101,6000,17,23,10945 -3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,?,?,9.4,101,6000,17,23,11845 -3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2385,rotor,two,70,4bbl,?,?,9.4,101,6000,17,23,13645 -3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2500,rotor,two,80,mpfi,?,?,9.4,135,6000,16,23,15645 -1,129,mazda,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8845 -0,115,mazda,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8495 -1,129,mazda,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10595 -0,115,mazda,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10245 -0,?,mazda,diesel,std,?,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,four,122,idi,3.39,3.39,22.7,64,4650,36,42,10795 -0,115,mazda,gas,std,four,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,11245 -0,118,mazda,gas,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2670,ohc,four,140,mpfi,3.76,3.16,8,120,5000,19,27,18280 -0,?,mazda,diesel,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2700,ohc,four,134,idi,3.43,3.64,22,72,4200,31,39,18344 --1,93,mercedes-benz,diesel,turbo,four,sedan,rwd,front,110,190.9,70.3,56.5,3515,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,25552 --1,93,mercedes-benz,diesel,turbo,four,wagon,rwd,front,110,190.9,70.3,58.7,3750,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28248 -0,93,mercedes-benz,diesel,turbo,two,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28176 --1,93,mercedes-benz,diesel,turbo,four,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,31600 --1,?,mercedes-benz,gas,std,four,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,34184 -3,142,mercedes-benz,gas,std,two,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,35056 -0,?,mercedes-benz,gas,std,four,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,eight,308,mpfi,3.8,3.35,8,184,4500,14,16,40960 -1,?,mercedes-benz,gas,std,two,hardtop,rwd,front,112,199.2,72,55.4,3715,ohcv,eight,304,mpfi,3.8,3.35,8,184,4500,14,16,45400 -1,?,mercury,gas,turbo,two,hatchback,rwd,front,102.7,178.4,68,54.8,2910,ohc,four,140,mpfi,3.78,3.12,8,175,5000,19,24,16503 -2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,37,41,5389 -2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6189 -2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6669 -1,161,mitsubishi,gas,turbo,two,hatchback,fwd,front,93,157.3,63.8,50.8,2145,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7689 -3,153,mitsubishi,gas,turbo,two,hatchback,fwd,front,96.3,173,65.4,49.4,2370,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9959 -3,153,mitsubishi,gas,std,two,hatchback,fwd,front,96.3,173,65.4,49.4,2328,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8499 -3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,four,156,spdi,3.58,3.86,7,145,5000,19,24,12629 -3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14869 -3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14489 -1,125,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,6989 -1,125,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8189 -1,125,mitsubishi,gas,turbo,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279 --1,137,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279 -1,128,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,5499 -1,128,nissan,diesel,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,four,103,idi,2.99,3.47,21.9,55,4800,45,50,7099 -1,128,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6649 -1,122,nissan,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6849 -1,103,nissan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7349 -1,128,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7299 -1,128,nissan,gas,std,two,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7799 -1,122,nissan,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7499 -1,103,nissan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7999 -2,168,nissan,gas,std,two,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,8249 -0,106,nissan,gas,std,four,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,8949 -0,106,nissan,gas,std,four,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,9549 -0,128,nissan,gas,std,four,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,13499 -0,108,nissan,gas,std,four,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,14399 -0,108,nissan,gas,std,four,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,19,25,13499 -3,194,nissan,gas,std,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,17199 -3,194,nissan,gas,turbo,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,7.8,200,5200,17,23,19699 -1,231,nissan,gas,std,two,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,18399 -0,161,peugot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,11900 -0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,four,152,idi,3.7,3.52,21,95,4150,28,33,13200 -0,?,peugot,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,12440 -0,?,peugot,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,four,152,idi,3.7,3.52,21,95,4150,25,25,13860 -0,161,peugot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,15580 -0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,16900 -0,?,peugot,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,16695 -0,?,peugot,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,four,152,idi,3.7,3.52,21,95,4150,25,25,17075 -0,161,peugot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,16630 -0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,17950 -0,161,peugot,gas,turbo,four,sedan,rwd,front,108,186.7,68.3,56,3130,l,four,134,mpfi,3.61,3.21,7,142,5600,18,24,18150 -1,119,plymouth,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,37,41,5572 -1,119,plymouth,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7957 -1,154,plymouth,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229 -1,154,plymouth,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692 -1,154,plymouth,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,four,98,2bbl,2.97,3.23,9.4,68,5500,31,38,7609 --1,74,plymouth,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,24,30,8921 -3,?,plymouth,gas,turbo,two,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,12764 -3,186,porsche,gas,std,two,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,four,151,mpfi,3.94,3.11,9.5,143,5500,19,27,22018 -3,?,porsche,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,32528 -3,?,porsche,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,34028 -3,?,porsche,gas,std,two,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028 -1,?,porsche,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10,288,5750,17,28,? -0,?,renault,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,?,?,23,31,9295 -2,?,renault,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,?,?,23,31,9895 -3,150,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850 -2,104,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170 -3,150,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040 -2,104,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510 -3,150,saab,gas,turbo,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18150 -2,104,saab,gas,turbo,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18620 -2,83,subaru,gas,std,two,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,four,97,2bbl,3.62,2.36,9,69,4900,31,36,5118 -2,83,subaru,gas,std,two,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7053 -2,83,subaru,gas,std,two,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7603 -0,102,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2145,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4800,32,37,7126 -0,102,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2190,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4400,28,33,7775 -0,102,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2340,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,26,32,9960 -0,102,subaru,gas,std,four,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,24,25,9233 -0,102,subaru,gas,turbo,four,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259 -0,89,subaru,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,28,32,7463 -0,89,subaru,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,25,31,10198 -0,85,subaru,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,23,29,8013 -0,85,subaru,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694 -1,87,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9,62,4800,35,39,5348 -1,87,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6338 -1,74,toyota,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6488 -0,77,toyota,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,37,6918 -0,81,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,7898 -0,91,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,8778 -0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,6938 -0,91,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,7198 -0,91,toyota,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898 -0,91,toyota,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788 -0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,four,98,2bbl,3.19,3.03,9,70,4800,38,47,7738 -0,91,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,8358 -0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,9258 -1,168,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8058 -1,168,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8238 -1,168,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298 -1,168,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538 -2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449 -2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639 -2,134,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989 -2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199 -2,134,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549 -2,134,toyota,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669 --1,65,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948 --1,65,toyota,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698 --1,65,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988 --1,65,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898 --1,65,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248 -3,197,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558 -3,197,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998 --1,90,toyota,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690 --1,?,toyota,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750 -2,122,volkswagen,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7775 -2,122,volkswagen,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,7975 -2,94,volkswagen,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7995 -2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8195 -2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8495 -2,94,volkswagen,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23,68,4500,37,42,9495 -2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10,100,5500,26,32,9995 -3,?,volkswagen,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595 -3,256,volkswagen,gas,std,two,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980 -0,?,volkswagen,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295 -0,?,volkswagen,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23,68,4500,33,38,13845 -0,?,volkswagen,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9,88,5500,25,31,12290 --2,103,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940 --1,74,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415 --2,103,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985 --1,74,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515 --2,103,volvo,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420 --1,74,volvo,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950 --1,95,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845 --1,95,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045 --1,95,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485 --1,95,volvo,diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23,106,4800,26,27,22470 --1,95,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625 +symboling,normalized-losses,make,fuel-type,aspiration,num-of-doors,body-style,drive-wheels,engine-location,wheel-base,length,width,height,curb-weight,engine-type,num-of-cylinders,engine-size,fuel-system,bore,stroke,compression-ratio,horsepower,peak-rpm,city-mpg,highway-mpg,price +3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495 +3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500 +1,?,alfa-romero,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500 +2,164,audi,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950 +2,164,audi,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450 +2,?,audi,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250 +1,158,audi,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710 +1,?,audi,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920 +1,158,audi,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875 +0,?,audi,gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,five,131,mpfi,3.13,3.4,7,160,5500,16,22,? +2,192,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430 +0,192,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925 +0,188,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,20970 +0,188,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,21105 +1,?,bmw,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9,121,4250,20,25,24565 +0,?,bmw,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,30760 +0,?,bmw,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,41315 +0,?,bmw,gas,std,four,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8,182,5400,15,20,36880 +2,121,chevrolet,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151 +1,98,chevrolet,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295 +0,81,chevrolet,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575 +1,118,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572 +1,118,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377 +1,118,dodge,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957 +1,148,dodge,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229 +1,148,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692 +1,148,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609 +1,148,dodge,gas,turbo,?,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558 +-1,110,dodge,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921 +3,145,dodge,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7,145,5000,19,24,12964 +2,137,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479 +2,137,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855 +1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399 +1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529 +1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129 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+0,?,isuzu,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785 +1,?,isuzu,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,? +0,?,isuzu,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,? +2,?,isuzu,gas,std,two,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048 +0,145,jaguar,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250 +0,?,jaguar,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550 +0,?,jaguar,gas,std,two,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000 +1,104,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9,68,5000,30,31,5195 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+3,?,porsche,gas,std,two,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028 +1,?,porsche,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10,288,5750,17,28,? +0,?,renault,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,?,?,23,31,9295 +2,?,renault,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,?,?,23,31,9895 +3,150,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850 +2,104,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170 +3,150,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040 +2,104,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510 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+0,102,subaru,gas,std,four,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,24,25,9233 +0,102,subaru,gas,turbo,four,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259 +0,89,subaru,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,28,32,7463 +0,89,subaru,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,25,31,10198 +0,85,subaru,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,23,29,8013 +0,85,subaru,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694 +1,87,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9,62,4800,35,39,5348 +1,87,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6338 +1,74,toyota,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6488 +0,77,toyota,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,37,6918 +0,81,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,7898 +0,91,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,8778 +0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,6938 +0,91,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,7198 +0,91,toyota,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898 +0,91,toyota,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788 +0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,four,98,2bbl,3.19,3.03,9,70,4800,38,47,7738 +0,91,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,8358 +0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,9258 +1,168,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8058 +1,168,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8238 +1,168,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298 +1,168,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538 +2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449 +2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639 +2,134,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989 +2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199 +2,134,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549 +2,134,toyota,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669 +-1,65,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948 +-1,65,toyota,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698 +-1,65,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988 +-1,65,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898 +-1,65,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248 +3,197,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558 +3,197,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998 +-1,90,toyota,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690 +-1,?,toyota,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750 +2,122,volkswagen,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7775 +2,122,volkswagen,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,7975 +2,94,volkswagen,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7995 +2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8195 +2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8495 +2,94,volkswagen,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23,68,4500,37,42,9495 +2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10,100,5500,26,32,9995 +3,?,volkswagen,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595 +3,256,volkswagen,gas,std,two,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980 +0,?,volkswagen,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295 +0,?,volkswagen,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23,68,4500,33,38,13845 +0,?,volkswagen,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9,88,5500,25,31,12290 +-2,103,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940 +-1,74,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415 +-2,103,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985 +-1,74,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515 +-2,103,volvo,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420 +-1,74,volvo,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950 +-1,95,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845 +-1,95,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045 +-1,95,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485 +-1,95,volvo,diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23,106,4800,26,27,22470 +-1,95,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625 diff --git a/Fremont_Bridge_Bicycle_Counter.csv b/Part_B/datasets/Fremont_Bridge_Bicycle_Counter.csv similarity index 100% rename from Fremont_Bridge_Bicycle_Counter.csv rename to Part_B/datasets/Fremont_Bridge_Bicycle_Counter.csv diff --git a/births.csv b/Part_B/datasets/births.csv similarity index 100% rename from births.csv rename to Part_B/datasets/births.csv diff --git a/churn.csv b/Part_B/datasets/churn.csv similarity index 99% rename from churn.csv rename to Part_B/datasets/churn.csv index 90b59d2..2d5a859 100644 --- a/churn.csv +++ b/Part_B/datasets/churn.csv @@ -1,259 +1,259 @@ -,customerID,tenure,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,gender,SeniorCitizen,Partner,Dependents,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Churn -1,8260-NGFNY,One,Month-to-month,No,Mailed check,25.2,25.2,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,Yes -2,2359-QWQUL,39,One year,Yes,Credit card (automatic),104.7,4134.85,Female,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Yes -3,6598/RFFVI,2,One year,No,Credit card (automatic),19.3,28.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -4,IXSTS-8780,6,Month-to-month,Yes,Electronic check,90.1,521.3,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes -5,2674/MIAHT,Four,Month-to-month,Yes,Mailed check,80.3,324.2,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No -6,6077-BDPXA,3,Month-to-month,Yes,Electronic check,70.15,194.2,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No -7,7929/SKFGK,70,Two year,No,Credit card (automatic),114.3,8244.3,Male,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -8,7547-EKNFS,42,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -9,5854-KSRBJ,70,Two year,No,Mailed check,25.4,1782.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -10,5054-IEXZT,One,Month-to-month,Yes,Electronic check,75.35,75.35,Male,0,No,Yes,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes -11,1877-HKBQX,11,One year,Yes,Mailed check,54.6,617.85,Female,0,No,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No -12,7235-NXZCP,2,Month-to-month,Yes,Mailed check,74.85,156.4,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -13,3325-FUYCG,28,One year,No,Electronic check,106.1,2847.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Yes -14,2452-MRMZF,72,Two year,Yes,Credit card (automatic),25.7,NA,Female,1,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -15,9184-GALIL,38,Month-to-month,No,Mailed check,20.45,781.25,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -16,9374-YOLBJ,One,Month-to-month,No,Electronic check,19.25,19.25,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -17,2612-PHGOX,64,Two year,Yes,Bank transfer (automatic),76.1,4818.8,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,No internet service,No internet service,No -18,6874-SGLHU,30,One year,Yes,Bank transfer (automatic),97,3021.3,Male,0,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,No -19,9588-YRFHY,49,Two year,Yes,Credit card (automatic),19.9,1022.6,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -20,6513-EECDB,One,Month-to-month,Yes,Electronic check,73.55,73.55,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -21,1306-RPWXZ,49,Two year,No,Credit card (automatic),8,1024.65,Female,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -22,3797-VTIDR,One,Month-to-month,Yes,Electronic check,23.45,23.45,Male,0,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes -23,2657-VPXTA,10,Month-to-month,Yes,Electronic check,3.5,929.45,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No -24,8464-EETCQ,57,Two year,No,Credit card (automatic),18.8,1094.35,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -25,0307-BCOPK,16,One year,No,Mailed check,19.05,326.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -26,9762-YAQAA,39,One year,No,Credit card (automatic),81.4,3213.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No -27,1114-CENIM,54,Month-to-month,Yes,Credit card (automatic),55,3092.65,Male,0,No,Yes,Yes,Yes,DSL,No,Yes,No,No,No,No,Yes -28,1090-PYKCI,69,One year,Yes,Credit card (automatic),105.1,7234.8,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,No -29,6362-QHAFM,42,One year,Yes,Electronic check,108.3,4586.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No -30,7978-DKUQH,25,Month-to-month,Yes,Electronic check,74.6,1797.75,Female,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No -31,6463-HHXJR,71,Two year,No,Bank transfer (automatic),100.5,7030.65,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,No -32,2592-YKDIF,One,Month-to-month,No,Mailed check,20.35,20.35,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -33,3307-TLCUD,17,Month-to-month,No,Mailed check,34.4,592.75,Male,0,Yes,No,No,No phone service,DSL,Yes,No,Yes,No,No,No,No -34,6651-AZVTJ,49,Month-to-month,Yes,Electronic check,99.8,4872.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes -35,7181-OQCUT,21,Month-to-month,No,Mailed check,103.85,2215,Male,0,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No -36,2307-FYNNL,65,Two year,Yes,Electronic check,109.05,7108.2,Male,1,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,No -37,3671-SHRSP,Four,Month-to-month,Yes,Mailed check,80.6,319.15,Male,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Yes -38,3399-BMLVW,51,Two year,No,Credit card (automatic),60.5,3121.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No -39,7572-KPVKK,62,Two year,Yes,Electronic check,104.05,6590.5,Male,0,No,Yes,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No -40,8898-KASCD,39,One year,No,Mailed check,35.55,1309.15,Male,0,No,No,No,No phone service,DSL,No,No,Yes,Yes,No,No,No -41,8853-TZDGH,72,Two year,Yes,Bank transfer (automatic),111.6,8012.75,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -42,4910-AQFFX,9,Month-to-month,Yes,Bank transfer (automatic),79.35,NA,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes -43,7359-SSBJK,64,Two year,Yes,Credit card (automatic),70.2,4481,Female,NA,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No internet service,No internet service,Yes -44,4106-HADHQ,39,One year,No,Credit card (automatic),80,3182.95,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Yes -45,4822-NGOCH,13,Month-to-month,Yes,Electronic check,84.45,1058.6,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Yes -46,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -47,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -48,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -49,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -50,0587-DMGBH,8,Month-to-month,Yes,Electronic check,49.85,365.55,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes -51,9391-DXGGG,44,One year,No,Credit card (automatic),89.15,3990.75,Female,1,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,No -52,8932-CZHRQ,68,One year,No,Credit card (automatic),76.75,5233.25,Male,0,No,No,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,No -53,8714-EUHJO,971,Month-to-month,Yes,Electronic check,91.15,2995.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Yes -54,6652-YFFJO,11,Month-to-month,Yes,Electronic check,NA,716.1,Female,0,No,No,Yes,No,DSL,No,No,No,No,Yes,Yes,No -55,7488-MXJIV,Four,Month-to-month,Yes,Electronic check,85.65,321.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes -56,9823-EALYC,72,Two year,Yes,Bank transfer (automatic),3.5,5727.45,Male,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,No -57,1591-MQJTP,51,One year,Yes,Bank transfer (automatic),93.65,4839.15,Male,1,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,No -58,4480-QQRHC,8,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,Female,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No -59,4737-HOBAX,63,Two year,No,Credit card (automatic),79.8,5034.05,Male,0,Yes,No,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,No -60,3585-YNADK,57,One year,No,Bank transfer (automatic),74.6,4368.95,Female,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,No -61,3733-UOCWF,61,One year,Yes,Bank transfer (automatic),85.55,5251.75,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,No -62,1363-TXLSL,One,Month-to-month,Yes,Electronic check,70.3,70.3,Male,1,Yes,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes -63,0195-IESCP,10,Month-to-month,Yes,Electronic check,85.25,855.3,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes -64,8550-XSXUQ,48,One year,Yes,Credit card (automatic),70.55,3420.5,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,No -65,0495-ZBNGW,5,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes -66,1422-DGUBX,32,One year,Yes,Electronic check,79.25,2619.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,Yes,No internet service,No internet service,No -67,0402-CQAJN,37,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes -68,7605-BDWDC,31,Two year,Yes,Bank transfer (automatic),49.85,NA,Female,0,No,No,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,No -69,4098-NAUKP,68,Month-to-month,Yes,Electronic check,84.65,5683.6,Male,1,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No -70,4759-TRPLW,1008,Month-to-month,No,Electronic check,70.4,NA,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes -71,2040-XBAVJ,72,Two year,No,Bank transfer (automatic),114.45,8100.55,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -72,8087-LGYHQ,9,Month-to-month,Yes,Electronic check,94.05,811.65,Male,NA,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,No -73,6374-AFWOX,46,Two year,No,Mailed check,8,3047.15,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,No -74,5022-JNQEQ,9,Month-to-month,Yes,Electronic check,75.85,647.5,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,Yes,No,No,No -75,9824-QCJPK,36,One year,No,Mailed check,20,666.75,Male,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -76,2333-KWEWW,18,Two year,No,Credit card (automatic),20.05,388.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -77,3889-VWBID,68,Two year,No,Bank transfer (automatic),82.85,5776.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,No -78,8946-BFWSG,63,Two year,No,Mailed check,25.25,1573.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -79,5996-DAOQL,One,Month-to-month,Yes,Mailed check,20.45,20.45,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -80,8148-BPLZQ,34,Month-to-month,Yes,Electronic check,49.8,NA,Male,0,No,No,Yes,No,DSL,No,Yes,No,No,No internet service,No internet service,No -81,1764-VUUMT,66,Two year,No,Credit card (automatic),19.95,1269.1,Male,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -82,1347-KTTTA,64,One year,Yes,Credit card (automatic),102.45,6654.1,Male,0,Yes,No,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -83,8065-YKXKD,10,Month-to-month,Yes,Electronic check,74.75,799.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -84,5334-AFQJB,72,Two year,Yes,Credit card (automatic),25.1,1789.9,Male,1,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -85,0431-APWVY,28,One year,Yes,Bank transfer (automatic),8,2598.95,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes -86,6202-DYYFX,22,One year,Yes,Credit card (automatic),76,1783.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No -87,8869-LIHMK,64,Two year,Yes,Bank transfer (automatic),115.1,7334.05,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -88,3441-CGZJH,43,One year,Yes,Credit card (automatic),60.4,2640.55,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,No -89,8727-XDPUD,37,Two year,No,Credit card (automatic),35.8,1316.9,Male,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,No,No -90,1754-GKYPY,22,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,Male,1,Yes,1@#,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No -91,8404-VIOMB,66,Two year,Yes,Bank transfer (automatic),62.5,4136.4,Female,0,No,No,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No -92,5919-TMRGD,One,Month-to-month,Yes,Electronic check,NA,79.35,Female,0,No,Yes,Yes,No,Fiber optic,No,No,No,No,No internet service,No internet service,Yes -93,5201-CBWYG,62,One year,No,Bank transfer (automatic),24.8,NA,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -94,0374-IOEGQ,3,Month-to-month,No,Electronic check,44.6,122.7,Female,0,No,No,Yes,No,DSL,No,No,No,No,No,No,No -95,4818-DRBQT,29,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes -96,3701-SFMUH,994,Month-to-month,No,Credit card (automatic),69.7,516.15,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,No,No,Yes,Yes,No -97,1171-TYKUR,47,Month-to-month,No,Electronic check,25.4,1139.2,Male,0,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -98,1785-BPHTP,28,Month-to-month,No,Electronic check,85.45,NA,Male,0,Yes,Yes,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,No -99,3606-TWKGI,13,Month-to-month,Yes,Electronic check,106.9,1364.3,Male,1,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes -100,2845-KDHVX,64,Two year,Yes,Mailed check,68.3,4378.8,Female,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,No -101,9927-DSWDF,22,Month-to-month,Yes,Electronic check,104.6,2180.55,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,No -102,2272-JKMSI,62,One year,Yes,Electronic check,110.8,6840.95,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -103,5055-MGMGF,65,Month-to-month,Yes,Electronic check,105.05,6914.95,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No -104,6351-SCJKT,3,Month-to-month,No,Mailed check,41.35,107.25,Male,0,No,No,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No -105,9392-XBGTD,27,Two year,No,Mailed check,NA,581.85,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -106,6504-VBLFL,55,Two year,No,Electronic check,58.6,3068.6,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No -107,2675-DHUTR,58,Month-to-month,Yes,Electronic check,98.9,5780.7,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,No -108,0187-WZNAB,27,Month-to-month,No,Mailed check,74.4,1972.35,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,No -109,6168-YBYNP,59,Month-to-month,Yes,Electronic check,111.35,6519.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -110,5820-PTRYM,56,One year,Yes,Credit card (automatic),68.45,4014,Female,1,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,No -111,2810-FTLEM,16,Month-to-month,Yes,Electronic check,50.15,762.25,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes -112,3620-EHIMZ,52,Two year,No,Mailed check,19.35,1031.7,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -113,7596-ZYWBB,65,Two year,Yes,Mailed check,59.6,3739.8,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No -114,2851-MMUTZ,27,Month-to-month,Yes,Mailed check,56.15,1439.35,Female,0,No,No,Yes,No,DSL,No,Yes,No,Yes,No,No,No -115,3842-QTGDL,16,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No -116,5130-YPIRV,62,Two year,Yes,Credit card (automatic),72,4284.2,Female,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No -117,2000-MPKCA,58,One year,Yes,Electronic check,107.75,6332.75,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,No -118,2969-WGHQO,7,One year,No,Electronic check,69.45,477.05,Female,0,Yes,Yes,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No -119,5712-AHQNN,43,Month-to-month,Yes,Electronic check,91.65,NA,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,No -120,4132-KALRO,Four,Month-to-month,Yes,Mailed check,100.85,399.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,No -121,4847-TAJYI,6,Month-to-month,Yes,Electronic check,89.35,567.8,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No -122,3694-GLTJM,5,Month-to-month,Yes,Credit card (automatic),19.65,NA,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -123,8430-TWCBX,49,One year,No,Credit card (automatic),20.7,1032.05,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -124,0883-EIBTI,2,Month-to-month,No,Mailed check,19.5,31.55,Female,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes -125,1096-ADRUX,66,One year,Yes,Bank transfer (automatic),74.25,4859.25,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,No,No -126,9108-EQPNQ,10,Two year,No,Credit card (automatic),26.1,225.55,Female,0,Yes,1@#,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -127,2717-HVIZY,8,Month-to-month,No,Mailed check,20.05,163.6,Female,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -128,2316-ESMLS,12,One year,No,Credit card (automatic),33.15,444.75,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,No,Yes,No,No,No -129,1561-BWHIN,19,One year,No,Mailed check,19.8,344.5,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -130,1094-BKOSX,45,One year,No,Bank transfer (automatic),51,2264.5,Female,0,Yes,Yes,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,No -131,6390-DSAZX,One,Month-to-month,Yes,Mailed check,73.6,73.6,Female,0,No,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,Yes -132,7799-LGRDP,43,Two year,Yes,Credit card (automatic),25.7,1188.2,Female,0,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -133,3164-AALRN,5,One year,Yes,Mailed check,70,347.4,Male,0,No,No,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Yes -134,4682-BLBUC,44,One year,Yes,Electronic check,NA,3250.45,Male,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,No -135,3258-ZKPAI,72,Two year,Yes,Bank transfer (automatic),NA,8337.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -136,3261-CQXOL,71,Two year,No,Bank transfer (automatic),25.45,NA,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -137,1282-IHQAC,70,One year,Yes,Credit card (automatic),44.05,3011.65,Male,1,No,No,No,No phone service,DSL,No,Yes,Yes,No,No internet service,No internet service,No -138,2027-WKXMW,63,Month-to-month,Yes,Electronic check,108.75,6871.7,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -139,0601-WZHJF,14,Month-to-month,No,Electronic check,46.35,667.7,Male,NA,Yes,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes -140,6447-GORXK,31,Month-to-month,No,Credit card (automatic),25,NA,Male,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No -141,2481-SBOYW,61,Two year,Yes,Credit card (automatic),25,1498.35,Female,0,No,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -142,6207-WIOLX,25,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,No internet service,No internet service,Yes -143,0607-DAAHE,53,Two year,No,Bank transfer (automatic),19.75,1052.35,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -144,2458-EOMRE,11,Month-to-month,No,Bank transfer (automatic),64.05,733.95,Female,0,No,No,Yes,No,DSL,Yes,No,Yes,No,No,Yes,No -145,5275-SQEIZ,One,Month-to-month,Yes,Mailed check,80.85,80.85,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,Yes,Yes -146,9122-UMROB,992,Month-to-month,No,Mailed check,20.3,20.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -147,7627-JKIAZ,37,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Female,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes -148,9396-ZSFLL,15,Month-to-month,No,Mailed check,48.85,631.4,Female,0,No,No,Yes,Yes,DSL,No,No,No,No,No,No,No -149,4081-DYXAV,19,One year,Yes,Credit card (automatic),44.85,893.55,Female,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes -150,1918-ZBFQJ,13,Month-to-month,Yes,Electronic check,79.25,1111.65,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Yes -151,4432-ADRLB,2,Month-to-month,No,Mailed check,44.65,74.9,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes -152,4971-PUYQO,27,Month-to-month,Yes,Mailed check,94.55,2724.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Yes -153,1976-AZZPJ,7,Month-to-month,No,Mailed check,34.2,NA,Male,0,Yes,No,No,No phone service,DSL,Yes,Yes,No,No,No,No,No -154,5857-TYBCJ,44,Month-to-month,Yes,Electronic check,89.2,4040.2,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,No -155,8347-GDTMP,64,Two year,No,Credit card (automatic),19.45,1225.65,Female,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -156,1485-YDHMM,52,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,No -157,0193-ESZXP,58,One year,Yes,Credit card (automatic),105.5,6205.5,Female,1,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Yes -158,6142-VSJQO,One,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Female,0,Yes,Yes,Yes,No,DSL,No,No,No,No,No,No,Yes -159,7181-BQYBV,One,Month-to-month,Yes,Electronic check,102.45,102.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Yes -160,9210-IAHGH,7,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Female,0,No,No,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Yes -161,9489-JMTTN,72,Two year,No,Credit card (automatic),89.75,6595.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No -162,3030-YZADT,9,Month-to-month,No,Mailed check,44.95,431,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes -163,9025-ZRPVR,9,Month-to-month,Yes,Mailed check,18.95,185.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes -164,5419-KLXBN,25,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -165,3703-KBKZP,16,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No -166,8735-DCXNF,10,Month-to-month,Yes,Credit card (automatic),54.95,568.85,Male,0,Yes,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No -167,1230-QAJDW,3,Month-to-month,Yes,Mailed check,65.25,209.9,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No -168,3452-FLHYD,25,One year,Yes,Bank transfer (automatic),20.95,495.15,Male,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -169,8231-BSWXX,71,One year,Yes,Credit card (automatic),79.05,5552.5,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No -170,7408-OFWXJ,72,Two year,No,Credit card (automatic),89.8,6510.45,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No -171,4018-PPNDW,61,Two year,Yes,Mailed check,NA,1551.6,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -172,9961-JBNMK,21,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Male,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Yes -173,1116-FRYVH,48,Two year,No,Mailed check,NA,1978.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,No -174,7009-LGECI,Four,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,No -175,2640-PMGFL,27,Month-to-month,Yes,Electronic check,79.5,2180.55,Male,0,No,1@#,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Yes -176,9885-AIBVB,29,Month-to-month,Yes,Electronic check,85.8,2440.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No -177,6762-NSODU,46,Two year,No,Credit card (automatic),NA,958.15,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -178,3428-XZMAZ,One,Month-to-month,Yes,Electronic check,69.35,69.35,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes -179,8543-MSDMF,3,Month-to-month,Yes,Electronic check,77.4,206.15,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No -180,0115-TFERT,21,Month-to-month,Yes,Electronic check,111.2,2317.1,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes -181,6211-WWLTF,63,Two year,No,Credit card (automatic),99.7,6330.4,Male,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,No -182,2311-QYMUQ,16,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -183,7932-WPTDS,One,Month-to-month,Yes,Electronic check,24.8,NA,Female,1,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes -184,0203-HHYIJ,25,One year,No,Bank transfer (automatic),25.3,676.35,Male,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -185,3621-CEOVK,14,Month-to-month,Yes,Electronic check,NA,1369.8,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Yes -186,9746-UGFAC,22,One year,No,Bank transfer (automatic),20.85,450.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -187,4291-HYEBC,28,One year,Yes,Electronic check,39.1,1096.6,Female,1,Yes,Yes,No,No phone service,DSL,No,Yes,No,No,No,Yes,No -188,3988-RQIXO,One,Month-to-month,Yes,Electronic check,91.3,91.3,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes -189,0440-MOGPM,41,One year,Yes,Electronic check,80.55,3263.9,Female,0,No,No,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,No -190,7856-GANIL,45,One year,Yes,Bank transfer (automatic),98.7,4525.8,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,No -191,1750-CSKKM,9,Month-to-month,No,Electronic check,55.35,449.75,Male,0,No,Yes,Yes,No,DSL,No,No,No,No,Yes,No,Yes -192,4134-BSXLX,28,Month-to-month,No,Mailed check,60.9,1785.65,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No -193,9830-ECLEN,58,One year,No,Mailed check,50,2919.85,Male,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,No -194,7064-JHXCE,62,Two year,No,Credit card (automatic),20.05,1263.9,Male,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -195,7017-VFULY,2,Month-to-month,No,Bank transfer (automatic),20.1,43.15,Female,NA,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -196,0529-ONKER,15,Month-to-month,No,Electronic check,75.65,1146.65,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -197,3977-QCRSL,5,Month-to-month,No,Mailed check,8,117.95,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -198,0567-GGCAC,7,Month-to-month,No,Electronic check,61.4,438.9,Female,0,No,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No -199,0958-YHXGP,7,Month-to-month,Yes,Mailed check,69.9,497.3,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No -200,9812-GHVRI,40,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No -201,2676-SSLTO,49,Two year,Yes,Bank transfer (automatic),66.15,3199,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No -202,7080-TNUWP,70,One year,Yes,Bank transfer (automatic),95,NA,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No internet service,No internet service,No -203,9947-OTFQU,15,Month-to-month,Yes,Electronic check,74.4,1074.3,Male,1,No,No,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes -204,3886-CERTZ,72,One year,Yes,Electronic check,109.25,8109.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes -205,4070-OKWVH,52,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,No -206,2190-PHBHR,72,Two year,Yes,Credit card (automatic),94.45,6921.7,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,No -207,5708-EVONK,58,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Yes -208,6959-GQEGV,45,Month-to-month,Yes,Electronic check,75.95,3273.8,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No -209,6917-FIJHC,72,Two year,Yes,Mailed check,26,1776,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -210,0913-XWSCN,55,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No -211,3649-JPUGY,72,Two year,Yes,Bank transfer (automatic),88.6,6201.95,Male,0,No,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,No -212,3612-YVGSJ,71,Two year,Yes,Credit card (automatic),24.45,1681.6,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -213,3090-LETTY,2,Month-to-month,No,Bank transfer (automatic),60.95,134.6,Male,0,No,Yes,Yes,Yes,DSL,Yes,Yes,No,No,No,No,No -214,1814-DKOLC,5,Month-to-month,No,Mailed check,3.5,NA,Female,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -215,8931-GJJIQ,9,Month-to-month,Yes,Electronic check,83.3,803.3,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes -216,4291-TPNFG,72,Two year,Yes,Bank transfer (automatic),82.3,5980.55,Male,0,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,No -217,1567-DSCIC,8,Month-to-month,Yes,Electronic check,94,773.65,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -218,4236-UJPWO,2,Month-to-month,No,Electronic check,24.5,46.4,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,No -219,2538-OIMXF,One,Month-to-month,No,Mailed check,24.7,24.7,Female,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No -220,7730-CLDSV,72,Two year,Yes,Bank transfer (automatic),98.65,7129.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No -221,8854-CCVSQ,18,Month-to-month,Yes,Electronic check,80.65,1451.9,Male,0,No,1@#,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes -222,8413-VONUO,2,Month-to-month,No,Electronic check,95.65,167.3,Male,NA,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Yes -223,7673-BQGKU,69,Two year,No,Bank transfer (automatic),20.15,1337.5,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -224,3128-YOVTD,969,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No -225,5304-EFJLP,72,Two year,Yes,Bank transfer (automatic),111.65,8022.85,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -226,1945-XISKS,67,Two year,No,Mailed check,19.65,1335.2,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -227,5906-DVAPM,55,One year,Yes,Credit card (automatic),75,4213.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,No -228,2361-FJWNO,964,One year,No,Credit card (automatic),36,1382.9,Male,0,No,No,No,No phone service,DSL,No,Yes,No,Yes,No,No,No -229,6583-QGCSI,50,Month-to-month,Yes,Electronic check,88.05,4367.35,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes -230,6229-LSCKB,6,Month-to-month,Yes,Electronic check,79.7,497.6,Male,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,No,No -231,4130-MZLCC,5,Month-to-month,No,Bank transfer (automatic),50.55,244.75,Female,0,No,No,Yes,No,DSL,No,Yes,No,No,No,No,No -232,4686-GEFRM,70,Two year,Yes,Bank transfer (automatic),98.7,6858.9,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No -233,2710-WYVXG,3,Two year,No,Mailed check,71.1,213.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,No -234,2189-UXTKY,22,Month-to-month,Yes,Electronic check,79.2,1742.75,Female,0,Yes,No,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Yes -235,6876-ADESB,One,Month-to-month,No,Electronic check,48.95,48.95,Male,0,No,1@#,Yes,No,DSL,No,No,Yes,No,No,No,Yes -236,9565-DJPIB,Four,Month-to-month,No,Mailed check,89.6,365.65,Female,0,No,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes -237,3635-JBPSG,15,Two year,Yes,Mailed check,38.8,603,Female,0,No,No,No,No phone service,DSL,No,Yes,No,No,No,Yes,No -238,8882-TLVRW,69,Two year,No,Mailed check,39.1,2779.5,Male,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No -239,1972-XMUWV,65,Two year,Yes,Credit card (automatic),59.8,3808.2,Female,0,Yes,1@#,Yes,No,DSL,No,No,No,Yes,Yes,No,No -240,2038-OEQZH,Four,Month-to-month,No,Electronic check,86.05,308.1,Male,0,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,No -241,9734-YWGEX,9,Month-to-month,No,Credit card (automatic),98.3,923.5,Female,0,No,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes -242,4088-YLDSU,55,One year,Yes,Electronic check,104.15,5743.05,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Yes -243,3137-LUPIX,Four,Month-to-month,Yes,Mailed check,64.4,253,Female,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No -244,6177-PEVRA,48,Two year,No,Credit card (automatic),55.5,2627.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,No,No,No,No -245,3845-FXCYS,2,Month-to-month,Yes,Electronic check,19.65,31.2,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -246,7690-KPNCU,64,One year,Yes,Credit card (automatic),73.05,4688.65,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No -247,2589-AYCRP,50,One year,No,Bank transfer (automatic),19.75,989.05,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -248,4625-EWPTF,8,Month-to-month,Yes,Electronic check,30.45,226.45,Male,0,No,No,No,No phone service,DSL,Yes,No,No,No,No,No,Yes -249,8111-RKSPX,Four,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Male,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -250,6922-NCEDI,56,One year,Yes,Mailed check,21.2,1238.65,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -251,5192-EBGOV,One,Month-to-month,Yes,Electronic check,NA,85.7,Female,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes -252,8495-PRWFH,42,Month-to-month,No,Electronic check,55.65,2421.75,Female,1,No,No,Yes,Yes,DSL,No,No,Yes,No,No,No,No -253,9318-NKNFC,One,Month-to-month,Yes,Mailed check,18.85,18.85,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -254,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -255,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -256,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -257,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -258,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +,customerID,tenure,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,gender,SeniorCitizen,Partner,Dependents,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Churn +1,8260-NGFNY,One,Month-to-month,No,Mailed check,25.2,25.2,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,Yes +2,2359-QWQUL,39,One year,Yes,Credit card (automatic),104.7,4134.85,Female,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Yes +3,6598/RFFVI,2,One year,No,Credit card (automatic),19.3,28.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +4,IXSTS-8780,6,Month-to-month,Yes,Electronic check,90.1,521.3,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes +5,2674/MIAHT,Four,Month-to-month,Yes,Mailed check,80.3,324.2,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No +6,6077-BDPXA,3,Month-to-month,Yes,Electronic check,70.15,194.2,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No +7,7929/SKFGK,70,Two year,No,Credit card (automatic),114.3,8244.3,Male,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +8,7547-EKNFS,42,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +9,5854-KSRBJ,70,Two year,No,Mailed check,25.4,1782.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +10,5054-IEXZT,One,Month-to-month,Yes,Electronic check,75.35,75.35,Male,0,No,Yes,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes +11,1877-HKBQX,11,One year,Yes,Mailed check,54.6,617.85,Female,0,No,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No +12,7235-NXZCP,2,Month-to-month,Yes,Mailed check,74.85,156.4,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +13,3325-FUYCG,28,One year,No,Electronic check,106.1,2847.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Yes +14,2452-MRMZF,72,Two year,Yes,Credit card (automatic),25.7,NA,Female,1,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +15,9184-GALIL,38,Month-to-month,No,Mailed check,20.45,781.25,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +16,9374-YOLBJ,One,Month-to-month,No,Electronic check,19.25,19.25,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +17,2612-PHGOX,64,Two year,Yes,Bank transfer (automatic),76.1,4818.8,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,No internet service,No internet service,No +18,6874-SGLHU,30,One year,Yes,Bank transfer (automatic),97,3021.3,Male,0,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,No +19,9588-YRFHY,49,Two year,Yes,Credit card (automatic),19.9,1022.6,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +20,6513-EECDB,One,Month-to-month,Yes,Electronic check,73.55,73.55,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +21,1306-RPWXZ,49,Two year,No,Credit card (automatic),8,1024.65,Female,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +22,3797-VTIDR,One,Month-to-month,Yes,Electronic check,23.45,23.45,Male,0,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes +23,2657-VPXTA,10,Month-to-month,Yes,Electronic check,3.5,929.45,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No +24,8464-EETCQ,57,Two year,No,Credit card (automatic),18.8,1094.35,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +25,0307-BCOPK,16,One year,No,Mailed check,19.05,326.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +26,9762-YAQAA,39,One year,No,Credit card (automatic),81.4,3213.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No +27,1114-CENIM,54,Month-to-month,Yes,Credit card (automatic),55,3092.65,Male,0,No,Yes,Yes,Yes,DSL,No,Yes,No,No,No,No,Yes +28,1090-PYKCI,69,One year,Yes,Credit card (automatic),105.1,7234.8,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,No +29,6362-QHAFM,42,One year,Yes,Electronic check,108.3,4586.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No +30,7978-DKUQH,25,Month-to-month,Yes,Electronic check,74.6,1797.75,Female,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No +31,6463-HHXJR,71,Two year,No,Bank transfer (automatic),100.5,7030.65,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,No +32,2592-YKDIF,One,Month-to-month,No,Mailed check,20.35,20.35,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +33,3307-TLCUD,17,Month-to-month,No,Mailed check,34.4,592.75,Male,0,Yes,No,No,No phone service,DSL,Yes,No,Yes,No,No,No,No +34,6651-AZVTJ,49,Month-to-month,Yes,Electronic check,99.8,4872.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes +35,7181-OQCUT,21,Month-to-month,No,Mailed check,103.85,2215,Male,0,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No +36,2307-FYNNL,65,Two year,Yes,Electronic check,109.05,7108.2,Male,1,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,No +37,3671-SHRSP,Four,Month-to-month,Yes,Mailed check,80.6,319.15,Male,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Yes +38,3399-BMLVW,51,Two year,No,Credit card (automatic),60.5,3121.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No +39,7572-KPVKK,62,Two year,Yes,Electronic check,104.05,6590.5,Male,0,No,Yes,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No +40,8898-KASCD,39,One year,No,Mailed check,35.55,1309.15,Male,0,No,No,No,No phone service,DSL,No,No,Yes,Yes,No,No,No +41,8853-TZDGH,72,Two year,Yes,Bank transfer (automatic),111.6,8012.75,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +42,4910-AQFFX,9,Month-to-month,Yes,Bank transfer (automatic),79.35,NA,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes +43,7359-SSBJK,64,Two year,Yes,Credit card (automatic),70.2,4481,Female,NA,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No internet service,No internet service,Yes +44,4106-HADHQ,39,One year,No,Credit card (automatic),80,3182.95,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Yes +45,4822-NGOCH,13,Month-to-month,Yes,Electronic check,84.45,1058.6,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Yes +46,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +47,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +48,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +49,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +50,0587-DMGBH,8,Month-to-month,Yes,Electronic check,49.85,365.55,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes +51,9391-DXGGG,44,One year,No,Credit card (automatic),89.15,3990.75,Female,1,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,No +52,8932-CZHRQ,68,One year,No,Credit card (automatic),76.75,5233.25,Male,0,No,No,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,No +53,8714-EUHJO,971,Month-to-month,Yes,Electronic check,91.15,2995.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Yes +54,6652-YFFJO,11,Month-to-month,Yes,Electronic check,NA,716.1,Female,0,No,No,Yes,No,DSL,No,No,No,No,Yes,Yes,No +55,7488-MXJIV,Four,Month-to-month,Yes,Electronic check,85.65,321.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes +56,9823-EALYC,72,Two year,Yes,Bank transfer (automatic),3.5,5727.45,Male,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,No +57,1591-MQJTP,51,One year,Yes,Bank transfer (automatic),93.65,4839.15,Male,1,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,No +58,4480-QQRHC,8,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,Female,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No +59,4737-HOBAX,63,Two year,No,Credit card (automatic),79.8,5034.05,Male,0,Yes,No,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,No +60,3585-YNADK,57,One year,No,Bank transfer (automatic),74.6,4368.95,Female,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,No +61,3733-UOCWF,61,One year,Yes,Bank transfer (automatic),85.55,5251.75,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,No +62,1363-TXLSL,One,Month-to-month,Yes,Electronic check,70.3,70.3,Male,1,Yes,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes +63,0195-IESCP,10,Month-to-month,Yes,Electronic check,85.25,855.3,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes +64,8550-XSXUQ,48,One year,Yes,Credit card (automatic),70.55,3420.5,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,No +65,0495-ZBNGW,5,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes +66,1422-DGUBX,32,One year,Yes,Electronic check,79.25,2619.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,Yes,No internet service,No internet service,No +67,0402-CQAJN,37,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes +68,7605-BDWDC,31,Two year,Yes,Bank transfer (automatic),49.85,NA,Female,0,No,No,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,No +69,4098-NAUKP,68,Month-to-month,Yes,Electronic check,84.65,5683.6,Male,1,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No +70,4759-TRPLW,1008,Month-to-month,No,Electronic check,70.4,NA,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes +71,2040-XBAVJ,72,Two year,No,Bank transfer (automatic),114.45,8100.55,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +72,8087-LGYHQ,9,Month-to-month,Yes,Electronic check,94.05,811.65,Male,NA,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,No +73,6374-AFWOX,46,Two year,No,Mailed check,8,3047.15,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,No +74,5022-JNQEQ,9,Month-to-month,Yes,Electronic check,75.85,647.5,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,Yes,No,No,No +75,9824-QCJPK,36,One year,No,Mailed check,20,666.75,Male,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +76,2333-KWEWW,18,Two year,No,Credit card (automatic),20.05,388.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +77,3889-VWBID,68,Two year,No,Bank transfer (automatic),82.85,5776.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,No +78,8946-BFWSG,63,Two year,No,Mailed check,25.25,1573.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +79,5996-DAOQL,One,Month-to-month,Yes,Mailed check,20.45,20.45,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +80,8148-BPLZQ,34,Month-to-month,Yes,Electronic check,49.8,NA,Male,0,No,No,Yes,No,DSL,No,Yes,No,No,No internet service,No internet service,No +81,1764-VUUMT,66,Two year,No,Credit card (automatic),19.95,1269.1,Male,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +82,1347-KTTTA,64,One year,Yes,Credit card (automatic),102.45,6654.1,Male,0,Yes,No,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +83,8065-YKXKD,10,Month-to-month,Yes,Electronic check,74.75,799.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +84,5334-AFQJB,72,Two year,Yes,Credit card (automatic),25.1,1789.9,Male,1,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +85,0431-APWVY,28,One year,Yes,Bank transfer (automatic),8,2598.95,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes +86,6202-DYYFX,22,One year,Yes,Credit card (automatic),76,1783.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No +87,8869-LIHMK,64,Two year,Yes,Bank transfer (automatic),115.1,7334.05,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +88,3441-CGZJH,43,One year,Yes,Credit card (automatic),60.4,2640.55,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,No +89,8727-XDPUD,37,Two year,No,Credit card (automatic),35.8,1316.9,Male,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,No,No +90,1754-GKYPY,22,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,Male,1,Yes,1@#,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No +91,8404-VIOMB,66,Two year,Yes,Bank transfer (automatic),62.5,4136.4,Female,0,No,No,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No +92,5919-TMRGD,One,Month-to-month,Yes,Electronic check,NA,79.35,Female,0,No,Yes,Yes,No,Fiber optic,No,No,No,No,No internet service,No internet service,Yes +93,5201-CBWYG,62,One year,No,Bank transfer (automatic),24.8,NA,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +94,0374-IOEGQ,3,Month-to-month,No,Electronic check,44.6,122.7,Female,0,No,No,Yes,No,DSL,No,No,No,No,No,No,No +95,4818-DRBQT,29,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes +96,3701-SFMUH,994,Month-to-month,No,Credit card (automatic),69.7,516.15,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,No,No,Yes,Yes,No +97,1171-TYKUR,47,Month-to-month,No,Electronic check,25.4,1139.2,Male,0,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +98,1785-BPHTP,28,Month-to-month,No,Electronic check,85.45,NA,Male,0,Yes,Yes,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,No +99,3606-TWKGI,13,Month-to-month,Yes,Electronic check,106.9,1364.3,Male,1,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes +100,2845-KDHVX,64,Two year,Yes,Mailed check,68.3,4378.8,Female,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,No +101,9927-DSWDF,22,Month-to-month,Yes,Electronic check,104.6,2180.55,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,No +102,2272-JKMSI,62,One year,Yes,Electronic check,110.8,6840.95,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +103,5055-MGMGF,65,Month-to-month,Yes,Electronic check,105.05,6914.95,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No +104,6351-SCJKT,3,Month-to-month,No,Mailed check,41.35,107.25,Male,0,No,No,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No +105,9392-XBGTD,27,Two year,No,Mailed check,NA,581.85,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +106,6504-VBLFL,55,Two year,No,Electronic check,58.6,3068.6,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No +107,2675-DHUTR,58,Month-to-month,Yes,Electronic check,98.9,5780.7,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,No +108,0187-WZNAB,27,Month-to-month,No,Mailed check,74.4,1972.35,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,No +109,6168-YBYNP,59,Month-to-month,Yes,Electronic check,111.35,6519.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +110,5820-PTRYM,56,One year,Yes,Credit card (automatic),68.45,4014,Female,1,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,No +111,2810-FTLEM,16,Month-to-month,Yes,Electronic check,50.15,762.25,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes +112,3620-EHIMZ,52,Two year,No,Mailed check,19.35,1031.7,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +113,7596-ZYWBB,65,Two year,Yes,Mailed check,59.6,3739.8,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No +114,2851-MMUTZ,27,Month-to-month,Yes,Mailed check,56.15,1439.35,Female,0,No,No,Yes,No,DSL,No,Yes,No,Yes,No,No,No +115,3842-QTGDL,16,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No +116,5130-YPIRV,62,Two year,Yes,Credit card (automatic),72,4284.2,Female,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No +117,2000-MPKCA,58,One year,Yes,Electronic check,107.75,6332.75,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,No +118,2969-WGHQO,7,One year,No,Electronic check,69.45,477.05,Female,0,Yes,Yes,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No +119,5712-AHQNN,43,Month-to-month,Yes,Electronic check,91.65,NA,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,No +120,4132-KALRO,Four,Month-to-month,Yes,Mailed check,100.85,399.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,No +121,4847-TAJYI,6,Month-to-month,Yes,Electronic check,89.35,567.8,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No +122,3694-GLTJM,5,Month-to-month,Yes,Credit card (automatic),19.65,NA,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +123,8430-TWCBX,49,One year,No,Credit card (automatic),20.7,1032.05,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +124,0883-EIBTI,2,Month-to-month,No,Mailed check,19.5,31.55,Female,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes +125,1096-ADRUX,66,One year,Yes,Bank transfer (automatic),74.25,4859.25,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,No,No +126,9108-EQPNQ,10,Two year,No,Credit card (automatic),26.1,225.55,Female,0,Yes,1@#,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +127,2717-HVIZY,8,Month-to-month,No,Mailed check,20.05,163.6,Female,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +128,2316-ESMLS,12,One year,No,Credit card (automatic),33.15,444.75,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,No,Yes,No,No,No +129,1561-BWHIN,19,One year,No,Mailed check,19.8,344.5,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +130,1094-BKOSX,45,One year,No,Bank transfer (automatic),51,2264.5,Female,0,Yes,Yes,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,No +131,6390-DSAZX,One,Month-to-month,Yes,Mailed check,73.6,73.6,Female,0,No,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,Yes +132,7799-LGRDP,43,Two year,Yes,Credit card (automatic),25.7,1188.2,Female,0,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +133,3164-AALRN,5,One year,Yes,Mailed check,70,347.4,Male,0,No,No,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Yes +134,4682-BLBUC,44,One year,Yes,Electronic check,NA,3250.45,Male,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,No +135,3258-ZKPAI,72,Two year,Yes,Bank transfer (automatic),NA,8337.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +136,3261-CQXOL,71,Two year,No,Bank transfer (automatic),25.45,NA,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +137,1282-IHQAC,70,One year,Yes,Credit card (automatic),44.05,3011.65,Male,1,No,No,No,No phone service,DSL,No,Yes,Yes,No,No internet service,No internet service,No +138,2027-WKXMW,63,Month-to-month,Yes,Electronic check,108.75,6871.7,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +139,0601-WZHJF,14,Month-to-month,No,Electronic check,46.35,667.7,Male,NA,Yes,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes +140,6447-GORXK,31,Month-to-month,No,Credit card (automatic),25,NA,Male,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No +141,2481-SBOYW,61,Two year,Yes,Credit card (automatic),25,1498.35,Female,0,No,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +142,6207-WIOLX,25,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,No internet service,No internet service,Yes +143,0607-DAAHE,53,Two year,No,Bank transfer (automatic),19.75,1052.35,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +144,2458-EOMRE,11,Month-to-month,No,Bank transfer (automatic),64.05,733.95,Female,0,No,No,Yes,No,DSL,Yes,No,Yes,No,No,Yes,No +145,5275-SQEIZ,One,Month-to-month,Yes,Mailed check,80.85,80.85,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,Yes,Yes +146,9122-UMROB,992,Month-to-month,No,Mailed check,20.3,20.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +147,7627-JKIAZ,37,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Female,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes +148,9396-ZSFLL,15,Month-to-month,No,Mailed check,48.85,631.4,Female,0,No,No,Yes,Yes,DSL,No,No,No,No,No,No,No +149,4081-DYXAV,19,One year,Yes,Credit card (automatic),44.85,893.55,Female,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes +150,1918-ZBFQJ,13,Month-to-month,Yes,Electronic check,79.25,1111.65,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Yes +151,4432-ADRLB,2,Month-to-month,No,Mailed check,44.65,74.9,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes +152,4971-PUYQO,27,Month-to-month,Yes,Mailed check,94.55,2724.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Yes +153,1976-AZZPJ,7,Month-to-month,No,Mailed check,34.2,NA,Male,0,Yes,No,No,No phone service,DSL,Yes,Yes,No,No,No,No,No +154,5857-TYBCJ,44,Month-to-month,Yes,Electronic check,89.2,4040.2,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,No +155,8347-GDTMP,64,Two year,No,Credit card (automatic),19.45,1225.65,Female,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +156,1485-YDHMM,52,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,No +157,0193-ESZXP,58,One year,Yes,Credit card (automatic),105.5,6205.5,Female,1,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Yes +158,6142-VSJQO,One,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Female,0,Yes,Yes,Yes,No,DSL,No,No,No,No,No,No,Yes +159,7181-BQYBV,One,Month-to-month,Yes,Electronic check,102.45,102.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Yes +160,9210-IAHGH,7,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Female,0,No,No,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Yes +161,9489-JMTTN,72,Two year,No,Credit card (automatic),89.75,6595.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No +162,3030-YZADT,9,Month-to-month,No,Mailed check,44.95,431,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes +163,9025-ZRPVR,9,Month-to-month,Yes,Mailed check,18.95,185.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes +164,5419-KLXBN,25,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +165,3703-KBKZP,16,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No +166,8735-DCXNF,10,Month-to-month,Yes,Credit card (automatic),54.95,568.85,Male,0,Yes,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No +167,1230-QAJDW,3,Month-to-month,Yes,Mailed check,65.25,209.9,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No +168,3452-FLHYD,25,One year,Yes,Bank transfer (automatic),20.95,495.15,Male,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +169,8231-BSWXX,71,One year,Yes,Credit card (automatic),79.05,5552.5,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No +170,7408-OFWXJ,72,Two year,No,Credit card (automatic),89.8,6510.45,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No +171,4018-PPNDW,61,Two year,Yes,Mailed check,NA,1551.6,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +172,9961-JBNMK,21,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Male,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Yes +173,1116-FRYVH,48,Two year,No,Mailed check,NA,1978.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,No +174,7009-LGECI,Four,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,No +175,2640-PMGFL,27,Month-to-month,Yes,Electronic check,79.5,2180.55,Male,0,No,1@#,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Yes +176,9885-AIBVB,29,Month-to-month,Yes,Electronic check,85.8,2440.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No +177,6762-NSODU,46,Two year,No,Credit card (automatic),NA,958.15,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +178,3428-XZMAZ,One,Month-to-month,Yes,Electronic check,69.35,69.35,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes +179,8543-MSDMF,3,Month-to-month,Yes,Electronic check,77.4,206.15,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No +180,0115-TFERT,21,Month-to-month,Yes,Electronic check,111.2,2317.1,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes +181,6211-WWLTF,63,Two year,No,Credit card (automatic),99.7,6330.4,Male,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,No +182,2311-QYMUQ,16,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +183,7932-WPTDS,One,Month-to-month,Yes,Electronic check,24.8,NA,Female,1,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes +184,0203-HHYIJ,25,One year,No,Bank transfer (automatic),25.3,676.35,Male,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +185,3621-CEOVK,14,Month-to-month,Yes,Electronic check,NA,1369.8,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Yes +186,9746-UGFAC,22,One year,No,Bank transfer (automatic),20.85,450.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +187,4291-HYEBC,28,One year,Yes,Electronic check,39.1,1096.6,Female,1,Yes,Yes,No,No phone service,DSL,No,Yes,No,No,No,Yes,No +188,3988-RQIXO,One,Month-to-month,Yes,Electronic check,91.3,91.3,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes +189,0440-MOGPM,41,One year,Yes,Electronic check,80.55,3263.9,Female,0,No,No,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,No +190,7856-GANIL,45,One year,Yes,Bank transfer (automatic),98.7,4525.8,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,No +191,1750-CSKKM,9,Month-to-month,No,Electronic check,55.35,449.75,Male,0,No,Yes,Yes,No,DSL,No,No,No,No,Yes,No,Yes +192,4134-BSXLX,28,Month-to-month,No,Mailed check,60.9,1785.65,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No +193,9830-ECLEN,58,One year,No,Mailed check,50,2919.85,Male,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,No +194,7064-JHXCE,62,Two year,No,Credit card (automatic),20.05,1263.9,Male,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +195,7017-VFULY,2,Month-to-month,No,Bank transfer (automatic),20.1,43.15,Female,NA,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +196,0529-ONKER,15,Month-to-month,No,Electronic check,75.65,1146.65,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +197,3977-QCRSL,5,Month-to-month,No,Mailed check,8,117.95,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +198,0567-GGCAC,7,Month-to-month,No,Electronic check,61.4,438.9,Female,0,No,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No +199,0958-YHXGP,7,Month-to-month,Yes,Mailed check,69.9,497.3,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No +200,9812-GHVRI,40,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No +201,2676-SSLTO,49,Two year,Yes,Bank transfer (automatic),66.15,3199,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No +202,7080-TNUWP,70,One year,Yes,Bank transfer (automatic),95,NA,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No internet service,No internet service,No +203,9947-OTFQU,15,Month-to-month,Yes,Electronic check,74.4,1074.3,Male,1,No,No,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes +204,3886-CERTZ,72,One year,Yes,Electronic check,109.25,8109.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes +205,4070-OKWVH,52,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,No +206,2190-PHBHR,72,Two year,Yes,Credit card (automatic),94.45,6921.7,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,No +207,5708-EVONK,58,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Yes +208,6959-GQEGV,45,Month-to-month,Yes,Electronic check,75.95,3273.8,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No +209,6917-FIJHC,72,Two year,Yes,Mailed check,26,1776,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +210,0913-XWSCN,55,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No +211,3649-JPUGY,72,Two year,Yes,Bank transfer (automatic),88.6,6201.95,Male,0,No,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,No +212,3612-YVGSJ,71,Two year,Yes,Credit card (automatic),24.45,1681.6,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +213,3090-LETTY,2,Month-to-month,No,Bank transfer (automatic),60.95,134.6,Male,0,No,Yes,Yes,Yes,DSL,Yes,Yes,No,No,No,No,No +214,1814-DKOLC,5,Month-to-month,No,Mailed check,3.5,NA,Female,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +215,8931-GJJIQ,9,Month-to-month,Yes,Electronic check,83.3,803.3,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes +216,4291-TPNFG,72,Two year,Yes,Bank transfer (automatic),82.3,5980.55,Male,0,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,No +217,1567-DSCIC,8,Month-to-month,Yes,Electronic check,94,773.65,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +218,4236-UJPWO,2,Month-to-month,No,Electronic check,24.5,46.4,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,No +219,2538-OIMXF,One,Month-to-month,No,Mailed check,24.7,24.7,Female,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No +220,7730-CLDSV,72,Two year,Yes,Bank transfer (automatic),98.65,7129.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No +221,8854-CCVSQ,18,Month-to-month,Yes,Electronic check,80.65,1451.9,Male,0,No,1@#,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes +222,8413-VONUO,2,Month-to-month,No,Electronic check,95.65,167.3,Male,NA,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Yes +223,7673-BQGKU,69,Two year,No,Bank transfer (automatic),20.15,1337.5,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +224,3128-YOVTD,969,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No +225,5304-EFJLP,72,Two year,Yes,Bank transfer (automatic),111.65,8022.85,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +226,1945-XISKS,67,Two year,No,Mailed check,19.65,1335.2,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +227,5906-DVAPM,55,One year,Yes,Credit card (automatic),75,4213.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,No +228,2361-FJWNO,964,One year,No,Credit card (automatic),36,1382.9,Male,0,No,No,No,No phone service,DSL,No,Yes,No,Yes,No,No,No +229,6583-QGCSI,50,Month-to-month,Yes,Electronic check,88.05,4367.35,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes +230,6229-LSCKB,6,Month-to-month,Yes,Electronic check,79.7,497.6,Male,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,No,No +231,4130-MZLCC,5,Month-to-month,No,Bank transfer (automatic),50.55,244.75,Female,0,No,No,Yes,No,DSL,No,Yes,No,No,No,No,No +232,4686-GEFRM,70,Two year,Yes,Bank transfer (automatic),98.7,6858.9,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No +233,2710-WYVXG,3,Two year,No,Mailed check,71.1,213.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,No +234,2189-UXTKY,22,Month-to-month,Yes,Electronic check,79.2,1742.75,Female,0,Yes,No,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Yes +235,6876-ADESB,One,Month-to-month,No,Electronic check,48.95,48.95,Male,0,No,1@#,Yes,No,DSL,No,No,Yes,No,No,No,Yes +236,9565-DJPIB,Four,Month-to-month,No,Mailed check,89.6,365.65,Female,0,No,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes +237,3635-JBPSG,15,Two year,Yes,Mailed check,38.8,603,Female,0,No,No,No,No phone service,DSL,No,Yes,No,No,No,Yes,No +238,8882-TLVRW,69,Two year,No,Mailed check,39.1,2779.5,Male,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No +239,1972-XMUWV,65,Two year,Yes,Credit card (automatic),59.8,3808.2,Female,0,Yes,1@#,Yes,No,DSL,No,No,No,Yes,Yes,No,No +240,2038-OEQZH,Four,Month-to-month,No,Electronic check,86.05,308.1,Male,0,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,No +241,9734-YWGEX,9,Month-to-month,No,Credit card (automatic),98.3,923.5,Female,0,No,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes +242,4088-YLDSU,55,One year,Yes,Electronic check,104.15,5743.05,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Yes +243,3137-LUPIX,Four,Month-to-month,Yes,Mailed check,64.4,253,Female,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No +244,6177-PEVRA,48,Two year,No,Credit card (automatic),55.5,2627.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,No,No,No,No +245,3845-FXCYS,2,Month-to-month,Yes,Electronic check,19.65,31.2,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +246,7690-KPNCU,64,One year,Yes,Credit card (automatic),73.05,4688.65,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No +247,2589-AYCRP,50,One year,No,Bank transfer (automatic),19.75,989.05,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +248,4625-EWPTF,8,Month-to-month,Yes,Electronic check,30.45,226.45,Male,0,No,No,No,No phone service,DSL,Yes,No,No,No,No,No,Yes +249,8111-RKSPX,Four,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Male,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +250,6922-NCEDI,56,One year,Yes,Mailed check,21.2,1238.65,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +251,5192-EBGOV,One,Month-to-month,Yes,Electronic check,NA,85.7,Female,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes +252,8495-PRWFH,42,Month-to-month,No,Electronic check,55.65,2421.75,Female,1,No,No,Yes,Yes,DSL,No,No,Yes,No,No,No,No +253,9318-NKNFC,One,Month-to-month,Yes,Mailed check,18.85,18.85,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +254,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +255,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +256,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +257,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +258,9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No diff --git a/churnCopy.csv b/Part_B/datasets/churnCopy.csv similarity index 99% rename from churnCopy.csv rename to Part_B/datasets/churnCopy.csv index 72cd7e8..0eeeee3 100644 --- a/churnCopy.csv +++ b/Part_B/datasets/churnCopy.csv @@ -1,259 +1,259 @@ -customerID,tenure,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,gender,SeniorCitizen,Partner,Dependents,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Churn -8260-NGFNY,One,Month-to-month,No,Mailed check,25.2,25.2,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,Yes -2359-QWQUL,39,One year,Yes,Credit card (automatic),104.7,4134.85,Female,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Yes -6598/RFFVI,2,One year,No,Credit card (automatic),19.3,28.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -IXSTS-8780,6,Month-to-month,Yes,Electronic check,90.1,521.3,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes -2674/MIAHT,Four,Month-to-month,Yes,Mailed check,80.3,324.2,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No -6077-BDPXA,3,Month-to-month,Yes,Electronic check,70.15,194.2,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No -7929/SKFGK,70,Two year,No,Credit card (automatic),114.3,8244.3,Male,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -7547-EKNFS,42,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -5854-KSRBJ,70,Two year,No,Mailed check,25.4,1782.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -5054-IEXZT,One,Month-to-month,Yes,Electronic check,75.35,75.35,Male,0,No,Yes,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes -1877-HKBQX,11,One year,Yes,Mailed check,54.6,617.85,Female,0,No,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No -7235-NXZCP,2,Month-to-month,Yes,Mailed check,74.85,156.4,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -3325-FUYCG,28,One year,No,Electronic check,106.1,2847.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Yes -2452-MRMZF,72,Two year,Yes,Credit card (automatic),25.7,NA,Female,1,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9184-GALIL,38,Month-to-month,No,Mailed check,20.45,781.25,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -9374-YOLBJ,One,Month-to-month,No,Electronic check,19.25,19.25,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -2612-PHGOX,64,Two year,Yes,Bank transfer (automatic),76.1,4818.8,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,No internet service,No internet service,No -6874-SGLHU,30,One year,Yes,Bank transfer (automatic),97,3021.3,Male,0,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,No -9588-YRFHY,49,Two year,Yes,Credit card (automatic),19.9,1022.6,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -6513-EECDB,One,Month-to-month,Yes,Electronic check,73.55,73.55,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -1306-RPWXZ,49,Two year,No,Credit card (automatic),8,1024.65,Female,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -3797-VTIDR,One,Month-to-month,Yes,Electronic check,23.45,23.45,Male,0,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes -2657-VPXTA,10,Month-to-month,Yes,Electronic check,3.5,929.45,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No -8464-EETCQ,57,Two year,No,Credit card (automatic),18.8,1094.35,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -0307-BCOPK,16,One year,No,Mailed check,19.05,326.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -9762-YAQAA,39,One year,No,Credit card (automatic),81.4,3213.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No -1114-CENIM,54,Month-to-month,Yes,Credit card (automatic),55,3092.65,Male,0,No,Yes,Yes,Yes,DSL,No,Yes,No,No,No,No,Yes -1090-PYKCI,69,One year,Yes,Credit card (automatic),105.1,7234.8,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,No -6362-QHAFM,42,One year,Yes,Electronic check,108.3,4586.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No -7978-DKUQH,25,Month-to-month,Yes,Electronic check,74.6,1797.75,Female,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No -6463-HHXJR,71,Two year,No,Bank transfer (automatic),100.5,7030.65,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,No -2592-YKDIF,One,Month-to-month,No,Mailed check,20.35,20.35,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -3307-TLCUD,17,Month-to-month,No,Mailed check,34.4,592.75,Male,0,Yes,No,No,No phone service,DSL,Yes,No,Yes,No,No,No,No -6651-AZVTJ,49,Month-to-month,Yes,Electronic check,99.8,4872.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes -7181-OQCUT,21,Month-to-month,No,Mailed check,103.85,2215,Male,0,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No -2307-FYNNL,65,Two year,Yes,Electronic check,109.05,7108.2,Male,1,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,No -3671-SHRSP,Four,Month-to-month,Yes,Mailed check,80.6,319.15,Male,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Yes -3399-BMLVW,51,Two year,No,Credit card (automatic),60.5,3121.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No -7572-KPVKK,62,Two year,Yes,Electronic check,104.05,6590.5,Male,0,No,Yes,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No -8898-KASCD,39,One year,No,Mailed check,35.55,1309.15,Male,0,No,No,No,No phone service,DSL,No,No,Yes,Yes,No,No,No -8853-TZDGH,72,Two year,Yes,Bank transfer (automatic),111.6,8012.75,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -4910-AQFFX,9,Month-to-month,Yes,Bank transfer (automatic),79.35,NA,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes -7359-SSBJK,64,Two year,Yes,Credit card (automatic),70.2,4481,Female,NA,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No internet service,No internet service,Yes -4106-HADHQ,39,One year,No,Credit card (automatic),80,3182.95,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Yes -4822-NGOCH,13,Month-to-month,Yes,Electronic check,84.45,1058.6,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Yes -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -0587-DMGBH,8,Month-to-month,Yes,Electronic check,49.85,365.55,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes -9391-DXGGG,44,One year,No,Credit card (automatic),89.15,3990.75,Female,1,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,No -8932-CZHRQ,68,One year,No,Credit card (automatic),76.75,5233.25,Male,0,No,No,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,No -8714-EUHJO,971,Month-to-month,Yes,Electronic check,91.15,2995.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Yes -6652-YFFJO,11,Month-to-month,Yes,Electronic check,NA,716.1,Female,0,No,No,Yes,No,DSL,No,No,No,No,Yes,Yes,No -7488-MXJIV,Four,Month-to-month,Yes,Electronic check,85.65,321.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes -9823-EALYC,72,Two year,Yes,Bank transfer (automatic),3.5,5727.45,Male,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,No -1591-MQJTP,51,One year,Yes,Bank transfer (automatic),93.65,4839.15,Male,1,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,No -4480-QQRHC,8,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,Female,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No -4737-HOBAX,63,Two year,No,Credit card (automatic),79.8,5034.05,Male,0,Yes,No,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,No -3585-YNADK,57,One year,No,Bank transfer (automatic),74.6,4368.95,Female,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,No -3733-UOCWF,61,One year,Yes,Bank transfer (automatic),85.55,5251.75,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,No -1363-TXLSL,One,Month-to-month,Yes,Electronic check,70.3,70.3,Male,1,Yes,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes -0195-IESCP,10,Month-to-month,Yes,Electronic check,85.25,855.3,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes -8550-XSXUQ,48,One year,Yes,Credit card (automatic),70.55,3420.5,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,No -0495-ZBNGW,5,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes -1422-DGUBX,32,One year,Yes,Electronic check,79.25,2619.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,Yes,No internet service,No internet service,No -0402-CQAJN,37,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes -7605-BDWDC,31,Two year,Yes,Bank transfer (automatic),49.85,NA,Female,0,No,No,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,No -4098-NAUKP,68,Month-to-month,Yes,Electronic check,84.65,5683.6,Male,1,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No -4759-TRPLW,1008,Month-to-month,No,Electronic check,70.4,NA,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes -2040-XBAVJ,72,Two year,No,Bank transfer (automatic),114.45,8100.55,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -8087-LGYHQ,9,Month-to-month,Yes,Electronic check,94.05,811.65,Male,NA,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,No -6374-AFWOX,46,Two year,No,Mailed check,8,3047.15,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,No -5022-JNQEQ,9,Month-to-month,Yes,Electronic check,75.85,647.5,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,Yes,No,No,No -9824-QCJPK,36,One year,No,Mailed check,20,666.75,Male,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -2333-KWEWW,18,Two year,No,Credit card (automatic),20.05,388.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -3889-VWBID,68,Two year,No,Bank transfer (automatic),82.85,5776.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,No -8946-BFWSG,63,Two year,No,Mailed check,25.25,1573.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -5996-DAOQL,One,Month-to-month,Yes,Mailed check,20.45,20.45,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -8148-BPLZQ,34,Month-to-month,Yes,Electronic check,49.8,NA,Male,0,No,No,Yes,No,DSL,No,Yes,No,No,No internet service,No internet service,No -1764-VUUMT,66,Two year,No,Credit card (automatic),19.95,1269.1,Male,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -1347-KTTTA,64,One year,Yes,Credit card (automatic),102.45,6654.1,Male,0,Yes,No,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -8065-YKXKD,10,Month-to-month,Yes,Electronic check,74.75,799.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -5334-AFQJB,72,Two year,Yes,Credit card (automatic),25.1,1789.9,Male,1,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -0431-APWVY,28,One year,Yes,Bank transfer (automatic),8,2598.95,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes -6202-DYYFX,22,One year,Yes,Credit card (automatic),76,1783.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No -8869-LIHMK,64,Two year,Yes,Bank transfer (automatic),115.1,7334.05,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -3441-CGZJH,43,One year,Yes,Credit card (automatic),60.4,2640.55,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,No -8727-XDPUD,37,Two year,No,Credit card (automatic),35.8,1316.9,Male,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,No,No -1754-GKYPY,22,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,Male,1,Yes,1@#,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No -8404-VIOMB,66,Two year,Yes,Bank transfer (automatic),62.5,4136.4,Female,0,No,No,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No -5919-TMRGD,One,Month-to-month,Yes,Electronic check,NA,79.35,Female,0,No,Yes,Yes,No,Fiber optic,No,No,No,No,No internet service,No internet service,Yes -5201-CBWYG,62,One year,No,Bank transfer (automatic),24.8,NA,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -0374-IOEGQ,3,Month-to-month,No,Electronic check,44.6,122.7,Female,0,No,No,Yes,No,DSL,No,No,No,No,No,No,No -4818-DRBQT,29,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes -3701-SFMUH,994,Month-to-month,No,Credit card (automatic),69.7,516.15,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,No,No,Yes,Yes,No -1171-TYKUR,47,Month-to-month,No,Electronic check,25.4,1139.2,Male,0,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -1785-BPHTP,28,Month-to-month,No,Electronic check,85.45,NA,Male,0,Yes,Yes,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,No -3606-TWKGI,13,Month-to-month,Yes,Electronic check,106.9,1364.3,Male,1,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes -2845-KDHVX,64,Two year,Yes,Mailed check,68.3,4378.8,Female,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,No -9927-DSWDF,22,Month-to-month,Yes,Electronic check,104.6,2180.55,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,No -2272-JKMSI,62,One year,Yes,Electronic check,110.8,6840.95,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -5055-MGMGF,65,Month-to-month,Yes,Electronic check,105.05,6914.95,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No -6351-SCJKT,3,Month-to-month,No,Mailed check,41.35,107.25,Male,0,No,No,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No -9392-XBGTD,27,Two year,No,Mailed check,NA,581.85,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -6504-VBLFL,55,Two year,No,Electronic check,58.6,3068.6,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No -2675-DHUTR,58,Month-to-month,Yes,Electronic check,98.9,5780.7,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,No -0187-WZNAB,27,Month-to-month,No,Mailed check,74.4,1972.35,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,No -6168-YBYNP,59,Month-to-month,Yes,Electronic check,111.35,6519.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -5820-PTRYM,56,One year,Yes,Credit card (automatic),68.45,4014,Female,1,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,No -2810-FTLEM,16,Month-to-month,Yes,Electronic check,50.15,762.25,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes -3620-EHIMZ,52,Two year,No,Mailed check,19.35,1031.7,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -7596-ZYWBB,65,Two year,Yes,Mailed check,59.6,3739.8,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No -2851-MMUTZ,27,Month-to-month,Yes,Mailed check,56.15,1439.35,Female,0,No,No,Yes,No,DSL,No,Yes,No,Yes,No,No,No -3842-QTGDL,16,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No -5130-YPIRV,62,Two year,Yes,Credit card (automatic),72,4284.2,Female,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No -2000-MPKCA,58,One year,Yes,Electronic check,107.75,6332.75,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,No -2969-WGHQO,7,One year,No,Electronic check,69.45,477.05,Female,0,Yes,Yes,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No -5712-AHQNN,43,Month-to-month,Yes,Electronic check,91.65,NA,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,No -4132-KALRO,Four,Month-to-month,Yes,Mailed check,100.85,399.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,No -4847-TAJYI,6,Month-to-month,Yes,Electronic check,89.35,567.8,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No -3694-GLTJM,5,Month-to-month,Yes,Credit card (automatic),19.65,NA,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -8430-TWCBX,49,One year,No,Credit card (automatic),20.7,1032.05,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -0883-EIBTI,2,Month-to-month,No,Mailed check,19.5,31.55,Female,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes -1096-ADRUX,66,One year,Yes,Bank transfer (automatic),74.25,4859.25,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,No,No -9108-EQPNQ,10,Two year,No,Credit card (automatic),26.1,225.55,Female,0,Yes,1@#,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -2717-HVIZY,8,Month-to-month,No,Mailed check,20.05,163.6,Female,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -2316-ESMLS,12,One year,No,Credit card (automatic),33.15,444.75,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,No,Yes,No,No,No -1561-BWHIN,19,One year,No,Mailed check,19.8,344.5,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -1094-BKOSX,45,One year,No,Bank transfer (automatic),51,2264.5,Female,0,Yes,Yes,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,No -6390-DSAZX,One,Month-to-month,Yes,Mailed check,73.6,73.6,Female,0,No,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,Yes -7799-LGRDP,43,Two year,Yes,Credit card (automatic),25.7,1188.2,Female,0,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -3164-AALRN,5,One year,Yes,Mailed check,70,347.4,Male,0,No,No,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Yes -4682-BLBUC,44,One year,Yes,Electronic check,NA,3250.45,Male,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,No -3258-ZKPAI,72,Two year,Yes,Bank transfer (automatic),NA,8337.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No -3261-CQXOL,71,Two year,No,Bank transfer (automatic),25.45,NA,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -1282-IHQAC,70,One year,Yes,Credit card (automatic),44.05,3011.65,Male,1,No,No,No,No phone service,DSL,No,Yes,Yes,No,No internet service,No internet service,No -2027-WKXMW,63,Month-to-month,Yes,Electronic check,108.75,6871.7,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -0601-WZHJF,14,Month-to-month,No,Electronic check,46.35,667.7,Male,NA,Yes,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes -6447-GORXK,31,Month-to-month,No,Credit card (automatic),25,NA,Male,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No -2481-SBOYW,61,Two year,Yes,Credit card (automatic),25,1498.35,Female,0,No,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -6207-WIOLX,25,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,No internet service,No internet service,Yes -0607-DAAHE,53,Two year,No,Bank transfer (automatic),19.75,1052.35,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -2458-EOMRE,11,Month-to-month,No,Bank transfer (automatic),64.05,733.95,Female,0,No,No,Yes,No,DSL,Yes,No,Yes,No,No,Yes,No -5275-SQEIZ,One,Month-to-month,Yes,Mailed check,80.85,80.85,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,Yes,Yes -9122-UMROB,992,Month-to-month,No,Mailed check,20.3,20.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -7627-JKIAZ,37,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Female,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes -9396-ZSFLL,15,Month-to-month,No,Mailed check,48.85,631.4,Female,0,No,No,Yes,Yes,DSL,No,No,No,No,No,No,No -4081-DYXAV,19,One year,Yes,Credit card (automatic),44.85,893.55,Female,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes -1918-ZBFQJ,13,Month-to-month,Yes,Electronic check,79.25,1111.65,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Yes -4432-ADRLB,2,Month-to-month,No,Mailed check,44.65,74.9,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes -4971-PUYQO,27,Month-to-month,Yes,Mailed check,94.55,2724.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Yes -1976-AZZPJ,7,Month-to-month,No,Mailed check,34.2,NA,Male,0,Yes,No,No,No phone service,DSL,Yes,Yes,No,No,No,No,No -5857-TYBCJ,44,Month-to-month,Yes,Electronic check,89.2,4040.2,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,No -8347-GDTMP,64,Two year,No,Credit card (automatic),19.45,1225.65,Female,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -1485-YDHMM,52,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,No -0193-ESZXP,58,One year,Yes,Credit card (automatic),105.5,6205.5,Female,1,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Yes -6142-VSJQO,One,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Female,0,Yes,Yes,Yes,No,DSL,No,No,No,No,No,No,Yes -7181-BQYBV,One,Month-to-month,Yes,Electronic check,102.45,102.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Yes -9210-IAHGH,7,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Female,0,No,No,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Yes -9489-JMTTN,72,Two year,No,Credit card (automatic),89.75,6595.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No -3030-YZADT,9,Month-to-month,No,Mailed check,44.95,431,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes -9025-ZRPVR,9,Month-to-month,Yes,Mailed check,18.95,185.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes -5419-KLXBN,25,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -3703-KBKZP,16,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No -8735-DCXNF,10,Month-to-month,Yes,Credit card (automatic),54.95,568.85,Male,0,Yes,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No -1230-QAJDW,3,Month-to-month,Yes,Mailed check,65.25,209.9,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No -3452-FLHYD,25,One year,Yes,Bank transfer (automatic),20.95,495.15,Male,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -8231-BSWXX,71,One year,Yes,Credit card (automatic),79.05,5552.5,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No -7408-OFWXJ,72,Two year,No,Credit card (automatic),89.8,6510.45,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No -4018-PPNDW,61,Two year,Yes,Mailed check,NA,1551.6,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -9961-JBNMK,21,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Male,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Yes -1116-FRYVH,48,Two year,No,Mailed check,NA,1978.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,No -7009-LGECI,Four,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,No -2640-PMGFL,27,Month-to-month,Yes,Electronic check,79.5,2180.55,Male,0,No,1@#,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Yes -9885-AIBVB,29,Month-to-month,Yes,Electronic check,85.8,2440.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No -6762-NSODU,46,Two year,No,Credit card (automatic),NA,958.15,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -3428-XZMAZ,One,Month-to-month,Yes,Electronic check,69.35,69.35,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes -8543-MSDMF,3,Month-to-month,Yes,Electronic check,77.4,206.15,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No -0115-TFERT,21,Month-to-month,Yes,Electronic check,111.2,2317.1,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes -6211-WWLTF,63,Two year,No,Credit card (automatic),99.7,6330.4,Male,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,No -2311-QYMUQ,16,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -7932-WPTDS,One,Month-to-month,Yes,Electronic check,24.8,NA,Female,1,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes -0203-HHYIJ,25,One year,No,Bank transfer (automatic),25.3,676.35,Male,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -3621-CEOVK,14,Month-to-month,Yes,Electronic check,NA,1369.8,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Yes -9746-UGFAC,22,One year,No,Bank transfer (automatic),20.85,450.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -4291-HYEBC,28,One year,Yes,Electronic check,39.1,1096.6,Female,1,Yes,Yes,No,No phone service,DSL,No,Yes,No,No,No,Yes,No -3988-RQIXO,One,Month-to-month,Yes,Electronic check,91.3,91.3,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes -0440-MOGPM,41,One year,Yes,Electronic check,80.55,3263.9,Female,0,No,No,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,No -7856-GANIL,45,One year,Yes,Bank transfer (automatic),98.7,4525.8,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,No -1750-CSKKM,9,Month-to-month,No,Electronic check,55.35,449.75,Male,0,No,Yes,Yes,No,DSL,No,No,No,No,Yes,No,Yes -4134-BSXLX,28,Month-to-month,No,Mailed check,60.9,1785.65,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No -9830-ECLEN,58,One year,No,Mailed check,50,2919.85,Male,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,No -7064-JHXCE,62,Two year,No,Credit card (automatic),20.05,1263.9,Male,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -7017-VFULY,2,Month-to-month,No,Bank transfer (automatic),20.1,43.15,Female,NA,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -0529-ONKER,15,Month-to-month,No,Electronic check,75.65,1146.65,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -3977-QCRSL,5,Month-to-month,No,Mailed check,8,117.95,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -0567-GGCAC,7,Month-to-month,No,Electronic check,61.4,438.9,Female,0,No,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No -0958-YHXGP,7,Month-to-month,Yes,Mailed check,69.9,497.3,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No -9812-GHVRI,40,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No -2676-SSLTO,49,Two year,Yes,Bank transfer (automatic),66.15,3199,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No -7080-TNUWP,70,One year,Yes,Bank transfer (automatic),95,NA,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No internet service,No internet service,No -9947-OTFQU,15,Month-to-month,Yes,Electronic check,74.4,1074.3,Male,1,No,No,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes -3886-CERTZ,72,One year,Yes,Electronic check,109.25,8109.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes -4070-OKWVH,52,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,No -2190-PHBHR,72,Two year,Yes,Credit card (automatic),94.45,6921.7,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,No -5708-EVONK,58,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Yes -6959-GQEGV,45,Month-to-month,Yes,Electronic check,75.95,3273.8,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No -6917-FIJHC,72,Two year,Yes,Mailed check,26,1776,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -0913-XWSCN,55,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No -3649-JPUGY,72,Two year,Yes,Bank transfer (automatic),88.6,6201.95,Male,0,No,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,No -3612-YVGSJ,71,Two year,Yes,Credit card (automatic),24.45,1681.6,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -3090-LETTY,2,Month-to-month,No,Bank transfer (automatic),60.95,134.6,Male,0,No,Yes,Yes,Yes,DSL,Yes,Yes,No,No,No,No,No -1814-DKOLC,5,Month-to-month,No,Mailed check,3.5,NA,Female,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -8931-GJJIQ,9,Month-to-month,Yes,Electronic check,83.3,803.3,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes -4291-TPNFG,72,Two year,Yes,Bank transfer (automatic),82.3,5980.55,Male,0,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,No -1567-DSCIC,8,Month-to-month,Yes,Electronic check,94,773.65,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes -4236-UJPWO,2,Month-to-month,No,Electronic check,24.5,46.4,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,No -2538-OIMXF,One,Month-to-month,No,Mailed check,24.7,24.7,Female,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No -7730-CLDSV,72,Two year,Yes,Bank transfer (automatic),98.65,7129.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No -8854-CCVSQ,18,Month-to-month,Yes,Electronic check,80.65,1451.9,Male,0,No,1@#,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes -8413-VONUO,2,Month-to-month,No,Electronic check,95.65,167.3,Male,NA,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Yes -7673-BQGKU,69,Two year,No,Bank transfer (automatic),20.15,1337.5,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -3128-YOVTD,969,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No -5304-EFJLP,72,Two year,Yes,Bank transfer (automatic),111.65,8022.85,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No -1945-XISKS,67,Two year,No,Mailed check,19.65,1335.2,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -5906-DVAPM,55,One year,Yes,Credit card (automatic),75,4213.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,No -2361-FJWNO,964,One year,No,Credit card (automatic),36,1382.9,Male,0,No,No,No,No phone service,DSL,No,Yes,No,Yes,No,No,No -6583-QGCSI,50,Month-to-month,Yes,Electronic check,88.05,4367.35,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes -6229-LSCKB,6,Month-to-month,Yes,Electronic check,79.7,497.6,Male,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,No,No -4130-MZLCC,5,Month-to-month,No,Bank transfer (automatic),50.55,244.75,Female,0,No,No,Yes,No,DSL,No,Yes,No,No,No,No,No -4686-GEFRM,70,Two year,Yes,Bank transfer (automatic),98.7,6858.9,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No -2710-WYVXG,3,Two year,No,Mailed check,71.1,213.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,No -2189-UXTKY,22,Month-to-month,Yes,Electronic check,79.2,1742.75,Female,0,Yes,No,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Yes -6876-ADESB,One,Month-to-month,No,Electronic check,48.95,48.95,Male,0,No,1@#,Yes,No,DSL,No,No,Yes,No,No,No,Yes -9565-DJPIB,Four,Month-to-month,No,Mailed check,89.6,365.65,Female,0,No,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes -3635-JBPSG,15,Two year,Yes,Mailed check,38.8,603,Female,0,No,No,No,No phone service,DSL,No,Yes,No,No,No,Yes,No -8882-TLVRW,69,Two year,No,Mailed check,39.1,2779.5,Male,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No -1972-XMUWV,65,Two year,Yes,Credit card (automatic),59.8,3808.2,Female,0,Yes,1@#,Yes,No,DSL,No,No,No,Yes,Yes,No,No -2038-OEQZH,Four,Month-to-month,No,Electronic check,86.05,308.1,Male,0,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,No -9734-YWGEX,9,Month-to-month,No,Credit card (automatic),98.3,923.5,Female,0,No,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes -4088-YLDSU,55,One year,Yes,Electronic check,104.15,5743.05,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Yes -3137-LUPIX,Four,Month-to-month,Yes,Mailed check,64.4,253,Female,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No -6177-PEVRA,48,Two year,No,Credit card (automatic),55.5,2627.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,No,No,No,No -3845-FXCYS,2,Month-to-month,Yes,Electronic check,19.65,31.2,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -7690-KPNCU,64,One year,Yes,Credit card (automatic),73.05,4688.65,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No -2589-AYCRP,50,One year,No,Bank transfer (automatic),19.75,989.05,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -4625-EWPTF,8,Month-to-month,Yes,Electronic check,30.45,226.45,Male,0,No,No,No,No phone service,DSL,Yes,No,No,No,No,No,Yes -8111-RKSPX,Four,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Male,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes -6922-NCEDI,56,One year,Yes,Mailed check,21.2,1238.65,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No -5192-EBGOV,One,Month-to-month,Yes,Electronic check,NA,85.7,Female,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes -8495-PRWFH,42,Month-to-month,No,Electronic check,55.65,2421.75,Female,1,No,No,Yes,Yes,DSL,No,No,Yes,No,No,No,No -9318-NKNFC,One,Month-to-month,Yes,Mailed check,18.85,18.85,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No -9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +customerID,tenure,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,gender,SeniorCitizen,Partner,Dependents,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Churn +8260-NGFNY,One,Month-to-month,No,Mailed check,25.2,25.2,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,Yes +2359-QWQUL,39,One year,Yes,Credit card (automatic),104.7,4134.85,Female,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Yes +6598/RFFVI,2,One year,No,Credit card (automatic),19.3,28.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +IXSTS-8780,6,Month-to-month,Yes,Electronic check,90.1,521.3,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes +2674/MIAHT,Four,Month-to-month,Yes,Mailed check,80.3,324.2,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No +6077-BDPXA,3,Month-to-month,Yes,Electronic check,70.15,194.2,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No +7929/SKFGK,70,Two year,No,Credit card (automatic),114.3,8244.3,Male,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +7547-EKNFS,42,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +5854-KSRBJ,70,Two year,No,Mailed check,25.4,1782.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +5054-IEXZT,One,Month-to-month,Yes,Electronic check,75.35,75.35,Male,0,No,Yes,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes +1877-HKBQX,11,One year,Yes,Mailed check,54.6,617.85,Female,0,No,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No +7235-NXZCP,2,Month-to-month,Yes,Mailed check,74.85,156.4,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +3325-FUYCG,28,One year,No,Electronic check,106.1,2847.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Yes +2452-MRMZF,72,Two year,Yes,Credit card (automatic),25.7,NA,Female,1,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9184-GALIL,38,Month-to-month,No,Mailed check,20.45,781.25,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +9374-YOLBJ,One,Month-to-month,No,Electronic check,19.25,19.25,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +2612-PHGOX,64,Two year,Yes,Bank transfer (automatic),76.1,4818.8,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,No internet service,No internet service,No +6874-SGLHU,30,One year,Yes,Bank transfer (automatic),97,3021.3,Male,0,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,No +9588-YRFHY,49,Two year,Yes,Credit card (automatic),19.9,1022.6,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +6513-EECDB,One,Month-to-month,Yes,Electronic check,73.55,73.55,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +1306-RPWXZ,49,Two year,No,Credit card (automatic),8,1024.65,Female,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +3797-VTIDR,One,Month-to-month,Yes,Electronic check,23.45,23.45,Male,0,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes +2657-VPXTA,10,Month-to-month,Yes,Electronic check,3.5,929.45,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No +8464-EETCQ,57,Two year,No,Credit card (automatic),18.8,1094.35,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +0307-BCOPK,16,One year,No,Mailed check,19.05,326.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +9762-YAQAA,39,One year,No,Credit card (automatic),81.4,3213.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No +1114-CENIM,54,Month-to-month,Yes,Credit card (automatic),55,3092.65,Male,0,No,Yes,Yes,Yes,DSL,No,Yes,No,No,No,No,Yes +1090-PYKCI,69,One year,Yes,Credit card (automatic),105.1,7234.8,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,No +6362-QHAFM,42,One year,Yes,Electronic check,108.3,4586.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No +7978-DKUQH,25,Month-to-month,Yes,Electronic check,74.6,1797.75,Female,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No +6463-HHXJR,71,Two year,No,Bank transfer (automatic),100.5,7030.65,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,No +2592-YKDIF,One,Month-to-month,No,Mailed check,20.35,20.35,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +3307-TLCUD,17,Month-to-month,No,Mailed check,34.4,592.75,Male,0,Yes,No,No,No phone service,DSL,Yes,No,Yes,No,No,No,No +6651-AZVTJ,49,Month-to-month,Yes,Electronic check,99.8,4872.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes +7181-OQCUT,21,Month-to-month,No,Mailed check,103.85,2215,Male,0,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No +2307-FYNNL,65,Two year,Yes,Electronic check,109.05,7108.2,Male,1,No,No,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,No +3671-SHRSP,Four,Month-to-month,Yes,Mailed check,80.6,319.15,Male,0,Yes,No,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Yes +3399-BMLVW,51,Two year,No,Credit card (automatic),60.5,3121.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No +7572-KPVKK,62,Two year,Yes,Electronic check,104.05,6590.5,Male,0,No,Yes,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,No +8898-KASCD,39,One year,No,Mailed check,35.55,1309.15,Male,0,No,No,No,No phone service,DSL,No,No,Yes,Yes,No,No,No +8853-TZDGH,72,Two year,Yes,Bank transfer (automatic),111.6,8012.75,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +4910-AQFFX,9,Month-to-month,Yes,Bank transfer (automatic),79.35,NA,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes +7359-SSBJK,64,Two year,Yes,Credit card (automatic),70.2,4481,Female,NA,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No internet service,No internet service,Yes +4106-HADHQ,39,One year,No,Credit card (automatic),80,3182.95,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Yes +4822-NGOCH,13,Month-to-month,Yes,Electronic check,84.45,1058.6,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Yes +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +0587-DMGBH,8,Month-to-month,Yes,Electronic check,49.85,365.55,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes +9391-DXGGG,44,One year,No,Credit card (automatic),89.15,3990.75,Female,1,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,No +8932-CZHRQ,68,One year,No,Credit card (automatic),76.75,5233.25,Male,0,No,No,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,No +8714-EUHJO,971,Month-to-month,Yes,Electronic check,91.15,2995.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Yes +6652-YFFJO,11,Month-to-month,Yes,Electronic check,NA,716.1,Female,0,No,No,Yes,No,DSL,No,No,No,No,Yes,Yes,No +7488-MXJIV,Four,Month-to-month,Yes,Electronic check,85.65,321.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes +9823-EALYC,72,Two year,Yes,Bank transfer (automatic),3.5,5727.45,Male,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,No +1591-MQJTP,51,One year,Yes,Bank transfer (automatic),93.65,4839.15,Male,1,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,No +4480-QQRHC,8,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,Female,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,No,No +4737-HOBAX,63,Two year,No,Credit card (automatic),79.8,5034.05,Male,0,Yes,No,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,No +3585-YNADK,57,One year,No,Bank transfer (automatic),74.6,4368.95,Female,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,No +3733-UOCWF,61,One year,Yes,Bank transfer (automatic),85.55,5251.75,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,No +1363-TXLSL,One,Month-to-month,Yes,Electronic check,70.3,70.3,Male,1,Yes,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes +0195-IESCP,10,Month-to-month,Yes,Electronic check,85.25,855.3,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes +8550-XSXUQ,48,One year,Yes,Credit card (automatic),70.55,3420.5,Male,0,Yes,No,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,No +0495-ZBNGW,5,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes +1422-DGUBX,32,One year,Yes,Electronic check,79.25,2619.15,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,No,Yes,No internet service,No internet service,No +0402-CQAJN,37,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Female,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes +7605-BDWDC,31,Two year,Yes,Bank transfer (automatic),49.85,NA,Female,0,No,No,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,No +4098-NAUKP,68,Month-to-month,Yes,Electronic check,84.65,5683.6,Male,1,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No +4759-TRPLW,1008,Month-to-month,No,Electronic check,70.4,NA,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes +2040-XBAVJ,72,Two year,No,Bank transfer (automatic),114.45,8100.55,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +8087-LGYHQ,9,Month-to-month,Yes,Electronic check,94.05,811.65,Male,NA,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,No +6374-AFWOX,46,Two year,No,Mailed check,8,3047.15,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,No +5022-JNQEQ,9,Month-to-month,Yes,Electronic check,75.85,647.5,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,Yes,No,No,No +9824-QCJPK,36,One year,No,Mailed check,20,666.75,Male,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +2333-KWEWW,18,Two year,No,Credit card (automatic),20.05,388.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +3889-VWBID,68,Two year,No,Bank transfer (automatic),82.85,5776.45,Male,0,Yes,Yes,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,No +8946-BFWSG,63,Two year,No,Mailed check,25.25,1573.05,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +5996-DAOQL,One,Month-to-month,Yes,Mailed check,20.45,20.45,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +8148-BPLZQ,34,Month-to-month,Yes,Electronic check,49.8,NA,Male,0,No,No,Yes,No,DSL,No,Yes,No,No,No internet service,No internet service,No +1764-VUUMT,66,Two year,No,Credit card (automatic),19.95,1269.1,Male,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +1347-KTTTA,64,One year,Yes,Credit card (automatic),102.45,6654.1,Male,0,Yes,No,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +8065-YKXKD,10,Month-to-month,Yes,Electronic check,74.75,799.65,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +5334-AFQJB,72,Two year,Yes,Credit card (automatic),25.1,1789.9,Male,1,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +0431-APWVY,28,One year,Yes,Bank transfer (automatic),8,2598.95,Female,0,Yes,Yes,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes +6202-DYYFX,22,One year,Yes,Credit card (automatic),76,1783.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No +8869-LIHMK,64,Two year,Yes,Bank transfer (automatic),115.1,7334.05,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +3441-CGZJH,43,One year,Yes,Credit card (automatic),60.4,2640.55,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,No +8727-XDPUD,37,Two year,No,Credit card (automatic),35.8,1316.9,Male,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,No,No +1754-GKYPY,22,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,Male,1,Yes,1@#,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No +8404-VIOMB,66,Two year,Yes,Bank transfer (automatic),62.5,4136.4,Female,0,No,No,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No +5919-TMRGD,One,Month-to-month,Yes,Electronic check,NA,79.35,Female,0,No,Yes,Yes,No,Fiber optic,No,No,No,No,No internet service,No internet service,Yes +5201-CBWYG,62,One year,No,Bank transfer (automatic),24.8,NA,Male,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +0374-IOEGQ,3,Month-to-month,No,Electronic check,44.6,122.7,Female,0,No,No,Yes,No,DSL,No,No,No,No,No,No,No +4818-DRBQT,29,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes +3701-SFMUH,994,Month-to-month,No,Credit card (automatic),69.7,516.15,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,No,No,Yes,Yes,No +1171-TYKUR,47,Month-to-month,No,Electronic check,25.4,1139.2,Male,0,Yes,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +1785-BPHTP,28,Month-to-month,No,Electronic check,85.45,NA,Male,0,Yes,Yes,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,No +3606-TWKGI,13,Month-to-month,Yes,Electronic check,106.9,1364.3,Male,1,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Yes +2845-KDHVX,64,Two year,Yes,Mailed check,68.3,4378.8,Female,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,No +9927-DSWDF,22,Month-to-month,Yes,Electronic check,104.6,2180.55,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,No +2272-JKMSI,62,One year,Yes,Electronic check,110.8,6840.95,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +5055-MGMGF,65,Month-to-month,Yes,Electronic check,105.05,6914.95,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,No +6351-SCJKT,3,Month-to-month,No,Mailed check,41.35,107.25,Male,0,No,No,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No +9392-XBGTD,27,Two year,No,Mailed check,NA,581.85,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +6504-VBLFL,55,Two year,No,Electronic check,58.6,3068.6,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No +2675-DHUTR,58,Month-to-month,Yes,Electronic check,98.9,5780.7,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,No +0187-WZNAB,27,Month-to-month,No,Mailed check,74.4,1972.35,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,No +6168-YBYNP,59,Month-to-month,Yes,Electronic check,111.35,6519.75,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +5820-PTRYM,56,One year,Yes,Credit card (automatic),68.45,4014,Female,1,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,No +2810-FTLEM,16,Month-to-month,Yes,Electronic check,50.15,762.25,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,Yes +3620-EHIMZ,52,Two year,No,Mailed check,19.35,1031.7,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +7596-ZYWBB,65,Two year,Yes,Mailed check,59.6,3739.8,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No +2851-MMUTZ,27,Month-to-month,Yes,Mailed check,56.15,1439.35,Female,0,No,No,Yes,No,DSL,No,Yes,No,Yes,No,No,No +3842-QTGDL,16,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,Male,0,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No +5130-YPIRV,62,Two year,Yes,Credit card (automatic),72,4284.2,Female,0,Yes,No,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No +2000-MPKCA,58,One year,Yes,Electronic check,107.75,6332.75,Female,0,No,No,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,No +2969-WGHQO,7,One year,No,Electronic check,69.45,477.05,Female,0,Yes,Yes,Yes,No,DSL,Yes,Yes,Yes,No,No internet service,No internet service,No +5712-AHQNN,43,Month-to-month,Yes,Electronic check,91.65,NA,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,No +4132-KALRO,Four,Month-to-month,Yes,Mailed check,100.85,399.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,No +4847-TAJYI,6,Month-to-month,Yes,Electronic check,89.35,567.8,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,No +3694-GLTJM,5,Month-to-month,Yes,Credit card (automatic),19.65,NA,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +8430-TWCBX,49,One year,No,Credit card (automatic),20.7,1032.05,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +0883-EIBTI,2,Month-to-month,No,Mailed check,19.5,31.55,Female,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes +1096-ADRUX,66,One year,Yes,Bank transfer (automatic),74.25,4859.25,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,No,No +9108-EQPNQ,10,Two year,No,Credit card (automatic),26.1,225.55,Female,0,Yes,1@#,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +2717-HVIZY,8,Month-to-month,No,Mailed check,20.05,163.6,Female,0,No,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +2316-ESMLS,12,One year,No,Credit card (automatic),33.15,444.75,Female,0,Yes,Yes,No,No phone service,DSL,Yes,No,No,Yes,No,No,No +1561-BWHIN,19,One year,No,Mailed check,19.8,344.5,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +1094-BKOSX,45,One year,No,Bank transfer (automatic),51,2264.5,Female,0,Yes,Yes,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,No +6390-DSAZX,One,Month-to-month,Yes,Mailed check,73.6,73.6,Female,0,No,Yes,Yes,No,Fiber optic,Yes,No,No,No,No,No,Yes +7799-LGRDP,43,Two year,Yes,Credit card (automatic),25.7,1188.2,Female,0,No,No,Yes,Yes,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +3164-AALRN,5,One year,Yes,Mailed check,70,347.4,Male,0,No,No,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Yes +4682-BLBUC,44,One year,Yes,Electronic check,NA,3250.45,Male,0,Yes,No,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,No +3258-ZKPAI,72,Two year,Yes,Bank transfer (automatic),NA,8337.45,Male,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,No +3261-CQXOL,71,Two year,No,Bank transfer (automatic),25.45,NA,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +1282-IHQAC,70,One year,Yes,Credit card (automatic),44.05,3011.65,Male,1,No,No,No,No phone service,DSL,No,Yes,Yes,No,No internet service,No internet service,No +2027-WKXMW,63,Month-to-month,Yes,Electronic check,108.75,6871.7,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +0601-WZHJF,14,Month-to-month,No,Electronic check,46.35,667.7,Male,NA,Yes,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes +6447-GORXK,31,Month-to-month,No,Credit card (automatic),25,NA,Male,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No +2481-SBOYW,61,Two year,Yes,Credit card (automatic),25,1498.35,Female,0,No,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +6207-WIOLX,25,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,No internet service,No internet service,Yes +0607-DAAHE,53,Two year,No,Bank transfer (automatic),19.75,1052.35,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +2458-EOMRE,11,Month-to-month,No,Bank transfer (automatic),64.05,733.95,Female,0,No,No,Yes,No,DSL,Yes,No,Yes,No,No,Yes,No +5275-SQEIZ,One,Month-to-month,Yes,Mailed check,80.85,80.85,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,Yes,Yes +9122-UMROB,992,Month-to-month,No,Mailed check,20.3,20.3,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +7627-JKIAZ,37,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Female,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Yes +9396-ZSFLL,15,Month-to-month,No,Mailed check,48.85,631.4,Female,0,No,No,Yes,Yes,DSL,No,No,No,No,No,No,No +4081-DYXAV,19,One year,Yes,Credit card (automatic),44.85,893.55,Female,0,No,No,No,No phone service,DSL,No,No,No,No,Yes,Yes,Yes +1918-ZBFQJ,13,Month-to-month,Yes,Electronic check,79.25,1111.65,Female,0,No,No,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Yes +4432-ADRLB,2,Month-to-month,No,Mailed check,44.65,74.9,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes +4971-PUYQO,27,Month-to-month,Yes,Mailed check,94.55,2724.6,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Yes +1976-AZZPJ,7,Month-to-month,No,Mailed check,34.2,NA,Male,0,Yes,No,No,No phone service,DSL,Yes,Yes,No,No,No,No,No +5857-TYBCJ,44,Month-to-month,Yes,Electronic check,89.2,4040.2,Male,1,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,No +8347-GDTMP,64,Two year,No,Credit card (automatic),19.45,1225.65,Female,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +1485-YDHMM,52,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,No +0193-ESZXP,58,One year,Yes,Credit card (automatic),105.5,6205.5,Female,1,Yes,No,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Yes +6142-VSJQO,One,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Female,0,Yes,Yes,Yes,No,DSL,No,No,No,No,No,No,Yes +7181-BQYBV,One,Month-to-month,Yes,Electronic check,102.45,102.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Yes +9210-IAHGH,7,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Female,0,No,No,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Yes +9489-JMTTN,72,Two year,No,Credit card (automatic),89.75,6595.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No +3030-YZADT,9,Month-to-month,No,Mailed check,44.95,431,Male,0,No,No,Yes,No,DSL,No,No,No,No,No,No,Yes +9025-ZRPVR,9,Month-to-month,Yes,Mailed check,18.95,185.6,Male,0,No,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,Yes +5419-KLXBN,25,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +3703-KBKZP,16,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,No +8735-DCXNF,10,Month-to-month,Yes,Credit card (automatic),54.95,568.85,Male,0,Yes,No,Yes,No,DSL,Yes,No,No,Yes,No,No,No +1230-QAJDW,3,Month-to-month,Yes,Mailed check,65.25,209.9,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No +3452-FLHYD,25,One year,Yes,Bank transfer (automatic),20.95,495.15,Male,0,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +8231-BSWXX,71,One year,Yes,Credit card (automatic),79.05,5552.5,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,No +7408-OFWXJ,72,Two year,No,Credit card (automatic),89.8,6510.45,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,No +4018-PPNDW,61,Two year,Yes,Mailed check,NA,1551.6,Female,0,Yes,Yes,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +9961-JBNMK,21,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Male,1,No,No,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Yes +1116-FRYVH,48,Two year,No,Mailed check,NA,1978.65,Female,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,No +7009-LGECI,Four,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,Female,0,No,No,Yes,No,DSL,Yes,No,No,No,No,No,No +2640-PMGFL,27,Month-to-month,Yes,Electronic check,79.5,2180.55,Male,0,No,1@#,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Yes +9885-AIBVB,29,Month-to-month,Yes,Electronic check,85.8,2440.25,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,No +6762-NSODU,46,Two year,No,Credit card (automatic),NA,958.15,Female,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +3428-XZMAZ,One,Month-to-month,Yes,Electronic check,69.35,69.35,Male,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,Yes +8543-MSDMF,3,Month-to-month,Yes,Electronic check,77.4,206.15,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No +0115-TFERT,21,Month-to-month,Yes,Electronic check,111.2,2317.1,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes +6211-WWLTF,63,Two year,No,Credit card (automatic),99.7,6330.4,Male,0,Yes,No,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,No +2311-QYMUQ,16,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Female,0,Yes,Yes,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +7932-WPTDS,One,Month-to-month,Yes,Electronic check,24.8,NA,Female,1,Yes,No,No,No phone service,DSL,No,No,No,No,No,No,Yes +0203-HHYIJ,25,One year,No,Bank transfer (automatic),25.3,676.35,Male,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +3621-CEOVK,14,Month-to-month,Yes,Electronic check,NA,1369.8,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Yes +9746-UGFAC,22,One year,No,Bank transfer (automatic),20.85,450.65,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +4291-HYEBC,28,One year,Yes,Electronic check,39.1,1096.6,Female,1,Yes,Yes,No,No phone service,DSL,No,Yes,No,No,No,Yes,No +3988-RQIXO,One,Month-to-month,Yes,Electronic check,91.3,91.3,Female,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Yes +0440-MOGPM,41,One year,Yes,Electronic check,80.55,3263.9,Female,0,No,No,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,No +7856-GANIL,45,One year,Yes,Bank transfer (automatic),98.7,4525.8,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,No +1750-CSKKM,9,Month-to-month,No,Electronic check,55.35,449.75,Male,0,No,Yes,Yes,No,DSL,No,No,No,No,Yes,No,Yes +4134-BSXLX,28,Month-to-month,No,Mailed check,60.9,1785.65,Male,0,Yes,No,Yes,No,DSL,Yes,Yes,No,Yes,No,No,No +9830-ECLEN,58,One year,No,Mailed check,50,2919.85,Male,0,Yes,Yes,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,No +7064-JHXCE,62,Two year,No,Credit card (automatic),20.05,1263.9,Male,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +7017-VFULY,2,Month-to-month,No,Bank transfer (automatic),20.1,43.15,Female,NA,Yes,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +0529-ONKER,15,Month-to-month,No,Electronic check,75.65,1146.65,Male,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +3977-QCRSL,5,Month-to-month,No,Mailed check,8,117.95,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +0567-GGCAC,7,Month-to-month,No,Electronic check,61.4,438.9,Female,0,No,No,Yes,No,DSL,Yes,Yes,Yes,No,No,No,No +0958-YHXGP,7,Month-to-month,Yes,Mailed check,69.9,497.3,Female,0,No,No,Yes,No,Fiber optic,No,No,No,No,No,No,No +9812-GHVRI,40,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No +2676-SSLTO,49,Two year,Yes,Bank transfer (automatic),66.15,3199,Male,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No +7080-TNUWP,70,One year,Yes,Bank transfer (automatic),95,NA,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,No internet service,No internet service,No +9947-OTFQU,15,Month-to-month,Yes,Electronic check,74.4,1074.3,Male,1,No,No,Yes,No,Fiber optic,No,Yes,No,No,No,No,Yes +3886-CERTZ,72,One year,Yes,Electronic check,109.25,8109.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Yes +4070-OKWVH,52,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,Female,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,No +2190-PHBHR,72,Two year,Yes,Credit card (automatic),94.45,6921.7,Female,0,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,No +5708-EVONK,58,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Female,0,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Yes +6959-GQEGV,45,Month-to-month,Yes,Electronic check,75.95,3273.8,Male,0,No,No,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No +6917-FIJHC,72,Two year,Yes,Mailed check,26,1776,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +0913-XWSCN,55,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,Male,0,Yes,Yes,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,No +3649-JPUGY,72,Two year,Yes,Bank transfer (automatic),88.6,6201.95,Male,0,No,No,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,No +3612-YVGSJ,71,Two year,Yes,Credit card (automatic),24.45,1681.6,Female,0,Yes,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +3090-LETTY,2,Month-to-month,No,Bank transfer (automatic),60.95,134.6,Male,0,No,Yes,Yes,Yes,DSL,Yes,Yes,No,No,No,No,No +1814-DKOLC,5,Month-to-month,No,Mailed check,3.5,NA,Female,0,No,No,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +8931-GJJIQ,9,Month-to-month,Yes,Electronic check,83.3,803.3,Female,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Yes +4291-TPNFG,72,Two year,Yes,Bank transfer (automatic),82.3,5980.55,Male,0,Yes,No,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,No +1567-DSCIC,8,Month-to-month,Yes,Electronic check,94,773.65,Male,0,No,No,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Yes +4236-UJPWO,2,Month-to-month,No,Electronic check,24.5,46.4,Female,0,No,No,No,No phone service,DSL,No,No,No,No,No,No,No +2538-OIMXF,One,Month-to-month,No,Mailed check,24.7,24.7,Female,0,No,Yes,No,No phone service,DSL,No,No,No,No,No,No,No +7730-CLDSV,72,Two year,Yes,Bank transfer (automatic),98.65,7129.45,Female,0,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No +8854-CCVSQ,18,Month-to-month,Yes,Electronic check,80.65,1451.9,Male,0,No,1@#,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Yes +8413-VONUO,2,Month-to-month,No,Electronic check,95.65,167.3,Male,NA,No,No,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Yes +7673-BQGKU,69,Two year,No,Bank transfer (automatic),20.15,1337.5,Female,0,Yes,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +3128-YOVTD,969,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,Female,0,Yes,Yes,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,No +5304-EFJLP,72,Two year,Yes,Bank transfer (automatic),111.65,8022.85,Male,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,No +1945-XISKS,67,Two year,No,Mailed check,19.65,1335.2,Female,0,Yes,No,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +5906-DVAPM,55,One year,Yes,Credit card (automatic),75,4213.9,Female,0,Yes,Yes,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,No +2361-FJWNO,964,One year,No,Credit card (automatic),36,1382.9,Male,0,No,No,No,No phone service,DSL,No,Yes,No,Yes,No,No,No +6583-QGCSI,50,Month-to-month,Yes,Electronic check,88.05,4367.35,Female,1,Yes,No,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes +6229-LSCKB,6,Month-to-month,Yes,Electronic check,79.7,497.6,Male,1,No,No,Yes,No,Fiber optic,No,No,No,No,Yes,No,No +4130-MZLCC,5,Month-to-month,No,Bank transfer (automatic),50.55,244.75,Female,0,No,No,Yes,No,DSL,No,Yes,No,No,No,No,No +4686-GEFRM,70,Two year,Yes,Bank transfer (automatic),98.7,6858.9,Male,0,Yes,No,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,No +2710-WYVXG,3,Two year,No,Mailed check,71.1,213.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,No +2189-UXTKY,22,Month-to-month,Yes,Electronic check,79.2,1742.75,Female,0,Yes,No,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Yes +6876-ADESB,One,Month-to-month,No,Electronic check,48.95,48.95,Male,0,No,1@#,Yes,No,DSL,No,No,Yes,No,No,No,Yes +9565-DJPIB,Four,Month-to-month,No,Mailed check,89.6,365.65,Female,0,No,Yes,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Yes +3635-JBPSG,15,Two year,Yes,Mailed check,38.8,603,Female,0,No,No,No,No phone service,DSL,No,Yes,No,No,No,Yes,No +8882-TLVRW,69,Two year,No,Mailed check,39.1,2779.5,Male,0,Yes,Yes,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,No +1972-XMUWV,65,Two year,Yes,Credit card (automatic),59.8,3808.2,Female,0,Yes,1@#,Yes,No,DSL,No,No,No,Yes,Yes,No,No +2038-OEQZH,Four,Month-to-month,No,Electronic check,86.05,308.1,Male,0,No,No,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,No +9734-YWGEX,9,Month-to-month,No,Credit card (automatic),98.3,923.5,Female,0,No,No,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Yes +4088-YLDSU,55,One year,Yes,Electronic check,104.15,5743.05,Male,0,Yes,No,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Yes +3137-LUPIX,Four,Month-to-month,Yes,Mailed check,64.4,253,Female,0,No,No,Yes,Yes,DSL,No,No,No,Yes,Yes,No,No +6177-PEVRA,48,Two year,No,Credit card (automatic),55.5,2627.35,Female,0,No,No,Yes,No,DSL,Yes,Yes,No,No,No,No,No +3845-FXCYS,2,Month-to-month,Yes,Electronic check,19.65,31.2,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +7690-KPNCU,64,One year,Yes,Credit card (automatic),73.05,4688.65,Male,0,Yes,Yes,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,No +2589-AYCRP,50,One year,No,Bank transfer (automatic),19.75,989.05,Female,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +4625-EWPTF,8,Month-to-month,Yes,Electronic check,30.45,226.45,Male,0,No,No,No,No phone service,DSL,Yes,No,No,No,No,No,Yes +8111-RKSPX,Four,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Male,0,No,No,Yes,Yes,Fiber optic,No,No,No,No,No,No,Yes +6922-NCEDI,56,One year,Yes,Mailed check,21.2,1238.65,Male,0,No,Yes,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,No +5192-EBGOV,One,Month-to-month,Yes,Electronic check,NA,85.7,Female,1,No,No,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Yes +8495-PRWFH,42,Month-to-month,No,Electronic check,55.65,2421.75,Female,1,No,No,Yes,Yes,DSL,No,No,Yes,No,No,No,No +9318-NKNFC,One,Month-to-month,Yes,Mailed check,18.85,18.85,Male,0,No,No,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Yes +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No +9067-SQTNS,44,One year,No,Bank transfer (automatic),20.6,926,Male,0,Yes,Yes,Yes,No,No,Yes,Yes,No internet service,No internet service,Yes,No internet service,No