Exploratory Data Analysis

Churn Data: This route allows the users to browse and understand the dataset being used in the app. It lists all the features and their descriptions used for predictions in other models.


Sample Data

Population Area Children Age Income Marital Gender Outage_sec_perweek Email Contacts Yearly_equip_failure Techie Contract Port_modem Tablet InternetService Phone Multiple OnlineSecurity OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies PaperlessBilling PaymentMethod Tenure MonthlyCharge Bandwidth_GB_Year TimelyResponse TimelyFix TimelyReplacement Reliability Options Respectful Courteous ActiveListening
38 Urban 0 68 28561.99 Widowed Male 7.978322947 10 0 1 No One year Yes Yes Fiber Optic Yes No Yes Yes No No No Yes Yes Credit Card (automatic) 6.795512947 172.455519 904.5361102 5 5 5 3 4 4 3 4 No
10446 Urban 1 27 21704.77 Married Female 11.69907956 12 0 1 Yes Month-to-month No Yes Fiber Optic Yes Yes Yes No No No Yes Yes Yes Bank Transfer(automatic) 1.156680997 242.632554 800.9827661 3 4 3 3 4 3 4 4 Yes
3735 Urban 4 50 9609.57 Widowed Female 10.75280028 9 0 1 Yes Two Year Yes No DSL Yes Yes No No No No No Yes Yes Credit Card (automatic) 15.75414408 159.947583 2054.706961 4 4 2 4 4 3 3 3 No
13863 Suburban 1 48 18925.23 Married Male 14.91353964 15 2 0 Yes Two Year No No DSL Yes No Yes No No No Yes No Yes Mailed Check 17.08722662 119.95684 2164.579412 4 4 4 2 5 4 3 3 No
11352 Suburban 0 83 40074.19 Separated Male 8.147416533 16 2 1 No Month-to-month Yes No Fiber Optic No No No No No Yes Yes No No Mailed Check 1.670971726 149.948316 271.4934362 4 4 4 3 4 4 4 5 Yes
17701 Urban 3 83 22660.2 Never Married Female 8.420992898 15 3 1 No One year Yes No None Yes Yes Yes Yes Yes No No Yes No Electronic Check 7.000993555 185.007692 1039.357983 3 3 3 2 4 3 3 3 No
2535 Suburban 0 79 11467.5 Widowed Male 11.18272453 10 0 1 Yes Month-to-month No No DSL Yes No No No No Yes Yes Yes No Electronic Check 13.23677381 200.118516 1907.242972 6 5 6 4 1 5 5 5 Yes
23144 Suburban 2 30 26759.64 Married Female 7.791632265 16 0 0 Yes Month-to-month No No DSL No No No Yes No No No No Yes Mailed Check 4.26425515 114.950905 979.6127078 2 2 2 5 2 3 4 5 Yes
17351 Suburban 2 49 58634.51 Separated Nonbinary 5.739005915 20 2 3 No Month-to-month Yes No DSL Yes No Yes Yes No No No No Yes Bank Transfer(automatic) 8.220686373 117.468591 1312.874964 5 4 4 3 4 3 4 4 No
20193 Rural 1 86 50231.4 Married Female 8.707823904 18 1 0 No Two Year Yes No Fiber Optic Yes No Yes No Yes No No Yes Yes Mailed Check 3.422086139 162.482694 508.7637913 2 2 2 2 5 2 3 3 No
555 Urban 7 23 22580.7 Separated Female 9.341631685 9 0 2 No Month-to-month No No DSL Yes Yes Yes Yes No No Yes No No Mailed Check 19.26726194 174.958118 2728.767869 4 4 4 7 3 3 3 4 No
33372 Rural 2 56 18342.12 Married Female 6.68082638 17 1 1 No Month-to-month Yes No Fiber Optic Yes No No No Yes No Yes No No Electronic Check 10.52199781 149.962093 1180.588788 4 4 3 4 4 4 3 4 No
556 Rural 0 83 83671.08 Divorced Male 8.273875452 9 0 0 No Month-to-month Yes No Fiber Optic Yes No No No No No Yes No No Bank Transfer(automatic) 13.01149229 137.439154 1196.388018 1 2 1 4 3 2 3 3 No
0 Urban 5 29 115114.57 Separated Female 5.880565591 14 1 0 No Two Year Yes Yes Fiber Optic Yes Yes Yes No No Yes Yes No Yes Bank Transfer(automatic) 16.87922024 184.971516 1948.694497 5 6 5 2 4 5 4 4 No
8165 Urban 1 30 64256.81 Separated Male 11.79073041 10 3 0 No Month-to-month No No DSL No Yes No Yes No Yes No No Yes Bank Transfer(automatic) 10.06019902 159.965581 1582.295235 3 3 4 2 3 4 4 2 Yes
2093 Suburban 3 39 89061.45 Divorced Male 10.79846973 13 1 0 No One year No No None Yes No Yes No No No Yes Yes Yes Electronic Check 13.87001293 177.65076 1840.014467 3 3 3 2 4 3 5 2 Yes
50079 Urban 0 63 31659.3 Married Female 13.52284721 13 1 0 No Month-to-month Yes No DSL Yes Yes No Yes Yes No No Yes Yes Bank Transfer(automatic) 15.78214958 194.966286 2070.376729 3 4 4 3 5 4 4 3 Yes
7249 Rural 2 60 44142.81 Separated Male 9.831166695 16 3 0 No Two Year No No None Yes No Yes No Yes Yes Yes Yes No Mailed Check 2.303331273 202.682861 882.0985933 2 2 4 3 3 4 3 3 Yes
9463 Rural 3 61 39262.14 Widowed Female 9.57470568 11 1 0 Yes Two Year Yes No None Yes No No Yes Yes Yes Yes No Yes Bank Transfer(automatic) 17.10995632 152.490739 1833.0967 3 4 3 4 3 2 3 5 No
3177 Rural 3 23 19494.75 Divorced Male 10.92246098 10 1 0 No Month-to-month Yes No DSL Yes Yes No No No No Yes No Yes Credit Card (automatic) 12.80615845 149.944668 1954.080809 5 5 5 4 4 4 3 3 Yes
69 Rural 4 38 39624.21 Never Married Male 12.06889188 14 0 3 No Month-to-month No No Fiber Optic Yes No Yes Yes Yes No No Yes Yes Bank Transfer(automatic) 20.45390977 184.978458 2330.319383 2 3 3 2 4 2 3 3 No
14440 Suburban 3 30 45714.47 Divorced Male 6.984819996 18 1 0 No Two Year No Yes Fiber Optic Yes No Yes No Yes No No No No Bank Transfer(automatic) 2.415991977 127.495766 594.1054279 5 5 4 4 3 4 3 5 No
381 Urban 3 52 27442.03 Widowed Male 9.372975594 16 1 1 No Month-to-month No No Fiber Optic Yes No No No No Yes No No Yes Electronic Check 6.652298992 124.964303 713.0633088 3 3 3 2 2 3 5 5 No
2193 Urban 2 68 79699.62 Divorced Male 7.109002592 9 0 0 No One year Yes No Fiber Optic Yes No No No No Yes Yes No Yes Electronic Check 8.543717478 149.948316 945.3802928 4 4 3 5 3 4 4 3 No
9434 Rural 3 75 28520.32 Widowed Female 13.74777955 15 1 0 No Month-to-month No Yes None Yes Yes Yes No Yes No No Yes No Credit Card (automatic) 5.770390256 162.511928 870.76398 3 3 4 2 4 4 3 4 Yes
29568 Suburban 1 77 12558.83 Separated Male 9.767668044 12 1 0 No Month-to-month No Yes DSL Yes No No No No No No No No Bank Transfer(automatic) 4.157658837 92.455141 774.2937069 4 4 4 4 2 4 5 5 Yes
3089 Rural 1 47 8762.23 Married Female 15.8626095 15 0 1 No Month-to-month Yes No Fiber Optic Yes No Yes No Yes No Yes Yes No Mailed Check 10.40566091 222.649979 1506.446527 5 3 5 3 3 5 4 4 Yes
5652 Urban 0 70 43882.72 Widowed Female 14.73616645 12 0 0 No Month-to-month Yes No None Yes No No Yes Yes No Yes No Yes Electronic Check 1.392421597 139.981577 419.0508708 2 2 3 4 4 2 2 2 Yes
1716 Urban 3 20 10482.52 Separated Female 13.43558029 13 2 0 Yes One year No No DSL Yes No No No Yes No Yes Yes No Bank Transfer(automatic) 1.430386349 200.132293 1259.415493 3 4 3 3 2 4 4 2 Yes
52484 Suburban 4 69 33442.79 Never Married Male 10.61771118 18 1 0 No Two Year No Yes DSL Yes Yes Yes Yes Yes No Yes Yes Yes Credit Card (automatic) 5.425864884 257.651257 1745.125956 4 4 4 3 2 5 5 4 Yes
11268 Urban 9 45 43383.54 Married Male 6.613070806 14 0 0 No Two Year Yes No Fiber Optic No No No Yes No No Yes Yes Yes Credit Card (automatic) 11.08287797 230.105118 1795.465729 3 2 1 5 3 3 3 2 No
1765 Rural 0 40 21793.88 Never Married Female 4.450171647 13 2 0 No Two Year No Yes None Yes Yes No Yes No Yes No No No Electronic Check 3.586184954 147.489301 492.4771472 2 3 4 3 3 2 4 3 No
680 Rural 6 82 51960.51 Divorced Female 8.774646693 9 0 0 No Month-to-month Yes Yes Fiber Optic Yes No No Yes No No Yes Yes Yes Electronic Check 4.727388465 230.105118 1013.993166 4 4 4 5 2 5 3 5 Yes
136 Rural 5 74 25942.1 Separated Male 11.13156721 8 1 1 No Month-to-month No No DSL Yes Yes Yes Yes No No Yes No No Electronic Check 20.89923386 174.958118 2680.762173 5 5 4 3 5 3 4 1 Yes
1517 Urban 4 69 11211.59 Widowed Male 5.540788887 15 1 0 No One year Yes No Fiber Optic Yes Yes Yes No Yes Yes Yes Yes No Mailed Check 3.471329958 267.664655 1081.814362 6 5 5 5 2 6 5 5 Yes
14103 Suburban 1 52 8283.29 Never Married Male 13.80362698 11 0 1 No Month-to-month Yes No DSL Yes Yes Yes Yes No Yes No No Yes Mailed Check 5.478588204 162.483267 1209.961168 4 2 3 4 3 3 4 3 Yes
6394 Suburban 2 26 10114.81 Never Married Female 16.31017089 16 1 1 No Month-to-month Yes No Fiber Optic Yes Yes Yes Yes Yes Yes No Yes Yes Credit Card (automatic) 3.312991809 229.993134 897.5919144 4 3 5 5 2 4 5 5 Yes
5059 Urban 1 25 36229.21 Never Married Female 9.447065309 9 2 0 No One year Yes Yes DSL Yes Yes Yes No Yes No No No Yes Electronic Check 7.161561527 140.00128 1340.930156 5 6 4 2 5 3 3 3 No
20450 Suburban 1 66 25397.44 Divorced Female 16.84100845 12 1 0 No Two Year Yes No Fiber Optic Yes No Yes Yes No Yes No Yes No Credit Card (automatic) 9.847563364 184.964681 1113.993679 4 4 3 4 2 4 4 5 No
2123 Suburban 1 72 50336.5 Divorced Male 7.972937227 10 1 1 No Two Year Yes No Fiber Optic Yes No No Yes Yes No No No No Electronic Check 16.04202196 147.473844 1530.10769 3 4 3 6 4 4 6 2 No
1164 Urban 3 21 38211.37 Divorced Female 11.42906608 12 1 0 No Month-to-month No No Fiber Optic Yes No No Yes Yes No Yes No Yes Mailed Check 9.179779682 172.457857 1310.137419 5 2 3 3 3 5 4 4 No
23 Suburban 3 55 52887.26 Married Male 8.06137096 16 2 0 No Month-to-month Yes No DSL Yes No Yes No No Yes No No Yes Electronic Check 3.002844144 107.481989 892.8964931 3 3 2 3 5 4 3 3 No
895 Suburban 4 41 12003.33 Divorced Male 12.54780492 11 1 2 No Two Year Yes No Fiber Optic Yes Yes Yes No No Yes Yes Yes No Credit Card (automatic) 3.924254455 255.141716 1125.581944 3 3 3 5 1 4 3 4 Yes
6699 Suburban 4 32 24090.62 Never Married Male 8.255565152 13 0 0 No Two Year Yes Yes Fiber Optic Yes Yes No No No Yes No Yes Yes Electronic Check 18.55959629 192.456745 2016.710031 3 3 3 3 4 3 3 4 No
35743 Rural 0 22 15137.93 Never Married Female 13.156514 6 0 0 No Two Year Yes No Fiber Optic Yes Yes Yes No No No Yes Yes Yes Credit Card (automatic) 8.798394712 242.632554 1412.736809 4 4 4 4 3 4 3 4 Yes
320 Urban 2 44 54458.38 Divorced Female 10.58349704 5 1 0 No Month-to-month Yes Yes None Yes Yes Yes Yes Yes No Yes Yes Yes Electronic Check 10.377366 245.174977 1710.689671 3 3 2 2 4 3 5 2 Yes
7870 Suburban 2 23 132116.33 Divorced Male 12.50184778 11 1 0 No Month-to-month Yes No Fiber Optic Yes No Yes Yes No Yes No Yes Yes Bank Transfer(automatic) 22.25746016 184.964681 2384.885909 4 4 5 2 2 4 3 3 Yes
861 Suburban 3 43 37358.13 Never Married Female 9.750038902 11 1 0 Yes Month-to-month No No Fiber Optic Yes Yes Yes Yes Yes Yes No No Yes Credit Card (automatic) 9.427146079 195.006206 1213.940165 4 5 3 4 3 3 4 3 Yes
15364 Rural 1 86 26534.16 Separated Female 7.868660851 11 2 2 No Two Year Yes No None Yes No No No No No Yes No No Bank Transfer(automatic) 7.760290062 104.962874 740.010722 3 4 3 2 3 3 3 3 No
2589 Suburban 2 84 76430.83 Married Female 12.43563329 14 0 1 No Month-to-month No Yes None Yes No No No No Yes No No Yes Electronic Check 11.56938439 92.488023 897.9716153 3 3 4 3 5 3 3 4 No
4901 Urban 2 62 4662.37 Separated Female 8.957166926 13 3 0 No Month-to-month Yes No DSL Yes Yes No No Yes Yes No Yes No Bank Transfer(automatic) 3.343811019 184.979684 1026.387172 2 2 3 4 3 5 2 4 Yes
39649 Urban 5 68 43820.85 Divorced Female 8.015021713 12 1 0 No Month-to-month Yes No None Yes No No No Yes No Yes Yes Yes Credit Card (automatic) 7.338869531 187.656013 1234.244324 2 3 3 5 4 2 3 2 Yes
456 Suburban 1 59 38391.55 Never Married Female 4.210347704 8 0 0 No Month-to-month No No Fiber Optic Yes No No No Yes No Yes No Yes Electronic Check 5.486534225 149.962093 727.3731845 4 4 4 3 4 2 5 4 No
94 Urban 0 31 44137.6 Separated Female 11.13960534 6 0 0 Yes One year No No Fiber Optic Yes Yes No No No No Yes No Yes Credit Card (automatic) 1.55278221 169.944668 452.8721504 4 4 3 4 4 4 2 3 Yes
315 Urban 0 51 14364.65 Widowed Male 9.03738856 11 2 0 No Month-to-month Yes No Fiber Optic Yes Yes Yes No Yes No No No Yes Mailed Check 12.07970325 160.00128 1296.674543 4 2 4 5 4 3 3 4 Yes
4969 Suburban 1 58 62359.91 Separated Female 10.91594785 11 1 1 No One year No No DSL Yes No No No Yes No Yes No No Mailed Check 13.98666226 129.962093 1840.628269 3 4 3 6 3 4 5 3 No
46869 Suburban 1 73 82634.86 Married Male 8.387624096 11 0 1 No Month-to-month No No DSL Yes No No Yes No No No No Yes Electronic Check 9.563362997 114.950905 1324.330108 5 4 3 5 3 3 5 4 Yes
58431 Rural 1 33 15690.25 Widowed Female 11.4487514 11 0 1 No Two Year No No None Yes No Yes No Yes Yes No Yes Yes Mailed Check 6.732948946 142.515576 958.1397059 4 5 5 5 4 4 4 5 No
26182 Suburban 1 58 14568.7 Separated Male 10.22013704 15 2 0 No Two Year Yes No None Yes Yes No No No Yes Yes Yes Yes Credit Card (automatic) 15.72071086 220.14775 1868.864027 3 5 3 2 4 5 5 4 Yes
694 Rural 0 49 29207.46 Never Married Female 8.425458142 9 1 0 No Two Year No No Fiber Optic Yes No No No Yes No No No Yes Electronic Check 7.233605493 124.97808 676.712908 5 5 3 4 4 5 5 4 No
3093 Suburban 1 26 55319.23 Never Married Female 8.386280619 12 1 0 No One year No Yes DSL Yes No Yes Yes No Yes No Yes Yes Mailed Check 2.871017037 164.964681 1086.990308 5 5 4 4 3 4 4 4 No
2765 Urban 1 25 81831.49 Widowed Male 9.565924291 10 3 0 No Month-to-month Yes No Fiber Optic Yes Yes No No Yes Yes Yes No No Electronic Check 2.344875382 194.976769 704.7540406 3 4 3 2 3 4 2 4 No
3757 Rural 0 42 100076.65 Separated Female 10.79349982 14 3 0 No Month-to-month Yes No DSL Yes No Yes Yes No No No Yes Yes Mailed Check 7.960490246 152.455519 1416.444695 5 5 5 4 3 2 4 4 Yes
4938 Rural 1 81 69965.65 Widowed Male 6.081975067 15 0 0 No Month-to-month No Yes None Yes No No No Yes No No No No Mailed Check 12.25062113 92.5018 1095.950634 5 5 5 3 4 3 2 5 No
3761 Suburban 1 43 34883.69 Divorced Female 13.55065547 13 0 0 Yes Month-to-month No Yes None Yes No No No Yes No No Yes Yes Electronic Check 9.634946079 127.488728 1083.610268 4 4 4 3 4 4 3 3 No
1851 Urban 2 63 45634.2 Never Married Male 9.470419821 14 1 0 No Two Year Yes No DSL Yes Yes No Yes Yes No Yes No No Bank Transfer(automatic) 7.916533093 184.963371 1570.641337 3 4 3 3 4 4 4 3 No
38476 Suburban 3 70 10964.73 Married Female 6.194985909 11 0 1 No Month-to-month Yes No Fiber Optic Yes Yes No No Yes Yes Yes Yes Yes Bank Transfer(automatic) 4.471254161 265.146969 1007.425553 3 3 2 4 4 3 3 3 Yes
13547 Urban 1 78 22365.28 Widowed Male 10.80393657 19 1 0 No Month-to-month No No Fiber Optic Yes No No No No No Yes Yes No Bank Transfer(automatic) 10.79028074 207.609354 1323.028419 4 4 3 6 2 5 7 4 Yes
7801 Urban 0 48 52636.6 Separated Male 7.903964267 17 0 1 No Month-to-month Yes Yes DSL Yes Yes Yes No No No Yes No No Electronic Check 12.24190682 152.462354 1808.730555 3 1 2 2 5 2 2 1 No
17823 Suburban 1 63 19048.13 Separated Female 11.27443693 18 2 1 Yes Month-to-month Yes No DSL Yes No No No Yes No Yes Yes Yes Credit Card (automatic) 2.203859443 200.132293 1120.241472 4 4 4 5 4 4 4 3 Yes
20269 Urban 4 60 42784.82 Married Female 6.129509309 12 0 0 No One year Yes Yes None Yes No Yes Yes No Yes Yes Yes No Electronic Check 23.92132231 212.655686 2676.789803 5 5 6 5 3 7 5 5 Yes
30225 Rural 0 87 77996.88 Divorced Male 7.969277912 17 0 0 Yes One year Yes No DSL Yes Yes No Yes No Yes Yes Yes Yes Bank Transfer(automatic) 3.7311787 255.119794 1268.086909 3 3 4 5 4 3 5 4 Yes
5760 Suburban 3 54 47507.3 Married Female 4.368120492 9 0 0 No Two Year Yes No Fiber Optic Yes No No Yes No No No No Yes Bank Transfer(automatic) 7.980015371 134.950905 822.6771666 2 3 3 3 5 2 2 3 No
61 Urban 3 35 7724.73 Divorced Male 6.258356398 9 0 1 No Month-to-month Yes No Fiber Optic Yes No No Yes Yes Yes Yes Yes Yes Electronic Check 9.190009376 255.137219 1577.915603 4 3 2 3 3 3 3 4 Yes
34359 Urban 1 70 1509.52 Never Married Male 12.92303286 16 0 0 No Month-to-month No No Fiber Optic Yes Yes No Yes Yes No No Yes No Bank Transfer(automatic) 2.378630018 214.966286 648.7471776 4 4 4 5 2 3 4 4 Yes
24693 Rural 2 67 81124.71 Married Female 12.43301273 13 0 0 No One year Yes Yes DSL Yes Yes Yes Yes Yes Yes Yes Yes Yes Electronic Check 5.43464555 270.160419 1648.102673 3 3 4 3 5 3 3 4 Yes
4235 Rural 4 46 11795.57 Widowed Female 7.607663559 11 0 0 No Two Year No No None No No No No Yes Yes Yes Yes Yes Electronic Check 1.092361222 200.165175 768.0874545 1 1 2 2 3 1 3 2 Yes
2193 Urban 1 50 74794.84 Never Married Male 7.442789019 10 2 1 No Two Year No No DSL Yes No No Yes No No No Yes No Bank Transfer(automatic) 20.13981517 149.937833 2426.030626 2 2 3 4 3 3 4 4 No
273 Rural 1 24 19038.78 Never Married Female 13.04429298 18 1 0 No Month-to-month No Yes Fiber Optic Yes Yes No No No No Yes Yes Yes Mailed Check 24.64873861 240.114868 2660.503932 4 4 5 1 4 4 3 3 Yes
14557 Rural 0 20 79167.77 Divorced Male 14.89762162 17 0 0 No Month-to-month No Yes Fiber Optic Yes No Yes No Yes No No No Yes Credit Card (automatic) 9.677739656 127.495766 1129.549713 3 4 3 4 5 4 3 3 No
17653 Urban 1 29 37428.26 Married Female 13.79387475 13 2 1 No One year Yes No DSL Yes No No No No No Yes Yes No Electronic Check 9.82814183 187.609354 1771.286466 3 4 3 2 5 3 3 4 Yes
285 Rural 0 31 45148.38 Divorced Male 15.66367593 6 1 0 Yes Month-to-month Yes No Fiber Optic Yes Yes No No Yes Yes No No No Credit Card (automatic) 7.832238337 169.992756 943.3391244 3 3 3 4 4 3 4 4 No
320 Urban 5 72 74855.47 Separated Female 8.513410306 13 3 0 No Two Year Yes No Fiber Optic Yes Yes No No No Yes No Yes No Mailed Check 19.45250317 192.456745 1907.226083 4 4 4 3 1 5 4 4 No
2863 Urban 4 71 45323.86 Divorced Male 8.265002035 10 1 0 No Month-to-month No Yes DSL Yes No Yes No Yes Yes No No Yes Credit Card (automatic) 14.34766616 120.004928 1885.939118 4 4 3 3 4 3 2 5 No
1206 Suburban 2 32 71596.14 Divorced Female 8.6026551 11 0 0 No One year Yes No Fiber Optic Yes Yes Yes Yes Yes Yes No No No Bank Transfer(automatic) 2.257358355 195.006206 631.7435653 5 3 5 5 3 3 5 2 No
35279 Rural 0 33 10389.95 Never Married Male 6.03993035 15 1 0 No One year No No Fiber Optic Yes No Yes No No No Yes No Yes Credit Card (automatic) 2.358129018 139.95684 562.6095219 3 3 4 3 3 4 3 6 No
1049 Suburban 3 67 19657.14 Widowed Male 14.6040829 12 3 0 Yes Month-to-month No No None Yes No No Yes No Yes No No Yes Bank Transfer(automatic) 4.650578623 114.983787 593.8572264 3 3 2 2 5 4 2 3 No
32203 Suburban 0 66 27827.03 Divorced Female 7.274007029 13 1 1 No Month-to-month Yes No None Yes Yes No No No No Yes Yes No Electronic Check 3.721772616 207.638588 777.3060718 4 3 3 6 1 4 3 3 Yes
25576 Rural 4 21 15609.05 Separated Female 8.913898759 12 4 0 No Month-to-month Yes No DSL Yes No No No No No Yes Yes Yes Electronic Check 3.76663012 187.609354 1393.202392 4 4 4 3 3 3 3 5 Yes
319 Urban 0 61 19815.63 Never Married Female 11.59313893 13 0 2 No One year Yes Yes Fiber Optic Yes No No Yes No No No No Yes Bank Transfer(automatic) 4.151256695 134.950905 393.6524652 3 2 3 4 3 4 5 4 No
55519 Rural 0 75 58482.9 Separated Female 8.294186076 13 0 0 No Month-to-month No No Fiber Optic Yes Yes No No Yes No No Yes Yes Mailed Check 2.188918771 192.470522 409.7486664 3 3 3 3 3 4 3 3 Yes
15210 Urban 0 63 41656.53 Widowed Female 15.19664016 9 1 0 No Month-to-month Yes Yes DSL No No No Yes Yes No Yes Yes Yes Mailed Check 13.85488928 222.628057 2138.107161 3 2 3 2 4 3 2 4 Yes
3499 Suburban 0 68 115510.46 Separated Female 5.083995994 3 1 0 No Two Year Yes No Fiber Optic Yes No Yes No No Yes No Yes Yes Electronic Check 3.273341151 162.468917 443.984031 2 2 2 4 3 3 4 3 No
14479 Suburban 2 32 15841.19 Never Married Male 6.942719201 7 1 1 No Two Year Yes No DSL Yes Yes No Yes Yes No No No No Electronic Check 19.75096265 159.979358 2481.385603 2 2 3 3 3 3 3 3 Yes
4654 Suburban 0 76 81127.41 Never Married Male 9.834012571 7 1 0 No Two Year No Yes DSL Yes Yes No No Yes Yes No Yes Yes Mailed Check 18.38404445 184.979684 2233.567181 3 2 3 4 2 4 5 3 No
26320 Suburban 0 29 24270.88 Divorced Female 11.0596826 13 0 0 No Month-to-month No No Fiber Optic Yes No Yes Yes Yes No Yes Yes Yes Credit Card (automatic) 4.672610857 245.145743 1158.91369 5 5 4 5 1 5 5 4 Yes
35 Rural 0 83 54466.33 Married Female 8.834079073 17 0 1 No Month-to-month No No Fiber Optic Yes No No No Yes No No No No Electronic Check 6.796299371 124.97808 529.40733 4 4 4 3 2 4 3 4 No
521 Suburban 10 23 64816.84 Divorced Male 5.271228601 14 1 1 No Month-to-month No No Fiber Optic Yes No Yes Yes Yes Yes Yes No No Mailed Check 12.97632235 187.484705 1956.7337 3 2 2 4 3 2 3 2 Yes
17600 Rural 5 80 103311.26 Never Married Male 9.394961367 15 1 0 No Month-to-month No No Fiber Optic Yes No Yes Yes Yes Yes No No Yes Mailed Check 20.31163945 162.500692 2056.386979 5 4 4 3 4 4 5 5 No
3324 Suburban 0 20 40211.04 Never Married Male 14.4754365 11 1 1 No One year No No Fiber Optic Yes Yes No No Yes No Yes No Yes Electronic Check 6.998814446 182.467607 1067.373076 3 4 3 5 2 6 6 6 No