dataset.csv

ID,GENDER,SENIORCITIZEN,PARTNER,DEPENDENTS,TENURE,PHONESERVICE,MULTIPLELINES,INTERNETSERVICE,ONLINESECURITY,ONLINEBACKUP,DEVICEPROTECTION,TECHSUPPORT,STREAMINGTV,STREAMINGMOVIES,CONTRACT,PAPERLESSBILLING,PAYMENTMETHOD,MONTHLYCHARGES,TOTALCHARGES,CHURN
3418,Female,0.0,No,No,26.0,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),131.55,1483.7,No
6865,Male,0.0,No,No,39.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.61,2737.31,No
2799,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),9.26,9.26,No
1584,Male,0.0,Yes,Yes,66.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),42.14,1689.19,No
9997,Male,0.0,No,No,56.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,126.24,5608.69,No
2457,Female,1.0,Yes,No,3.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,104.39,248.04,Yes
4737,Male,0.0,Yes,No,14.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),119.17,737.82,No
9704,Male,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,5.26,1776.96,No
5901,Female,0.0,No,No,28.0,Yes,Yes,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,29.61,1625.06,No
7504,Female,0.0,Yes,No,54.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,292.52,6075.32,Yes
5461,Male,0.0,No,Yes,4.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,94.73,265.03,Yes
1954,Female,0.0,Yes,Yes,22.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,40.34,1191.24,Yes
5964,Male,0.0,No,Yes,16.0,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,105.78,1120.38,No
9053,Male,0.0,No,No,42.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,70.81,4193.46,No
9038,Female,0.0,No,No,35.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),60.89,834.69,No
4882,Female,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,22.58,22.58,Yes
5505,Female,0.0,Yes,No,51.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,62.65,1318.4,No
4440,Female,1.0,No,No,46.0,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),194.61,3380.86,No
9912,Male,0.0,Yes,Yes,25.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,142.78,2230.98,Yes
6083,Male,0.0,Yes,Yes,16.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,236.06,1549.41,No
8019,Female,0.0,Yes,Yes,23.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),244.58,2351.78,No
6574,Female,0.0,No,Yes,2.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),6.73,106.33,Yes
2315,Male,1.0,Yes,Yes,24.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,127.81,1905.71,No
6910,Female,0.0,Yes,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.81,719.86,Yes
4063,Male,1.0,No,No,35.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,142.63,3439.38,Yes
1462,Male,1.0,Yes,Yes,71.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),115.46,6208.11,No
7254,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,22.72,22.72,Yes
1314,Female,0.0,Yes,Yes,50.0,Yes,Yes,Fiber optic,,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),23.0,4054.75,Yes
7148,Male,0.0,Yes,No,2.0,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,47.87,127.32,No
6027,Female,0.0,No,No,54.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),276.35,5246.1,No
9999,Female,1.0,No,No,20.0,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,1.63,1114.38,Yes
5530,Male,0.0,No,No,69.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),160.09,7275.74,Yes
7184,Male,0.0,Yes,Yes,15.0,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,116.03,1681.38,No
2003,Female,0.0,No,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.6,539.55,No
9098,Male,0.0,No,No,62.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),51.22,5546.97,No
7459,Male,0.0,No,No,13.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,116.44,978.04,No
7704,Female,0.0,Yes,Yes,55.0,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),187.48,3961.03,No
6187,Female,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,32.02,186.42,No
4964,Male,0.0,Yes,Yes,31.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),83.14,1125.24,Yes
5317,Male,0.0,No,No,7.0,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),58.17,272.22,No
9140,Female,0.0,Yes,Yes,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,33.38,66.28,No
6058,Male,1.0,No,No,69.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),168.72,5125.62,No
1460,Male,0.0,Yes,Yes,61.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,1.75,6443.45,Yes
5565,Male,0.0,Yes,No,23.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,204.65,2291.8,Yes
6583,Female,1.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,Yes,Credit card (automatic),169.18,5764.48,No
3187,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,51.17,51.17,Yes
5638,Male,0.0,Yes,No,58.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),31.18,3534.68,Yes
9370,Female,0.0,No,Yes,18.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),39.16,409.86,Yes
3031,Male,1.0,No,No,71.0,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,149.66,4078.56,No
5957,Female,0.0,Yes,Yes,64.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,85.6,5973.5,No
7319,Male,0.0,No,No,31.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,28.15,2376.8,No
9592,Female,1.0,Yes,No,25.0,Yes,No,Fiber optic,No,Yes,Yes,No,,Yes,Month-to-month,No,Bank transfer (automatic),1.85,2104.6,No
7027,Female,0.0,No,No,45.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,51.87,5061.72,No
3469,Male,1.0,Yes,No,41.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,15.93,2177.38,No
3706,Female,0.0,No,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),15.22,522.82,No
7313,Female,0.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,288.7,8670.5,No
2573,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,260.1,260.1,Yes
3683,Male,1.0,Yes,Yes,64.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),70.28,7057.68,No
7222,Male,0.0,Yes,No,9.0,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),45.61,281.31,Yes
7718,Male,0.0,Yes,No,44.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),182.41,4065.91,No
4207,Female,0.0,No,No,10.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,66.16,338.31,No
1542,Female,0.0,No,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,47.32,434.57,No
8335,Female,0.0,No,No,45.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),89.26,3626.31,No
9333,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,80.43,80.43,Yes
3892,,0.0,No,Yes,19.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,42.37,1279.57,No
6820,Male,0.0,Yes,Yes,66.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),85.41,3737.06,No
4017,Female,0.0,Yes,Yes,36.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),2.61,686.31,No
5367,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,107.26,107.26,Yes
9086,Male,0.0,No,No,46.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),41.32,3217.92,No
5701,Male,1.0,Yes,No,7.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,194.22,781.42,Yes
7647,Female,0.0,Yes,No,43.0,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),81.62,2924.97,No
5013,Female,0.0,Yes,Yes,69.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),296.79,8078.69,No
1655,Female,0.0,Yes,Yes,5.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,215.58,581.48,Yes
9863,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,30.95,30.95,No
5646,Female,1.0,No,No,4.0,Yes,No,Fiber optic,,Yes,No,No,No,No,Month-to-month,No,Electronic check,191.41,436.41,No
1216,Female,0.0,Yes,Yes,33.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,228.83,3259.53,Yes
8085,Female,1.0,Yes,No,37.0,Yes,,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,46.54,3328.29,No
3951,Female,0.0,No,No,68.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,93.38,3726.68,No
2757,Male,1.0,Yes,No,14.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.03,233.03,No
7770,Male,0.0,No,No,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,28.81,481.86,No
6087,Female,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),,5443.84,No
6282,Male,0.0,No,No,4.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,82.5,338.55,No
3530,Female,1.0,No,No,28.0,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),175.59,1978.74,No
3432,Female,1.0,Yes,No,48.0,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),28.1,2758.85,No
1449,Male,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),184.82,916.37,No
9435,Male,0.0,No,No,37.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),77.25,2325.45,No
3666,Female,1.0,Yes,No,47.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,40.93,4688.43,No
5720,Male,0.0,Yes,Yes,60.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,,One year,No,Credit card (automatic),50.06,1532.51,No
7235,Female,0.0,No,No,13.0,Yes,No,Fiber optic,No,Yes,No,No,,No,One year,Yes,Mailed check,211.67,1103.27,No
6078,Female,1.0,Yes,No,20.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,31.67,1891.87,Yes
3523,Female,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),53.56,4856.71,No
4722,Female,0.0,Yes,Yes,70.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.77,5748.22,No
9690,Male,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.02,578.42,No
9889,Male,0.0,Yes,Yes,59.0,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,2.45,1947.95,No
6193,Male,0.0,No,No,69.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),98.7,6744.6,No
8305,Male,0.0,Yes,No,23.0,,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),25.3,1371.35,No
5443,Male,0.0,Yes,Yes,33.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,97.39,2428.54,Yes
4349,Female,0.0,No,No,36.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Mailed check,,2689.25,No
8316,Female,0.0,No,No,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,11.68,936.83,No
1966,Male,1.0,Yes,Yes,29.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,9.29,2870.14,No
3505,Female,0.0,Yes,Yes,4.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,122.23,344.13,Yes
3296,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,16.79,16.79,No
9724,Female,1.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),127.11,6486.41,No
5768,Female,0.0,No,No,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,30.72,1056.77,No
3322,Female,1.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,17.07,85.77,Yes
1710,Male,0.0,No,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),44.67,261.52,No
1616,Female,0.0,No,No,5.0,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),145.61,390.21,No
7093,Male,0.0,Yes,Yes,69.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),7.1,1700.85,No
5654,Female,0.0,No,Yes,16.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),116.7,1301.4,No
1880,Male,1.0,Yes,No,41.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,136.52,4296.02,Yes
7058,Male,0.0,No,No,17.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),255.68,1776.93,No
4217,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),309.19,7833.29,No
4448,Female,1.0,Yes,No,56.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),114.63,4313.53,No
7852,Female,0.0,Yes,Yes,24.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),122.57,1890.62,No
1183,Female,0.0,No,Yes,4.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),228.01,477.51,Yes
3125,Male,1.0,Yes,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,120.52,120.52,No
1120,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.5,108.55,Yes
3807,Male,1.0,No,No,52.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,228.11,5949.36,No
5561,Male,0.0,No,Yes,60.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,1.79,1171.74,No
8256,Male,0.0,No,No,57.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,62.82,3205.07,No
5804,Female,1.0,Yes,Yes,40.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),151.53,3697.43,Yes
5736,Male,0.0,Yes,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),60.26,90.86,Yes
7360,Female,0.0,No,No,54.0,Yes,Yes,,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),238.53,5265.53,No
5813,Male,0.0,No,Yes,12.0,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,7.35,775.0,No
4108,Male,1.0,Yes,No,49.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),215.29,4672.49,Yes
2667,Male,0.0,Yes,No,68.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,197.79,6851.84,No
9562,Male,1.0,No,No,57.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),131.49,5940.54,No
8765,Female,0.0,Yes,Yes,41.0,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),93.61,3206.56,No
1794,Female,1.0,Yes,No,12.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,24.2,888.85,No
4607,Male,0.0,Yes,Yes,30.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,167.86,2592.36,No
1095,Female,0.0,No,No,58.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,119.57,5841.97,No
3761,Female,0.0,No,No,47.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,121.62,5143.17,Yes
6055,Male,0.0,No,No,18.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,116.15,1347.6,No
3635,Male,0.0,No,No,1.0,Yes,No,DSL,Yes,No,No,,No,No,Month-to-month,Yes,Mailed check,110.41,110.41,No
6471,Male,0.0,No,Yes,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,41.37,81.17,No
5861,Female,1.0,Yes,No,71.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),199.98,7994.53,No
5715,Female,0.0,Yes,Yes,65.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.8,6987.95,Yes
2408,Female,0.0,Yes,Yes,35.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.99,876.79,No
6885,Female,0.0,Yes,Yes,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,16.46,861.41,No
1830,Female,0.0,No,No,53.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,11.86,5336.61,No
2728,Male,0.0,Yes,Yes,28.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),141.21,2816.66,No
3627,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.23,145.93,No
4359,Male,0.0,Yes,Yes,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,16.59,650.79,No
1227,Male,0.0,Yes,Yes,69.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),94.8,7250.2,No
6342,Male,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),18.52,2028.42,Yes
7621,Female,0.0,Yes,Yes,16.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),15.61,1062.21,No
7501,Male,0.0,No,No,53.0,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),86.52,3970.87,No
7433,Female,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,26.24,207.74,No
4732,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,32.17,32.17,No
7887,Male,0.0,Yes,Yes,34.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,132.33,2958.23,No
3573,Female,0.0,Yes,No,32.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,40.98,614.88,No
5355,Male,1.0,No,No,21.0,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),121.77,1297.87,Yes
1366,Male,0.0,Yes,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),36.54,1507.94,No
4377,Male,0.0,No,No,14.0,Yes,Yes,Fiber optic,No,No,No,Yes,,No,Month-to-month,Yes,Electronic check,109.0,1197.45,Yes
5491,Female,0.0,No,No,47.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),95.52,3565.17,No
3518,Male,0.0,Yes,Yes,44.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,15.38,1004.13,No
4288,Female,0.0,Yes,Yes,10.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,191.02,1031.62,No
2054,Male,0.0,Yes,Yes,42.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),90.18,2789.83,No
9953,Female,1.0,No,No,7.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,8.11,533.41,No
4515,Female,1.0,Yes,No,62.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,262.3,6470.35,No
9113,Male,0.0,Yes,No,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),61.23,512.33,No
3040,Male,0.0,Yes,Yes,20.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,255.83,1942.18,Yes
5874,Male,0.0,No,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),7.21,1516.96,No
1344,,0.0,Yes,No,30.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,89.1,1514.0,No
5959,Female,0.0,Yes,Yes,10.0,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Mailed check,126.82,720.97,No
9890,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),11.56,11.56,No
7631,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,34.68,34.68,Yes
4299,Female,0.0,No,Yes,26.0,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,71.33,1172.53,No
4883,Male,0.0,Yes,Yes,52.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),102.41,4640.86,No
5885,Female,0.0,No,No,70.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),51.42,1881.77,No
8475,Female,0.0,Yes,No,32.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),132.13,2381.33,No
4555,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,57.67,65.72,No
3927,Male,0.0,Yes,Yes,24.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),23.86,587.16,No
6647,Female,0.0,Yes,No,56.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,58.37,1295.77,No
6429,Male,0.0,Yes,Yes,44.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,70.83,1155.63,No
4923,Female,0.0,Yes,No,8.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,7.56,661.06,No
4784,Female,0.0,No,No,11.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,6.19,768.49,No
2510,Female,1.0,Yes,No,71.0,,No,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,No,,29.76,6375.56,No
1319,Female,0.0,Yes,Yes,1.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,213.83,213.83,Yes
9705,Male,0.0,No,No,11.0,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,5.74,648.64,No
2556,Male,0.0,No,No,7.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,62.67,365.72,Yes
4418,Female,0.0,Yes,Yes,62.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,254.46,6984.61,No
1508,Male,0.0,No,Yes,1.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.53,49.53,Yes
6019,Female,1.0,Yes,No,34.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,83.36,3206.66,Yes
2912,Male,0.0,No,No,4.0,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,67.55,255.95,No
5683,Male,0.0,No,No,66.0,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,94.32,3505.22,No
3331,Male,1.0,Yes,No,16.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),37.59,1133.59,Yes
2845,Male,0.0,Yes,Yes,54.0,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Two year,No,Credit card (automatic),115.73,3461.48,No
9876,Female,0.0,Yes,Yes,11.0,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,20.85,695.3,Yes
1768,Female,1.0,No,No,71.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),285.22,,No
5606,Female,1.0,No,No,18.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,52.09,1337.99,No
2069,Male,0.0,No,No,66.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),46.15,1719.85,No
3803,Female,1.0,No,No,21.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,260.57,2140.07,Yes
6537,Male,0.0,Yes,Yes,53.0,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,3.01,3759.06,No
2642,Male,0.0,Yes,No,33.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),131.46,2506.16,No
6533,Female,0.0,Yes,Yes,54.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),30.2,5571.9,No
1287,,1.0,No,No,41.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,114.06,4203.41,Yes
9992,Male,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),29.32,178.52,No
3685,Female,0.0,Yes,No,50.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,181.44,5309.94,No
1157,Male,0.0,No,Yes,52.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),57.63,1366.53,No
1784,Female,1.0,Yes,No,27.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),126.34,2889.79,Yes
8002,Female,0.0,Yes,Yes,28.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),10.3,534.55,No
3723,Male,1.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,267.54,267.54,Yes
5773,Male,0.0,Yes,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,102.55,241.1,Yes
2547,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,160.26,160.26,Yes
3729,Male,0.0,Yes,No,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,7.46,839.06,No
3262,Female,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,21.6,604.05,No
4270,Male,0.0,No,No,45.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),101.79,1900.24,No
6445,Male,0.0,Yes,No,11.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,32.93,783.68,Yes
7947,Male,0.0,Yes,Yes,2.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,,Electronic check,39.73,126.78,No
7268,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),96.33,8299.43,No
8590,Female,0.0,Yes,No,1.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,52.98,52.98,Yes
2085,Male,0.0,No,No,1.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,14.08,14.08,Yes
2518,Male,0.0,No,No,13.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,138.91,1066.76,Yes
4913,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,170.19,170.19,Yes
5503,Female,1.0,No,No,14.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,81.84,734.49,No
2527,Female,0.0,Yes,Yes,61.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,99.21,3680.91,No
4069,Male,0.0,No,No,15.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,254.88,1389.43,No
2535,Female,0.0,No,No,36.0,No,No phone service,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),37.25,1132.55,No
1443,Male,0.0,Yes,No,18.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,238.23,1881.78,Yes
2837,Male,1.0,No,No,24.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,68.19,2076.14,No
6240,Female,0.0,Yes,No,21.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,177.23,2327.53,Yes
9349,Male,1.0,Yes,No,71.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),139.12,3851.87,No
7249,Female,0.0,Yes,Yes,1.0,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,5.47,5.47,Yes
2681,Female,1.0,No,No,52.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,69.14,2584.94,No
1958,Female,0.0,Yes,No,21.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,15.73,616.58,No
5450,Female,0.0,No,No,6.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),143.37,361.07,Yes
3358,Male,0.0,Yes,Yes,69.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,72.49,6461.24,No
9271,Female,0.0,No,Yes,18.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,140.36,1075.41,No
6013,Female,0.0,Yes,No,49.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.5,2561.1,No
7085,Female,0.0,No,Yes,18.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,77.92,595.92,Yes
1551,Female,0.0,Yes,Yes,41.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),245.77,4590.92,No
6520,Male,0.0,Yes,Yes,55.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),141.67,3130.52,Yes
8156,Female,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),154.96,632.81,Yes
1083,Female,0.0,No,No,15.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),206.71,1618.16,No
4194,Female,1.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),156.47,7793.07,No
6140,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),61.56,220.46,No
9473,Female,0.0,Yes,Yes,54.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,153.82,4591.67,No
2326,Female,0.0,No,No,42.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,158.79,2452.49,No
2380,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.25,215.25,Yes
8515,Female,0.0,Yes,No,19.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,84.92,879.67,No
8583,Male,0.0,Yes,Yes,50.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),241.01,5476.86,Yes
9659,Female,0.0,Yes,Yes,58.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),4.71,1145.16,No
2047,Male,0.0,No,No,48.0,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),34.83,3593.08,No
2850,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,5.9,5.9,Yes
1627,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,65.94,65.94,Yes
4874,Female,1.0,No,No,37.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,216.49,3700.24,Yes
7493,Male,0.0,No,No,35.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,28.7,1988.7,No
8821,Female,0.0,No,No,48.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),38.42,1197.47,No
2766,Female,0.0,No,No,64.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),303.9,7262.65,No
6698,Female,0.0,No,Yes,46.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,155.69,4447.14,No
7336,Male,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),188.5,6495.3,No
9409,Female,0.0,No,No,15.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,285.16,1641.16,Yes
4602,Female,0.0,No,No,63.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),127.89,5854.84,No
9729,Female,0.0,No,No,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.08,1028.63,No
9888,Male,0.0,No,No,11.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,75.28,865.78,No
9774,Male,0.0,Yes,No,51.0,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),34.58,3860.63,No
3675,Male,0.0,Yes,No,64.0,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,206.81,4617.36,No
5014,Female,0.0,Yes,No,68.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),122.13,3915.03,No
1389,Female,0.0,Yes,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,10.06,171.11,Yes
5621,Male,1.0,No,No,1.0,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,27.53,27.53,Yes
6291,Male,1.0,Yes,No,6.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,91.01,467.31,No
2826,Male,0.0,No,No,9.0,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,147.13,629.63,No
6155,Male,0.0,No,Yes,66.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),34.34,1283.49,No
7966,Male,0.0,Yes,Yes,66.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),38.92,6967.07,No
3616,Male,0.0,Yes,Yes,60.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),14.06,4393.01,No
4843,Female,0.0,No,No,68.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,1.29,6061.59,No
1158,Male,1.0,Yes,No,29.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,42.45,2315.9,No
8345,Male,1.0,No,No,13.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,117.17,1227.82,Yes
4931,Male,0.0,Yes,Yes,52.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,50.65,1357.15,No
1927,Male,0.0,No,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),23.05,4861.65,No
1468,Female,0.0,No,No,18.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,52.33,439.28,No
1916,Female,0.0,No,No,6.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),136.57,579.42,Yes
4186,Male,0.0,Yes,No,66.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),33.38,6908.68,Yes
7715,Male,1.0,No,No,37.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,264.79,3907.74,Yes
4751,Male,0.0,Yes,No,67.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,,Yes,Credit card (automatic),71.04,4673.49,No
4425,Female,0.0,Yes,No,57.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.53,5896.38,Yes
6355,Male,0.0,No,No,63.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),159.12,5381.92,No
5687,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,34.67,34.67,Yes
6404,Male,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,,No,Yes,Month-to-month,Yes,Electronic check,234.5,313.95,Yes
4651,Female,0.0,Yes,No,47.0,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),164.15,3119.55,No
9928,Male,0.0,No,No,13.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),179.71,1062.61,No
8822,Female,1.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,204.27,479.77,Yes
4403,Male,0.0,Yes,Yes,67.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),74.4,3858.4,No
8384,Male,1.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),27.15,1804.7,No
2336,Female,0.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),125.38,5787.73,No
3983,Female,0.0,Yes,No,69.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),186.9,6835.45,No
8861,Female,0.0,No,No,35.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,101.67,3902.52,No
7110,Female,0.0,No,No,13.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,13.85,330.05,Yes
2324,Male,0.0,No,No,40.0,Yes,No,DSL,Yes,No,Yes,No,No,Yes,,No,Electronic check,28.75,2692.3,No
9967,Male,0.0,Yes,Yes,70.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,46.65,1803.3,No
9178,Female,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),71.67,8034.62,No
5934,Male,0.0,No,No,23.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),149.79,2342.59,No
8556,Male,0.0,No,No,26.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,46.15,2484.5,No
6572,Male,0.0,No,No,39.0,Yes,Yes,DSL,No,No,No,Yes,No,No,Two year,Yes,,24.98,2171.83,No
5657,Female,0.0,No,,11.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,128.04,1033.74,No
3043,Female,0.0,No,No,38.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),47.01,3227.26,Yes
1999,Male,1.0,No,No,21.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,,154.69,2322.19,No
3182,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,58.72,58.72,Yes
3198,Female,1.0,No,No,5.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,105.72,436.42,Yes
5570,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),220.14,5871.79,No
5364,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,26.67,26.67,Yes
7593,Male,0.0,No,No,69.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),224.88,7505.73,No
7253,Female,0.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),95.54,654.19,No
8287,Female,0.0,No,No,4.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,66.13,128.28,Yes
5462,Female,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),35.31,1896.66,No
2493,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,88.31,88.31,No
6223,Male,0.0,Yes,No,43.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),155.03,3610.03,No
1109,Male,0.0,Yes,No,35.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,2.65,2503.65,Yes
8509,Female,0.0,No,No,60.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),4.11,4689.91,No
3248,Female,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),145.36,4623.31,No
7368,Female,0.0,Yes,Yes,30.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,52.2,631.75,No
7366,Female,0.0,Yes,Yes,5.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,10.11,146.81,No
9094,Female,1.0,No,No,66.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),159.52,7033.42,No
1320,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,45.28,45.28,No
1380,Female,0.0,No,Yes,21.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,52.41,483.86,No
5246,Female,0.0,No,No,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),303.93,8184.08,No
3719,Female,0.0,No,Yes,13.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),171.12,1243.92,No
3064,Male,0.0,Yes,Yes,51.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,38.51,1235.81,No
9530,Male,0.0,No,No,16.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,68.99,930.29,No
9340,Female,0.0,No,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,,No internet service,No internet service,Two year,No,Credit card (automatic),10.35,465.75,No
4609,Female,0.0,No,No,26.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),301.2,2800.65,No
7371,Male,0.0,Yes,No,67.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),10.47,1769.77,No
5105,Female,0.0,No,No,60.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),264.43,6396.23,No
2246,Male,0.0,Yes,Yes,41.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),106.25,2877.7,No
7329,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,225.72,225.72,Yes
3659,Male,0.0,Yes,Yes,21.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.59,595.29,No
7584,Male,0.0,Yes,No,60.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),62.72,3584.92,No
1544,Male,0.0,Yes,No,71.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),184.8,6057.45,No
8109,Male,0.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,76.23,127.68,Yes
9893,Male,1.0,No,No,15.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),94.09,1153.79,Yes
7335,Male,0.0,Yes,Yes,11.0,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),22.67,680.87,No
7988,Male,1.0,No,No,9.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,158.46,597.96,Yes
1853,Male,0.0,Yes,No,56.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),49.98,5564.13,Yes
8011,Female,0.0,No,No,38.0,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),147.26,2735.41,No
1447,Female,0.0,Yes,No,32.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),31.86,653.61,No
1035,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,,105.72,105.72,Yes
8798,Female,0.0,Yes,Yes,34.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,100.63,2081.88,No
4340,Male,0.0,No,No,10.0,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),14.38,565.08,No
6407,Male,0.0,Yes,Yes,51.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,56.08,1248.48,No
2440,Female,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,115.52,282.27,Yes
8014,Female,0.0,No,No,7.0,Yes,Yes,Fiber optic,Yes,No,No,,No,No,Month-to-month,Yes,Mailed check,9.03,534.08,Yes
2752,Female,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),18.83,1618.68,No
1102,Female,0.0,Yes,No,51.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,1.28,3581.73,No
4294,Male,,Yes,Yes,18.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,10.22,1422.82,No
1394,Male,1.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,9.67,58.17,Yes
5814,Female,0.0,Yes,Yes,4.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,113.01,279.81,No
7591,Female,0.0,No,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,54.58,536.78,No
7305,Male,0.0,No,No,10.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),222.05,992.05,No
3428,Male,0.0,No,No,68.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),192.46,5348.96,No
3780,Male,0.0,No,Yes,3.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,30.95,125.8,No
5684,Male,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,191.2,548.5,Yes
2031,Female,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,138.39,470.89,Yes
3184,Female,0.0,Yes,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.39,106.39,No
6338,,1.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,11.98,650.98,No
6375,Female,0.0,No,No,2.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,17.31,39.21,No
1690,Female,1.0,Yes,No,66.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),225.86,5410.41,Yes
3886,Male,0.0,No,No,20.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,17.81,1690.56,Yes
7095,Male,1.0,Yes,No,51.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),218.67,4875.82,Yes
4879,Male,0.0,Yes,No,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),,1102.63,No
6749,Female,0.0,No,No,60.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),1.04,1109.29,No
1131,Female,1.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),258.86,6973.71,No
1439,Male,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,159.76,7904.31,No
5023,Female,0.0,Yes,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,30.6,124.4,No
8908,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),2.77,8194.07,No
3176,Female,0.0,Yes,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,47.51,223.86,No
5071,Female,1.0,Yes,No,30.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,229.77,2766.92,No
5195,Male,0.0,Yes,No,15.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,126.34,1529.29,Yes
4542,Female,0.0,Yes,Yes,27.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,12.3,749.75,No
9197,Male,1.0,Yes,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,55.04,238.34,No
5119,Female,0.0,Yes,No,64.0,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),57.65,3755.75,No
8966,Female,1.0,No,No,30.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,,43.41,,Yes
4105,Male,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,92.02,92.02,Yes
7872,Male,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.2,2279.65,Yes
1833,Male,0.0,No,No,48.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),0.69,985.24,No
8495,Female,0.0,No,No,48.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),46.57,1193.02,No
8397,Female,0.0,Yes,Yes,72.0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),151.14,5091.64,No
5403,Female,1.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),61.38,6324.68,No
1076,Male,1.0,Yes,No,17.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,227.37,1696.47,No
8689,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,,No internet service,Month-to-month,No,Mailed check,16.37,16.37,No
8358,Male,0.0,No,No,12.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,99.46,864.51,No
6011,Male,0.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),91.54,5702.64,No
6552,Male,0.0,No,No,26.0,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),92.29,1336.14,No
1840,Male,0.0,No,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.81,540.71,No
9498,Male,0.0,Yes,Yes,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,35.33,100.68,No
7174,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,206.8,,Yes
2016,Male,0.0,Yes,No,63.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),295.61,6891.21,No
9035,Female,0.0,No,No,45.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),124.2,4227.05,No
5191,Male,0.0,No,No,32.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),30.18,717.33,No
9396,Female,0.0,Yes,Yes,43.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),221.34,4167.79,No
6787,Male,0.0,No,No,10.0,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,77.71,657.01,No
7000,Female,0.0,No,No,36.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,11.8,613.0,No
1928,Female,0.0,No,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.58,218.53,No
7845,Male,0.0,Yes,Yes,50.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),74.47,4988.52,Yes
3365,Female,0.0,No,No,46.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,230.3,4544.6,No
8934,Female,0.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),215.74,7615.29,No
4095,Female,0.0,Yes,Yes,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,3.18,816.73,No
6153,Female,0.0,Yes,Yes,9.0,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,61.04,434.74,No
4048,Female,0.0,Yes,Yes,26.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,,Electronic check,234.95,2223.05,No
8775,Female,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),25.28,2567.93,Yes
7120,Female,0.0,,No,33.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Electronic check,173.65,2067.05,No
3903,Male,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,30.51,748.11,No
3990,Male,0.0,No,Yes,49.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),130.81,3733.91,Yes
5709,Female,1.0,Yes,No,8.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),146.76,699.41,Yes
5764,Male,0.0,No,No,33.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,58.37,2161.27,Yes
7859,Male,0.0,Yes,Yes,27.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),46.64,2113.04,No
1821,Male,0.0,No,No,29.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,33.8,2465.1,No
4477,Male,1.0,Yes,No,10.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,40.98,686.13,No
9713,Female,0.0,Yes,Yes,58.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,116.8,3681.4,No
1994,Male,0.0,Yes,No,62.0,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),2.19,2300.64,No
7189,Female,0.0,Yes,Yes,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,37.52,49.12,No
4458,Male,0.0,No,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.75,103.9,No
5103,Male,0.0,No,No,6.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),152.72,432.67,No
9861,Male,1.0,Yes,Yes,28.0,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Electronic check,139.14,1469.94,No
3787,Male,0.0,No,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),5.93,342.48,No
9139,Female,0.0,No,No,15.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,4.85,692.8,No
9826,Female,0.0,No,No,72.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),2.38,6266.28,No
9290,Male,0.0,Yes,No,10.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,71.09,848.34,Yes
4726,Male,0.0,No,No,25.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,10.85,1969.5,Yes
2082,Female,0.0,No,No,36.0,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,46.05,1885.1,No
6752,Male,0.0,No,No,51.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,No,Mailed check,65.13,4245.93,No
4239,Male,0.0,Yes,Yes,70.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),1.07,6894.77,No
6985,Male,0.0,Yes,Yes,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,154.95,228.9,No
7953,Female,0.0,Yes,No,5.0,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,108.32,473.57,Yes
3935,Male,0.0,Yes,Yes,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,27.76,84.86,No
4623,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,149.85,327.9,No
1869,Male,0.0,Yes,Yes,60.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,27.84,1212.34,No
5598,Female,0.0,No,No,57.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),153.41,4950.71,No
3214,Female,0.0,Yes,Yes,35.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,125.93,,Yes
5756,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,180.53,449.23,Yes
2790,Female,0.0,No,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),12.89,282.79,Yes
3456,Female,0.0,No,No,67.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),211.09,5130.24,No
3889,Male,1.0,Yes,,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),44.29,7867.04,No
3938,Male,0.0,No,No,46.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,236.13,4297.23,Yes
2258,Male,0.0,No,No,39.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,70.51,3208.36,No
3676,Female,0.0,Yes,No,55.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,187.98,5369.33,No
6179,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.03,24.03,No
1089,Male,0.0,Yes,No,70.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),43.58,7028.08,No
6477,Male,0.0,Yes,No,24.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,271.53,2426.58,No
9017,Female,0.0,Yes,Yes,61.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,15.87,5454.52,No
7030,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,128.59,128.59,No
2983,Male,0.0,Yes,Yes,11.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,138.34,1067.94,No
7098,Male,0.0,No,No,3.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,83.4,155.25,Yes
1575,Male,0.0,No,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.79,231.84,No
3118,Female,1.0,No,No,17.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,195.34,1709.29,No
6493,Male,0.0,No,No,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),177.86,4678.76,No
5332,Female,1.0,No,No,29.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),125.43,1785.83,No
7612,Male,0.0,Yes,Yes,62.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),3.24,5700.14,No
5166,Female,1.0,No,No,26.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,79.9,2340.45,Yes
5358,Female,1.0,Yes,No,70.0,Yes,No,No,,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),27.31,1469.81,No
6560,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,64.15,64.15,Yes
2092,Female,1.0,Yes,Yes,4.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,57.97,193.57,Yes
8122,Male,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,13.25,219.6,No
7900,Male,0.0,No,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,40.13,121.38,No
2115,Male,0.0,Yes,Yes,19.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,131.99,1906.59,Yes
5592,Male,0.0,Yes,No,68.0,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),29.65,4700.15,No
8697,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,31.41,45.76,No
8153,Male,0.0,Yes,No,3.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.27,90.72,No
1730,Female,1.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),38.54,7112.39,No
7065,Female,0.0,Yes,Yes,5.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,87.47,216.77,No
5417,Female,0.0,No,No,6.0,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,57.39,263.74,No
7428,Female,0.0,Yes,No,57.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,206.45,5603.85,No
1022,Male,1.0,Yes,No,2.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),209.04,295.19,No
8713,Female,0.0,No,No,2.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,43.77,115.87,No
3653,Male,0.0,No,Yes,35.0,Yes,No,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,133.79,2556.84,No
9163,Male,0.0,Yes,No,11.0,Yes,Yes,,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),101.87,918.27,Yes
6638,Male,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.35,48.35,Yes
2775,Female,0.0,No,No,64.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,66.8,1684.85,No
4713,Female,0.0,Yes,Yes,32.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,227.54,3218.29,No
7286,Male,1.0,Yes,No,57.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),140.49,4209.49,No
1502,Female,0.0,Yes,Yes,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,29.76,549.81,No
9081,Male,0.0,No,No,46.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),176.0,4332.4,No
1714,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,14.21,14.21,No
5451,Male,1.0,Yes,Yes,66.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),202.87,6925.52,Yes
1835,Male,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.68,8513.18,No
1387,Female,0.0,No,No,6.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,240.89,688.59,Yes
2193,Male,0.0,No,Yes,52.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,202.17,4578.87,No
4553,Male,0.0,Yes,Yes,19.0,Yes,No,No,No internet service,No internet service,No internet service,,No internet service,No internet service,Month-to-month,No,Mailed check,2.75,397.1,No
4125,Female,0.0,Yes,No,46.0,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),102.95,3048.25,No
7975,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),318.7,8658.65,No
4168,Female,0.0,No,No,29.0,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),131.08,1807.58,No
5826,Female,0.0,No,No,29.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),258.12,3036.32,No
1441,Female,1.0,No,No,8.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,137.59,775.44,Yes
5042,Male,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,76.66,76.66,No
3959,Male,1.0,Yes,No,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),171.41,6414.76,No
9854,Male,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,143.29,1069.59,No
4102,Male,0.0,No,No,59.0,Yes,Yes,DSL,No,No,Yes,No,No,No,Two year,No,Credit card (automatic),48.66,3110.66,No
6892,Female,0.0,No,No,17.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,22.26,1096.76,Yes
8725,Male,1.0,Yes,No,1.0,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,115.11,115.11,Yes
8877,Female,0.0,Yes,No,11.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,171.4,1128.85,Yes
1780,Female,0.0,Yes,Yes,9.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,108.93,554.83,No
3151,Male,1.0,Yes,No,19.0,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),39.52,582.37,No
1396,Male,0.0,Yes,Yes,55.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),1.63,3066.28,No
8600,Female,0.0,Yes,Yes,57.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,219.19,5730.29,No
3506,Male,1.0,No,No,24.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),215.35,2609.1,Yes
8401,Male,0.0,No,Yes,2.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,129.1,182.45,No
7025,Female,1.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),55.94,143.24,No
9540,Female,0.0,Yes,Yes,69.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),119.17,4931.32,No
9788,Male,1.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,39.86,4018.26,No
7937,Female,0.0,No,No,30.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),198.11,2643.16,Yes
1950,Female,0.0,No,No,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),51.15,501.45,No
6506,Female,0.0,No,No,1.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,118.12,118.12,No
3088,Female,0.0,No,Yes,1.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,16.65,16.65,No
2333,Male,0.0,No,No,9.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,27.23,730.53,No
4753,Female,0.0,Yes,No,35.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,35.93,2382.18,Yes
4395,Female,0.0,Yes,No,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,32.65,473.05,No
9450,Female,0.0,Yes,No,61.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),81.19,6363.94,No
7212,Female,0.0,No,Yes,3.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,56.25,116.65,No
3091,Female,1.0,No,No,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),306.36,7436.86,No
8544,Male,0.0,No,No,6.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),209.09,643.49,No
6080,Male,1.0,No,No,8.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,199.53,731.58,Yes
4077,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,3.73,3.73,Yes
7536,Female,0.0,No,No,28.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,158.22,2322.57,No
8633,Female,0.0,No,No,49.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),109.59,2984.14,Yes
5016,Male,0.0,Yes,Yes,62.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),56.03,1456.38,No
9689,Female,0.0,No,No,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,10.2,947.65,No
4774,Male,1.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,154.09,415.74,Yes
4350,Female,0.0,No,No,11.0,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,56.31,707.51,No
4995,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),127.1,354.7,Yes
3099,Female,0.0,No,No,66.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),82.77,6757.27,No
1310,Male,0.0,No,Yes,30.0,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),109.96,1975.41,No
2419,Female,1.0,No,No,8.0,,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),11.84,820.24,No
1285,Female,0.0,No,No,12.0,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),180.74,1202.79,Yes
5162,Male,0.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,17.11,105.76,No
6691,Female,0.0,Yes,No,61.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),257.55,6672.6,No
9655,Female,0.0,No,Yes,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,36.89,287.84,No
9825,Male,1.0,Yes,No,30.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,76.62,2362.12,Yes
9007,Female,0.0,No,No,14.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,15.08,1109.73,Yes
5778,Female,0.0,Yes,No,58.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,123.85,,No
5888,Male,1.0,No,No,67.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),122.73,7846.48,No
9099,Female,0.0,Yes,No,23.0,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),18.89,1587.99,No
7108,Male,0.0,Yes,Yes,34.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.0,639.1,No
3654,Female,1.0,Yes,Yes,47.0,,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),126.08,3364.78,Yes
1913,Male,0.0,Yes,Yes,14.0,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Bank transfer (automatic),57.05,811.2,No
3317,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,44.4,44.4,Yes
2094,Female,0.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),13.21,4633.71,No
2037,Male,0.0,No,No,4.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,10.11,,No
6687,Female,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,31.63,372.38,No
4902,Female,0.0,Yes,No,30.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.3,2619.55,Yes
3756,Female,1.0,No,No,56.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),240.8,5646.7,Yes
7566,Male,0.0,Yes,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,56.51,438.26,Yes
2749,Male,1.0,Yes,No,16.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,65.53,1514.03,No
9354,Female,1.0,No,No,64.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),297.7,7300.05,No
8089,Male,0.0,Yes,Yes,69.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),39.29,5558.74,No
4745,Male,0.0,Yes,Yes,9.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,108.64,786.19,No
7245,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,32.18,90.68,No
3933,Male,1.0,No,No,64.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,172.62,6758.62,No
9821,Male,0.0,No,No,72.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),31.91,6255.51,No
4755,Female,1.0,Yes,No,33.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),195.93,2771.83,Yes
6074,Female,0.0,No,No,59.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,212.36,5078.21,No
7492,Male,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,30.3,312.5,Yes
5658,Female,1.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,18.0,18.0,Yes
2965,Female,1.0,Yes,No,4.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,217.63,465.68,Yes
8168,Female,1.0,Yes,Yes,61.0,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,138.47,4038.32,No
8381,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.84,124.19,Yes
8527,Female,1.0,No,No,56.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.51,5203.31,No
8137,Female,0.0,No,Yes,10.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,71.42,944.67,No
3503,Female,0.0,Yes,No,14.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,9.16,281.16,No
2717,Female,0.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),259.49,7195.19,No
1278,Male,1.0,No,No,71.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,154.1,7670.5,No
9042,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,58.68,72.33,No
2735,Male,0.0,No,No,18.0,,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,147.06,1518.31,Yes
9386,Female,1.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.25,310.2,Yes
3909,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,194.01,194.01,Yes
3142,Male,1.0,Yes,No,46.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,29.94,3554.74,Yes
5506,Male,0.0,Yes,Yes,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),45.61,452.66,No
8181,Male,0.0,No,Yes,54.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),21.77,3059.42,Yes
5502,Female,0.0,Yes,Yes,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,36.4,176.65,No
9087,Male,0.0,No,No,18.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),143.38,1146.28,No
6891,Male,0.0,Yes,Yes,5.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,186.0,555.25,Yes
2088,Female,1.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),32.53,6640.03,No
5262,Male,0.0,No,No,40.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,241.25,4246.75,No
7563,Male,1.0,Yes,No,64.0,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),207.42,5144.82,No
3996,Male,0.0,Yes,No,51.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),76.04,4082.24,No
6689,Female,0.0,Yes,No,15.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,4.77,1572.42,No
9569,Female,0.0,No,No,5.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,64.17,173.47,No
2349,Male,0.0,No,No,39.0,Yes,No,DSL,No,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),148.03,2069.38,No
2237,Female,1.0,No,No,32.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),163.04,1938.49,No
7295,Female,0.0,No,No,22.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.62,1094.32,No
9072,Male,0.0,Yes,Yes,24.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),48.22,1891.07,No
8253,Male,0.0,Yes,Yes,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,55.32,287.47,No
9267,Female,0.0,Yes,No,57.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),69.19,3447.89,No
6254,Male,0.0,No,Yes,51.0,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),123.23,2432.13,No
7310,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),7.38,21.18,No
6884,Male,1.0,Yes,No,72.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),50.05,5368.95,No
3226,Female,1.0,Yes,No,38.0,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,117.21,3180.91,No
2840,Female,0.0,No,No,12.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,95.1,695.3,No
7292,Female,0.0,No,No,7.0,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,176.97,533.42,Yes
5004,Female,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,31.04,271.59,No
1672,Male,1.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),155.83,5971.23,No
6958,Female,0.0,Yes,Yes,24.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,28.16,575.21,No
8219,Female,0.0,Yes,No,65.0,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),147.37,3945.57,No
1012,Female,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,2.59,141.19,No
4488,Male,0.0,Yes,Yes,,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),4.0,1287.3,No
7083,Male,0.0,Yes,Yes,62.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,123.93,5253.08,No
6130,Male,0.0,Yes,No,65.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),118.18,4360.68,No
3525,Male,0.0,No,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,55.95,55.95,No
7122,Female,0.0,Yes,No,64.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,17.52,5065.52,No
6756,Male,0.0,Yes,No,60.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),127.72,6182.82,No
7511,Female,0.0,No,No,61.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),52.9,5141.75,No
2460,Female,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,11.36,416.66,Yes
4691,Male,0.0,No,No,57.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),197.51,5336.86,No
2961,Female,0.0,Yes,Yes,68.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,121.99,5376.89,No
3601,Male,0.0,No,No,22.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.19,2089.04,No
1055,Male,0.0,No,Yes,38.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,195.39,3255.24,No
1961,Male,0.0,No,No,22.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,137.81,1210.71,Yes
5470,Male,0.0,Yes,No,32.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,50.66,2181.91,No
5998,Male,1.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,206.45,2192.7,Yes
1683,Male,0.0,No,No,29.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,77.19,2590.59,No
6090,Female,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,13.9,149.15,No
1723,Male,0.0,Yes,Yes,64.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),53.75,1308.1,No
4491,Male,0.0,Yes,Yes,65.0,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),127.45,4872.8,Yes
6697,Male,1.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,287.27,6466.37,No
2184,Male,0.0,Yes,No,18.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,88.46,917.26,Yes
3928,Female,0.0,Yes,Yes,64.0,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,Two year,No,Electronic check,86.82,3247.32,No
3912,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,No,,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),203.16,6228.01,No
6644,Female,1.0,No,No,30.0,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,76.01,1208.66,Yes
9975,Female,0.0,Yes,No,24.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),229.41,2561.46,Yes
6994,Male,1.0,Yes,No,7.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,137.18,547.98,No
1277,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),66.13,7550.93,No
2005,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),105.36,7959.21,No
1868,Male,0.0,No,,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,56.14,56.14,Yes
3312,Male,0.0,No,Yes,40.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),53.8,888.3,No
8763,Female,1.0,No,No,20.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,,Credit card (automatic),193.05,1834.75,Yes
4205,Male,0.0,No,No,21.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,8.1,1778.6,Yes
8225,Female,0.0,Yes,No,26.0,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),157.54,2268.09,No
2984,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,72.69,72.69,No
6314,Male,0.0,Yes,Yes,33.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),189.34,2710.34,No
8392,Female,0.0,No,No,63.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),78.61,6115.71,Yes
1073,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,14.03,14.03,Yes
5584,Male,0.0,Yes,Yes,8.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,113.86,477.86,Yes
5009,Male,0.0,Yes,Yes,17.0,Yes,No,Fiber optic,Yes,No,,No,Yes,No,Month-to-month,Yes,Electronic check,16.71,1466.76,Yes
5554,Male,0.0,Yes,Yes,33.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),55.36,655.81,No
5629,Male,1.0,Yes,No,30.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.81,3161.91,No
6308,Male,0.0,No,No,5.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,84.7,260.7,Yes
9738,Male,0.0,No,No,11.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.33,805.53,Yes
8205,Female,0.0,No,No,14.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,85.54,1124.84,Yes
8963,Female,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,96.15,423.05,No
5604,Female,0.0,Yes,Yes,42.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),202.67,4032.02,No
7297,Female,0.0,Yes,Yes,39.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),11.76,846.71,No
8124,Male,0.0,Yes,No,22.0,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),101.35,1415.95,No
2223,Male,0.0,Yes,Yes,58.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Two year,No,Bank transfer (automatic),125.0,4870.55,No
8888,Male,0.0,Yes,No,68.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.99,7268.19,No
7355,Female,1.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,25.84,4980.19,No
5846,Female,1.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),137.5,7382.4,No
9719,Female,0.0,Yes,Yes,58.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),94.21,5841.61,No
9145,Male,0.0,Yes,Yes,31.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,128.97,1917.82,No
2786,Female,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),22.45,143.2,No
3660,Male,1.0,Yes,No,23.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,202.34,2282.74,No
2182,Male,0.0,No,No,14.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,296.03,1611.03,Yes
5523,Male,1.0,Yes,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.0,433.4,No
6311,Male,0.0,No,No,11.0,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,9.77,358.62,No
7945,Female,,No,No,15.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,165.11,1368.51,No
5133,Female,0.0,Yes,Yes,48.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,72.99,2012.24,No
7386,Female,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.28,532.58,No
7698,Male,1.0,No,No,27.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),276.93,3136.28,No
4948,Male,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),2.6,1621.55,No
9415,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,210.69,210.69,Yes
4315,Male,0.0,Yes,No,22.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),254.96,2018.61,No
1289,Male,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,28.81,174.71,No
8751,Male,0.0,No,No,64.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),37.37,6822.52,No
5859,Female,0.0,Yes,Yes,71.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),217.53,6135.38,No
2781,Female,0.0,No,No,26.0,No,No phone service,DSL,No,No,Yes,,Yes,No,Month-to-month,Yes,Credit card (automatic),60.3,1199.65,No
5172,Male,0.0,Yes,No,27.0,Yes,No,DSL,No,Yes,No,Yes,No,No,,Yes,Electronic check,118.11,1454.16,No
2508,Male,1.0,No,No,39.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),186.57,3849.97,Yes
8630,Female,1.0,Yes,Yes,23.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),231.81,2273.91,No
7668,Male,1.0,No,No,4.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,249.5,577.15,No
1917,Male,1.0,No,No,6.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),182.93,601.38,Yes
8100,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,8.29,8.29,No
3477,Male,1.0,No,No,35.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,146.06,2544.31,No
9887,Female,0.0,Yes,Yes,14.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),177.34,1249.24,No
1255,Female,0.0,Yes,No,70.0,Yes,Yes,No,No internet service,No internet service,,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),15.22,1996.17,No
2860,Female,1.0,No,No,44.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.67,4851.22,No
1661,Male,1.0,Yes,No,58.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,236.4,5950.3,Yes
2259,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,65.81,65.81,Yes
6614,Female,0.0,No,No,8.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.66,689.86,Yes
7303,Female,0.0,Yes,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,53.07,152.52,No
2853,Male,0.0,Yes,No,54.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.32,6060.77,Yes
8558,Male,0.0,Yes,Yes,72.0,Yes,Yes,,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),78.82,7890.67,No
7156,Male,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),317.67,8266.27,No
6768,Female,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),155.74,227.99,Yes
6627,Male,0.0,No,Yes,60.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,74.43,4974.33,No
5880,Male,1.0,No,No,24.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,52.0,2390.9,Yes
5455,Male,0.0,No,No,71.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),67.54,5540.99,No
9731,Male,1.0,Yes,No,72.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),122.8,5409.15,No
6707,Male,0.0,No,No,1.0,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,239.08,239.08,Yes
7596,Female,1.0,Yes,No,15.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,125.44,1315.84,No
9437,Female,1.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),93.74,456.64,Yes
2919,Male,1.0,No,No,67.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),12.28,1659.33,No
7624,Female,0.0,Yes,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),40.95,40.95,No
3454,Female,1.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,85.85,213.7,No
5489,Male,0.0,Yes,Yes,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.23,196.03,No
5984,Female,0.0,No,No,5.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.36,206.46,No
9278,Male,0.0,No,No,7.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),61.14,189.04,No
5988,Female,0.0,Yes,Yes,54.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),117.53,4991.23,No
9844,Female,0.0,Yes,No,37.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),43.54,741.19,No
1442,Female,0.0,No,No,37.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,10.56,685.81,No
1230,Male,1.0,No,No,10.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,142.42,758.22,Yes
5337,Male,0.0,Yes,No,71.0,Yes,Yes,No,,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),27.15,1733.35,No
7480,Male,0.0,Yes,Yes,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),5.05,490.9,No
2719,Female,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Credit card (automatic),138.0,1845.6,No
7475,Female,0.0,Yes,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,7.43,7.43,No
3664,Female,1.0,Yes,No,11.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,150.63,947.78,No
4554,Male,0.0,No,No,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),45.57,1076.57,No
8332,Female,0.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),130.14,5108.79,No
3174,Male,0.0,Yes,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,130.96,357.71,Yes
6659,Male,0.0,Yes,Yes,23.0,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),8.07,1026.87,Yes
6622,Male,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,32.23,1084.28,Yes
6313,Male,0.0,No,No,37.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,116.3,2492.15,No
7557,Male,1.0,Yes,No,27.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,89.33,1962.68,No
2649,Male,0.0,Yes,No,40.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,47.05,2055.4,No
2566,Male,0.0,Yes,No,66.0,Yes,No,DSL,Yes,,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),48.65,5558.05,No
6036,Female,0.0,No,No,22.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,13.86,593.51,No
7666,Male,0.0,Yes,Yes,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,12.07,296.97,No
8601,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,150.4,150.4,Yes
6478,Female,0.0,Yes,Yes,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),141.92,6654.62,Yes
5142,Female,0.0,No,No,4.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),92.24,349.19,Yes
6397,Male,1.0,Yes,No,72.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),168.76,5424.31,No
7894,Female,0.0,Yes,Yes,24.0,No,,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,161.45,1471.6,No
2629,Female,0.0,No,No,10.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,95.46,433.21,No
5289,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,190.08,190.08,Yes
5238,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,60.7,359.1,No
1114,Female,0.0,No,No,41.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),38.76,3899.11,No
2661,Male,0.0,Yes,Yes,24.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),8.87,457.72,No
3120,Female,0.0,No,No,52.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.6,2557.4,No
8457,Male,0.0,No,No,31.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,180.13,2739.53,No
9820,Female,0.0,No,No,35.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.94,3541.69,No
2084,Female,0.0,Yes,No,45.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),238.78,4429.38,No
3733,Male,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),38.51,278.86,No
9293,Male,0.0,No,No,51.0,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),108.42,2245.52,No
6556,Female,0.0,Yes,Yes,72.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),130.56,6174.46,No
4773,Female,0.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,,No internet service,No internet service,Month-to-month,No,Mailed check,9.48,101.53,No
7051,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),269.46,8011.91,No
3215,Female,0.0,Yes,Yes,56.0,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),203.71,3942.96,No
7537,Female,1.0,No,No,57.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,0.42,3039.47,No
5669,Female,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),28.93,332.18,No
8185,Male,0.0,No,Yes,57.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,57.36,1208.31,No
5338,Male,0.0,No,No,7.0,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),59.6,186.1,No
8106,Female,0.0,No,No,41.0,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,24.11,1661.61,No
4710,Male,1.0,No,No,47.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),94.55,2788.95,No
4212,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),208.58,7986.28,No
7914,Female,0.0,No,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.1,7806.65,No
5912,Male,0.0,No,No,4.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.4,202.8,No
9147,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,111.62,111.62,Yes
8740,Female,0.0,No,No,41.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,47.57,837.87,No
6936,Female,0.0,No,No,41.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),200.04,4612.99,Yes
2070,Female,0.0,No,No,20.0,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),56.57,1358.02,No
1605,Female,0.0,No,No,19.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,20.68,1848.53,Yes
4615,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),38.93,5770.28,No
3207,Male,0.0,No,No,72.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),206.75,6320.1,No
9325,Female,0.0,No,No,25.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),93.39,2028.89,Yes
5141,Male,0.0,Yes,Yes,19.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,130.59,1512.69,Yes
6735,Female,0.0,No,No,13.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),186.96,961.41,No
8016,Male,0.0,No,No,24.0,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),68.82,1256.47,No
6156,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,231.97,1183.87,Yes
1426,Female,0.0,Yes,Yes,48.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),223.56,5157.86,Yes
6221,Female,0.0,Yes,Yes,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),23.76,236.06,No
8791,Male,0.0,No,Yes,23.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),114.59,1021.34,No
6544,Male,0.0,Yes,No,22.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,54.42,1843.02,Yes
8841,Female,0.0,Yes,No,47.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,42.47,4002.82,Yes
7949,Male,0.0,Yes,No,22.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,297.04,2372.99,No
3348,Female,0.0,Yes,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.87,97.12,No
4421,Female,0.0,No,No,71.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),55.77,5528.52,No
1106,Female,0.0,Yes,No,61.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),15.73,1545.33,No
2913,Male,0.0,Yes,No,12.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),7.71,922.46,No
9796,Female,0.0,No,No,23.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,90.26,1285.11,No
3108,Female,0.0,Yes,Yes,7.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,8.99,133.34,No
1132,,0.0,No,No,69.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,,No internet service,Two year,No,Bank transfer (automatic),54.27,1743.42,No
1294,Female,0.0,Yes,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.34,154.44,Yes
6732,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),229.08,6661.83,No
4619,Male,0.0,No,No,26.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.21,2083.51,Yes
6679,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,211.04,211.04,No
8191,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.9,23.9,Yes
8691,Female,0.0,No,No,4.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),8.48,100.13,No
6289,Female,0.0,Yes,No,61.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,35.52,1429.02,No
7089,Male,1.0,Yes,No,50.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),90.45,5254.05,No
4321,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),16.59,7971.59,No
4240,Female,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),164.78,7717.58,No
4452,Male,0.0,Yes,Yes,1.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,71.96,71.96,Yes
6046,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.59,287.34,No
3042,Female,0.0,No,No,26.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),137.45,1364.6,No
9817,Male,1.0,Yes,No,13.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.99,1229.39,Yes
5950,Female,0.0,No,No,67.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,201.4,5830.35,No
1130,Male,0.0,No,Yes,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,,Month-to-month,No,Mailed check,17.92,176.27,No
2483,Male,0.0,No,No,44.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),38.04,854.04,No
1062,Female,0.0,No,Yes,11.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,3.94,299.79,No
5493,Female,0.0,No,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,30.5,414.15,No
5516,Male,1.0,Yes,Yes,68.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),30.46,1204.51,No
6903,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.72,55.72,No
5799,Female,0.0,Yes,No,48.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,239.49,4835.39,No
6864,Male,0.0,No,Yes,39.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),18.31,1763.86,No
2178,Male,0.0,No,No,35.0,Yes,,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,2.74,878.39,No
4541,Male,1.0,Yes,No,67.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),225.44,6209.79,No
4806,Male,0.0,Yes,Yes,62.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),3.32,1228.17,No
3634,Female,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),141.14,7590.99,No
8302,Male,0.0,Yes,Yes,37.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),134.11,3290.46,No
3148,Male,0.0,No,No,4.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,84.36,188.36,No
2240,Male,0.0,Yes,No,27.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,161.71,2285.21,No
4083,Male,0.0,Yes,Yes,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,41.03,849.18,No
4692,Male,0.0,No,No,37.0,No,No phone service,DSL,No,No,No,No,Yes,No,Two year,No,Credit card (automatic),31.04,1312.14,No
2977,Male,0.0,Yes,No,47.0,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,67.96,3517.01,No
6923,Female,1.0,No,No,9.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),182.78,744.68,No
3600,Female,0.0,Yes,No,19.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.34,1691.59,No
2827,Female,0.0,Yes,Yes,19.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,36.76,446.71,No
8939,Male,0.0,Yes,No,6.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,109.0,549.0,Yes
8739,Male,0.0,Yes,No,10.0,Yes,Yes,Fiber optic,No,,,No,Yes,No,Month-to-month,Yes,Electronic check,247.32,975.57,Yes
9934,Female,0.0,No,No,38.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),240.22,3343.77,No
1046,Male,0.0,No,No,2.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,36.14,77.24,Yes
3055,Male,0.0,Yes,No,68.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),132.49,7634.34,Yes
5494,Female,0.0,Yes,Yes,4.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,120.86,372.56,Yes
9199,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,16.59,16.59,No
5471,Male,0.0,No,No,38.0,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),48.28,2575.43,Yes
4459,Male,0.0,Yes,Yes,63.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,10.24,1168.14,No
8766,Male,1.0,Yes,No,24.0,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,31.52,825.47,No
3036,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,6.05,6.05,Yes
9477,Male,0.0,No,No,66.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),17.34,1251.44,No
1601,Male,0.0,Yes,No,70.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),52.71,2706.31,No
5456,Male,0.0,No,No,12.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,66.26,357.46,No
4644,Male,0.0,Yes,Yes,59.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,3.67,6447.77,No
4082,Female,0.0,No,No,13.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,128.35,1044.95,No
8092,Female,0.0,Yes,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,49.9,263.2,No
6457,Male,1.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,57.26,57.26,No
7896,Female,1.0,No,No,45.0,No,No phone service,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,64.95,1627.35,No
3823,Male,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,220.62,442.67,No
5854,Female,1.0,Yes,No,48.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),117.92,3592.32,No
4214,Male,0.0,No,Yes,2.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),116.66,190.31,No
4788,Male,0.0,Yes,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.97,1306.47,No
2388,Male,0.0,Yes,No,68.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),69.34,3809.74,No
7434,Male,0.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),326.44,8377.14,No
5842,Male,0.0,Yes,Yes,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,41.93,175.18,No
1345,Female,0.0,Yes,Yes,27.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,1943.9,No
5316,Female,0.0,Yes,No,16.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.36,1364.56,No
3541,Male,1.0,No,No,31.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,52.63,2807.08,No
7763,Male,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.13,7419.93,Yes
8510,Male,0.0,Yes,No,36.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),48.19,747.39,No
9545,Male,0.0,No,No,6.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,1.58,239.88,No
7791,Male,0.0,Yes,Yes,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,39.99,59.94,No
1624,Female,0.0,Yes,Yes,61.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),26.69,4568.94,No
7331,Male,0.0,Yes,No,64.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),197.36,6749.01,No
8642,Female,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,15.07,241.47,No
5711,Female,0.0,No,No,9.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,126.48,488.43,No
5280,Male,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,7.55,55.8,No
4460,Male,0.0,No,No,24.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),110.64,1455.54,Yes
4373,Female,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,33.52,159.17,No
1186,Female,0.0,No,No,38.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,31.4,689.55,No
4150,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,128.12,128.12,No
6072,Male,0.0,No,No,18.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,0.18,329.98,No
4278,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),113.43,4806.98,No
8755,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,29.17,54.12,No
3798,Male,0.0,No,Yes,22.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),156.45,2016.75,No
8084,Male,0.0,Yes,No,47.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),173.88,4641.68,No
2195,Female,0.0,Yes,Yes,63.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),30.16,4662.46,No
3200,,0.0,No,No,12.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,159.48,990.03,No
4234,Male,0.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,87.87,6796.57,No
2109,Female,0.0,Yes,Yes,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.9,197.6,No
9355,Female,0.0,Yes,No,31.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,133.83,1980.58,No
6488,Female,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,87.17,325.27,Yes
4790,,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,7.8,217.25,No
3087,Female,0.0,No,No,4.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),37.97,330.77,Yes
4969,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),166.97,263.57,Yes
6163,Female,0.0,No,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),0.62,5524.87,No
1351,Female,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,142.69,142.69,Yes
3003,Male,0.0,No,No,35.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),63.15,991.85,No
1224,Male,0.0,Yes,No,3.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.73,139.33,No
9135,Male,0.0,Yes,No,22.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),72.18,2211.23,No
4028,Male,0.0,Yes,Yes,55.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.33,1033.18,No
7040,Female,0.0,Yes,Yes,28.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,270.64,2689.44,No
6491,Female,0.0,No,No,3.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),71.94,151.09,No
1234,Male,0.0,Yes,Yes,15.0,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,185.85,1187.75,No
2730,Female,1.0,No,No,15.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,118.5,1453.6,Yes
8006,Male,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,10.79,234.49,No
8276,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,4.86,71.86,Yes
1418,Female,0.0,No,No,5.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,14.91,268.96,Yes
1635,Male,0.0,Yes,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,27.2,257.55,No
3431,Female,1.0,No,No,38.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,59.59,775.29,No
3227,Female,0.0,No,No,11.0,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),19.42,401.62,No
1092,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,116.95,116.95,Yes
1873,Female,0.0,Yes,Yes,45.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.08,1139.23,No
9362,Male,1.0,No,No,4.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,18.31,216.36,No
6353,Male,0.0,Yes,Yes,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,35.62,35.62,No
9048,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),237.95,8167.35,No
6235,Female,1.0,Yes,No,65.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,211.23,6242.98,No
7199,Female,0.0,No,No,53.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,102.81,2928.41,No
7309,Female,0.0,Yes,Yes,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,42.44,194.54,No
1936,Male,0.0,No,No,39.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,126.35,4060.6,No
8290,Male,0.0,,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,9.08,9.08,Yes
2332,Female,1.0,No,No,16.0,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,44.94,1009.44,Yes
3510,Male,,No,No,3.0,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,83.26,242.06,No
7528,Male,1.0,No,No,18.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,,Credit card (automatic),194.66,1525.76,No
2534,Male,0.0,Yes,No,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,50.12,1043.52,No
4307,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),75.36,8061.46,No
1359,Male,1.0,Yes,No,25.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,245.88,2334.28,Yes
9669,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),327.36,8739.71,No
7725,Male,0.0,Yes,No,18.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),115.79,1133.64,No
4579,Female,0.0,No,No,32.0,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,13.72,911.22,No
7886,Male,1.0,No,No,57.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Two year,No,Electronic check,215.86,5747.66,No
4920,Male,1.0,Yes,No,13.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),183.47,1350.67,No
8451,Female,0.0,No,No,44.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.03,2269.98,No
5429,Female,0.0,No,No,61.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,207.69,5426.74,No
9801,Female,1.0,Yes,No,67.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,35.16,7041.71,No
6443,Female,0.0,No,No,32.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),57.74,662.14,No
9521,Female,0.0,No,No,12.0,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,164.42,943.02,No
2436,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,,One year,Yes,Credit card (automatic),138.15,7492.7,No
5529,Male,0.0,Yes,No,39.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.23,788.78,No
5490,Male,1.0,No,No,55.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),62.42,,No
6869,Male,0.0,No,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,34.36,326.21,No
5785,Female,0.0,Yes,Yes,72.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,153.2,4357.2,No
2080,Female,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,,Yes,Electronic check,174.64,1033.24,Yes
3557,Female,1.0,Yes,No,31.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,183.7,2928.5,No
4576,Male,0.0,No,No,56.0,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.8,4318.7,No
9311,Female,0.0,No,Yes,31.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),205.22,2816.07,Yes
7888,Female,1.0,No,No,56.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),60.84,4041.79,No
3183,Female,0.0,No,No,25.0,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),223.7,2140.5,No
6605,Male,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),247.33,6530.88,No
9651,Male,1.0,No,No,2.0,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),141.37,169.52,Yes
4776,Male,0.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),267.77,8002.92,No
2250,Female,0.0,Yes,Yes,35.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),105.88,1966.93,No
9198,Male,1.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,98.72,6591.92,No
8491,Female,1.0,Yes,No,65.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.15,6710.8,No
5903,Female,1.0,No,No,28.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,266.82,3313.17,Yes
4138,Female,0.0,Yes,Yes,66.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),25.09,4810.09,No
2192,Male,1.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,124.42,5723.37,No
6840,Male,0.0,No,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),5.15,6278.95,No
4663,Male,0.0,Yes,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.42,437.97,No
6384,Male,1.0,Yes,No,29.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,222.78,2558.03,No
9241,Female,0.0,No,No,1.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.68,79.68,Yes
1594,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),196.11,5291.36,No
8178,Male,1.0,Yes,Yes,61.0,,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,124.61,5994.91,No
4534,Female,0.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),70.5,8360.45,No
5204,Female,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,26.28,66.43,Yes
9446,Male,0.0,Yes,No,59.0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),167.32,4059.12,No
1311,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,32.64,32.64,Yes
2190,Male,0.0,No,No,9.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,168.5,651.35,No
8731,Male,,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.46,274.26,No
4636,Female,0.0,No,No,50.0,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,199.16,4143.76,No
2723,Male,1.0,No,No,20.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,39.33,1597.83,No
4766,Male,0.0,No,Yes,62.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,34.78,1423.38,No
8878,Female,0.0,No,No,3.0,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,58.51,168.76,No
9789,Female,0.0,Yes,No,70.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),13.76,5877.51,No
5572,Male,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,122.83,122.83,Yes
4009,Male,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,5.27,61.72,No
3728,Female,0.0,Yes,Yes,33.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,25.31,1922.26,No
9799,Female,0.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),39.43,149.28,No
1052,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),44.34,1820.29,No
9661,Female,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.62,6727.87,No
2280,Male,0.0,No,No,1.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,96.52,96.52,Yes
9117,Male,0.0,No,Yes,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,45.23,74.33,No
5920,Female,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),77.38,6666.13,No
6382,Female,0.0,No,No,24.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),68.44,649.09,No
8587,Female,0.0,No,No,6.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),163.52,723.07,Yes
9381,Female,0.0,Yes,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,42.86,415.66,No
5663,Female,1.0,No,No,23.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,,Month-to-month,Yes,Mailed check,28.32,1784.27,No
7157,Male,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,48.18,393.48,No
6545,Male,0.0,No,No,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.65,844.5,No
4861,Male,0.0,No,No,35.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),118.38,,Yes
3391,Female,1.0,No,Yes,30.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,275.95,3149.15,No
5777,Male,0.0,Yes,Yes,25.0,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,146.89,1448.69,No
4382,Male,0.0,No,No,52.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),35.44,4523.74,No
3260,Male,0.0,Yes,Yes,30.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),63.45,2551.6,No
8661,Male,0.0,Yes,No,38.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,68.71,3002.31,Yes
9914,Male,0.0,Yes,Yes,45.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),151.97,4425.82,No
1543,Male,0.0,Yes,Yes,69.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,14.04,2754.44,No
5433,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,208.26,208.26,Yes
9084,Female,0.0,Yes,No,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),30.65,1031.65,Yes
1413,,0.0,No,No,70.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),24.18,6319.88,No
1947,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,145.37,8034.02,No
9502,Female,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),146.66,6399.46,No
1665,Female,0.0,No,Yes,2.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),97.71,205.26,No
5245,Female,0.0,No,No,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,40.9,760.8,No
6512,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,,No,No,No,Month-to-month,Yes,Credit card (automatic),40.82,40.82,No
9336,Female,0.0,No,No,33.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,51.0,3588.95,No
9430,Male,0.0,No,No,45.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,34.75,944.8,Yes
9700,Female,0.0,No,No,68.0,Yes,No,DSL,Yes,Yes,Yes,,Yes,Yes,Two year,Yes,Credit card (automatic),136.99,5701.14,No
7273,Male,0.0,Yes,Yes,58.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,0.54,1089.79,No
1560,Female,0.0,Yes,No,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),156.05,5010.25,No
8246,Male,0.0,Yes,No,57.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,120.49,5982.39,No
1440,Male,0.0,No,Yes,19.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.2,377.75,No
7564,Female,0.0,Yes,No,49.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,81.01,3481.26,No
8692,Female,0.0,No,No,37.0,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),108.7,1547.35,No
3398,Female,1.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,65.51,65.51,Yes
1300,Male,0.0,No,No,14.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),1.42,713.47,No
2502,Female,0.0,Yes,No,44.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),147.67,4113.12,No
1325,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),92.72,92.72,No
2861,Male,0.0,No,No,40.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,65.92,1015.27,No
6109,Male,0.0,Yes,Yes,68.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,,Yes,Mailed check,78.3,3970.35,No
4937,Female,0.0,Yes,Yes,55.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.49,4674.34,No
7216,Female,0.0,Yes,Yes,59.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),11.27,5115.02,No
8578,Female,0.0,Yes,No,16.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),14.5,1381.0,No
3536,Female,0.0,Yes,Yes,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,35.16,286.66,No
2130,Male,0.0,No,No,44.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),30.1,2920.2,No
1554,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),34.93,8048.98,No
1535,Male,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),88.44,8377.29,No
8586,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,27.32,27.32,No
2317,Female,0.0,No,No,65.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),43.27,3904.42,No
4046,Female,0.0,No,No,2.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,31.97,116.37,Yes
9815,Male,0.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,124.43,6372.63,No
4319,Male,0.0,No,No,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.3,572.7,No
4826,Female,0.0,Yes,Yes,49.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Mailed check,269.56,5110.91,Yes
6719,Female,0.0,No,No,58.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),69.71,1564.01,No
1328,Female,0.0,Yes,Yes,54.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),80.54,3294.49,No
9744,Male,0.0,Yes,No,40.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),137.98,3747.83,Yes
6699,Male,0.0,No,No,30.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),94.11,2851.51,No
8262,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),42.68,42.68,No
3668,Male,0.0,Yes,Yes,59.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,124.06,5223.31,No
6500,Female,0.0,Yes,Yes,59.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,15.36,1523.96,No
8050,Female,1.0,No,No,5.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,62.42,214.72,Yes
9156,Male,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,0.36,1792.06,No
3962,Male,0.0,No,No,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),14.8,983.7,No
3085,Female,0.0,Yes,No,20.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),113.9,1584.45,No
4189,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,195.62,195.62,Yes
5871,Male,1.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,139.15,320.15,Yes
3834,Female,0.0,No,No,1.0,Yes,,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,185.41,185.41,Yes
4400,Female,0.0,Yes,No,68.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,135.93,6468.93,No
9974,Female,1.0,Yes,No,3.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,6.2,58.3,No
1113,Male,1.0,Yes,No,67.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),19.22,6906.02,No
1888,Male,0.0,Yes,Yes,31.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,20.08,2753.78,No
3849,Male,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,199.59,199.59,No
6497,Male,0.0,Yes,No,14.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,228.11,1330.46,No
1228,Female,0.0,Yes,Yes,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,7.57,696.72,No
1217,Female,0.0,Yes,Yes,69.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),62.46,3780.01,No
4443,Male,0.0,Yes,Yes,42.0,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),129.25,3118.15,No
6667,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,7.47,550.97,No
6683,Female,0.0,No,No,41.0,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,201.59,3010.04,No
2343,Female,1.0,Yes,No,50.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,192.8,3566.6,Yes
6907,Male,0.0,Yes,Yes,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),31.56,758.26,No
4723,Female,0.0,No,No,12.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,28.58,680.68,Yes
7500,Male,0.0,Yes,Yes,43.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),311.55,4659.1,No
1656,Female,0.0,Yes,Yes,61.0,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),59.88,2971.58,No
1134,Male,1.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,208.86,208.86,Yes
2747,Female,0.0,No,No,10.0,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,76.84,645.44,No
1038,Male,0.0,Yes,Yes,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,17.78,147.13,No
9463,Female,1.0,Yes,No,47.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,1.85,3747.35,Yes
2901,Female,0.0,Yes,Yes,44.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.35,785.0,No
8464,Male,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,172.22,379.17,Yes
2004,Male,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,22.82,112.37,No
4676,Female,0.0,Yes,Yes,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,45.44,320.84,No
9466,Male,0.0,Yes,No,70.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),93.94,5282.09,No
9779,Female,0.0,No,No,66.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,,Credit card (automatic),15.09,1673.54,No
6531,Male,0.0,,Yes,25.0,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,47.05,1391.35,No
8107,Female,1.0,No,No,39.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,110.2,4046.45,No
3068,Male,0.0,No,No,43.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,125.53,3248.93,Yes
3134,Male,1.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,188.59,488.74,No
4050,Male,0.0,No,No,1.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,55.98,55.98,Yes
3450,Female,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),38.08,757.03,Yes
1766,Female,0.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,214.69,716.14,No
5780,Female,0.0,No,Yes,31.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),6.45,575.6,No
3554,Male,1.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),345.24,8628.64,No
2812,Male,0.0,Yes,No,63.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),124.67,5417.82,No
8207,Male,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),71.79,7579.24,No
4030,Female,1.0,Yes,No,26.0,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,97.61,1634.31,No
2673,Female,0.0,Yes,Yes,54.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,,One year,Yes,Bank transfer (automatic),13.16,1330.56,No
4970,Male,0.0,No,No,12.0,Yes,No,DSL,No,No,No,No,No,,Month-to-month,Yes,Bank transfer (automatic),86.68,560.18,Yes
8433,Male,0.0,No,No,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),14.22,747.62,No
9644,Male,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.89,1362.74,No
2616,Female,1.0,No,No,32.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,151.86,2354.41,Yes
3750,Male,0.0,Yes,No,40.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,201.4,4213.2,Yes
3916,Female,0.0,No,No,16.0,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),115.57,1119.57,No
3847,Male,0.0,No,No,4.0,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,71.99,243.64,No
4115,,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,No,Electronic check,220.83,5219.93,Yes
8884,Female,0.0,Yes,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),17.37,198.77,No
7618,Female,0.0,Yes,Yes,17.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,11.33,397.13,Yes
6654,Female,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,4.9,102.7,No
2634,Male,0.0,Yes,No,66.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,23.2,6350.85,No
3760,Male,0.0,Yes,Yes,70.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),7.16,1347.36,No
5818,Male,0.0,Yes,Yes,44.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),13.04,853.89,No
4290,Female,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),35.22,97.62,No
8348,Female,0.0,Yes,No,64.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,40.4,7321.55,No
8894,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,135.73,232.98,No
9910,Female,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,53.71,387.21,No
8812,Female,0.0,Yes,No,34.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,213.96,3323.86,Yes
1892,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,146.85,146.85,No
1585,Male,0.0,No,No,3.0,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),80.45,211.7,No
5033,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.15,73.15,Yes
1185,Male,0.0,No,No,9.0,Yes,No,Fiber optic,Yes,No,No,No,,No,Month-to-month,No,Electronic check,211.53,797.48,No
5844,Female,0.0,Yes,,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.37,6922.02,No
2682,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),46.83,5369.53,No
8110,Female,0.0,Yes,Yes,36.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),13.21,1519.91,No
2360,Male,0.0,No,No,54.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Credit card (automatic),123.73,2539.08,No
4185,Male,0.0,No,Yes,1.0,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,32.5,32.5,No
7530,Female,0.0,Yes,Yes,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),62.98,1083.48,No
3520,Female,1.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,33.22,148.67,Yes
9583,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),224.06,224.06,Yes
4196,Male,0.0,No,Yes,33.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),251.7,3431.55,No
6796,Female,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),35.52,1515.97,No
4223,Male,1.0,Yes,No,34.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),24.19,2379.99,No
1725,Female,0.0,Yes,Yes,22.0,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,47.34,858.04,No
9440,Male,0.0,No,No,52.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),58.66,1144.86,No
5970,Male,0.0,Yes,No,46.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,129.43,4347.28,No
5396,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,2.35,2.35,No
8204,Male,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,163.98,881.38,No
7628,Female,0.0,No,No,19.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,215.14,1909.24,Yes
7456,Female,0.0,Yes,Yes,54.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),39.04,3840.94,No
8638,Male,0.0,No,No,4.0,Yes,No,No,,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,1.19,99.29,No
4657,Female,0.0,Yes,No,23.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),86.33,1707.03,No
3114,Female,0.0,No,No,56.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,209.95,6017.55,No
3851,Male,0.0,Yes,Yes,9.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,90.1,957.45,No
7544,Male,1.0,No,No,16.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,149.64,1344.04,Yes
2221,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,,No,No,No,No,Month-to-month,Yes,Electronic check,123.58,,Yes
7077,Male,0.0,No,No,18.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),267.12,1960.47,No
6857,Female,0.0,No,Yes,7.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,84.89,257.04,No
4686,Male,0.0,No,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),41.42,532.32,No
8722,Male,0.0,No,No,29.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),4.86,1279.61,No
4853,Male,0.0,No,No,1.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,57.61,57.61,Yes
7844,Female,0.0,No,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),292.09,8193.24,No
3650,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),241.66,6714.71,No
1011,Male,0.0,Yes,No,70.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),8.2,1422.15,No
9269,Female,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),158.01,8143.66,No
2621,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,13.21,13.21,No
3522,Female,1.0,Yes,No,11.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),279.18,1308.78,Yes
5472,Female,0.0,No,No,,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),67.69,4834.19,No
7649,Female,0.0,No,No,6.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,44.61,377.46,Yes
4852,Female,0.0,Yes,Yes,7.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.73,375.73,No
4092,Male,1.0,No,No,48.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,54.92,4700.27,No
4236,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,,No,No,No,Month-to-month,No,Mailed check,48.13,48.13,No
5549,Female,0.0,Yes,Yes,17.0,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,196.86,1338.11,No
7642,Female,1.0,No,No,2.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,26.6,75.95,Yes
5008,Male,0.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,3.21,3.21,No
5445,Male,0.0,No,No,22.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,29.22,1227.27,No
9703,Female,0.0,Yes,No,69.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),247.33,6031.33,No
9360,Female,0.0,No,No,29.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,45.67,722.52,No
8499,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),55.98,7626.53,No
7021,Male,0.0,Yes,Yes,63.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,127.32,4728.32,No
1388,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),234.53,8562.48,No
6977,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),36.07,6597.57,No
9827,Female,0.0,Yes,Yes,42.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,143.25,4346.5,No
9188,Male,0.0,No,No,21.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.79,1529.79,No
2268,Male,0.0,No,No,40.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.34,2073.14,No
1450,Male,0.0,No,Yes,1.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),39.91,39.91,No
6720,Male,0.0,,No,51.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),171.16,4216.21,No
8209,Female,0.0,No,No,13.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,81.05,681.3,No
4387,Male,1.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,61.16,419.51,Yes
3384,Female,1.0,No,No,41.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.09,4667.39,Yes
3655,Male,0.0,Yes,Yes,18.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,185.51,1713.41,No
7396,Male,1.0,Yes,No,8.0,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,53.19,381.24,No
9964,Female,1.0,No,No,25.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,187.24,2744.64,Yes
6067,Male,,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,33.75,139.0,No
7193,Female,0.0,No,No,1.0,,No,Fiber optic,Yes,,No,No,No,No,Month-to-month,No,Mailed check,115.86,115.86,Yes
9883,Male,0.0,No,No,12.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),,271.04,No
5628,Male,0.0,No,No,10.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,217.83,1171.78,Yes
9828,Male,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.18,178.43,Yes
2967,Female,1.0,No,No,3.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,125.28,207.38,Yes
1931,Female,0.0,Yes,No,24.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,,Mailed check,150.81,1643.96,No
4761,Male,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),,366.94,Yes
6746,Male,0.0,Yes,Yes,24.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),188.69,1824.84,No
7877,Male,0.0,Yes,Yes,25.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),81.74,1631.14,No
1752,Male,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,69.55,1590.95,No
9656,Female,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,263.19,6465.89,No
4147,Female,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),0.98,321.63,No
4042,Female,0.0,Yes,No,21.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,33.5,1696.75,No
9033,Female,0.0,Yes,Yes,60.0,Yes,No,,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.69,1104.69,No
6995,Male,0.0,Yes,Yes,36.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),63.99,2237.84,No
2110,Female,0.0,No,No,15.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),278.89,1606.19,Yes
9095,Male,0.0,No,Yes,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),17.08,1009.58,No
6765,Female,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,131.43,1091.18,Yes
6854,Female,0.0,No,No,49.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),142.98,3382.43,No
2789,Female,1.0,No,No,33.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),110.48,1935.68,No
5829,Male,0.0,Yes,Yes,14.0,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,64.08,936.23,Yes
6612,Male,0.0,Yes,No,44.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,211.8,3391.3,No
5190,Female,1.0,No,No,6.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,200.61,679.06,No
6501,Male,0.0,Yes,No,63.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),53.93,1268.78,No
9721,Male,0.0,Yes,Yes,17.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,65.74,1385.74,Yes
3483,Male,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),0.98,6761.18,No
7177,Female,1.0,No,No,49.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),15.86,4440.86,Yes
3511,Male,0.0,No,No,21.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,116.97,2228.12,No
4512,Male,0.0,No,No,52.0,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),24.29,3303.49,No
8047,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),144.0,5098.4,No
9786,Female,0.0,No,No,5.0,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,103.34,274.59,Yes
2638,Female,0.0,Yes,No,6.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,183.02,604.52,No
2880,Male,0.0,No,No,31.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,228.06,3270.31,No
5291,Male,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),160.61,4088.91,No
2211,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.58,6675.28,No
5197,Female,1.0,No,No,34.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,42.23,1751.93,No
9564,Male,0.0,Yes,Yes,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,22.83,920.08,No
5436,Female,0.0,Yes,,18.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,41.14,899.59,No
6710,Male,0.0,Yes,Yes,8.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),2.64,327.14,No
7103,Female,0.0,No,No,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,560.1,No
1818,Female,0.0,No,No,54.0,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),127.68,2453.28,No
4932,Male,0.0,Yes,No,,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),12.89,2424.54,Yes
1173,Female,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),,431.17,Yes
4914,Female,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),44.78,1488.68,No
2468,Male,0.0,No,No,21.0,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),73.85,1432.9,No
4220,Male,0.0,No,No,31.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.4,636.5,No
4407,Female,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),53.03,1359.53,No
4441,Male,0.0,Yes,No,56.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),29.38,1136.18,No
9643,Female,1.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,207.39,207.39,Yes
2227,Female,0.0,No,No,26.0,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Mailed check,92.18,1589.33,No
6817,Female,0.0,No,No,29.0,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.18,1996.83,Yes
2583,Male,0.0,No,No,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.7,406.15,No
4027,Male,0.0,No,Yes,66.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,33.48,1370.03,No
7338,Male,0.0,Yes,Yes,56.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),33.83,1411.93,No
9109,Female,0.0,Yes,Yes,32.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),156.22,1959.47,No
6557,Female,0.0,Yes,Yes,3.0,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),64.77,174.67,No
2943,Male,0.0,Yes,Yes,62.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),262.36,5584.91,No
8890,Female,0.0,No,No,6.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),26.12,263.37,Yes
8726,Female,0.0,No,Yes,9.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,9.25,587.75,Yes
2121,Male,0.0,Yes,No,66.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),196.79,4559.14,No
7856,Female,0.0,Yes,Yes,62.0,Yes,Yes,,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),197.15,6734.35,No
6186,Female,0.0,Yes,Yes,58.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,39.89,4379.84,No
9527,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),262.72,7505.17,No
5794,Female,1.0,No,No,33.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,258.98,3803.98,Yes
3693,Female,0.0,Yes,Yes,10.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),12.87,212.32,No
5588,Female,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),17.25,1850.0,No
7169,Male,0.0,Yes,Yes,53.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,20.79,4551.19,No
9753,Male,1.0,Yes,No,29.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,67.53,2716.83,Yes
4786,Female,1.0,Yes,No,60.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,11.44,5216.59,No
6637,Male,0.0,Yes,No,30.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),245.31,3017.71,Yes
2726,Male,0.0,Yes,No,10.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,165.69,833.59,Yes
3784,,0.0,Yes,Yes,23.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,57.72,644.07,No
1008,Female,0.0,Yes,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,11.59,86.34,No
2852,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,20.81,85.11,Yes
3815,Male,1.0,No,No,70.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),33.71,3001.31,No
1457,Male,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.82,252.07,No
6416,Male,0.0,Yes,No,38.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,251.0,4568.9,No
1005,Male,0.0,No,No,19.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),129.52,950.37,No
3136,Female,0.0,Yes,No,16.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.67,1524.42,Yes
4376,Male,0.0,Yes,No,64.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),97.64,5700.84,No
1769,Female,0.0,No,No,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),41.45,1071.2,No
9949,Male,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.39,105.49,No
5518,Female,0.0,Yes,No,24.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,157.22,2006.27,No
2930,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,16.68,16.68,Yes
5158,Female,0.0,No,No,4.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,31.65,185.65,No
1660,Female,0.0,No,No,38.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,39.76,929.91,No
9343,Female,0.0,No,No,56.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),145.94,5957.44,No
6475,Female,0.0,No,No,18.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.99,391.04,No
7056,Female,0.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,,Month-to-month,No,Electronic check,84.9,123.15,No
2411,Female,0.0,Yes,Yes,56.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,227.37,6070.77,No
7088,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,39.86,39.86,No
8745,Male,0.0,No,No,8.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,94.47,487.72,Yes
1623,Female,0.0,Yes,Yes,70.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),53.02,6538.17,Yes
3488,Female,0.0,Yes,No,71.0,No,No phone service,,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),30.07,4652.42,No
7898,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,57.95,57.95,No
4296,Male,0.0,Yes,Yes,7.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,71.18,362.73,Yes
7981,Male,0.0,Yes,Yes,7.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),107.91,552.31,No
1631,Male,1.0,Yes,Yes,11.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.52,784.62,No
9229,Female,0.0,Yes,Yes,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,32.08,202.83,No
7829,Male,0.0,No,Yes,15.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,48.45,347.8,No
8943,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,50.91,50.91,Yes
1067,Male,0.0,Yes,No,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.75,980.2,No
6320,Male,1.0,Yes,No,13.0,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.33,1124.63,Yes
3491,Male,0.0,No,,9.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,87.62,461.02,Yes
8790,Male,0.0,Yes,Yes,13.0,Yes,,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),22.91,342.01,No
8336,Male,1.0,Yes,No,37.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),159.36,2662.56,No
2351,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),27.41,27.41,No
3561,Male,0.0,Yes,Yes,27.0,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),39.76,1240.31,No
5837,Female,1.0,No,No,23.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),112.91,1681.06,No
4370,Male,0.0,Yes,Yes,63.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,56.69,1282.74,No
6733,Male,0.0,Yes,Yes,66.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),10.05,1698.9,No
1047,Female,0.0,Yes,Yes,70.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),57.25,1718.45,No
3595,Female,0.0,Yes,Yes,50.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),166.38,4246.63,No
8768,Female,0.0,No,Yes,16.0,Yes,No,Fiber optic,No,No,No,No,Yes,,Month-to-month,Yes,Electronic check,119.88,1351.03,Yes
1827,Female,0.0,Yes,Yes,,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,140.26,567.86,No
3946,Female,0.0,No,No,41.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,30.73,817.93,No
4552,Female,0.0,Yes,No,43.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),57.24,3545.29,No
6937,Male,0.0,Yes,Yes,29.0,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,171.82,1945.77,No
2340,Female,0.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),125.16,6165.56,No
2040,Male,0.0,No,No,17.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),60.42,418.12,No
2552,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,199.51,806.71,No
2879,Male,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,95.73,95.73,Yes
3154,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,,199.57,199.57,Yes
8594,Male,0.0,No,Yes,63.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),36.11,2584.46,No
2584,Female,0.0,No,No,39.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.02,767.77,No
2382,Male,0.0,No,No,37.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,231.74,3509.84,No
1997,Female,0.0,Yes,No,17.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,118.9,1606.0,No
1564,Female,0.0,No,No,38.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,,18.26,739.71,No
2745,Female,1.0,No,No,2.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,20.02,37.52,Yes
7353,Female,0.0,No,Yes,70.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Electronic check,109.34,4934.84,No
4166,Male,0.0,No,No,1.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,20.33,20.33,No
9125,Male,0.0,No,No,16.0,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),125.57,1266.27,No
7520,Male,1.0,Yes,No,39.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,37.02,4216.17,Yes
1648,Male,0.0,Yes,Yes,70.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,73.69,1763.49,No
2948,Male,1.0,Yes,No,57.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.8,2634.9,Yes
9528,Male,0.0,No,No,20.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,,Month-to-month,Yes,Credit card (automatic),25.84,1716.49,No
6357,Male,0.0,No,No,11.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,186.82,905.07,Yes
5432,Male,0.0,No,No,31.0,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.5,2161.6,No
7302,Male,1.0,No,No,25.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,260.91,2810.21,Yes
9050,Male,0.0,Yes,Yes,24.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.26,444.76,No
4992,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,54.9,54.9,No
2345,Male,1.0,Yes,No,46.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,214.5,4680.55,No
6306,Male,1.0,Yes,No,1.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.39,43.39,Yes
8252,Male,0.0,No,No,48.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,99.39,4449.29,No
9177,Female,0.0,Yes,No,49.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),175.24,5242.94,No
7868,Female,0.0,No,No,2.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),86.15,128.2,Yes
8313,Male,0.0,Yes,No,70.0,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),109.5,3693.6,No
5251,Male,0.0,No,No,24.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,217.42,1998.67,Yes
2714,Female,0.0,Yes,Yes,1.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,69.03,69.03,Yes
2012,Male,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.87,301.67,Yes
6381,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,111.33,111.33,Yes
8918,Male,0.0,Yes,Yes,69.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),145.63,6722.13,No
1006,Female,1.0,Yes,Yes,28.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.88,1028.63,No
2154,Female,0.0,No,No,12.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),68.19,937.39,Yes
4468,Male,0.0,No,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),57.6,1471.85,No
8012,Male,0.0,No,No,49.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),283.71,5345.16,No
9100,Female,0.0,Yes,Yes,9.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),10.05,679.35,Yes
6805,Female,0.0,Yes,Yes,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,11.82,212.47,No
8953,Male,0.0,Yes,Yes,35.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.27,3166.22,No
7681,Female,0.0,Yes,No,16.0,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,8.23,768.48,Yes
9879,Male,0.0,Yes,No,72.0,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),212.46,5886.36,No
1097,Male,0.0,Yes,No,53.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),144.23,4222.78,No
4472,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,88.69,88.69,Yes
8904,Male,1.0,Yes,No,13.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.58,854.23,No
8237,Female,0.0,Yes,Yes,65.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),203.95,6076.35,No
8365,Female,0.0,Yes,No,4.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,8.46,83.26,No
1979,Male,1.0,Yes,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,60.26,513.76,Yes
8997,Male,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,13.42,109.27,Yes
8941,Female,0.0,No,Yes,9.0,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),,570.98,No
2596,Male,1.0,Yes,No,30.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),119.91,1597.01,Yes
8468,Male,0.0,No,No,40.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),108.58,2558.08,No
4550,Female,1.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,201.38,282.43,No
6741,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,,Yes,No,No,No,Month-to-month,Yes,Mailed check,92.3,255.65,No
5977,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,116.76,116.76,Yes
7044,Female,0.0,Yes,Yes,47.0,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),160.27,3103.72,No
4909,Male,0.0,Yes,Yes,13.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.05,892.4,Yes
4306,Female,0.0,Yes,Yes,8.0,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,68.76,564.56,No
8828,Male,0.0,Yes,Yes,18.0,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,133.09,1066.49,Yes
3379,Male,0.0,No,No,9.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),127.13,635.83,No
5740,Female,0.0,Yes,Yes,30.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),52.65,1909.85,No
2358,Male,0.0,Yes,No,40.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),159.45,4232.1,No
1907,Male,0.0,Yes,Yes,70.0,Yes,Yes,DSL,No,Yes,,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),33.22,5879.02,No
4588,Male,0.0,No,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,10.43,10.43,No
8789,Male,0.0,Yes,Yes,41.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),50.24,2999.24,No
5834,Female,1.0,No,No,7.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,56.97,349.12,No
3408,Male,0.0,Yes,Yes,56.0,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),76.71,2012.11,No
3480,Female,0.0,Yes,Yes,17.0,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,92.5,1101.25,No
1434,Male,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,51.15,1385.2,No
3779,Female,0.0,Yes,No,24.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,22.93,459.63,No
5441,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),176.77,6149.32,No
1787,Male,0.0,No,No,19.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),187.25,1633.7,Yes
3537,Male,0.0,No,No,17.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,260.05,1791.85,Yes
5273,Female,0.0,Yes,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,81.25,278.9,Yes
3204,Male,0.0,Yes,No,68.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),58.9,1761.85,No
7633,Female,0.0,No,Yes,44.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,11.31,859.51,No
3239,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),60.29,7688.04,No
3501,Male,1.0,Yes,No,71.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),72.33,6683.98,No
7974,Male,1.0,Yes,No,27.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.32,1844.77,Yes
3989,Male,0.0,Yes,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,27.91,427.66,No
8754,Female,0.0,Yes,No,49.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),1.52,901.22,No
1839,Male,0.0,,No,8.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),62.48,223.53,No
8069,Female,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,39.75,1874.05,No
8769,Female,0.0,Yes,No,20.0,Yes,Yes,Fiber optic,,No,No,No,No,No,Month-to-month,No,Electronic check,170.09,1680.04,Yes
5405,Male,1.0,Yes,No,16.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.05,1175.0,Yes
5024,Female,0.0,Yes,No,49.0,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),68.35,2098.45,No
6695,Female,0.0,No,No,4.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,89.3,240.95,Yes
7145,Male,0.0,Yes,Yes,35.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),133.54,2554.54,No
4101,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,139.21,312.91,Yes
7312,Male,0.0,Yes,Yes,63.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),135.87,4951.92,No
7175,Male,0.0,No,No,49.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,82.78,4904.63,No
2252,Female,0.0,No,No,6.0,Yes,No,DSL,Yes,No,,No,No,No,Month-to-month,Yes,Electronic check,94.35,359.5,No
4184,Female,0.0,No,No,32.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,5.96,1691.36,No
8576,Male,0.0,No,No,4.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,34.08,193.28,No
4621,Male,0.0,Yes,No,51.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),112.02,4636.22,No
5153,Male,1.0,No,No,32.0,,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),122.01,2660.16,No
2150,Male,0.0,Yes,Yes,6.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.66,146.56,No
9209,Female,0.0,No,No,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,,11.81,608.81,No
3771,Male,,No,Yes,28.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),105.74,2099.39,Yes
8243,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.12,107.12,Yes
8478,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,25.77,199.22,No
2748,Female,0.0,Yes,Yes,5.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,8.96,109.41,No
9952,Male,0.0,No,No,68.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,37.45,1670.3,No
4577,Male,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,223.2,,Yes
2286,Male,1.0,Yes,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.25,860.25,Yes
5867,Male,0.0,Yes,Yes,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,7.72,275.77,Yes
7548,Female,0.0,No,No,39.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,,Yes,Electronic check,58.92,3180.02,Yes
5978,Female,0.0,Yes,Yes,58.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,33.01,1172.01,No
3958,Female,0.0,Yes,No,56.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,76.75,5102.8,No
4683,Female,0.0,Yes,No,52.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),112.62,5148.02,No
3137,Female,1.0,No,No,13.0,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.07,706.57,No
3597,Female,0.0,Yes,No,69.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),46.77,7192.27,No
3399,Male,0.0,Yes,Yes,69.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,,168.35,7076.5,Yes
4740,Female,0.0,Yes,Yes,35.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),61.22,985.62,No
4544,Male,0.0,Yes,Yes,69.0,Yes,Yes,,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),44.38,6459.88,No
7895,Male,1.0,No,No,30.0,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,200.68,2237.23,No
9005,Male,0.0,No,No,59.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,12.99,1093.24,Yes
3753,Female,0.0,Yes,No,68.0,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),227.01,5663.21,No
2276,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),4.79,4.79,Yes
8514,Male,0.0,No,No,56.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,215.16,5051.16,No
8869,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,183.83,410.53,No
1482,Male,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,98.29,342.69,Yes
3794,Male,0.0,Yes,No,71.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,10.22,6053.12,No
8650,Male,0.0,Yes,No,6.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,17.24,163.14,No
1628,Male,0.0,No,No,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,39.38,530.33,No
8327,Female,1.0,No,No,4.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),184.72,527.77,Yes
3818,Male,0.0,No,No,15.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,,Month-to-month,No,Electronic check,145.73,1501.13,No
6670,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),252.99,6484.04,No
9026,Male,0.0,No,No,13.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),42.73,594.18,Yes
7242,Female,0.0,Yes,Yes,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,57.35,120.3,No
8245,Female,0.0,Yes,No,70.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),144.63,4126.13,No
5267,Male,0.0,Yes,Yes,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,17.63,239.58,No
6540,Male,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,99.74,6598.09,No
3107,Female,0.0,No,No,9.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,84.62,455.92,Yes
5038,Male,0.0,Yes,No,63.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),85.76,6316.46,No
4612,Male,0.0,No,No,67.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),263.8,6078.15,No
2275,Male,0.0,Yes,Yes,11.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),161.89,950.89,Yes
2770,Male,1.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,147.24,853.54,Yes
2366,Male,0.0,Yes,Yes,12.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,93.32,665.67,No
4156,Male,0.0,No,No,50.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,12.69,1726.19,No
4008,Male,0.0,Yes,Yes,68.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),60.17,4373.32,No
5579,Male,0.0,Yes,Yes,28.0,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,71.78,1809.53,No
4447,Female,0.0,Yes,Yes,70.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),30.15,1389.1,No
1166,Male,0.0,Yes,No,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,13.54,5518.84,No
2384,Female,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,212.78,547.78,No
6570,Female,0.0,No,Yes,12.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,142.41,1312.76,No
2635,Male,0.0,Yes,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,29.8,123.85,No
6201,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,66.84,66.84,Yes
8716,Male,0.0,Yes,Yes,67.0,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Two year,No,Credit card (automatic),70.73,3301.48,No
7833,Male,0.0,Yes,No,64.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,227.25,6999.6,No
2564,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.09,8427.74,No
8813,Female,0.0,No,No,37.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,41.47,805.87,No
5800,Female,0.0,Yes,Yes,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.71,1348.51,No
2347,Male,0.0,No,No,23.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,129.32,2495.37,Yes
3874,Female,0.0,Yes,No,30.0,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),188.68,2317.33,No
1069,Male,0.0,No,No,37.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),190.88,3864.38,No
4124,Male,0.0,No,No,53.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),38.17,1316.02,No
9484,Female,1.0,No,No,10.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,47.79,309.54,Yes
8212,Male,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),52.39,1886.74,No
5909,Female,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.41,40.41,Yes
9410,Male,0.0,No,No,41.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),67.84,1039.04,No
4714,Female,0.0,Yes,No,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.16,946.41,No
8978,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,69.75,154.7,Yes
7153,Female,0.0,No,No,11.0,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),85.07,717.42,No
8074,Female,0.0,No,No,2.0,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,12.82,69.47,No
6853,Female,0.0,Yes,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),9.0,319.35,No
2784,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,10.44,10.44,Yes
6151,Male,0.0,Yes,Yes,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,13.31,78.31,No
5318,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,107.81,107.81,Yes
3030,Female,0.0,No,Yes,40.0,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),3.59,2399.84,No
4989,Female,0.0,Yes,Yes,23.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),16.33,505.48,No
1587,Male,0.0,Yes,Yes,56.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),121.02,4306.37,No
9746,Male,0.0,Yes,Yes,11.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,145.03,904.88,Yes
3433,Male,0.0,Yes,Yes,54.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),14.93,1085.13,No
1078,Male,,No,No,16.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),81.79,1268.69,No
6897,Male,0.0,Yes,No,67.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),105.51,6737.76,No
1920,Female,0.0,No,No,6.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),44.59,301.24,No
9247,Female,0.0,No,No,29.0,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,156.91,2002.96,No
1456,Female,0.0,No,No,23.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),150.59,2230.34,Yes
1634,Male,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),42.16,4724.01,No
2792,Female,0.0,No,No,35.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.37,813.72,No
2779,Male,0.0,No,No,3.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,56.94,108.69,No
3359,Female,0.0,No,No,34.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.38,2523.88,Yes
1971,Male,0.0,No,No,30.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,72.97,2738.07,Yes
3871,Female,0.0,Yes,No,9.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,8.75,698.1,No
1754,Female,0.0,No,No,44.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),28.82,3913.87,No
1050,Female,0.0,Yes,Yes,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),47.24,900.39,No
7054,Male,0.0,Yes,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),4.99,479.19,No
4762,Female,0.0,Yes,Yes,30.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,,Two year,Yes,Mailed check,58.5,822.95,No
5891,Female,0.0,No,No,68.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,28.87,2709.17,No
5310,Male,0.0,Yes,No,24.0,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,195.6,2316.55,No
4850,Male,0.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,78.55,122.7,Yes
8667,Female,0.0,No,No,2.0,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,26.15,81.3,No
7332,Female,0.0,Yes,No,63.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),89.08,4972.98,No
5971,Male,0.0,Yes,Yes,32.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),17.02,672.12,No
3730,Male,0.0,No,No,20.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.3,2189.8,No
7420,Male,0.0,Yes,Yes,57.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,125.29,3575.09,No
7141,Female,0.0,Yes,No,35.0,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),0.99,2154.29,No
2925,Male,0.0,No,No,33.0,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,79.56,1349.46,No
1404,Male,,Yes,Yes,29.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,33.43,1937.48,Yes
9382,Male,0.0,No,No,46.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,72.17,1789.27,No
2354,Male,0.0,Yes,No,45.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,33.62,3663.02,No
1984,Female,1.0,No,No,43.0,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),43.51,1510.31,No
9791,Male,0.0,Yes,Yes,19.0,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),117.45,1024.1,No
3383,Female,0.0,Yes,No,15.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.54,714.59,No
1964,Male,0.0,Yes,Yes,51.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),17.68,1084.88,No
3872,Female,0.0,No,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,5.62,547.17,No
1031,Female,0.0,Yes,Yes,18.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),4.74,451.44,No
3077,Female,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),241.1,6445.3,No
2392,Male,0.0,,No,43.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),56.88,1140.48,No
5930,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,30.09,30.09,Yes
8259,Male,0.0,No,No,51.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,107.25,4492.9,No
9275,,0.0,No,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,39.24,435.44,No
4409,Female,1.0,No,No,50.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,123.56,4153.86,No
4338,Female,,Yes,Yes,69.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.63,7392.58,Yes
3681,Male,0.0,No,Yes,13.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,82.56,697.91,No
3865,Male,1.0,Yes,No,40.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),82.7,4101.35,No
5226,Male,1.0,No,No,52.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),145.75,3902.55,No
6052,Male,0.0,Yes,No,1.0,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,7.8,7.8,No
7778,Female,0.0,,Yes,14.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),241.77,1409.87,Yes
7865,Female,0.0,Yes,Yes,3.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,57.26,121.31,Yes
8793,Male,1.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,,Yes,Month-to-month,Yes,Credit card (automatic),216.96,7659.96,Yes
7399,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.05,40.05,Yes
8118,Female,0.0,Yes,No,16.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,120.12,1413.42,Yes
7482,Female,0.0,Yes,Yes,52.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),27.59,1020.39,No
5102,Female,0.0,Yes,Yes,16.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,216.08,1985.68,No
3639,Male,0.0,Yes,No,63.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),218.62,5172.87,No
7200,Female,0.0,Yes,No,19.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,108.31,1585.86,No
4501,Female,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,152.55,545.5,Yes
5965,Male,0.0,Yes,No,16.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,5.68,1119.68,No
9255,Female,0.0,Yes,No,25.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),182.25,2643.8,Yes
3074,Female,0.0,Yes,Yes,56.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),161.08,5040.18,No
4670,Female,1.0,Yes,No,60.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),160.28,6088.78,No
2463,Female,0.0,No,Yes,17.0,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,44.21,1072.61,Yes
7732,Female,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),142.53,8195.68,No
3224,Female,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),89.93,6538.53,No
2425,Male,1.0,No,No,14.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),258.52,1434.17,Yes
5029,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,98.71,98.71,Yes
4313,Male,0.0,Yes,No,24.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,144.7,1406.45,No
1800,Male,0.0,No,Yes,1.0,Yes,No,,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,4.25,4.25,Yes
3171,Male,0.0,Yes,No,67.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,69.59,6344.64,No
5775,Female,0.0,Yes,Yes,63.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,95.02,4045.67,No
2118,Male,0.0,No,No,53.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),81.61,3072.46,No
2969,Male,0.0,No,No,8.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,3.8,722.5,Yes
9923,Male,1.0,No,No,8.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),209.28,702.03,No
8042,Female,0.0,Yes,No,1.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,2.5,2.5,No
5232,Female,0.0,Yes,No,71.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.32,4359.27,No
9268,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),63.83,1764.83,No
4021,Male,0.0,Yes,Yes,38.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),296.89,4152.44,No
2727,Female,0.0,Yes,Yes,5.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,5.44,280.69,No
5258,Female,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,42.99,42.99,No
5000,Male,0.0,No,No,10.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,9.65,363.7,No
5922,Female,0.0,No,No,61.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),34.6,2687.45,No
7575,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,No,Yes,No,,No,Credit card (automatic),125.74,261.04,Yes
3998,Female,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.57,2902.37,Yes
9747,Female,0.0,No,Yes,1.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.87,74.87,Yes
3230,Male,0.0,Yes,No,20.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,165.16,1375.46,No
8680,Male,0.0,Yes,Yes,47.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),303.64,5315.24,Yes
3453,Male,1.0,No,No,23.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),33.99,767.79,No
7152,Female,0.0,Yes,Yes,64.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),179.99,7066.99,No
5513,Male,1.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,296.67,6870.57,No
1007,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,62.1,62.1,Yes
6806,Male,0.0,No,Yes,68.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),239.39,6035.64,No
6692,Male,0.0,Yes,Yes,70.0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),109.72,5629.72,No
6463,Female,0.0,No,No,66.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),250.46,6161.66,No
8297,Female,0.0,No,No,63.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),5.72,4920.77,No
9121,Female,0.0,Yes,Yes,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),39.08,414.98,No
8649,Male,0.0,No,No,24.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),103.83,1484.13,No
8901,Female,0.0,Yes,Yes,12.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),15.02,264.47,No
1297,Male,0.0,Yes,Yes,54.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),18.99,3520.04,No
3682,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,205.63,205.63,No
7320,Female,0.0,Yes,No,70.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),15.04,3335.39,No
7144,Male,0.0,No,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),111.79,6249.94,No
7442,Male,0.0,Yes,No,34.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),2.59,661.54,No
5612,Male,0.0,No,No,8.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),30.51,413.81,No
4789,Male,0.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),8.59,4607.44,No
8169,Female,0.0,Yes,Yes,49.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,11.56,1197.96,No
1728,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.21,48.21,Yes
6890,Male,0.0,Yes,Yes,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,54.86,446.41,No
6542,Male,0.0,No,Yes,35.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,102.2,3047.65,Yes
7062,Male,0.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),0.42,110.77,No
9565,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes
9243,Female,0.0,Yes,Yes,37.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,212.38,3464.13,No
3948,Female,0.0,Yes,No,55.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,102.95,3158.2,No
7817,Male,0.0,No,No,10.0,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,59.21,866.71,No
4080,Female,0.0,No,No,30.0,No,No phone service,DSL,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),34.88,1181.58,No
4617,Male,1.0,Yes,No,24.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,127.09,1820.49,Yes
4764,Female,0.0,Yes,No,58.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),73.06,6108.16,Yes
8395,Male,0.0,No,No,8.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),187.34,670.04,No
2645,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,49.77,66.32,No
1589,Female,0.0,Yes,No,,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,199.7,5189.05,No
5966,Male,0.0,No,No,4.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,32.12,210.57,No
8842,Male,0.0,No,No,19.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,173.54,1586.24,Yes
1740,Female,0.0,No,No,11.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,69.34,396.69,No
2423,Male,1.0,No,No,8.0,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,35.57,228.07,Yes
3181,Female,0.0,Yes,Yes,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,57.56,455.06,No
6255,Female,0.0,Yes,No,34.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,12.08,767.58,No
6625,Female,0.0,No,No,38.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),176.57,2632.82,No
4292,Female,0.0,Yes,Yes,37.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),54.9,892.65,No
1693,Female,0.0,No,No,53.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,66.05,4896.45,No
6001,Female,0.0,No,No,36.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,11.75,1859.9,No
7423,Male,0.0,No,No,41.0,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,52.89,2519.69,No
4521,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,27.04,58.79,No
8897,Male,0.0,Yes,No,17.0,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,80.13,638.48,No
1034,Male,0.0,No,No,14.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.43,1349.98,No
9563,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,142.4,142.4,Yes
3460,Male,1.0,Yes,No,8.0,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),3.91,494.96,No
3465,Female,0.0,No,No,15.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,125.84,1603.49,Yes
7001,Female,0.0,Yes,No,52.0,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Mailed check,26.53,3372.83,No
3284,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,35.45,35.45,Yes
1271,Male,0.0,Yes,Yes,14.0,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,33.46,908.91,No
1932,Male,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,,No,Yes,No,Month-to-month,Yes,Electronic check,109.71,109.71,Yes
4793,Female,0.0,No,No,16.0,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),167.99,1146.14,Yes
7560,Male,0.0,Yes,Yes,16.0,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,104.94,906.89,No
2869,Female,0.0,Yes,Yes,41.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),36.29,789.39,No
7252,Female,0.0,Yes,No,53.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),189.38,5853.03,Yes
9636,Male,0.0,Yes,No,9.0,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,46.94,541.29,No
3875,Female,0.0,Yes,No,21.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),204.43,2300.28,Yes
2671,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),41.44,41.44,Yes
1221,Male,0.0,Yes,No,40.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,,1677.68,Yes
1015,Female,0.0,No,No,63.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),216.09,6371.64,No
2407,Female,0.0,No,No,48.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,,173.41,3870.91,No
9000,Female,0.0,Yes,No,42.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),46.68,3533.93,No
5616,Female,1.0,Yes,No,26.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),278.16,2690.76,No
7489,Female,0.0,Yes,Yes,70.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),54.43,7810.43,No
5211,Male,0.0,Yes,Yes,30.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,172.79,2105.39,No
7381,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,139.61,139.61,Yes
2133,Male,0.0,Yes,Yes,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,37.11,871.76,No
8824,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,22.71,49.71,No
8189,Male,0.0,No,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,1.22,1.22,Yes
4274,Male,0.0,,Yes,30.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),23.72,1557.97,No
4546,Female,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,41.22,98.37,Yes
2721,Female,0.0,Yes,No,58.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),119.86,6404.41,No
7255,Male,0.0,Yes,Yes,68.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),43.16,1637.96,No
9574,Female,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,35.92,236.57,No
8724,Male,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),8.91,5661.51,No
8916,Female,0.0,Yes,No,47.0,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),99.53,2764.33,No
3459,Female,0.0,Yes,Yes,68.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),37.45,1310.75,No
7463,Female,0.0,Yes,Yes,64.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,61.79,1596.89,No
3969,Male,0.0,,No,67.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),139.61,3411.61,No
8337,Male,0.0,Yes,Yes,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,28.81,408.76,No
4704,Female,0.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,152.77,152.77,Yes
8231,Female,0.0,Yes,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,43.52,423.92,No
9678,Male,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,200.52,200.52,No
1622,Male,0.0,Yes,Yes,50.0,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Bank transfer (automatic),95.87,2655.07,No
7960,Male,1.0,Yes,No,49.0,Yes,No,DSL,No,Yes,No,No,No,No,Two year,No,Mailed check,119.44,2468.04,No
8917,Female,0.0,Yes,No,36.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),146.76,3875.11,No
1813,Male,0.0,No,No,55.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,145.0,5332.15,Yes
9873,Female,0.0,No,No,34.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,2.5,655.35,No
6543,Female,0.0,Yes,No,49.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,167.59,5093.19,No
5063,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),301.62,7526.17,No
6453,Female,0.0,No,No,51.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),300.8,5874.25,No
6303,Male,0.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,Yes,No,No,,Yes,Month-to-month,Yes,Credit card (automatic),65.77,3112.82,No
1140,Female,0.0,Yes,No,66.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),105.8,4409.15,No
6956,Female,0.0,No,No,3.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,120.46,230.31,Yes
8352,Female,1.0,Yes,No,28.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,8.03,716.93,No
4134,Male,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),250.71,6758.61,No
2550,Female,1.0,No,No,3.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,2.81,128.46,Yes
1688,Female,0.0,No,No,62.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,151.28,5815.03,No
7316,Male,0.0,Yes,Yes,52.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,44.49,1248.79,No
2720,Male,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,149.43,594.73,No
3309,Female,0.0,No,No,41.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,55.06,992.46,No
3335,Male,0.0,No,No,42.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,115.48,4314.93,No
9207,Female,0.0,No,No,21.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,117.07,1541.62,No
8282,Male,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,36.93,36.93,Yes
1027,Male,0.0,Yes,No,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,50.56,865.81,No
6450,Male,0.0,No,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),155.06,6695.81,No
3602,Female,0.0,Yes,No,63.0,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),96.08,4802.53,No
7043,Female,0.0,Yes,Yes,9.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Mailed check,0.6,598.65,Yes
5670,Female,1.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,256.14,358.04,Yes
5576,Male,0.0,Yes,,42.0,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),36.5,1622.4,No
3915,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,,Electronic check,64.22,64.22,Yes
5517,Female,0.0,No,No,5.0,Yes,No,Fiber optic,No,Yes,No,,No,Yes,Month-to-month,Yes,Electronic check,242.24,614.59,Yes
1945,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),88.6,6728.95,No
6686,Male,0.0,Yes,No,24.0,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,68.97,727.87,No
2469,Male,0.0,No,No,10.0,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),166.72,888.82,Yes
3776,Female,0.0,Yes,Yes,51.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),121.78,4061.18,No
2503,Male,0.0,No,No,54.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,121.84,4521.49,No
7382,Female,0.0,No,Yes,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.38,446.98,No
8263,Male,0.0,Yes,No,51.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,154.25,4872.35,Yes
9698,Female,0.0,No,No,51.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),92.2,2964.3,No
9635,Male,0.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),49.57,627.72,Yes
3850,Female,0.0,No,No,20.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),109.77,1891.52,No
8631,Female,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),40.44,1725.09,No
1337,Male,1.0,No,No,30.0,,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),114.77,2620.12,No
5941,Male,0.0,No,Yes,43.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,27.45,1899.85,No
4247,Male,0.0,No,Yes,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,38.44,38.44,Yes
6215,Female,0.0,No,No,63.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.63,6780.48,No
9111,Female,0.0,No,Yes,17.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),170.9,1635.05,No
4047,Female,0.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,218.92,893.97,Yes
1059,Female,0.0,No,No,15.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),20.52,1067.32,No
9722,Male,0.0,No,No,30.0,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Electronic check,72.8,2047.15,No
5224,Male,0.0,No,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),58.71,601.21,No
7781,Female,0.0,Yes,Yes,62.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,4.21,6187.36,Yes
2712,Male,0.0,Yes,Yes,65.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.94,6686.89,No
5112,Female,1.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,53.77,53.77,Yes
5973,Male,1.0,No,No,24.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),91.95,1754.55,No
6748,Female,0.0,No,No,16.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),112.11,1249.86,No
9399,Male,0.0,Yes,No,37.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),53.78,731.08,No
9427,Male,0.0,No,No,39.0,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,59.28,1513.18,No
7016,Male,0.0,Yes,No,31.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),249.96,3089.16,No
9057,Female,0.0,No,Yes,34.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),134.43,2406.08,No
7577,Male,1.0,Yes,No,27.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,208.47,2623.12,Yes
5156,Female,1.0,Yes,No,67.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),274.29,7204.49,No
9350,Female,0.0,No,No,29.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,43.22,938.22,No
6458,Male,0.0,No,No,12.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,14.87,1103.17,No
4543,Male,0.0,No,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,4.54,514.94,No
8928,Female,0.0,No,No,13.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,199.72,1146.72,No
1985,Male,0.0,No,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),27.31,1422.81,No
4246,Male,0.0,Yes,No,67.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,201.38,7138.13,Yes
7903,Female,0.0,No,No,18.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,21.43,1490.13,Yes
5331,Female,1.0,Yes,No,60.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.05,6913.9,No
9979,Female,0.0,No,No,46.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),157.07,2562.87,Yes
6797,Female,0.0,Yes,No,41.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),236.49,4294.09,No
2470,Female,0.0,Yes,Yes,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,51.6,297.35,No
1642,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,114.72,278.27,Yes
4893,Female,0.0,No,Yes,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),30.77,67.62,No
2670,Male,0.0,No,No,62.0,No,No phone service,DSL,Yes,Yes,Yes,,No,No,Two year,Yes,Bank transfer (automatic),84.41,2659.01,No
8658,Female,0.0,No,No,52.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),205.22,4008.87,No
2909,Male,0.0,Yes,No,3.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,96.37,162.37,No
7777,Female,0.0,Yes,Yes,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,7.84,727.34,No
3971,Female,0.0,Yes,No,62.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,25.8,4930.7,No
4680,Female,0.0,Yes,No,56.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),221.42,5038.62,No
4280,Male,0.0,Yes,Yes,49.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,167.68,4940.33,Yes
9894,Female,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),118.89,6794.59,No
6845,Female,0.0,Yes,No,27.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),171.05,2538.6,No
1335,Female,0.0,Yes,Yes,30.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),77.29,2365.79,No
2697,Female,1.0,No,No,43.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,18.23,3766.73,No
8098,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,21.31,87.16,Yes
2678,Male,0.0,No,No,29.0,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),37.28,1930.98,No
4231,Female,0.0,Yes,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,48.02,121.87,No
8581,Male,1.0,No,No,7.0,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,63.35,284.75,No
3252,Female,0.0,No,No,22.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,65.54,1064.79,No
8719,Female,0.0,No,Yes,46.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),88.1,4805.75,Yes
9471,Male,,No,No,26.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,133.47,2443.97,No
7081,Male,0.0,Yes,Yes,62.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),29.7,1481.15,No
1722,Male,0.0,Yes,Yes,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,7.86,277.91,No
1045,Male,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),39.05,227.55,No
5082,Female,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,15.17,58.77,No
1956,Male,0.0,Yes,Yes,61.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),269.31,6316.06,No
3461,Female,0.0,No,No,45.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,216.21,4070.66,Yes
6785,Male,0.0,Yes,Yes,40.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.47,2985.67,No
8797,Female,1.0,No,No,34.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,6.38,3100.28,No
8052,Male,0.0,Yes,No,14.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,69.96,1219.41,Yes
6915,Male,0.0,Yes,Yes,26.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.09,2040.94,Yes
9173,Female,0.0,Yes,Yes,30.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,116.79,3062.89,Yes
6047,Female,0.0,Yes,Yes,52.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.23,1030.58,No
9052,Female,0.0,No,No,4.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,218.07,556.32,Yes
6157,Female,0.0,No,No,8.0,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,41.11,481.06,No
4578,Male,0.0,No,No,27.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,100.01,1342.36,No
4986,Female,0.0,Yes,No,46.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.68,2064.58,No
3294,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),239.46,6137.71,No
4056,Female,0.0,No,No,35.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,79.03,2001.08,No
7676,Female,0.0,Yes,No,9.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),93.47,673.62,Yes
7580,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,262.79,262.79,Yes
5656,Male,0.0,No,No,1.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,53.38,53.38,No
4079,Male,0.0,Yes,Yes,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.26,149.36,No
9294,Female,0.0,Yes,Yes,57.0,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,108.34,3107.89,No
3458,Female,1.0,No,No,5.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,144.96,452.76,No
6713,Female,0.0,Yes,Yes,66.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),137.38,6006.33,No
2604,Male,0.0,Yes,No,63.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,198.58,6540.23,No
5468,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,58.83,58.83,Yes
4629,Male,0.0,No,No,14.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),18.05,298.85,No
8145,Male,0.0,Yes,No,9.0,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,,Credit card (automatic),182.91,767.81,No
1965,Female,1.0,No,No,45.0,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,63.8,3056.2,No
6522,Female,1.0,Yes,No,20.0,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,13.57,1212.92,No
5368,Female,0.0,Yes,No,18.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),3.9,1653.45,No
7327,Female,0.0,Yes,Yes,62.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),25.33,6622.78,No
2471,Male,0.0,No,No,2.0,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.24,140.29,No
8071,Female,0.0,No,No,42.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),230.51,4454.21,No
5283,Male,0.0,No,No,40.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),23.44,1370.34,No
1705,Female,0.0,No,No,22.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,250.54,2069.14,Yes
8496,Female,0.0,Yes,Yes,33.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,51.88,702.13,No
3789,Male,0.0,Yes,Yes,65.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),54.49,1744.84,No
5196,Female,0.0,No,No,60.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,37.0,1109.4,No
2924,Female,0.0,Yes,Yes,66.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),7.72,6980.97,No
2188,Male,1.0,Yes,No,44.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,,Yes,Electronic check,45.14,3996.14,No
9375,Male,0.0,No,No,50.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),272.69,4926.69,No
8351,Female,0.0,Yes,Yes,55.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),36.46,1015.41,No
8727,Female,0.0,Yes,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),33.77,1437.37,No
7630,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),313.86,8511.11,No
4504,Male,0.0,Yes,No,60.0,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Mailed check,139.76,3641.11,No
3521,Female,0.0,Yes,Yes,27.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,60.24,1346.54,No
1250,Female,0.0,Yes,No,71.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),102.25,3432.45,No
8206,Female,0.0,Yes,Yes,45.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,34.72,4660.47,No
4750,Female,0.0,No,No,60.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,10.15,6239.25,No
1372,Male,0.0,No,No,64.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),25.04,6475.24,No
9630,Male,0.0,No,No,4.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,116.01,272.21,Yes
3270,Male,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,105.8,105.8,Yes
9445,Female,0.0,Yes,No,69.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,52.5,1789.75,No
5365,Female,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),52.19,1421.69,No
8035,Female,0.0,Yes,Yes,52.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),210.26,5090.71,No
5996,Male,0.0,Yes,Yes,53.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,290.17,5761.22,No
7087,Male,0.0,No,No,9.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,42.63,455.43,No
6671,Male,1.0,Yes,No,20.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,290.27,2355.27,No
8045,Male,0.0,No,Yes,18.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),55.27,1381.37,No
6929,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,96.86,96.86,No
4821,Female,0.0,No,No,52.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,11.31,1954.31,No
1990,Male,0.0,Yes,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,38.46,435.31,No
8306,Male,0.0,Yes,No,69.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),265.44,7007.39,No
2756,Female,1.0,No,No,15.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.68,1121.83,Yes
6389,Male,0.0,Yes,Yes,25.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,61.86,2175.01,No
4111,Male,0.0,No,No,15.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,280.89,1733.49,Yes
5084,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,12.02,12.02,No
2882,Male,0.0,No,No,53.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,14.84,1269.24,No
8836,Female,0.0,No,No,33.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),116.93,2452.63,No
5185,Male,0.0,Yes,Yes,71.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,,Credit card (automatic),298.77,7972.32,No
3504,Female,0.0,No,No,5.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),149.22,343.42,No
3725,Male,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.65,352.55,No
9090,Female,0.0,No,No,45.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),100.14,2834.04,No
2842,Female,0.0,No,No,24.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,210.84,2519.39,Yes
1459,Male,0.0,No,No,34.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,38.75,1723.15,No
3132,Male,0.0,No,No,52.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),33.24,4280.84,No
7863,Female,0.0,Yes,Yes,,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),129.73,5711.93,No
7758,Male,0.0,No,No,24.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),117.28,2081.23,No
1350,Male,0.0,Yes,No,13.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,17.93,932.08,Yes
6214,Male,0.0,No,No,10.0,Yes,No,Fiber optic,No,No,No,No,No,,Month-to-month,No,Mailed check,114.62,779.97,No
9196,Female,0.0,Yes,No,2.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,9.41,109.56,No
2541,Male,0.0,Yes,No,8.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,164.02,747.12,No
9193,Male,0.0,No,Yes,13.0,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),159.92,925.27,No
5400,Female,1.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,56.73,56.73,Yes
1411,Female,0.0,No,No,13.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),10.06,373.31,No
6813,Female,0.0,No,Yes,10.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,106.88,478.08,No
9373,Female,0.0,Yes,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,55.74,287.94,No
2932,Female,0.0,Yes,No,39.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,73.48,2201.93,Yes
1330,Male,0.0,No,No,58.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),96.03,4074.88,No
7455,Female,0.0,Yes,Yes,56.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),12.87,1112.97,No
4075,Female,0.0,Yes,No,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),29.48,6328.83,No
3896,Female,0.0,No,No,63.0,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),81.27,3526.22,No
6677,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),52.71,6430.36,No
8545,Male,1.0,Yes,No,7.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),0.78,191.43,No
5435,Female,1.0,Yes,No,58.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),122.04,6222.04,Yes
5194,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.64,24.64,Yes
6577,Male,0.0,No,No,21.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,33.92,430.37,No
6123,Male,0.0,No,No,23.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,178.2,2275.8,No
1909,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,149.71,149.71,Yes
2235,Male,0.0,No,No,1.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,116.98,116.98,No
1427,Male,0.0,No,No,50.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),75.94,4535.29,No
4469,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,66.05,66.05,No
8591,Male,0.0,No,Yes,39.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,52.73,1032.08,No
6835,Male,0.0,No,No,3.0,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,135.07,,No
2509,Male,1.0,Yes,No,,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),24.17,5563.92,No
9550,Male,0.0,Yes,No,17.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,141.77,1781.72,No
7523,Male,,Yes,Yes,28.0,No,No phone service,DSL,,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),51.53,1673.58,No
8517,Male,1.0,No,No,51.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),36.92,1272.62,No
6051,Female,0.0,No,No,36.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),51.6,2969.3,No
4065,Male,0.0,Yes,No,67.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),51.39,7273.89,No
7748,Male,0.0,Yes,Yes,33.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,8.22,677.87,No
1491,Female,0.0,No,No,32.0,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,82.03,2290.23,No
3707,Female,0.0,No,No,23.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,128.86,1893.36,No
1924,Female,0.0,No,No,30.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,103.13,1591.08,No
6394,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,100.15,344.05,No
4729,Male,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),62.78,7510.43,No
4919,Female,0.0,Yes,Yes,23.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,101.27,1867.47,No
3203,Female,0.0,No,No,7.0,,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),55.67,220.57,No
2415,Female,0.0,Yes,No,36.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,26.11,2883.36,No
9995,Female,1.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.84,379.99,Yes
9356,Male,0.0,No,No,55.0,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,88.99,3652.09,No
5542,Female,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,48.19,89.69,No
7790,Female,0.0,Yes,Yes,25.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),43.7,2212.3,Yes
9080,Female,1.0,No,No,27.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,240.85,2442.85,Yes
5582,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),338.13,8473.53,No
9211,Female,1.0,Yes,No,25.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),47.15,1730.3,No
9110,Male,0.0,No,No,51.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),90.49,4156.54,No
1904,Male,0.0,No,,14.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,,399.36,No
1281,Male,0.0,Yes,Yes,0.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,37.37, ,No
5986,Female,0.0,Yes,Yes,15.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,17.11,386.71,No
1745,Male,1.0,Yes,No,64.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),45.26,1760.41,No
5611,Male,0.0,Yes,Yes,72.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),186.87,7692.92,No
1244,Male,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,40.55,1399.55,No
8521,Female,0.0,No,No,51.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),17.66,994.76,No
2554,Male,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,18.75,61.9,No
2114,Male,0.0,No,No,9.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.69,874.14,No
7755,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,9.85,27.9,Yes
2627,Female,0.0,Yes,No,42.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,106.4,3610.5,Yes
2374,Male,0.0,No,No,15.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,171.46,1522.76,Yes
9040,Male,0.0,No,No,60.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),19.98,5380.78,No
6877,Female,1.0,No,No,54.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,23.86,4314.61,Yes
7902,Female,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),91.9,287.5,Yes
9180,Male,0.0,No,No,10.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),128.6,642.3,No
1548,Female,1.0,No,No,52.0,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),24.47,3067.87,No
1738,Male,0.0,Yes,Yes,18.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,31.88,1716.68,Yes
5979,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),32.92,32.92,Yes
4097,Female,1.0,No,No,42.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,138.17,3594.87,Yes
1743,Male,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),256.87,8451.32,No
9904,Female,0.0,Yes,No,28.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,16.07,2526.62,Yes
4910,Female,0.0,Yes,Yes,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,49.6,90.6,No
5362,Female,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,32.27,76.17,Yes
6147,Male,1.0,No,No,19.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,192.1,1761.5,Yes
3749,Female,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),148.03,6356.73,No
2711,Female,0.0,No,No,57.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.79,6439.84,Yes
3052,Male,1.0,No,No,15.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,133.35,1133.25,Yes
2884,Male,0.0,Yes,Yes,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),52.75,878.15,No
8935,Male,0.0,Yes,No,19.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),61.57,1645.12,No
6441,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),240.3,7134.15,No
6961,Female,0.0,Yes,No,1.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,0.85,0.85,No
6591,Female,0.0,No,No,25.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,32.75,2320.25,Yes
1894,Male,0.0,No,No,3.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,13.21,123.91,No
4954,Male,0.0,No,No,4.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,58.4,234.6,No
2666,Female,0.0,Yes,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),43.31,585.51,Yes
3033,Male,1.0,No,No,3.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,105.9,258.25,Yes
3168,Male,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,2.46,169.11,Yes
5118,Male,1.0,Yes,No,45.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),41.5,1191.15,No
8937,Male,0.0,Yes,No,47.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,9.88,1123.68,No
3543,Female,1.0,No,No,5.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),,261.13,No
2098,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,52.62,52.62,Yes
7034,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,33.43,33.43,Yes
5412,Male,0.0,No,Yes,13.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),186.6,1142.25,No
2594,Male,0.0,No,No,46.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.85,2946.5,No
6428,Female,0.0,No,No,31.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),220.24,2544.54,Yes
1058,Male,0.0,No,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),191.93,6135.43,No
6166,Female,1.0,No,No,70.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),53.14,5190.29,No
1421,Male,0.0,Yes,No,29.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),35.56,2223.66,No
4187,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,52.17,52.17,No
1874,Male,0.0,Yes,Yes,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,51.44,509.89,No
4258,Male,0.0,Yes,Yes,22.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,186.67,1983.07,No
6243,Male,0.0,Yes,No,46.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),1.69,1803.99,No
9905,Male,0.0,Yes,Yes,70.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),31.4,1796.4,No
3982,Female,0.0,Yes,Yes,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.93,450.83,No
9728,Male,0.0,Yes,Yes,16.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),116.45,1467.85,No
1663,Female,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),301.37,7204.17,No
1036,Male,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),70.36,1770.76,No
8760,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,26.59,221.54,Yes
9909,Male,0.0,No,No,9.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,6.14,309.89,No
4767,Male,0.0,Yes,Yes,28.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),47.02,514.67,No
7824,Male,0.0,No,No,4.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,157.37,340.57,No
9401,Male,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,23.4,150.95,No
9014,Female,0.0,Yes,Yes,18.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,52.08,433.78,No
1485,Male,0.0,No,No,11.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.18,819.73,No
2166,Male,0.0,No,Yes,21.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,141.34,1808.19,No
8744,Male,0.0,No,No,6.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,153.75,519.65,No
9221,Male,0.0,No,Yes,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,31.54,95.09,No
1604,Male,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),128.63,5990.23,Yes
1537,Female,0.0,Yes,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,41.17,41.17,No
3235,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,0.17,0.17,No
2274,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,131.61,131.61,No
4263,Female,0.0,Yes,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),93.92,502.27,No
3684,Male,0.0,No,No,2.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,33.89,81.64,No
8690,Male,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),118.43,6963.58,No
6288,Female,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,3.76,3.76,No
2404,Male,0.0,Yes,Yes,54.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,36.3,5568.95,No
5879,Male,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,13.94,175.34,No
4548,Male,1.0,Yes,Yes,10.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),74.98,403.03,No
1687,Male,0.0,No,No,27.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),30.67,1888.62,No
4329,,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.97,42.97,Yes
3585,Male,0.0,Yes,Yes,24.0,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,117.12,1863.52,No
4098,Male,1.0,No,No,33.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,136.06,1885.16,No
1461,Female,1.0,No,No,46.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),139.96,4468.91,Yes
8779,Female,0.0,Yes,No,41.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),81.99,4563.34,Yes
2532,Male,1.0,Yes,No,21.0,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),132.69,1407.54,No
4895,Male,0.0,No,No,31.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,118.64,1779.04,Yes
1182,Male,0.0,Yes,Yes,57.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,5.02,1047.22,No
8644,Female,0.0,No,Yes,4.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,34.93,201.48,No
9880,Male,0.0,Yes,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,248.67,1018.72,Yes
9790,Female,1.0,No,No,31.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,59.1,2202.35,Yes
3714,Male,0.0,Yes,Yes,34.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),115.08,3122.03,No
7343,Male,0.0,No,Yes,18.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),76.14,777.69,No
6712,Male,0.0,Yes,Yes,34.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.8,1487.55,No
5319,Male,1.0,Yes,No,72.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),146.48,6203.33,No
7853,Female,0.0,Yes,No,59.0,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),2.94,4561.14,No
3934,Male,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),73.94,1839.64,No
4781,Male,0.0,Yes,Yes,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,3.47,324.67,No
1538,Female,0.0,No,No,51.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),11.3,1274.35,No
1711,Male,1.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,60.53,60.53,No
1326,Male,0.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,157.09,720.19,Yes
1346,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,40.95,40.95,Yes
8983,Female,0.0,Yes,Yes,53.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),102.34,2548.84,No
4839,Male,1.0,No,No,37.0,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,108.65,1387.0,No
5411,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,101.8,6099.65,No
6278,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),18.27,18.27,Yes
7357,Male,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.14,1867.64,No
6685,Male,0.0,Yes,Yes,34.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),46.06,3358.36,No
9981,Female,0.0,Yes,Yes,48.0,Yes,Yes,Fiber optic,,No,No,No,No,Yes,One year,Yes,Mailed check,164.24,4112.14,Yes
3594,Female,0.0,No,No,53.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),200.52,5148.82,No
1207,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.26,26.26,No
6267,Male,0.0,No,No,33.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),100.88,2598.68,No
9400,Female,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,234.21,313.01,Yes
7782,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),175.84,6558.24,No
6183,Male,0.0,No,No,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,41.66,700.31,No
9194,Female,0.0,No,No,15.0,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),9.02,938.92,Yes
7126,Female,0.0,Yes,Yes,48.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,4.6,920.5,No
9219,Female,0.0,Yes,Yes,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.43,1435.58,No
9639,Male,1.0,Yes,No,11.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,114.28,878.78,No
8454,Male,0.0,No,No,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,53.71,508.51,No
9287,Female,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),13.83,62.13,No
9866,Female,0.0,No,No,27.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),27.61,2527.26,No
8643,Female,0.0,No,No,15.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),16.45,1234.75,No
3897,Male,0.0,No,No,7.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,158.49,733.24,Yes
1458,Female,0.0,No,No,16.0,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,6.72,632.22,No
1863,Male,0.0,Yes,Yes,63.0,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),52.89,2408.59,No
1496,Female,1.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,222.38,752.88,Yes
6139,Male,0.0,No,Yes,3.0,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,162.71,317.66,No
3976,Female,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,,42.04,92.99,No
8254,Female,0.0,Yes,No,41.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),79.38,3332.23,No
6930,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.84,106.84,Yes
4426,Male,0.0,Yes,Yes,50.0,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,88.7,4038.8,No
9327,Female,0.0,No,No,9.0,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,45.22,363.87,No
5203,Female,0.0,Yes,No,7.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),33.32,532.17,No
6849,Male,1.0,Yes,No,70.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),264.84,7671.39,No
5999,Female,0.0,Yes,Yes,55.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),12.51,4201.01,No
1103,Female,0.0,No,No,14.0,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Credit card (automatic),42.99,756.74,No
2993,Male,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,85.85,6301.25,No
6485,Male,0.0,No,No,16.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),195.65,1331.2,No
8847,Male,0.0,No,Yes,62.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),38.13,1268.23,No
2972,Female,0.0,Yes,Yes,62.0,Yes,Yes,DSL,No,,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),128.0,4358.0,No
3879,Female,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),125.31,569.71,No
3899,Female,0.0,Yes,No,70.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),35.39,1413.24,No
9675,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,47.44,47.44,Yes
9338,Female,0.0,Yes,No,26.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),53.38,2275.83,No
1968,Male,0.0,Yes,No,49.0,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,93.31,2671.91,No
5045,Female,0.0,Yes,No,48.0,Yes,No,DSL,,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,36.11,3065.11,No
6702,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),42.74,42.74,No
1952,Male,1.0,Yes,No,10.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,64.71,906.31,Yes
9984,Male,1.0,No,No,12.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,58.85,1004.8,Yes
6919,Male,0.0,No,No,43.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,30.24,4141.79,Yes
7772,Male,0.0,No,No,43.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),213.2,3299.25,No
2600,Male,0.0,No,No,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.3,283.9,No
7496,Male,0.0,No,No,20.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),105.16,1237.16,No
8933,Male,0.0,Yes,No,9.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,147.87,943.62,Yes
9129,Female,0.0,Yes,No,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),43.6,1396.95,No
1834,Female,1.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,122.71,671.06,Yes
9305,Female,1.0,No,No,38.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,15.73,3650.43,Yes
4567,Male,0.0,Yes,No,31.0,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),14.6,1838.35,No
5969,Female,0.0,No,No,33.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,125.33,3024.28,No
1570,Female,0.0,Yes,No,2.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,7.0,40.65,Yes
1960,Female,0.0,No,No,60.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,13.59,1493.64,No
6063,Male,0.0,Yes,Yes,68.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),53.97,1694.27,No
5110,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),181.42,7039.67,No
1581,Female,0.0,Yes,No,52.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),17.6,3281.45,No
8906,Male,0.0,Yes,No,60.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),180.75,6644.15,No
6152,Female,0.0,No,No,1.0,,No,DSL,No,No,No,No,No,No,Month-to-month,No,,94.98,94.98,No
3250,Female,0.0,No,No,41.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),139.76,4032.31,No
6940,Female,0.0,Yes,Yes,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,48.56,470.81,No
9359,Male,0.0,Yes,No,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,27.22,1546.12,No
5828,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),53.23,1901.88,No
5122,Female,0.0,Yes,No,47.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,71.85,4506.8,Yes
8265,Male,1.0,Yes,No,45.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),143.41,4570.51,No
4537,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),77.36,230.11,Yes
4746,Male,0.0,No,No,12.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),119.88,1083.33,No
4172,Female,0.0,Yes,No,53.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),165.91,5775.16,No
8529,Female,0.0,No,No,7.0,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,58.66,505.11,Yes
1629,Female,0.0,Yes,Yes,57.0,Yes,No,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),154.54,3997.74,Yes
5703,Male,0.0,Yes,,8.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,76.45,497.15,No
8910,Female,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),35.11,352.96,No
9852,Male,0.0,No,No,21.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),27.0,409.35,No
8056,Female,0.0,Yes,Yes,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,,5.33,132.08,No
7933,Female,0.0,No,No,10.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,2.44,876.99,Yes
6770,Male,0.0,Yes,No,52.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),201.12,4474.17,No
7640,Female,0.0,Yes,Yes,68.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),203.36,5726.11,No
4982,Male,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),31.4,31.4,Yes
8599,Female,0.0,No,No,9.0,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,109.76,664.06,Yes
5913,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),266.75,7719.7,No
1717,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),15.26,5649.26,No
2348,Female,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,322.97,7495.17,No
7582,Female,0.0,Yes,Yes,13.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),59.64,706.54,No
5346,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),181.63,8442.23,No
1579,Male,0.0,,No,52.0,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,60.53,1653.83,No
9436,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,38.23,51.28,No
9758,Male,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,42.64,91.34,No
3133,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,72.99,72.99,Yes
8702,Female,0.0,Yes,No,61.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),58.95,1317.5,No
3380,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,12.92,12.92,No
8761,Female,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,,Mailed check,214.81,915.01,No
1352,Female,0.0,No,Yes,12.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,133.96,964.91,Yes
2174,Male,0.0,No,No,58.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,35.75,1227.2,No
3409,Male,0.0,No,No,6.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),25.79,288.99,No
4427,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,84.45,84.45,No
3032,Female,0.0,No,No,43.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),164.41,3741.56,No
2785,Female,0.0,No,No,63.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,6.72,1284.82,No
2376,Male,,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,16.21,90.21,No
4538,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,105.78,105.78,No
3158,,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,10.97,156.07,Yes
3854,Male,1.0,Yes,Yes,43.0,Yes,,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),270.27,4847.42,Yes
1014,Female,1.0,No,No,16.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.68,1549.48,Yes
6519,Female,1.0,Yes,No,53.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.52,1276.02,No
3353,Male,1.0,No,No,64.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),22.97,1200.97,No
9264,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.27,40.27,Yes
9093,Female,0.0,Yes,Yes,40.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),37.15,794.35,No
4117,Male,0.0,No,No,18.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),71.85,1615.25,No
9408,Male,0.0,No,No,22.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,260.81,2255.06,Yes
5759,Female,0.0,No,No,58.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,287.34,6512.34,No
5587,Male,0.0,No,Yes,53.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),42.87,3399.52,No
1996,Female,0.0,No,No,56.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),87.29,2602.34,No
1978,Female,0.0,No,No,4.0,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,8.88,109.63,No
7622,Male,0.0,Yes,No,10.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,,157.3,1048.35,Yes
8936,Female,0.0,No,No,3.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,78.94,148.24,No
7067,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),33.23,33.23,Yes
8844,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),127.9,265.35,Yes
4735,Female,1.0,No,No,32.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,183.8,2990.8,No
8774,Female,0.0,No,No,3.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,45.09,150.19,Yes
1020,Female,0.0,No,No,69.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),212.57,5685.42,No
5830,Male,0.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,220.67,7577.97,No
8845,Male,0.0,Yes,Yes,6.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,172.11,480.16,No
5825,Female,0.0,Yes,Yes,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),33.22,210.17,No
1235,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),40.7,1104.85,Yes
4053,Female,0.0,Yes,No,3.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,91.28,175.33,No
8403,Female,0.0,Yes,Yes,39.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),140.15,3807.6,No
7238,Female,0.0,Yes,No,47.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,16.93,4623.53,No
9570,Female,1.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,126.66,5039.96,No
3111,Female,0.0,No,No,8.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,160.12,743.57,Yes
9481,Female,0.0,Yes,No,37.0,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,116.0,2702.3,No
9882,Male,1.0,Yes,No,24.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,192.34,2521.99,Yes
1243,Female,0.0,Yes,Yes,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,52.86,,No
6931,Male,0.0,Yes,No,22.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),,2087.73,Yes
3809,Female,0.0,No,No,6.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.35,534.65,Yes
3843,Female,0.0,No,No,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),39.48,863.18,No
2305,Male,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,117.9,117.9,Yes
3952,Female,0.0,Yes,Yes,28.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,173.42,2319.47,Yes
3686,Female,1.0,Yes,No,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),12.52,6394.77,No
8816,Male,0.0,No,No,43.0,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Electronic check,38.41,2526.96,No
6819,Male,0.0,No,No,32.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),123.87,2802.62,No
8428,Female,0.0,Yes,Yes,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,29.9,592.65,No
2208,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.94,8194.89,No
8603,Female,0.0,Yes,Yes,32.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),46.36,2374.21,No
1513,Female,1.0,No,No,13.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,201.04,1395.99,Yes
1026,Male,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,23.16,61.51,Yes
7569,Female,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),26.64,5690.24,No
4129,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,194.71,430.71,Yes
4242,Female,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.57,222.97,Yes
7941,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,68.16,68.16,No
4099,Female,1.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,127.23,798.03,Yes
5817,Male,0.0,No,No,44.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,,Mailed check,143.52,4116.12,No
5583,Female,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,0.21,324.01,No
6997,Male,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,190.87,190.87,No
4269,Male,0.0,No,Yes,22.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,,Month-to-month,Yes,Electronic check,180.96,2093.06,Yes
5090,Male,0.0,No,Yes,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,,No,Mailed check,57.03,618.28,No
6315,Male,0.0,No,Yes,27.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,37.44,2138.49,Yes
4291,Male,1.0,Yes,Yes,60.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,,5784.24,No
5477,Male,0.0,No,No,31.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,,No,Bank transfer (automatic),290.76,3301.21,No
5620,Male,0.0,Yes,No,21.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,316.42,2522.32,Yes
5278,Male,0.0,Yes,Yes,23.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Mailed check,46.39,1400.89,No
3698,Male,1.0,No,No,38.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,184.89,3743.14,No
4204,Male,0.0,Yes,Yes,4.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,56.32,166.42,No
4825,Male,0.0,Yes,No,58.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,,Yes,Electronic check,186.96,4991.36,No
1606,Male,1.0,Yes,Yes,35.0,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,113.64,2784.79,No
2915,Female,0.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,60.55,6870.45,No
4742,Female,0.0,No,No,14.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,82.55,822.0,No
9487,Female,0.0,No,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),213.32,6819.17,No
6551,Female,0.0,Yes,Yes,55.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),267.26,5820.31,No
5179,Male,0.0,Yes,Yes,61.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),170.16,6515.41,No
5444,Female,0.0,Yes,No,46.0,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,107.49,2124.09,No
7074,Male,0.0,Yes,No,56.0,Yes,No,Fiber optic,No,No,No,No,,Yes,Month-to-month,No,Mailed check,120.43,4983.68,No
8077,Female,0.0,No,No,22.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,35.02,1806.37,Yes
8172,Female,0.0,Yes,Yes,40.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.08,1018.98,No
1105,Male,1.0,No,No,5.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,102.03,514.83,Yes
2390,Male,0.0,Yes,Yes,20.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,61.68,951.88,No
5279,Male,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,124.69,7424.64,No
6632,Female,0.0,No,No,70.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),50.97,1372.77,No
5862,Female,1.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,23.85,4813.1,Yes
2444,Male,0.0,No,No,29.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),146.23,2854.53,No
5149,Male,0.0,Yes,Yes,59.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),257.74,6019.99,No
8040,Female,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),32.78,108.33,No
4198,Female,0.0,Yes,Yes,49.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),84.69,4603.24,No
4795,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,189.74,7800.84,No
1523,Female,0.0,No,Yes,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),24.62,90.07,No
3170,Female,0.0,Yes,No,58.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),89.2,3506.9,No
7691,Male,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,173.33,173.33,Yes
7071,Female,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),49.16,249.16,No
4244,Male,0.0,Yes,Yes,62.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),11.01,1254.86,No
8551,Female,0.0,Yes,No,40.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),87.77,3135.77,No
3801,Female,0.0,Yes,Yes,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,43.65,509.6,No
4405,Female,0.0,Yes,Yes,19.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.12,943.42,No
2478,Female,1.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,129.98,231.98,No
8971,Male,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,,Yes,Month-to-month,Yes,Bank transfer (automatic),205.69,573.64,Yes
5727,Female,0.0,Yes,No,25.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,235.81,2536.36,No
5173,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,42.57,42.57,No
2267,Male,0.0,Yes,Yes,58.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),67.98,5967.78,No
4640,Female,0.0,No,No,7.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,173.83,551.33,No
5918,Male,1.0,Yes,No,69.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),165.65,7375.45,Yes
5956,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,121.02,121.02,Yes
9948,Male,0.0,No,No,36.0,,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,185.97,2618.97,Yes
8013,Male,1.0,No,No,35.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.32,3448.92,Yes
9608,Male,0.0,No,No,21.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.04,420.74,No
5659,Female,0.0,No,No,15.0,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,118.87,1015.07,No
7002,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.52,43.62,No
1765,Female,0.0,Yes,Yes,6.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),106.51,330.81,No
6668,Female,0.0,Yes,Yes,68.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,96.19,5698.99,Yes
8038,Female,0.0,No,No,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,30.24,1043.89,No
8414,Male,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,201.41,2777.21,Yes
7875,Female,1.0,Yes,No,60.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),273.16,6831.51,No
9352,Male,1.0,No,No,24.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),117.23,1353.73,No
5716,Male,0.0,No,No,53.0,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,,105.25,4372.75,No
1474,Female,0.0,Yes,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,18.92,415.37,No
4345,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,70.78,222.63,No
7978,Female,0.0,Yes,No,23.0,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),26.09,1313.24,No
1197,Male,0.0,No,No,6.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,106.99,511.09,Yes
7236,Female,0.0,Yes,Yes,67.0,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,12.84,5166.79,No
2804,Male,0.0,Yes,No,61.0,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,191.41,4858.01,No
1136,Male,0.0,Yes,Yes,69.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Two year,Yes,Credit card (automatic),157.23,5498.68,No
7158,Female,0.0,Yes,Yes,58.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),44.19,3155.59,No
7163,Male,1.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,57.48,249.78,No
3974,Male,0.0,Yes,Yes,56.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,338.46,6790.51,No
9991,Female,0.0,No,No,61.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),55.96,1372.86,No
6968,Female,0.0,No,No,13.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),190.38,1139.73,No
4968,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,93.75,217.8,No
8239,Female,0.0,No,No,68.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),14.21,1381.06,No
6417,Male,0.0,Yes,Yes,60.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.47,1161.57,No
7972,Female,1.0,Yes,No,28.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,157.8,3251.35,No
2403,Female,1.0,Yes,No,23.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,238.77,2469.72,No
4144,Female,0.0,Yes,No,67.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),31.91,1739.81,No
9523,Female,0.0,No,Yes,24.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,6.37,484.72,No
7906,Male,0.0,No,No,8.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,38.7,234.7,Yes
5575,Male,0.0,Yes,Yes,69.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,209.04,7401.79,No
2203,Female,0.0,Yes,Yes,14.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.14,260.89,No
9558,Female,0.0,Yes,Yes,48.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),43.51,1079.86,No
4297,Female,0.0,No,No,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,278.54,8637.49,No
8776,Female,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),36.23,124.43,Yes
5700,Female,1.0,No,No,19.0,,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,129.88,2032.13,No
6721,Male,0.0,No,No,3.0,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,152.81,297.46,No
5178,Male,0.0,No,No,70.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,,Two year,Yes,Credit card (automatic),69.42,7215.57,Yes
3220,Female,0.0,Yes,Yes,24.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,89.62,1245.27,No
5148,Female,0.0,Yes,Yes,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,40.28,947.43,No
6774,Male,0.0,Yes,Yes,45.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),60.48,3357.63,No
7461,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,33.12,110.92,Yes
3001,Male,0.0,No,No,45.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),32.93,4889.18,No
2007,Female,0.0,Yes,Yes,34.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),18.7,910.25,No
8575,Male,1.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),41.98,7773.98,No
9937,Female,0.0,Yes,Yes,39.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),163.42,3189.22,No
4939,Female,0.0,Yes,Yes,49.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),160.07,5345.32,Yes
2847,Male,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,55.98,289.83,No
3264,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,61.9,7996.35,No
7256,Female,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.36,92.76,No
5402,Male,0.0,Yes,No,71.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),8.99,5494.74,No
7485,Female,1.0,Yes,No,18.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,27.11,789.46,Yes
4330,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),182.46,1145.11,Yes
8507,Male,0.0,No,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),36.91,240.51,No
6621,Male,0.0,Yes,No,20.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,83.84,1815.29,Yes
5886,Male,0.0,No,Yes,40.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,104.25,1628.05,No
1619,Male,0.0,No,No,30.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.41,631.76,No
4159,Female,1.0,No,No,21.0,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,20.91,819.11,Yes
9602,Female,0.0,No,No,5.0,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,33.94,340.19,No
6299,Female,0.0,Yes,Yes,51.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,247.87,4693.42,No
7187,Female,0.0,No,No,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,59.39,509.54,No
9516,Female,0.0,No,No,31.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,245.58,3346.83,No
2028,Male,0.0,No,No,47.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,66.66,4852.86,No
2257,Female,0.0,No,No,6.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,38.18,323.58,No
7328,Female,0.0,No,No,58.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),44.97,1444.47,No
6256,Male,0.0,No,No,9.0,Yes,Yes,Fiber optic,,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,67.78,741.03,Yes
9507,Female,0.0,No,No,35.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),110.94,,No
6763,Female,0.0,Yes,Yes,56.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),174.68,3460.18,No
2255,Male,1.0,Yes,No,52.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),311.34,5582.64,No
6867,Female,0.0,No,Yes,51.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),55.1,3071.95,No
3572,Female,0.0,No,No,19.0,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,,Mailed check,92.71,1070.51,No
6706,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),97.09,5620.84,No
4089,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.02,43.02,Yes
2940,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,30.78,30.78,Yes
4769,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,79.98,79.98,Yes
4154,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,100.4,No
9916,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,198.49,198.49,No
9542,Male,0.0,Yes,Yes,39.0,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),71.06,993.56,No
4859,Male,0.0,Yes,Yes,39.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,78.15,3257.85,Yes
5374,Male,0.0,Yes,No,66.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),10.29,7836.64,No
5424,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,17.58,94.43,No
2048,Male,0.0,No,No,54.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),28.1,1017.15,No
7689,Female,0.0,No,Yes,13.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,57.04,409.09,No
2971,Male,0.0,No,No,7.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,108.26,423.81,No
8488,Female,0.0,Yes,Yes,22.0,Yes,No,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),195.78,1624.48,Yes
8459,Male,1.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,49.2,49.2,No
3910,Female,0.0,Yes,Yes,63.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,41.79,6156.59,Yes
4996,Male,0.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,294.12,5933.02,Yes
5282,Female,0.0,No,No,54.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),17.42,5049.67,No
4568,Female,0.0,No,Yes,26.0,Yes,No,Fiber optic,,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,273.14,2882.99,No
6414,Female,0.0,Yes,Yes,6.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,88.02,327.72,No
9175,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,191.52,255.02,Yes
4987,Female,1.0,No,No,49.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),127.6,5096.45,No
6822,Male,0.0,Yes,Yes,10.0,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,110.78,536.93,No
4899,Male,0.0,No,Yes,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,49.68,88.03,No
2530,Female,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,113.12,6997.97,No
9452,Male,0.0,Yes,Yes,2.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),101.04,201.09,Yes
8669,Male,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,36.42,103.22,No
5816,Female,0.0,No,No,60.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,82.79,6373.34,Yes
6516,Male,1.0,No,No,20.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,208.73,1952.98,Yes
4219,Male,0.0,Yes,Yes,21.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,205.54,2259.09,Yes
4810,Male,1.0,Yes,Yes,52.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,113.93,4112.63,No
3404,Female,1.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),140.19,8459.09,No
5208,Female,0.0,Yes,Yes,28.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,39.15,562.25,No
3267,Male,0.0,Yes,No,49.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,279.07,4874.92,No
6104,Male,0.0,Yes,Yes,49.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),135.85,4540.1,No
7137,Female,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.19,1841.14,No
1054,Male,0.0,No,No,19.0,Yes,,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),93.93,1732.18,No
7106,Female,0.0,Yes,No,65.0,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,35.45,3653.45,No
4456,Male,1.0,Yes,No,68.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),187.62,5696.57,No
7736,Male,0.0,Yes,Yes,46.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,56.56,3821.91,No
6526,Male,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),32.86,1505.61,No
8619,Female,0.0,Yes,Yes,64.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.66,1337.51,No
4044,Male,0.0,No,No,67.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,12.26,1303.76,No
5747,Female,0.0,No,No,47.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,2.88,3438.73,No
9567,Male,1.0,Yes,No,49.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,197.73,4268.98,No
4033,Female,0.0,Yes,Yes,25.0,No,No phone service,DSL,Yes,Yes,,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),74.38,1518.43,Yes
4847,Male,0.0,No,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,37.15,146.2,No
6726,Female,1.0,No,No,23.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.35,2247.2,Yes
3796,Female,1.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,211.38,6801.33,No
8096,Male,0.0,Yes,Yes,11.0,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),49.8,673.4,No
9701,Male,0.0,No,No,26.0,Yes,No,Fiber optic,No,,No,No,No,No,One year,No,Bank transfer (automatic),99.22,2041.82,No
2710,Male,0.0,No,No,9.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),93.01,354.41,Yes
9926,Male,0.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),32.29,32.29,No
3665,Male,0.0,Yes,No,31.0,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),104.11,2057.51,No
5209,Female,1.0,Yes,No,48.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,166.67,5488.12,Yes
8182,Male,1.0,No,No,14.0,Yes,Yes,Fiber optic,,No,No,No,No,No,Month-to-month,Yes,Electronic check,204.44,1166.24,Yes
3395,Male,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),40.56,405.01,No
4864,Male,0.0,No,No,69.0,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),4.82,2461.32,No
2266,Female,0.0,Yes,Yes,40.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,29.42,1080.72,No
1471,Male,0.0,No,Yes,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,40.54,157.84,No
4835,Female,0.0,No,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),48.31,330.66,No
1682,Male,0.0,Yes,No,2.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,105.85,185.85,No
1264,Male,,Yes,Yes,32.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,33.5,3070.25,No
7358,Male,0.0,No,Yes,47.0,Yes,No,DSL,,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,33.29,2632.04,No
6057,Male,0.0,No,Yes,13.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),65.83,684.38,No
2501,Male,0.0,Yes,Yes,32.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,,Credit card (automatic),128.7,1731.55,No
8195,Female,0.0,No,No,60.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,30.02,3006.62,Yes
1309,Male,1.0,No,No,34.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),180.55,2386.5,No
2489,Female,0.0,No,No,25.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,49.78,2749.93,No
1838,Female,1.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,126.69,737.24,No
4224,Female,0.0,No,No,34.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.75,3636.45,No
8858,Male,0.0,Yes,No,17.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),89.82,1453.77,Yes
2180,Male,0.0,No,No,44.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),138.87,3757.77,No
1696,Female,0.0,Yes,Yes,34.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,5.73,701.48,No
7608,Female,0.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),17.17,4736.42,No
9807,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,164.79,779.39,No
5569,Male,0.0,Yes,No,40.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,44.36,3133.11,No
9422,Male,0.0,No,No,10.0,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,72.05,297.8,Yes
5590,Female,1.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,53.17,197.82,Yes
1057,Female,,No,No,3.0,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,182.96,369.36,Yes
9787,Female,0.0,Yes,Yes,68.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),48.74,6122.64,No
6209,Female,1.0,No,No,4.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,103.98,327.43,No
9907,Female,0.0,Yes,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,126.91,197.66,Yes
8641,Female,0.0,No,No,72.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,75.14,7589.44,No
6438,Female,0.0,Yes,Yes,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),11.27,922.02,No
6045,Male,0.0,No,No,2.0,Yes,No,DSL,,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),104.34,170.49,No
9112,Male,1.0,No,No,19.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.47,1471.37,Yes
1096,Female,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,56.55,56.55,Yes
4113,Female,0.0,No,Yes,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),16.97,358.02,No
8950,Female,0.0,Yes,No,18.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,235.58,1741.48,No
6743,Female,0.0,Yes,Yes,39.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,81.75,3466.65,Yes
1464,Male,0.0,Yes,Yes,37.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),9.18,2225.13,No
5108,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),113.71,113.71,No
1777,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),170.19,8345.34,No
9302,Female,0.0,Yes,No,23.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,160.66,1327.96,No
1219,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),265.01,8007.41,No
1253,Male,1.0,No,No,5.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,43.21,230.11,Yes
6351,Male,0.0,Yes,Yes,8.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,143.79,808.59,No
6762,Female,0.0,Yes,No,26.0,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),160.05,1992.25,No
4151,Male,0.0,No,No,21.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,62.03,806.18,No
5484,Male,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,3.48,176.68,No
4616,Male,0.0,Yes,Yes,63.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),167.28,5518.78,No
6548,Male,0.0,Yes,Yes,17.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),137.65,1268.95,No
5555,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,148.56,148.56,Yes
7641,Female,1.0,Yes,Yes,68.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,37.09,3640.34,No
5170,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),186.98,8043.58,No
5044,Female,0.0,No,No,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),22.15,604.4,No
5264,Female,0.0,Yes,Yes,20.0,Yes,,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),56.09,1876.79,No
5639,Female,1.0,Yes,No,68.0,Yes,Yes,Fiber optic,No,Yes,,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),224.91,6262.91,Yes
2988,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),195.0,6670.4,No
3141,Female,1.0,Yes,Yes,11.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),87.03,873.78,No
3564,Male,0.0,Yes,Yes,19.0,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,78.66,653.91,No
6728,Male,1.0,No,No,62.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),219.91,7162.51,No
2296,Male,0.0,No,No,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,48.33,508.98,No
8494,Male,0.0,No,No,66.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),186.21,4565.01,No
1858,Male,0.0,No,No,17.0,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),187.38,1232.83,No
2072,Male,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,54.19,89.69,No
1767,Female,0.0,No,No,38.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,43.29,766.04,No
7299,Female,0.0,Yes,No,60.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,220.09,6525.19,No
8671,Male,0.0,Yes,Yes,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,6.98,85.88,No
9510,Female,0.0,Yes,No,33.0,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,129.43,1836.88,No
5257,Male,0.0,No,No,4.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.5,102.15,No
6663,Female,0.0,No,No,20.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.78,960.58,No
7923,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,130.11,211.06,Yes
2445,Female,0.0,Yes,No,62.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.61,6116.96,No
1151,Male,1.0,No,No,2.0,Yes,No,DSL,No,No,No,,No,No,Month-to-month,Yes,Electronic check,81.5,130.5,Yes
7400,Male,0.0,Yes,Yes,7.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,80.59,322.04,No
6307,Female,0.0,Yes,No,18.0,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.21,720.01,Yes
7451,Male,0.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.97,4570.07,No
7257,Female,0.0,No,No,20.0,,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),44.28,437.78,No
2938,Male,0.0,Yes,No,61.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,116.42,4951.42,No
6030,Male,0.0,Yes,No,28.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),50.22,2637.97,No
5378,Male,0.0,No,Yes,23.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,52.26,1310.56,No
3159,Female,0.0,No,No,28.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,149.48,1616.08,No
8994,Female,0.0,Yes,Yes,51.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,15.43,4051.58,No
6284,Female,0.0,No,No,13.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,,No,Month-to-month,No,Electronic check,71.66,1114.61,Yes
5422,Male,0.0,No,No,7.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,94.32,328.82,No
1516,Male,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,173.47,6122.47,No
7397,Female,1.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),318.68,7436.73,No
3145,Female,0.0,No,No,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,6.43,457.13,No
7855,Female,0.0,Yes,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,100.03,144.78,No
4312,Female,0.0,No,No,3.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,,Electronic check,24.5,191.9,Yes
8675,Male,0.0,Yes,Yes,25.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),69.73,591.18,No
2699,Male,0.0,No,No,19.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,49.39,402.94,No
9814,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,33.37,33.37,Yes
7091,Female,0.0,Yes,,12.0,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),50.84,389.44,No
6573,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,52.04,52.04,No
4532,Female,0.0,No,No,43.0,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,No,Electronic check,98.69,2487.49,No
5018,Female,0.0,No,Yes,12.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,164.78,1047.28,No
3008,Female,0.0,No,No,22.0,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,60.69,1857.89,No
2368,Male,0.0,No,,19.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),70.13,1061.63,Yes
7374,Male,0.0,Yes,Yes,71.0,,Yes,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Electronic check,120.74,6188.34,No
4302,Female,0.0,No,No,43.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),10.82,770.42,No
4849,Female,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),42.27,1419.67,No
5025,Male,1.0,Yes,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,237.13,237.13,Yes
7405,Female,0.0,No,No,45.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,75.15,4458.8,No
7996,Male,1.0,Yes,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.44,92.44,Yes
9185,Female,0.0,Yes,Yes,63.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,33.32,1277.82,No
5864,Male,0.0,Yes,No,37.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,152.68,3481.63,No
6100,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,159.94,159.94,Yes
5377,Male,0.0,No,No,58.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),55.35,5969.75,Yes
3325,Male,0.0,Yes,No,43.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),2.5,3468.05,No
3076,Female,0.0,No,No,23.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.41,1777.91,No
2897,Female,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),31.29,1716.39,No
9792,Female,,No,No,27.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,49.69,2344.09,No
9491,Female,1.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,3.52,3.52,Yes
6649,Female,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,105.22,542.62,Yes
4482,Male,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),250.08,3664.48,Yes
7850,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),33.22,1845.37,No
9641,Male,0.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.73,4716.68,No
7761,Female,0.0,Yes,No,65.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),50.03,7060.88,No
6517,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.65,80.65,No
1042,Female,0.0,No,No,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,19.02,935.02,No
5650,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,187.33,281.83,No
2660,Male,0.0,No,No,65.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),185.76,6712.51,No
5702,Female,1.0,Yes,No,45.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,206.07,3981.42,No
5343,Male,0.0,Yes,No,55.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,111.92,3121.92,No
7804,Female,0.0,Yes,Yes,3.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),121.73,287.58,No
3464,Female,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,274.03,469.33,Yes
7124,Male,1.0,Yes,Yes,32.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,87.69,2855.19,No
6855,Male,0.0,Yes,Yes,66.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,13.39,1338.14,No
3806,Male,0.0,Yes,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.01,71.01,Yes
7055,Female,1.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,5.75,5.75,Yes
5074,Female,0.0,No,No,23.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),275.9,2426.3,No
5649,Female,0.0,No,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,32.65,,No
3339,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,33.86,33.86,No
8387,Male,0.0,No,No,45.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),55.5,903.95,No
5268,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),50.84,50.84,No
1981,Female,0.0,Yes,No,2.0,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,207.74,322.14,No
3199,Female,0.0,Yes,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),51.86,483.46,No
1509,Male,0.0,No,No,26.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,11.96,2257.46,Yes
4261,Male,1.0,Yes,No,35.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,9.91,3280.76,No
3921,Male,0.0,Yes,No,14.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,47.11,1146.91,No
9966,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,93.6,93.6,Yes
9539,Female,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,56.69,297.59,No
8410,Female,1.0,Yes,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,226.31,5616.16,No
5457,Female,0.0,No,No,5.0,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,145.64,433.94,No
2499,Male,0.0,No,Yes,25.0,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),36.27,966.17,No
6135,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,161.42,161.42,Yes
6225,Female,0.0,No,Yes,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),,984.58,No
2655,Male,0.0,Yes,Yes,3.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,138.78,256.78,Yes
1698,Female,0.0,No,No,37.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),41.98,3333.08,No
8577,Female,1.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,166.24,249.19,Yes
4356,Male,0.0,No,No,2.0,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),56.14,92.89,Yes
3290,Male,0.0,No,Yes,1.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,64.91,64.91,No
8353,Female,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,39.1,39.1,Yes
3301,Male,0.0,Yes,Yes,64.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),191.92,5730.82,No
4877,Male,1.0,Yes,No,53.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,160.82,5608.32,Yes
4813,Female,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,57.58,121.93,No
9782,Female,0.0,No,No,17.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,8.49,458.94,No
2669,Male,0.0,No,No,31.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,169.04,3053.74,No
2947,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,151.06,151.06,No
4167,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,4.4,448.35,Yes
5811,Male,0.0,Yes,No,67.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),166.23,7622.13,No
1759,Male,0.0,Yes,Yes,70.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,63.96,7511.96,No
7807,Female,0.0,Yes,No,26.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),101.21,2097.86,No
8972,Female,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.78,1415.93,No
2729,Male,0.0,No,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,,Month-to-month,Yes,Mailed check,6.51,6.51,No
4230,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),45.51,45.51,No
7660,Male,0.0,No,No,2.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),106.65,165.7,No
2976,Female,0.0,No,No,39.0,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),16.27,1572.22,No
5474,Male,0.0,Yes,Yes,40.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,4.38,2392.58,No
2934,Female,0.0,No,No,3.0,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,216.79,385.59,No
9150,Female,1.0,No,No,7.0,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,93.87,522.57,No
7521,Female,0.0,Yes,Yes,33.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,112.45,2564.7,No
9313,Female,0.0,Yes,Yes,61.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),243.69,7136.74,No
8188,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,72.77,173.67,Yes
6423,Female,0.0,Yes,No,20.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,61.65,520.0,Yes
7311,Female,0.0,No,No,47.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,150.04,4892.79,No
2709,Female,0.0,Yes,Yes,45.0,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),74.5,2357.45,No
1424,Male,0.0,Yes,Yes,8.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),124.19,484.49,No
7237,Female,0.0,Yes,Yes,16.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),142.45,1264.95,No
4397,Male,0.0,No,No,31.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,162.07,3125.07,Yes
5738,Male,0.0,Yes,No,8.0,Yes,No,,No,,Yes,No,No,No,Month-to-month,Yes,Mailed check,31.62,422.72,No
4736,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),268.11,8278.66,No
4934,Male,0.0,No,No,33.0,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),11.11,2581.61,No
4072,Male,0.0,No,No,19.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,100.09,1667.29,No
7149,Male,0.0,Yes,No,53.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,232.83,5168.13,Yes
7578,Male,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,281.62,6427.77,Yes
4446,Female,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,220.34,2124.14,Yes
7728,Female,1.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,76.83,562.03,No
4133,Female,0.0,Yes,Yes,7.0,Yes,No,No,No internet service,,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.03,142.33,No
5114,Male,0.0,Yes,No,25.0,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),26.99,959.29,No
3612,Male,0.0,No,No,27.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),111.1,2684.05,No
9239,Female,0.0,Yes,No,51.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,25.0,2528.7,No
1085,Male,0.0,Yes,No,66.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,255.51,5708.61,No
2557,Female,0.0,No,,5.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,134.98,334.33,Yes
9977,Male,0.0,Yes,No,4.0,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,84.44,268.94,No
3656,Male,0.0,Yes,Yes,22.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),12.19,1511.14,No
8140,Male,1.0,No,No,11.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),110.66,713.36,No
4067,Female,0.0,No,Yes,62.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),16.49,1629.19,No
7867,Male,0.0,Yes,Yes,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.79,265.44,No
5265,Female,1.0,Yes,No,17.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),47.84,1425.94,Yes
6387,Female,0.0,Yes,Yes,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.09,1012.44,No
1041,Female,0.0,Yes,No,71.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),33.13,4120.78,No
4858,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),73.28,7225.08,No
4128,Male,0.0,Yes,No,56.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,146.44,5307.24,No
8506,Female,0.0,Yes,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,100.08,382.63,No
5154,Female,0.0,Yes,No,8.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,148.28,890.03,Yes
2994,Female,1.0,Yes,No,43.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),131.65,2418.3,Yes
7700,Female,0.0,No,No,14.0,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Mailed check,70.42,789.37,No
7282,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),15.02,1672.17,No
3515,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,47.94,47.94,No
4272,Female,0.0,Yes,Yes,55.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,14.39,1203.69,No
5294,Male,0.0,No,No,2.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.12,86.42,Yes
4136,Female,0.0,Yes,No,2.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),115.15,200.45,Yes
5949,Male,0.0,No,Yes,40.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.38,2164.33,Yes
9455,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,21.35,113.85,Yes
6454,Male,0.0,No,No,40.0,Yes,No,DSL,,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,176.97,2762.17,No
1364,Female,0.0,Yes,Yes,64.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),233.51,6850.71,No
7301,Female,1.0,Yes,No,25.0,Yes,No,Fiber optic,No,No,No,No,,No,Month-to-month,Yes,Electronic check,113.95,1857.75,No
9004,Male,0.0,Yes,No,42.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),261.55,4668.1,Yes
9329,Female,0.0,Yes,No,13.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),119.97,704.62,Yes
6160,Male,0.0,No,No,53.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,,No,Bank transfer (automatic),212.36,4644.16,Yes
8394,Female,0.0,No,Yes,41.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),237.89,3794.44,No
4419,Female,0.0,Yes,Yes,30.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,182.99,3317.99,No
6154,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,57.96,57.96,No
1943,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),50.08,5952.43,No
6481,Female,0.0,Yes,No,7.0,Yes,No,DSL,,No,No,No,No,No,Month-to-month,Yes,Mailed check,62.04,331.24,No
9709,Female,0.0,Yes,No,21.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,11.0,1733.2,Yes
1783,Female,0.0,No,No,54.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,10.69,1070.04,No
3332,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),225.39,8652.24,No
5509,Male,0.0,Yes,No,46.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,174.8,3156.3,No
2416,Female,0.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.11,117.31,No
8165,Female,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,191.93,329.38,No
3140,Male,0.0,No,No,32.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),225.81,2741.61,Yes
9314,Female,0.0,No,No,48.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Credit card (automatic),67.53,2639.38,No
5647,Female,0.0,Yes,Yes,23.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),24.85,1652.45,No
6082,Female,0.0,No,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.78,1859.78,No
4465,Female,0.0,No,Yes,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,18.91,18.91,No
8625,Female,0.0,Yes,Yes,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,22.15,323.15,No
2453,Female,0.0,Yes,Yes,14.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,10.47,285.42,No
6495,Female,0.0,No,No,5.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.68,273.13,No
2771,Male,1.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),208.9,6106.45,No
8435,Female,0.0,Yes,Yes,28.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,85.71,1446.06,No
8683,Female,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,11.31,128.21,No
6061,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,62.85,329.1,Yes
6882,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,185.7,7407.5,No
5894,Female,0.0,No,No,21.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,280.39,2415.24,No
2029,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),88.94,4780.89,No
8125,Male,0.0,No,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),22.76,4627.26,No
3326,Male,0.0,No,No,15.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),122.43,1003.53,Yes
2916,Male,0.0,Yes,Yes,42.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,131.05,3146.15,No
6272,Female,0.0,No,No,37.0,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),60.74,2343.94,No
3852,Female,0.0,No,No,62.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,,Yes,Credit card (automatic),181.43,7199.83,No
3039,Female,0.0,Yes,Yes,10.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),6.48,479.63,Yes
3759,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,200.41,200.41,No
3466,Female,0.0,Yes,Yes,50.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,156.49,5206.94,No
3238,Male,0.0,No,No,5.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,19.23,186.93,Yes
2774,Female,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,15.75,160.55,Yes
9673,Male,0.0,No,No,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,53.02,563.42,No
1923,Male,0.0,No,No,31.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),51.97,2135.77,No
5168,Male,0.0,Yes,Yes,23.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,No,Mailed check,212.15,2066.15,No
2038,Male,0.0,No,No,59.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,215.45,6623.85,No
2824,Male,1.0,Yes,No,43.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),262.64,4466.09,No
5795,Male,0.0,No,No,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),17.8,325.65,No
3186,Female,1.0,No,No,41.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.52,4100.07,No
3878,Male,0.0,No,No,36.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),33.6,709.1,No
4927,Male,0.0,Yes,No,62.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),66.47,1489.52,No
5389,Female,0.0,No,Yes,1.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.32,85.32,Yes
1596,Male,0.0,No,No,12.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,21.69,616.59,No
5681,Male,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),235.45,6602.7,No
6330,Female,0.0,Yes,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,37.08,,Yes
1654,Female,0.0,No,No,8.0,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,206.15,698.65,Yes
5213,Male,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,161.14,408.34,Yes
8814,Female,0.0,Yes,Yes,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),29.5,1406.7,No
1080,Male,0.0,No,No,64.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),38.93,5243.68,No
2079,Male,0.0,Yes,Yes,66.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),37.12,3614.47,No
5342,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,83.2,83.2,Yes
9677,Female,0.0,Yes,Yes,15.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,88.04,681.19,No
8504,Male,0.0,Yes,Yes,49.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),142.31,2631.76,Yes
6304,Female,0.0,Yes,No,60.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),9.34,3432.94,No
2248,Male,0.0,No,No,38.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,25.14,2612.74,No
9804,Female,0.0,No,No,1.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,,Month-to-month,Yes,Electronic check,42.24,42.24,No
1279,Male,0.0,Yes,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,21.15,185.55,No
9074,Male,0.0,No,Yes,1.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,12.23,12.23,No
5169,Female,0.0,No,Yes,44.0,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,84.0,3477.55,No
4450,Male,1.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,,Electronic check,11.22,515.92,Yes
9062,Female,0.0,No,No,15.0,Yes,No,No,No internet service,,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,46.81,326.61,No
5373,Female,0.0,No,No,9.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,143.91,717.26,No
5992,Female,1.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,56.66,56.66,Yes
3010,Female,0.0,No,No,1.0,Yes,,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,37.38,37.38,No
7178,Female,0.0,No,Yes,1.0,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,12.54,12.54,Yes
2443,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),9.76,7881.81,No
5020,Male,0.0,No,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),46.74,1495.69,No
5863,Male,1.0,No,No,32.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,,33.0,2956.1,Yes
6705,Female,0.0,No,No,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),38.41,1007.71,No
3440,Male,0.0,Yes,Yes,47.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,143.33,2627.28,No
9214,Male,1.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),158.82,4826.37,No
2361,Female,0.0,Yes,Yes,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,13.69,151.99,No
6446,Female,0.0,No,No,18.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,23.59,1574.54,Yes
4308,Female,1.0,Yes,No,55.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),249.97,4966.47,No
2900,Female,0.0,Yes,No,33.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,4.38,653.78,No
6149,Female,0.0,No,No,53.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,24.08,5124.58,No
1375,Female,0.0,Yes,Yes,22.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,210.41,1973.01,Yes
9634,Female,1.0,No,No,13.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.63,940.68,Yes
5627,Male,0.0,Yes,Yes,26.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),88.17,2089.27,No
8932,Male,0.0,Yes,Yes,45.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,65.71,1129.51,No
9557,Male,0.0,No,No,18.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,50.01,450.76,No
9421,Female,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),44.03,1868.23,No
1793,Male,0.0,Yes,No,51.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,225.59,5834.39,No
9800,Male,1.0,Yes,No,20.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,47.67,1437.52,Yes
7526,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,44.12,44.12,Yes
1445,Male,0.0,,,23.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),6.58,1235.48,No
7958,Female,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,,,Electronic check,267.05,267.05,No
8865,Male,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,57.46,216.41,No
7214,Female,0.0,No,No,14.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,179.95,1171.5,Yes
9500,Male,1.0,Yes,No,33.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,161.88,3172.93,Yes
2014,Female,0.0,No,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),25.05,251.05,No
2455,Male,0.0,Yes,Yes,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,,972.73,No
7015,Female,0.0,Yes,Yes,38.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.31,752.36,No
9299,Female,0.0,Yes,Yes,14.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,174.91,1294.01,No
7592,Male,0.0,No,No,46.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),88.17,1437.97,Yes
8430,Female,1.0,No,No,27.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.98,2398.58,No
6134,Female,0.0,Yes,Yes,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.31,1375.96,No
5078,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,14.69,14.69,No
3265,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,68.55,68.55,Yes
8008,Male,0.0,No,Yes,64.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.25,6168.3,No
4831,Male,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,46.4,324.45,Yes
3608,Female,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,,Yes,No,No,No,Month-to-month,No,Mailed check,190.29,2680.99,No
8075,Female,0.0,Yes,Yes,54.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),13.98,1085.98,No
2753,Female,0.0,No,No,25.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,217.3,2220.75,No
4012,Female,0.0,Yes,Yes,52.0,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),22.1,2581.8,No
6213,Male,0.0,No,No,17.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,65.29,479.84,No
9575,Male,0.0,Yes,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),1.88,248.28,No
4854,Female,0.0,Yes,Yes,35.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),84.28,1699.98,No
6617,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,108.18,181.23,Yes
6948,Female,0.0,Yes,No,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,48.51,550.76,No
8026,Female,0.0,No,No,31.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,9.03,671.33,No
8677,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,268.25,268.25,No
5120,Male,0.0,No,No,24.0,Yes,No,,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,229.13,2255.58,Yes
7651,Female,1.0,No,,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,160.73,407.58,Yes
9479,Male,0.0,No,No,11.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),115.76,562.56,No
8695,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,185.55,1153.95,No
9457,Female,0.0,No,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,54.47,366.47,No
2353,Male,0.0,No,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),154.24,7923.34,No
4803,Female,0.0,No,No,54.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),204.91,5404.51,No
6190,Female,0.0,Yes,Yes,52.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,130.03,5274.18,No
4505,Female,1.0,No,No,65.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),102.47,3566.87,No
9865,Female,0.0,Yes,Yes,32.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,226.2,3038.4,No
6339,Female,0.0,No,No,69.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),46.15,1699.6,No
6657,Female,0.0,No,No,2.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,143.77,200.92,Yes
2314,Male,0.0,Yes,No,49.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),177.65,4999.2,No
9244,Male,0.0,Yes,Yes,54.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),53.46,1260.31,No
4435,Male,0.0,Yes,No,48.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,27.76,863.61,No
9683,Female,0.0,Yes,No,54.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),6.66,1089.01,No
9658,Male,0.0,No,No,32.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),66.85,3391.6,Yes
8743,Male,1.0,No,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),67.17,1831.97,No
9924,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),70.6,8262.1,No
9579,Male,0.0,No,No,52.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,135.78,4698.93,No
8808,Female,0.0,No,No,7.0,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),27.87,281.07,Yes
5634,Female,0.0,Yes,No,64.0,Yes,No,No,No internet service,No internet service,,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),30.33,1236.53,No
2533,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),61.89,507.49,No
7959,Female,0.0,No,No,65.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,78.96,6137.31,No
6660,Male,0.0,No,No,54.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,139.01,4716.21,No
6678,Male,0.0,Yes,Yes,16.0,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Mailed check,154.31,1114.06,No
5831,Female,0.0,Yes,No,54.0,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),94.64,3740.14,Yes
5601,Female,0.0,No,No,42.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),78.89,3373.84,No
5465,Male,1.0,Yes,No,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),28.72,6246.67,No
3221,Male,0.0,No,No,4.0,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,13.21,201.31,No
5050,Male,0.0,Yes,Yes,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,11.23,304.88,No
2953,Female,0.0,Yes,Yes,64.0,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,120.64,3489.54,No
4625,Male,0.0,Yes,Yes,39.0,Yes,No,DSL,Yes,,Yes,No,No,No,One year,,Electronic check,58.79,2342.84,No
9496,Male,1.0,Yes,No,16.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.14,853.69,No
4199,Male,0.0,Yes,Yes,18.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),9.5,451.8,No
3673,Male,0.0,No,No,28.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,88.32,2676.57,No
3069,Female,1.0,Yes,No,6.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,,Electronic check,33.77,424.32,Yes
5652,Male,0.0,Yes,Yes,69.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),128.94,4139.09,No
4371,Male,0.0,No,No,15.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,,Electronic check,16.17,716.42,No
6071,Female,0.0,Yes,Yes,21.0,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),83.33,1239.93,No
6101,Female,0.0,Yes,Yes,51.0,,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),21.79,4358.24,No
7201,Female,0.0,Yes,No,34.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),46.07,1811.17,No
2685,Female,0.0,Yes,No,70.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),9.68,1318.18,No
6393,Female,0.0,No,No,4.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,55.98,219.83,No
6344,Female,0.0,Yes,Yes,48.0,Yes,Yes,,No,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,84.35,3875.0,No
4309,Female,0.0,No,No,49.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),269.3,5086.4,No
3429,Female,0.0,Yes,No,48.0,No,No phone service,DSL,Yes,No,Yes,No,,Yes,Month-to-month,Yes,Bank transfer (automatic),90.76,2190.46,Yes
3566,Male,0.0,Yes,Yes,49.0,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,47.65,1846.6,No
3987,Male,0.0,Yes,No,8.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,120.93,678.88,Yes
6779,Female,1.0,Yes,Yes,31.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,119.86,2932.26,Yes
4685,Male,0.0,No,No,6.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),50.61,228.81,Yes
7213,Female,0.0,No,No,31.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),129.36,1599.61,No
3618,Female,0.0,Yes,Yes,61.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.51,5958.41,Yes
3116,Male,0.0,No,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),37.48,487.63,No
7181,Female,0.0,Yes,No,20.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,151.88,1956.98,No
8103,Female,0.0,No,No,11.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,60.93,958.73,Yes
9431,Male,0.0,No,No,30.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),235.81,2821.21,No
5155,Female,0.0,Yes,No,70.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),189.8,4630.15,No
9982,Male,0.0,No,Yes,3.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,54.8,220.0,Yes
9772,Male,0.0,No,No,67.0,Yes,No,DSL,No,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),146.4,3355.95,No
3390,Male,0.0,No,No,10.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),122.41,512.96,Yes
6744,Male,0.0,Yes,Yes,56.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,262.57,6033.12,No
7207,Female,0.0,No,No,2.0,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,92.44,122.24,Yes
1149,Male,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,213.25,573.45,Yes
5507,Male,1.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,148.7,148.7,Yes
6285,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,103.84,103.84,Yes
1865,Male,1.0,Yes,No,27.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),22.0,796.35,Yes
3632,Female,0.0,Yes,No,2.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,107.16,172.16,Yes
2761,Female,1.0,Yes,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,216.51,441.31,No
6509,Male,0.0,No,No,18.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),1.09,1298.24,No
9691,Male,0.0,Yes,Yes,29.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,61.96,2040.81,No
6901,Female,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,203.91,203.91,Yes
6589,Male,1.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,52.55,52.55,Yes
7550,Male,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,177.21,6008.61,Yes
9538,Female,1.0,Yes,No,26.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),72.52,2053.82,No
6262,Female,0.0,No,No,39.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,61.42,2022.07,Yes
8061,Male,0.0,No,No,68.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),105.13,5051.23,No
4406,Male,0.0,Yes,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.48,340.88,No
7424,Male,0.0,Yes,Yes,53.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,178.67,4865.57,No
4386,Male,0.0,No,No,22.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,109.56,1530.26,No
6234,Female,0.0,Yes,No,22.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),184.28,1810.73,No
6358,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),15.79,6521.94,No
2186,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,40.21,40.21,No
5048,Female,0.0,Yes,Yes,42.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),29.88,3335.93,Yes
8072,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,5.75,5.75,Yes
4598,,0.0,Yes,No,41.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,46.21,925.91,No
4896,Male,0.0,No,No,26.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),139.0,1327.15,No
3782,Female,0.0,No,No,26.0,,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,136.76,2249.06,No
4146,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,38.66,38.66,Yes
9830,Female,0.0,No,No,46.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Mailed check,58.55,3573.15,No
5938,Male,1.0,Yes,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,27.17,221.97,Yes
5940,Male,1.0,No,No,5.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,223.73,546.68,No
9168,Female,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),16.52,1385.97,No
2588,Female,0.0,Yes,No,57.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),6.13,1101.83,No
2263,Female,0.0,Yes,Yes,57.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),49.03,1197.13,No
2505,Male,0.0,Yes,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,45.27,63.27,No
9215,Male,0.0,No,No,22.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),31.37,499.92,No
4869,Male,0.0,No,No,35.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,86.7,1739.15,No
4379,Female,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.54,29.54,Yes
4905,Male,1.0,No,No,65.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,320.5,7456.3,No
1084,Male,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,30.4,150.75,No
2854,Male,1.0,Yes,No,71.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),22.69,3329.74,No
6704,Female,0.0,No,Yes,17.0,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,41.29,922.94,Yes
6142,Female,1.0,No,No,16.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,162.74,1428.14,Yes
4624,Female,0.0,No,No,3.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,71.13,132.88,No
3846,Male,0.0,Yes,Yes,45.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),281.63,4642.33,No
5323,Female,1.0,No,No,6.0,,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,167.88,527.58,Yes
5030,Male,0.0,No,No,63.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),69.44,7009.99,No
3556,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,98.36,245.31,No
8059,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,17.01,17.01,No
1072,Male,0.0,No,No,33.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),218.67,2741.87,No
3642,Male,0.0,Yes,Yes,49.0,Yes,No,,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),37.06,2947.76,No
9930,Male,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,30.18,1062.98,Yes
2269,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,,Two year,Yes,Credit card (automatic),243.34,6933.49,No
8448,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,185.09,185.09,Yes
5631,Female,0.0,No,No,16.0,Yes,No,No,No internet service,No internet service,,No internet service,No internet service,No internet service,One year,No,Mailed check,49.65,325.7,No
4860,Female,0.0,Yes,Yes,21.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,289.1,2296.45,Yes
4005,Female,0.0,Yes,Yes,50.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),98.73,4060.88,No
9364,Male,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,6.86,92.81,Yes
1549,Female,0.0,Yes,Yes,3.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,54.97,145.17,Yes
2049,Male,0.0,Yes,No,24.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,133.68,1422.23,No
4493,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,116.13,116.13,No
4951,Female,0.0,No,No,25.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,97.47,1886.97,Yes
8439,Male,0.0,Yes,No,63.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,13.69,6207.84,No
6585,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,138.85,223.6,Yes
8325,Female,0.0,No,No,42.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,145.29,2173.69,No
2292,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,9.05,219.7,No
3833,Female,0.0,Yes,No,54.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,48.5,5983.35,No
4924,Female,0.0,No,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),56.24,333.79,Yes
7714,Female,0.0,No,No,8.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),226.04,770.64,No
2904,Male,0.0,Yes,Yes,4.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),71.57,120.57,No
6492,Male,0.0,,No,37.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,71.18,1421.48,No
8389,Female,0.0,Yes,Yes,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,27.56,242.11,Yes
9903,Female,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,9.67,250.87,No
2544,Female,0.0,Yes,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),159.75,244.15,No
7573,Male,0.0,Yes,Yes,31.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Bank transfer (automatic),31.6,3015.65,No
3626,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,11.93,11.93,Yes
1684,Male,1.0,No,No,57.0,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Electronic check,61.47,3043.77,No
3251,Female,0.0,No,No,68.0,Yes,No,,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),56.9,1478.95,No
6518,Female,1.0,No,No,8.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,17.53,741.58,Yes
7602,Male,1.0,Yes,No,33.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,118.8,1819.65,No
9107,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),46.68,81.08,No
8637,Female,1.0,No,No,1.0,No,No phone service,DSL,No,,No,No,No,No,Month-to-month,No,Mailed check,46.29,46.29,Yes
9618,Male,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.71,6617.91,No
8213,Female,1.0,Yes,No,67.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.95,1264.95,No
1712,Female,0.0,Yes,Yes,16.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),80.06,597.26,No
5221,Female,0.0,Yes,Yes,57.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,215.85,5656.65,No
5123,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,56.56,56.56,Yes
4463,Female,1.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),127.67,5731.47,No
6669,Female,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,,Month-to-month,No,Electronic check,45.92,118.12,No
5801,Male,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),58.71,219.71,No
6413,Male,0.0,Yes,No,18.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,51.65,1648.8,No
8080,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),245.51,7610.81,No
5696,Male,0.0,No,No,31.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),15.42,604.12,No
8456,Male,0.0,Yes,Yes,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,42.64,974.14,No
1771,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),39.02,39.02,Yes
6286,Female,0.0,No,No,54.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),11.6,5546.7,Yes
5617,Female,0.0,Yes,Yes,6.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,23.76,272.31,No
1785,Male,0.0,No,No,44.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),52.11,937.26,No
9031,Female,0.0,Yes,Yes,61.0,Yes,Yes,,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),202.99,6120.94,No
5511,Female,0.0,Yes,No,63.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,317.32,7083.57,Yes
4558,Male,0.0,No,No,59.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),41.28,1213.38,No
5619,Male,0.0,No,No,25.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),120.87,2535.07,No
4392,Female,1.0,No,No,4.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,127.2,258.3,No
4672,Male,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,40.24,40.24,Yes
8043,Male,0.0,No,No,44.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,173.4,4977.05,No
3580,Female,0.0,Yes,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,59.96,304.46,No
3152,Male,0.0,No,Yes,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,53.76,408.86,Yes
5235,Male,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,716.7,Yes
8031,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),194.69,6407.69,No
7716,Male,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,122.05,327.7,No
9886,Male,0.0,No,No,19.0,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),21.78,1188.28,No
7963,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,61.04,61.04,No
6427,Male,0.0,Yes,Yes,36.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),12.21,747.26,No
8210,Male,1.0,No,No,1.0,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,105.72,105.72,Yes
3565,Female,0.0,No,No,48.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),23.22,1132.57,No
5488,Female,0.0,Yes,No,50.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Electronic check,163.4,5665.55,Yes
1082,,1.0,No,No,17.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,13.4,1421.15,Yes
2863,Male,0.0,No,No,57.0,Yes,No,DSL,Yes,No,Yes,,Yes,Yes,Two year,Yes,Bank transfer (automatic),126.13,4369.13,No
4811,Male,0.0,Yes,Yes,10.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,11.99,241.49,No
1591,Female,0.0,Yes,Yes,56.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),195.68,4734.83,No
1150,Female,0.0,Yes,Yes,17.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),289.39,1895.74,Yes
9307,Female,0.0,Yes,No,67.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),222.32,6020.02,No
5926,Female,0.0,No,No,6.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.54,422.99,Yes
7657,Male,1.0,Yes,No,69.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,122.15,6175.35,Yes
1778,Male,0.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,184.47,2553.52,Yes
7843,Male,0.0,Yes,Yes,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),36.42,1084.37,No
2739,Male,0.0,Yes,Yes,28.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,302.31,3043.61,Yes
3781,Male,0.0,No,No,39.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,No,Credit card (automatic),181.19,3313.54,No
8030,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Two year,Yes,Credit card (automatic),155.34,6201.69,No
7183,Male,0.0,No,No,67.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,55.99,1232.49,No
7744,Male,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,56.08,148.88,Yes
7652,Female,1.0,No,No,29.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,168.97,2933.07,Yes
8777,Female,0.0,No,No,24.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),15.04,1201.14,Yes
4474,Male,0.0,Yes,No,72.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,184.14,6132.79,No
6703,Female,0.0,Yes,No,65.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),32.4,7007.6,No
3930,Female,0.0,No,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,3.96,453.26,No
4848,Male,1.0,No,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,,Yes,Electronic check,104.12,907.12,Yes
1886,Male,0.0,Yes,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,40.81,178.91,No
5434,Female,0.0,Yes,No,53.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,139.0,4910.35,No
1383,Male,0.0,No,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,16.0,415.7,No
4084,Female,1.0,No,No,38.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),43.23,2236.73,Yes
4023,Male,0.0,Yes,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),49.62,517.62,No
6600,Female,0.0,No,Yes,49.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,,No internet service,One year,No,Credit card (automatic),40.54,942.39,No
9085,Male,0.0,Yes,No,17.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),106.69,1250.34,Yes
5255,Female,1.0,No,No,20.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,1.54,1443.29,Yes
8223,Male,0.0,No,No,22.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,116.23,2180.33,No
9071,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,121.22,121.22,Yes
1316,Male,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,132.67,387.52,Yes
8474,Male,0.0,Yes,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.14,127.49,No
6586,Female,0.0,No,No,39.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,184.89,4075.89,Yes
5585,Female,0.0,No,No,40.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),16.13,822.83,No
1577,Male,0.0,Yes,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),0.3,0.3,Yes
3194,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),10.88,10.88,Yes
6232,Male,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),194.0,5561.6,No
9154,Female,0.0,Yes,No,64.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,68.78,1758.18,No
5066,Male,0.0,No,No,31.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,No,Credit card (automatic),99.84,2566.79,No
9365,Male,0.0,Yes,No,54.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,177.7,6187.1,No
2295,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,157.22,419.97,Yes
7930,Female,0.0,No,No,16.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),248.01,1708.06,Yes
5350,Male,0.0,Yes,Yes,9.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,192.66,998.01,No
3474,Male,0.0,Yes,No,54.0,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.54,4192.44,No
2937,Female,0.0,Yes,Yes,49.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,148.25,4406.05,No
4669,Male,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,5.63,150.33,No
3449,Female,1.0,Yes,No,27.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.37,1925.52,Yes
4693,Female,0.0,No,No,2.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,40.12,105.22,Yes
8756,Female,0.0,No,Yes,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,8.99,85.74,No
2113,Female,0.0,Yes,No,58.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),14.18,3459.38,No
2160,Female,1.0,No,No,56.0,Yes,,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),76.34,5682.74,No
5314,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,116.35,116.35,No
5423,Male,1.0,No,No,8.0,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),102.75,834.8,Yes
9218,Female,1.0,Yes,No,68.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,36.17,6787.62,Yes
8039,Female,0.0,Yes,Yes,18.0,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),127.55,1030.25,No
8718,Male,0.0,No,No,9.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,36.18,623.63,No
5088,Male,0.0,No,No,42.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,281.11,4452.81,Yes
9235,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,65.5,6564.75,No
8333,Female,0.0,No,No,1.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.89,48.89,Yes
3606,Female,0.0,No,No,22.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.8,1051.6,Yes
5749,Female,0.0,No,No,8.0,No,No phone service,DSL,No,Yes,No,,No,No,Month-to-month,Yes,Mailed check,46.71,244.41,No
8737,Female,0.0,No,No,29.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,124.15,2429.4,Yes
7373,Male,1.0,Yes,No,17.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,56.88,1213.83,Yes
6802,Male,0.0,,No,55.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,295.99,5747.14,No
3651,Male,0.0,No,No,6.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,57.88,529.83,Yes
3839,Female,1.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.87,70.87,No
1099,Male,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),48.51,296.96,No
7753,Female,0.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,86.68,673.38,No
3840,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,105.36,105.36,No
9897,Male,0.0,Yes,Yes,0.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,65.71, ,No
2898,Female,0.0,No,No,41.0,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),83.57,2391.27,No
5714,Male,0.0,No,No,1.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,52.29,52.29,Yes
5333,Male,0.0,Yes,Yes,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,11.64,497.19,No
9955,Female,0.0,Yes,Yes,20.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),73.05,554.9,No
7831,Male,1.0,No,No,17.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.76,769.31,Yes
9862,Female,0.0,Yes,Yes,66.0,Yes,No,DSL,Yes,No,No,No,Yes,No,Two year,Yes,Electronic check,172.5,4109.55,No
9951,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),25.63,5862.33,No
4720,Male,0.0,Yes,Yes,38.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),126.24,3130.14,No
2357,Female,0.0,No,Yes,35.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,116.98,1722.18,No
1719,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,198.57,198.57,Yes
1205,Female,0.0,No,No,17.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,149.21,1188.21,No
8561,Male,0.0,Yes,Yes,50.0,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),17.34,2203.39,No
4620,Female,0.0,No,No,3.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.35,103.0,Yes
3917,Female,0.0,Yes,Yes,20.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),165.2,2299.0,Yes
9764,Female,0.0,No,No,3.0,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,181.39,331.89,No
3560,Female,0.0,No,No,65.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),293.13,6932.33,No
2962,Female,0.0,Yes,Yes,55.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),189.05,4327.95,No
9751,Male,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),225.28,6402.23,No
5253,Male,0.0,Yes,Yes,68.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),48.53,1406.28,No
9119,Female,1.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,59.52,224.72,Yes
3835,Male,0.0,No,Yes,21.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,64.84,507.29,No
2787,Male,0.0,No,No,3.0,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,13.71,142.46,No
3103,Male,0.0,No,No,52.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.81,4221.86,No
8564,Male,0.0,Yes,Yes,43.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.39,1074.09,No
1651,Female,0.0,Yes,No,68.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),114.7,4032.15,No
4279,Male,0.0,Yes,Yes,39.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),36.8,3139.75,Yes
2393,Female,0.0,No,No,49.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.29,3877.49,No
2951,Female,0.0,Yes,No,68.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),172.73,7615.53,No
8912,Female,1.0,Yes,No,58.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),154.4,5803.8,No
9544,Female,0.0,Yes,Yes,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,190.53,485.88,Yes
3648,Female,1.0,Yes,No,3.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,35.98,219.48,Yes
2011,Female,1.0,No,No,35.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,174.47,2522.92,No
1695,Female,0.0,Yes,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,No,,No,Electronic check,200.25,460.45,Yes
2591,Female,0.0,No,Yes,4.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,247.7,523.75,Yes
2543,Male,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),38.21,216.91,No
9848,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.08,86.08,Yes
6350,Male,0.0,No,No,52.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,254.45,4507.7,Yes
2218,Male,0.0,No,No,7.0,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),57.18,438.83,No
6290,Female,0.0,Yes,Yes,17.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,259.14,1631.54,Yes
1193,Female,0.0,Yes,Yes,69.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),125.24,4315.19,No
1882,Female,0.0,No,No,55.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,209.22,4637.17,No
6340,,0.0,Yes,Yes,10.0,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,101.07,596.82,No
2413,Female,0.0,No,No,64.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),248.53,5604.18,No
9055,Female,0.0,No,No,44.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,1.64,2090.59,No
5790,Male,0.0,No,Yes,15.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,257.76,1596.81,No
3582,Female,1.0,No,No,35.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),153.14,3878.64,No
7508,Male,0.0,Yes,No,13.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,20.58,672.98,Yes
4268,Male,0.0,No,No,19.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,,No,Mailed check,135.78,1728.23,No
7549,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.51,18.51,No
4530,Female,0.0,No,No,47.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,59.89,2874.79,No
6408,Female,0.0,No,Yes,1.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,64.28,64.28,No
4327,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,35.84,73.34,No
2339,Female,1.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),255.75,7897.1,No
7113,Male,1.0,Yes,No,21.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),171.22,1941.92,No
7039,Female,0.0,No,No,12.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,150.51,1156.76,Yes
3814,Male,1.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),188.8,836.9,Yes
5376,Male,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,202.53,305.18,Yes
6886,Male,0.0,No,No,66.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),150.1,4873.9,No
1919,Female,0.0,No,Yes,1.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,32.67,32.67,No
1065,Male,0.0,No,No,9.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,98.63,682.38,No
9258,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,54.27,54.27,Yes
5822,Female,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),189.03,7497.18,No
5497,Male,1.0,No,No,52.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,133.86,2635.61,Yes
6824,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,30.13,30.13,No
1574,Male,0.0,Yes,Yes,4.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,190.2,474.95,Yes
2030,Male,0.0,Yes,No,62.0,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),0.98,3694.03,No
6399,Female,0.0,No,No,26.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),261.56,2641.06,No
1429,Male,0.0,Yes,Yes,71.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),172.24,5074.79,No
7522,Female,0.0,No,No,57.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Electronic check,2.22,5376.47,No
6708,Male,0.0,Yes,No,70.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),164.2,5405.2,No
3489,Male,0.0,Yes,Yes,68.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),199.2,6787.5,No
1940,Male,0.0,Yes,No,69.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),78.64,4073.89,No
2311,Male,0.0,No,No,5.0,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.94,378.34,Yes
3011,Male,0.0,No,Yes,15.0,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,16.49,902.39,No
7683,Male,0.0,Yes,No,18.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,128.55,1361.35,No
5995,Female,0.0,No,No,15.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,92.42,763.72,No
5271,Female,0.0,No,No,70.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.2,7797.2,No
1392,Male,1.0,No,No,38.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),32.24,2459.44,Yes
8229,Male,0.0,No,No,12.0,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),142.87,919.77,Yes
1091,Female,0.0,No,No,15.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,,250.1,1434.1,Yes
5708,Male,0.0,No,No,17.0,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,157.69,1048.54,No
3236,,0.0,Yes,Yes,44.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),89.08,2410.23,No
9760,Female,0.0,No,No,4.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.13,288.83,No
5578,Male,1.0,No,Yes,1.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,,Mailed check,90.18,90.18,Yes
9429,Male,,Yes,No,70.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),56.99,4515.29,No
8838,Female,0.0,No,No,40.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),40.28,850.88,No
3652,Male,0.0,Yes,Yes,17.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,171.05,1205.6,No
4104,Male,0.0,Yes,Yes,6.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),19.57,235.77,Yes
7740,Female,0.0,No,No,66.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),231.46,6196.21,No
1799,Male,0.0,Yes,Yes,56.0,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,5.45,2838.35,No
7413,Female,1.0,Yes,No,39.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.2,3956.1,No
6587,Male,1.0,Yes,No,58.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,,40.96,6219.36,Yes
9018,Female,0.0,Yes,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,,Two year,No,Credit card (automatic),43.53,1525.28,No
4507,Male,1.0,Yes,,70.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,209.14,7207.69,Yes
1609,Male,0.0,Yes,Yes,47.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,12.25,1148.15,No
1625,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.78,99.78,Yes
9148,Male,0.0,No,No,35.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,42.45,3365.15,No
7012,Female,0.0,No,No,26.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),43.5,1803.5,Yes
9317,Female,0.0,Yes,Yes,30.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Electronic check,142.84,2594.44,No
9899,Male,1.0,Yes,No,40.0,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,39.74,2267.24,No
6466,Female,0.0,No,No,28.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,59.13,1551.13,No
3637,Female,0.0,Yes,No,47.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,48.72,1272.67,No
9637,Male,0.0,Yes,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),58.03,199.63,No
9987,Female,0.0,Yes,Yes,41.0,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),79.93,1456.93,No
3366,Male,0.0,Yes,Yes,59.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.23,1194.63,No
3769,Male,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),321.25,8232.45,No
8190,Female,0.0,No,No,23.0,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,164.82,1847.67,No
5732,Female,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,35.48,176.28,No
4497,Female,0.0,Yes,No,19.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,88.97,1456.87,Yes
9261,Male,0.0,No,No,12.0,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),21.05,575.85,No
7274,Male,0.0,Yes,Yes,61.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),45.04,1330.44,No
1155,Male,0.0,No,Yes,56.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,2.69,1220.14,No
3538,Female,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),45.87,6292.97,Yes
5779,Male,,No,No,54.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,57.73,1187.38,No
3067,Female,0.0,No,No,12.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,97.45,499.3,No
1857,Male,0.0,Yes,No,14.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),107.42,723.02,No
2466,Male,0.0,No,No,3.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.61,67.81,Yes
7811,Female,0.0,No,No,12.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Mailed check,274.0,1293.65,Yes
6515,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,20.94,20.94,Yes
7306,Male,0.0,,No,63.0,Yes,Yes,Fiber optic,,Yes,No,No,No,Yes,One year,No,Credit card (automatic),63.43,5798.48,No
5390,Female,0.0,Yes,No,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),28.78,930.68,No
1891,Female,0.0,Yes,No,3.0,Yes,,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),65.56,220.31,Yes
9576,Male,0.0,No,No,37.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),280.53,3831.23,No
5171,Female,0.0,No,No,46.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),159.28,4462.73,Yes
5152,Female,1.0,Yes,No,43.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,209.47,4635.82,Yes
2181,Female,0.0,No,No,16.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,25.44,1279.29,No
2344,Female,0.0,No,No,17.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,227.73,1473.33,No
3115,Male,0.0,No,No,6.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,84.39,479.29,Yes
3907,Male,0.0,No,No,32.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,35.39,3122.59,Yes
4249,Male,0.0,Yes,Yes,68.0,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Credit card (automatic),86.02,4875.17,No
4957,Male,0.0,No,No,2.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,65.13,107.58,No
5852,Male,0.0,No,No,8.0,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,34.79,221.89,No
2695,Male,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.33,7894.43,No
3275,Male,0.0,No,No,26.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,227.83,2327.23,No
3104,Male,0.0,No,No,51.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,17.7,1039.9,No
2754,Male,0.0,Yes,Yes,61.0,Yes,No,DSL,,Yes,Yes,Yes,No,No,Two year,,Bank transfer (automatic),79.2,4169.4,No
9611,Female,0.0,No,Yes,43.0,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,,24.93,2698.03,No
4780,Male,0.0,Yes,Yes,34.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),153.22,2829.82,No
6900,Male,0.0,Yes,Yes,4.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,18.29,143.14,No
5645,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),126.15,8021.45,No
9726,Male,0.0,No,No,51.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,183.28,5122.43,No
9692,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,55.51,74.66,No
6236,Male,0.0,No,Yes,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,55.84,142.29,No
3633,Male,0.0,No,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,50.11,624.86,No
9652,Male,1.0,No,No,3.0,No,No phone service,DSL,No,,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,31.97,123.02,Yes
9989,Female,0.0,Yes,Yes,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),36.75,1354.1,No
8323,Male,0.0,No,No,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,40.11,443.01,No
8952,Male,0.0,No,No,41.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,132.21,4373.91,Yes
3824,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,21.37,21.37,No
1147,Male,0.0,Yes,Yes,53.0,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,146.68,3806.58,No
3702,Male,0.0,Yes,Yes,31.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),207.14,2476.39,No
8645,Male,0.0,Yes,No,30.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),42.38,599.23,No
6980,Female,0.0,Yes,Yes,16.0,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),80.85,1502.85,No
7356,Female,0.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,48.35,137.55,No
1473,Male,0.0,Yes,No,52.0,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,161.81,3951.86,No
3202,Male,0.0,No,No,44.0,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Electronic check,51.42,2760.57,No
7932,Female,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),46.99,254.99,No
9840,Female,0.0,Yes,Yes,64.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,112.19,5839.04,No
4162,Male,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),42.91,89.26,No
9515,Male,0.0,No,No,30.0,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,64.21,1888.16,No
6757,Male,0.0,Yes,Yes,3.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,112.53,271.08,No
6105,Female,1.0,Yes,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.41,71.41,Yes
1837,Female,0.0,Yes,No,17.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,225.28,1495.33,No
8881,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,42.31,42.31,Yes
8747,Male,0.0,Yes,Yes,26.0,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Mailed check,115.14,1350.59,No
3581,Female,0.0,Yes,Yes,65.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),16.95,1645.8,No
4254,Male,1.0,Yes,No,12.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,112.23,981.98,Yes
6392,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,148.79,224.29,Yes
3867,Male,0.0,No,Yes,41.0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,98.01,2922.36,No
5223,Female,0.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),1.57,1.57,Yes
2553,Female,1.0,Yes,No,54.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),51.56,5323.16,Yes
6758,Female,0.0,Yes,Yes,34.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),61.4,930.75,No
9130,Female,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,45.7,167.3,No
1530,Female,1.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,34.97,344.92,No
5077,Male,1.0,Yes,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,63.95,63.95,Yes
9980,Female,0.0,Yes,No,45.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,100.91,5019.86,No
2201,Female,1.0,No,No,63.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),163.67,5612.87,No
8062,Female,0.0,Yes,Yes,,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,10.62,300.52,No
2396,Male,0.0,Yes,Yes,66.0,,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,35.59,4973.49,No
4106,Female,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),265.14,6413.64,No
4833,Male,1.0,No,No,39.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,236.51,3559.06,No
3570,Female,0.0,No,No,10.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,11.56,395.01,No
4062,Female,0.0,No,No,6.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.61,356.76,Yes
1487,Female,0.0,Yes,No,65.0,Yes,No,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),130.91,3879.31,No
9161,Male,0.0,No,No,22.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),95.0,1343.1,No
6786,Male,0.0,Yes,No,72.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,188.49,6841.19,No
5165,Male,0.0,Yes,Yes,21.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,6.39,336.69,No
8863,Male,0.0,No,No,24.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),145.14,2337.14,Yes
5962,Male,1.0,Yes,No,16.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,192.57,1681.37,Yes
1323,Male,0.0,No,No,23.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,238.15,2090.75,Yes
2206,Female,0.0,Yes,No,56.0,Yes,,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),197.84,4631.19,No
1755,Female,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,,Credit card (automatic),51.61,788.66,Yes
4918,Female,0.0,No,No,6.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),87.99,341.69,No
8670,Male,,No,No,14.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,171.69,1349.39,No
5848,Male,0.0,No,No,20.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,111.02,1064.07,No
5095,Male,0.0,No,No,58.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.28,1134.48,No
7063,Female,0.0,Yes,No,68.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),6.31,1596.26,No
8455,Male,0.0,Yes,No,9.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,19.69,732.94,No
5352,Male,0.0,Yes,Yes,20.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,158.43,1558.93,Yes
5676,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.15,116.05,Yes
2575,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,53.71,53.71,No
8616,Female,1.0,Yes,Yes,32.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,43.22,2848.42,No
9388,Male,0.0,No,No,6.0,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.26,372.81,No
4950,Male,0.0,No,No,14.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,205.68,1246.78,No
8251,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,169.52,169.52,Yes
6175,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,4.59,4.59,Yes
4177,Male,1.0,Yes,Yes,20.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),269.7,1993.7,No
6562,Male,1.0,No,No,12.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,135.25,1235.95,Yes
7835,Male,0.0,No,No,56.0,Yes,No,DSL,,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),240.76,4693.41,No
9023,Male,0.0,No,No,1.0,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,83.35,83.35,Yes
9859,Female,0.0,Yes,Yes,72.0,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),92.98,4912.43,No
7775,Male,0.0,No,Yes,24.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,21.02,816.07,No
2220,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),210.26,6757.01,No
8481,Male,1.0,Yes,No,29.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,276.4,3182.05,Yes
7699,Female,0.0,No,No,43.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),4.36,4784.41,No
6473,Male,0.0,No,No,52.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),104.43,3375.48,No
1237,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),285.91,8051.96,No
2424,Female,0.0,Yes,No,13.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,62.23,967.48,No
7469,Female,0.0,No,No,34.0,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,98.19,2190.69,No
2372,Female,0.0,No,No,5.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,269.32,685.52,Yes
4509,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),26.06,26.06,No
9133,Male,0.0,Yes,Yes,67.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),135.91,6928.26,No
5339,Male,0.0,No,No,4.0,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,18.52,140.92,No
8193,Male,1.0,Yes,Yes,51.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,,No,Month-to-month,Yes,Electronic check,249.76,4311.61,Yes
5793,Male,0.0,No,Yes,,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),167.07,418.72,Yes
8596,Male,0.0,Yes,Yes,53.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),50.89,1361.44,No
8629,Male,0.0,Yes,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),142.97,716.77,No
8833,Female,0.0,Yes,Yes,65.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,147.66,7375.91,No
3070,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,2.28,2.28,Yes
3005,Female,1.0,Yes,Yes,24.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,125.87,2292.77,No
9816,Male,0.0,No,No,5.0,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),73.53,347.83,No
5535,Male,0.0,No,Yes,54.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,255.53,5976.33,No
2068,Male,0.0,Yes,No,43.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),9.66,2850.76,No
4256,Male,1.0,No,No,20.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),50.04,1367.94,Yes
2958,Male,0.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,170.97,350.47,Yes
7525,Male,0.0,Yes,No,21.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),13.76,1084.36,No
8083,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,177.73,7616.23,No
7789,Male,0.0,No,No,6.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,40.04,266.24,Yes
1715,Male,0.0,No,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.0,24.0,No
1889,Male,0.0,Yes,Yes,40.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),115.53,4474.53,No
7784,Female,0.0,No,No,2.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,92.2,187.6,Yes
2643,Male,0.0,No,No,67.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),36.53,1446.98,No
2619,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),205.93,748.43,Yes
4367,Male,1.0,No,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),49.4,1833.35,No
3385,Male,0.0,Yes,Yes,24.0,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),7.68,1405.68,No
3575,Female,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,16.83,242.93,No
3435,Male,0.0,Yes,Yes,47.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,52.02,4701.82,Yes
6565,Female,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,29.73,282.78,No
2579,Male,0.0,No,No,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),40.55,870.65,No
9578,Female,0.0,No,No,65.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.69,7096.64,No
7221,Female,0.0,No,No,2.0,Yes,No,DSL,Yes,No,No,No,,Yes,Month-to-month,Yes,Electronic check,140.12,216.27,Yes
6554,Male,1.0,No,No,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),44.58,529.48,No
2806,Male,0.0,Yes,Yes,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),52.86,1389.66,No
5034,Female,1.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),157.66,6505.46,Yes
7734,Female,0.0,Yes,Yes,65.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,,Yes,Two year,Yes,Mailed check,12.49,5879.94,No
1992,Male,1.0,Yes,No,43.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,110.8,4398.2,Yes
3129,Female,0.0,No,No,3.0,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,109.28,218.88,No
6294,Male,1.0,Yes,No,4.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,162.24,372.39,No
5252,Female,0.0,Yes,Yes,37.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,260.25,3697.95,No
3696,Female,0.0,Yes,No,18.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,37.06,1400.31,No
5229,Female,0.0,No,No,13.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,179.31,1309.01,No
5161,Female,0.0,Yes,Yes,16.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),235.76,1576.56,Yes
6783,Male,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),137.34,8318.79,No
9627,Female,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,,256.3,1000.7,Yes
6359,Female,0.0,Yes,No,57.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),106.02,2838.52,No
4107,Male,0.0,No,No,56.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),111.0,3711.9,No
9988,Male,0.0,Yes,Yes,17.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.06,1128.71,Yes
8767,Male,0.0,No,No,4.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,18.46,243.76,Yes
5381,Male,0.0,Yes,No,66.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),196.97,6181.17,No
6370,Female,0.0,Yes,Yes,24.0,,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,45.05,519.4,No
9802,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,53.03,53.03,No
3276,Female,0.0,Yes,Yes,38.0,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),222.0,3200.35,Yes
3553,Female,0.0,Yes,Yes,64.0,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,119.07,4121.27,No
4031,Female,0.0,Yes,Yes,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),64.22,1852.12,No
9425,Male,0.0,No,No,16.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),30.4,1126.35,No
1708,Female,1.0,No,No,71.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),274.0,7583.5,No
9921,Male,0.0,Yes,No,60.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),269.54,6235.79,No
9781,Female,0.0,No,No,35.0,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,24.13,2058.13,No
2504,Female,1.0,No,No,27.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),209.1,2588.55,Yes
7449,Male,1.0,Yes,No,59.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),165.73,3988.53,No
7779,Female,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,22.85,724.4,No
9841,Female,0.0,Yes,Yes,43.0,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.75,2192.1,No
2387,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,96.58,260.08,Yes
8805,Male,1.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),59.36,1428.01,No
3884,Female,1.0,No,No,2.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.69,175.59,No
2430,Male,0.0,Yes,Yes,72.0,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),78.82,5483.67,No
2844,Female,1.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.29,97.69,No
8611,Female,0.0,Yes,Yes,65.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),66.99,1790.24,No
7874,Female,0.0,No,No,33.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,27.62,2000.57,No
3191,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),44.84,44.84,Yes
2963,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,34.8,56.8,No
9300,Female,0.0,Yes,Yes,65.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),251.03,6568.68,No
1030,Male,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,,Yes,Yes,Yes,Yes,Yes,Two year,,Bank transfer (automatic),330.71,7750.31,No
5906,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.28,8458.43,No
3593,Female,0.0,Yes,Yes,71.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),23.96,4452.81,No
2060,Male,0.0,Yes,No,31.0,Yes,Yes,Fiber optic,No,Yes,Yes,,Yes,No,Month-to-month,No,Electronic check,151.12,3076.82,Yes
3743,Male,0.0,No,No,3.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.51,147.61,No
6327,Male,1.0,Yes,No,65.0,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),72.63,4556.88,No
8242,Female,1.0,No,No,44.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),155.82,3349.02,No
8589,Female,0.0,Yes,No,2.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,38.53,176.93,Yes
6489,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,53.39,53.39,No
7679,Female,1.0,Yes,Yes,62.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),62.45,5985.7,No
7891,Male,0.0,No,No,5.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,2.48,213.43,No
6120,Female,0.0,Yes,Yes,37.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,36.26,921.41,No
8399,Female,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,64.07,131.52,Yes
2052,Female,0.0,Yes,No,67.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,32.33,1347.88,No
2432,Male,0.0,No,No,64.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),119.95,5665.95,No
8700,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.33,91.33,No
1128,Male,0.0,No,No,16.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),220.24,1579.79,Yes
9620,Female,1.0,No,No,10.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),218.45,999.4,Yes
2740,Female,0.0,Yes,Yes,41.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),157.06,3289.91,No
1306,Male,0.0,No,No,11.0,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,79.9,748.6,No
5260,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),135.02,8331.87,No
7084,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,13.55,13.55,No
1520,Male,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,257.98,1336.98,No
6204,Male,0.0,No,No,30.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),167.83,2522.13,No
4684,Male,0.0,Yes,No,27.0,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),20.72,1393.77,No
9920,Male,0.0,No,No,18.0,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),48.97,615.47,Yes
6525,Male,1.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,26.67,688.12,Yes
6969,Female,0.0,No,Yes,43.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),236.66,4662.96,No
7823,Male,0.0,No,No,56.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,47.28,5736.38,No
5380,Male,0.0,Yes,No,71.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),99.38,4715.98,No
8452,Male,0.0,Yes,Yes,19.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),139.46,999.81,No
5117,Male,0.0,Yes,Yes,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),2.46,844.91,No
5394,Male,1.0,Yes,No,46.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,253.55,4832.6,Yes
7180,Male,0.0,Yes,No,31.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),257.78,2852.33,No
5300,Female,0.0,No,No,3.0,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,186.51,278.56,Yes
9097,Female,0.0,No,No,29.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),13.93,2153.18,No
2377,Male,0.0,No,No,68.0,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),15.68,2772.13,No
6200,Male,0.0,No,No,61.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,222.01,6415.71,No
7899,Female,1.0,No,No,40.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,169.25,3751.3,No
5199,Male,0.0,No,No,20.0,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),174.68,1508.88,No
3346,Female,0.0,Yes,No,68.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),221.29,6428.74,No
6402,Male,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,201.14,3447.79,Yes
1685,Female,0.0,No,No,66.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),138.72,4095.02,No
1557,Female,1.0,Yes,No,20.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),88.54,1857.04,No
9118,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,1.24,1.24,No
3960,Male,0.0,No,No,26.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,110.92,1631.32,No
7097,Female,0.0,Yes,Yes,5.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,40.69,148.64,No
9002,Female,1.0,Yes,No,66.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),39.77,4707.77,No
4500,Female,0.0,No,No,11.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,75.11,295.06,No
3081,Male,0.0,No,No,22.0,,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,107.73,1303.43,Yes
1406,Male,0.0,Yes,Yes,12.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,47.35,335.9,No
8453,Female,0.0,Yes,Yes,14.0,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.58,1187.28,Yes
2399,Female,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,139.42,139.42,Yes
3056,Male,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),116.05,6589.1,No
6521,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),235.88,7007.88,No
7663,Male,1.0,No,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,62.62,1804.72,No
5106,Male,0.0,Yes,Yes,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,8.74,441.84,No
3109,Male,0.0,Yes,Yes,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),18.06,327.91,No
4634,Female,0.0,Yes,Yes,18.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,105.59,1131.54,No
9138,Female,0.0,No,No,47.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),273.06,4793.41,No
9943,Male,0.0,No,No,57.0,Yes,,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),29.05,1104.6,No
8647,Female,0.0,No,No,72.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),108.01,5300.21,No
3307,Female,0.0,No,No,48.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,66.23,4908.43,No
4822,Female,0.0,Yes,Yes,49.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),6.9,1753.1,No
4143,Female,1.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,63.15,63.15,Yes
3321,Male,1.0,No,No,21.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),128.52,2062.02,Yes
8636,Male,1.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),184.04,6059.74,No
4120,Male,0.0,Yes,No,47.0,Yes,,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),57.15,980.2,No
7406,Male,0.0,No,No,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),36.99,483.84,No
7425,Female,0.0,No,No,4.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,32.71,198.16,No
8784,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,,Yes,No,Yes,Yes,Two year,Yes,Electronic check,218.33,8273.88,No
1075,Female,0.0,Yes,Yes,20.0,Yes,No,,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,24.41,422.06,No
6656,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),22.52,1731.22,No
5325,Female,0.0,Yes,Yes,23.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Credit card (automatic),48.16,1777.16,No
4730,Female,0.0,Yes,Yes,13.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),41.66,349.16,No
3715,Male,0.0,No,No,8.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,34.76,680.36,Yes
7258,Male,0.0,No,No,29.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,20.3,1057.3,No
2254,Male,1.0,Yes,No,33.0,Yes,,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),145.12,3729.92,No
4202,Female,0.0,Yes,No,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),41.15,1400.9,No
2001,Male,0.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,137.94,6923.89,Yes
5210,Male,1.0,No,Yes,56.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Credit card (automatic),41.71,5211.21,No
9770,Female,1.0,Yes,No,44.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,123.24,3708.59,No
2586,Male,0.0,No,No,58.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),23.52,1512.67,No
9418,Female,0.0,No,No,48.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),61.93,1241.33,No
1808,Male,0.0,Yes,Yes,49.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,20.54,4840.49,No
1305,Female,1.0,No,No,44.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),137.37,4038.97,No
2610,Male,0.0,Yes,Yes,62.0,Yes,,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),199.73,4615.63,No
3937,Female,1.0,No,No,18.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,191.85,1612.25,Yes
1700,Female,0.0,No,No,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),48.24,506.69,No
7415,Female,1.0,Yes,No,53.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),244.42,5164.82,No
4525,Female,0.0,Yes,Yes,31.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,,No,Mailed check,9.61,686.31,No
4928,Female,1.0,Yes,No,5.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,162.05,452.7,Yes
6126,Male,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),55.24,1423.09,No
3047,Female,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,14.32,14.32,No
8270,Male,0.0,Yes,No,47.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,14.86,5029.86,Yes
8021,Male,1.0,Yes,Yes,46.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,,Yes,Electronic check,115.18,4555.68,Yes
5307,Female,0.0,Yes,No,46.0,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),24.06,3122.96,No
9833,Male,0.0,Yes,Yes,44.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),,865.03,No
9554,Male,0.0,Yes,No,72.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),50.93,2970.83,No
3427,Female,0.0,No,No,12.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),245.66,1139.56,No
6334,Male,0.0,No,No,10.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,19.24,376.29,Yes
8114,Female,0.0,Yes,No,68.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),129.51,7858.16,No
5958,Female,0.0,Yes,No,56.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,285.16,5695.26,Yes
6836,Male,0.0,Yes,Yes,40.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),45.94,770.84,No
4068,Male,0.0,No,No,20.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,136.19,1108.24,No
5636,Male,0.0,No,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),31.95,528.75,No
5242,Male,0.0,Yes,No,61.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.74,6270.64,Yes
1878,Male,0.0,Yes,Yes,22.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),43.14,1519.69,Yes
8180,Female,0.0,Yes,Yes,41.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),,3368.33,Yes
4424,Male,0.0,Yes,No,62.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.51,6886.61,No
5399,Female,0.0,Yes,Yes,51.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,One year,Yes,Mailed check,118.36,,No
1611,Female,0.0,No,No,8.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,172.48,632.43,No
2632,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),30.2,7506.1,No
2039,Male,0.0,Yes,Yes,50.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,220.19,5543.34,No
1706,Female,0.0,Yes,Yes,70.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,16.93,1757.63,No
8235,Female,1.0,No,No,17.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),26.34,1413.74,No
6451,Male,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),164.85,5811.45,No
8492,Female,1.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),124.85,170.6,Yes
4659,Female,0.0,No,No,3.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),44.33,118.08,Yes
7803,Male,0.0,Yes,Yes,45.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,1.51,910.36,No
4365,Male,0.0,No,Yes,62.0,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),70.06,3501.86,No
5772,Female,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,,No,No,No,Month-to-month,Yes,Electronic check,221.11,687.36,Yes
2363,Female,1.0,No,No,31.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.83,2051.93,No
5921,Female,0.0,No,No,34.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,249.04,3726.49,Yes
4857,Female,0.0,No,No,70.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),305.84,8131.44,No
1159,Male,0.0,Yes,Yes,41.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),28.91,807.61,No
6118,Female,0.0,Yes,No,33.0,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),73.12,1876.67,No
2500,Male,0.0,No,No,25.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),53.99,1931.94,No
5072,Male,0.0,Yes,Yes,48.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),43.22,5375.07,No
7729,Male,1.0,No,No,16.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,175.92,1149.57,No
8442,Female,0.0,No,No,19.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,37.37,1074.57,No
5036,Female,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,170.06,5672.96,No
9680,Male,1.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,43.9,43.9,Yes
1349,Female,0.0,Yes,Yes,23.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),188.44,1870.69,No
4131,Male,0.0,Yes,No,47.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),176.93,4158.58,Yes
8735,Female,0.0,No,No,42.0,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),97.2,2458.65,No
4778,Female,0.0,Yes,No,50.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),125.75,5421.9,No
3396,Female,0.0,Yes,Yes,28.0,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),33.41,1955.21,No
4341,Female,0.0,No,No,18.0,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,74.34,646.44,No
3562,Female,0.0,No,No,30.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),196.36,3301.86,No
4323,Female,0.0,Yes,Yes,61.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,28.4,1191.55,Yes
2517,Male,0.0,No,No,59.0,,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,69.16,3739.96,No
7161,Female,0.0,No,No,23.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),57.73,648.28,No
4799,Female,1.0,Yes,No,54.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,3.25,5341.25,No
1198,Female,0.0,No,Yes,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,45.3,196.25,No
8752,Male,0.0,Yes,Yes,63.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),62.37,4662.42,No
4856,Male,0.0,No,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,49.75,49.75,No
2545,Male,1.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.43,23.43,Yes
4601,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),120.73,6132.78,No
2816,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),228.86,5886.01,No
6442,Female,0.0,No,No,6.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,157.46,571.11,Yes
1398,Male,0.0,Yes,No,69.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),112.58,7322.48,No
6911,Male,0.0,Yes,No,45.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),265.39,5040.44,No
2542,Female,,Yes,No,68.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),28.15,5912.5,No
3026,Male,1.0,Yes,No,38.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,183.32,4089.92,No
5421,Male,1.0,No,No,35.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,204.04,3598.94,Yes
8033,Male,0.0,No,No,14.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,1.34,718.29,No
4333,Female,0.0,Yes,No,28.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),264.11,2607.71,No
8831,Female,0.0,No,No,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,38.52,339.07,No
9465,Female,0.0,Yes,No,49.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),44.78,997.98,No
2025,Male,0.0,Yes,Yes,67.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),4.17,1599.97,No
5641,Male,0.0,No,No,28.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,63.08,2936.88,Yes
4161,Male,0.0,Yes,No,67.0,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),53.49,3524.24,No
2378,Male,0.0,Yes,No,43.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.78,3603.18,No
1028,Male,0.0,No,No,2.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.12,169.12,No
9617,Male,0.0,No,No,1.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,121.21,121.21,No
2447,Male,1.0,No,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,134.94,290.69,Yes
1223,Female,0.0,Yes,No,39.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),190.36,4220.51,Yes
2878,Female,1.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.01,223.11,Yes
3306,Female,0.0,Yes,Yes,4.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,87.47,374.02,Yes
1276,Female,0.0,Yes,No,2.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,22.62,75.12,Yes
2831,Female,0.0,Yes,No,2.0,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,46.68,97.63,No
8843,Female,0.0,No,No,32.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),43.06,3541.51,No
8372,Female,1.0,Yes,Yes,29.0,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,104.42,1093.92,No
2689,Female,1.0,No,No,7.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),104.59,531.74,Yes
2864,Female,0.0,Yes,Yes,68.0,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),81.27,5171.27,No
1437,Female,0.0,Yes,No,46.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),50.75,4796.15,No
4206,Male,0.0,No,No,48.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),47.39,1010.19,No
1179,Male,0.0,No,No,9.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,85.04,418.49,No
2955,Female,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),48.48,1936.53,No
5815,Male,1.0,No,Yes,11.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,47.89,594.59,No
7767,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),237.17,8209.47,No
6248,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,15.56,995.91,No
6714,Male,1.0,Yes,No,69.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),158.55,6445.2,No
5313,Male,0.0,Yes,No,66.0,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,40.48,4241.23,No
5752,Female,0.0,No,No,50.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,187.03,5628.53,Yes
5329,Female,0.0,Yes,Yes,36.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),127.82,3708.27,No
1532,Male,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),192.22,6339.12,No
5022,Male,0.0,No,No,4.0,No,No phone service,DSL,No,No,No,No,,Yes,Month-to-month,Yes,Electronic check,89.1,218.85,Yes
1692,Male,1.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,246.51,246.51,Yes
4235,Male,0.0,Yes,No,42.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),18.79,1090.84,No
4384,Female,1.0,Yes,No,69.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),159.69,6127.94,No
9371,Female,0.0,No,No,10.0,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,150.84,679.59,No
8445,Male,0.0,Yes,No,14.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,86.82,708.17,Yes
4237,Female,1.0,No,No,1.0,Yes,Yes,,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,171.2,171.2,Yes
7219,Female,0.0,Yes,No,22.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,171.4,1656.15,Yes
7172,Male,0.0,Yes,No,66.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),26.99,3759.59,No
1709,Female,0.0,Yes,Yes,51.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),56.59,1804.39,No
5189,Male,0.0,Yes,Yes,62.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,198.55,6916.05,No
5384,Male,0.0,,No,58.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),112.94,4839.64,No
8127,Female,0.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,,No,,Yes,Month-to-month,Yes,Electronic check,179.49,899.49,Yes
8486,Female,0.0,Yes,No,15.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),17.28,1056.48,No
7052,Female,0.0,Yes,No,25.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.19,1752.34,No
7534,Female,0.0,Yes,Yes,48.0,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),120.34,2271.64,No
7815,Female,0.0,No,No,8.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),57.59,566.04,No
6150,Male,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),137.52,137.52,No
8929,Female,0.0,No,No,40.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),129.69,2311.34,No
2161,Female,1.0,Yes,No,26.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,207.45,2292.25,Yes
1724,Female,1.0,No,No,66.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),124.46,4234.96,No
7604,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,,No,No,No,No,Month-to-month,No,Bank transfer (automatic),88.16,162.96,Yes
1734,Male,0.0,No,No,65.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),34.87,1734.77,No
7540,Female,0.0,Yes,No,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,32.32,327.17,No
7643,Male,0.0,Yes,No,69.0,No,No phone service,DSL,,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),162.33,4364.93,No
5724,Male,0.0,No,No,35.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,,94.35,1963.2,No
4885,Male,0.0,No,No,66.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,18.96,6629.96,Yes
5605,Male,1.0,,Yes,68.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),263.5,7536.15,No
2494,Male,0.0,No,No,26.0,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),54.9,1166.8,No
7905,Female,1.0,No,No,15.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.84,1402.29,Yes
9837,Female,1.0,No,No,26.0,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,157.73,1744.08,No
1850,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,0.4,21.3,No
1112,Male,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,22.23,131.33,No
7977,Male,0.0,Yes,Yes,18.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),23.73,346.23,No
8815,Female,1.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),139.46,5475.21,No
2894,Female,0.0,Yes,Yes,29.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),53.39,2587.34,No
4664,Male,0.0,Yes,No,64.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),140.19,6641.69,No
2658,Male,0.0,No,No,54.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),37.17,4685.27,No
1897,Male,0.0,No,No,4.0,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),143.0,305.45,No
7943,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,99.44,189.64,Yes
2595,Female,,No,No,10.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),67.17,475.77,No
9342,Female,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,297.64,7265.19,No
3401,Male,1.0,Yes,No,36.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),195.27,3242.77,Yes
1529,Male,1.0,No,No,71.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),244.2,7521.3,No
8133,Female,0.0,Yes,No,26.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),141.0,1283.65,No
3576,Male,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,12.8,54.0,No
1922,Male,0.0,Yes,Yes,34.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),0.26,659.46,No
6976,Female,0.0,Yes,Yes,7.0,Yes,No,No,No internet service,No internet service,,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,28.22,158.52,No
1746,Male,0.0,No,Yes,62.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,281.6,6768.05,No
2704,Female,1.0,Yes,No,50.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,21.32,4814.97,Yes
7019,Female,0.0,No,No,1.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,77.09,77.09,No
7999,Female,0.0,Yes,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),27.44,50.49,No
5301,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),8.51,5967.91,No
6008,Male,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),11.85,1725.75,No
4728,Female,0.0,Yes,Yes,67.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),158.64,4953.04,No
1160,Male,0.0,No,Yes,21.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,30.42,969.82,No
6898,Male,0.0,Yes,Yes,40.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,26.02,3237.12,No
8409,Female,1.0,Yes,No,61.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),16.49,6317.09,Yes
6602,Male,0.0,Yes,Yes,70.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),310.64,8038.19,No
9908,Male,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,67.72,537.62,Yes
2615,Male,0.0,Yes,Yes,5.0,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,40.97,244.67,No
9272,Male,0.0,Yes,No,53.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.58,4873.28,Yes
8874,Female,0.0,Yes,Yes,51.0,No,No phone service,DSL,No,,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,140.02,2982.82,No
5363,Female,0.0,Yes,No,34.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),103.88,2046.63,No
1841,Female,0.0,No,No,13.0,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,196.21,1048.11,No
6310,Male,0.0,Yes,Yes,18.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),16.4,782.4,No
8360,Male,0.0,Yes,Yes,66.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,39.69,1378.84,No
9096,Female,0.0,No,No,6.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,219.59,648.24,No
9483,Female,1.0,Yes,Yes,65.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),81.58,6744.78,No
6053,Male,0.0,No,No,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,42.67,230.42,No
1729,Female,0.0,No,No,47.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,58.77,2812.92,No
6862,Male,0.0,Yes,Yes,27.0,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),131.44,2016.94,No
3078,Female,0.0,,No,9.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),210.35,1035.55,Yes
6661,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,Yes,,No,Month-to-month,Yes,Mailed check,143.19,143.19,No
3578,Female,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),45.12,109.67,Yes
5348,Female,0.0,Yes,Yes,13.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,64.3,742.7,Yes
8811,Male,0.0,Yes,Yes,71.0,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),126.67,5207.82,No
8113,Female,0.0,Yes,Yes,52.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),31.65,1090.3,No
1602,Male,0.0,Yes,Yes,6.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),242.35,636.35,Yes
3791,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,121.45,121.45,Yes
6041,Female,0.0,Yes,No,69.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),60.27,1753.67,No
4929,Female,0.0,Yes,Yes,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,1.33,36.73,No
2096,Male,0.0,Yes,Yes,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),58.92,484.22,No
7645,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,18.04,18.04,No
9170,Male,0.0,Yes,No,4.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,57.37,209.82,Yes
7165,Male,0.0,No,No,24.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,118.87,2267.02,Yes
6688,,0.0,Yes,Yes,72.0,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,75.1,5726.3,No
9043,Female,0.0,Yes,Yes,22.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,115.42,1825.92,No
6876,Male,0.0,Yes,Yes,67.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,14.49,1677.09,No
7614,Male,0.0,Yes,No,51.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),106.56,4329.81,No
3195,Male,1.0,Yes,No,16.0,,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),169.2,1475.3,No
4267,Female,0.0,Yes,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),48.87,404.87,No
7419,Female,0.0,Yes,No,70.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),56.59,6820.84,No
4936,Male,0.0,No,No,28.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),38.8,555.25,No
9707,Female,1.0,No,No,15.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,103.24,1174.49,Yes
5129,Female,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),122.11,6167.41,No
7764,Male,0.0,Yes,Yes,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),51.38,205.83,No
7722,Female,0.0,Yes,No,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,3.98,557.18,No
3162,Female,0.0,Yes,Yes,67.0,Yes,No,No,No internet service,No internet service,No internet service,,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),39.33,1392.98,No
7599,Female,0.0,No,No,35.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.2,3026.85,Yes
6959,Male,0.0,No,No,36.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,5.9,2988.2,Yes
6851,Male,0.0,No,Yes,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),0.22,101.87,No
7605,Male,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),116.77,864.82,Yes
4320,Female,0.0,No,No,27.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),143.74,1589.54,No
8820,Male,0.0,No,No,31.0,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,163.19,2519.89,Yes
6827,Male,0.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),268.64,7296.89,Yes
1580,Male,0.0,No,No,2.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,28.05,60.9,No
7756,Male,0.0,Yes,No,45.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),63.03,3757.48,No
9083,Male,0.0,Yes,Yes,7.0,Yes,,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),18.54,478.09,Yes
2418,Female,1.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,83.06,154.06,Yes
8167,Male,0.0,Yes,Yes,60.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,254.29,6730.54,No
4794,Female,0.0,No,No,10.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,36.52,282.17,No
9856,Female,0.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,25.92,821.07,Yes
6010,Male,0.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,229.48,482.73,Yes
9939,Male,1.0,Yes,No,20.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,63.2,1868.3,Yes
3972,Male,0.0,Yes,Yes,64.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,29.85,5084.15,No
8964,Female,0.0,No,No,23.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),223.99,1906.99,Yes
4250,Female,0.0,No,No,3.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,40.41,118.51,No
3314,Female,0.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),165.67,4354.32,No
6990,Female,0.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,1.85,37.4,No
7950,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,177.37,177.37,Yes
8554,Female,0.0,No,No,41.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.09,816.69,No
8465,Male,0.0,Yes,No,63.0,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Mailed check,113.7,4280.6,No
1598,Female,0.0,Yes,Yes,59.0,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),163.33,4629.73,No
3156,Female,1.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,194.3,328.6,Yes
2672,Male,1.0,Yes,Yes,50.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),201.88,3949.18,No
2081,Female,0.0,No,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,,Credit card (automatic),42.55,243.8,Yes
9843,Female,0.0,Yes,Yes,55.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,36.71,1095.46,No
8408,Male,0.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.61,672.41,No
7168,Male,0.0,Yes,Yes,52.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,14.86,1050.41,No
2744,Male,0.0,Yes,No,71.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,219.42,7405.92,No
2935,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),222.99,7994.44,No
9572,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,175.97,226.77,Yes
7546,Male,0.0,No,Yes,34.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,146.11,3513.11,No
6651,Female,0.0,No,Yes,46.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),146.7,4020.75,No
8696,Male,1.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,138.48,609.88,Yes
3853,Male,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,18.16,67.96,No
1432,Male,0.0,Yes,Yes,45.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,,109.4,3883.1,No
8088,Female,0.0,No,No,7.0,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.95,481.2,No
7916,Female,0.0,Yes,Yes,30.0,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),87.08,1597.38,Yes
3448,Male,0.0,Yes,No,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,54.75,1398.3,No
8183,Female,0.0,Yes,Yes,23.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,52.13,1519.68,No
5222,Male,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.61,70.61,Yes
8604,Male,0.0,Yes,Yes,58.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),81.69,5417.34,No
7598,Male,0.0,No,No,28.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),3.72,2568.62,Yes
9745,Male,0.0,Yes,No,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),231.02,5877.77,No
6711,Male,0.0,Yes,Yes,60.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Electronic check,126.12,5488.57,Yes
9158,Female,0.0,Yes,Yes,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.77,523.82,No
5383,Female,0.0,No,No,1.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,65.27,65.27,No
5019,Female,0.0,No,No,3.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,0.68,141.53,Yes
9517,Male,0.0,Yes,No,71.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),30.97,7613.27,Yes
3079,Male,0.0,No,No,50.0,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,0.09,1747.49,No
1944,Female,1.0,Yes,No,13.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,156.86,1003.46,Yes
2676,Female,0.0,Yes,No,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,42.42,1439.32,No
7944,Female,0.0,No,No,4.0,Yes,No,Fiber optic,No,,No,No,No,No,Month-to-month,No,Electronic check,79.74,290.34,Yes
2811,Female,0.0,Yes,No,56.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),262.23,5903.38,No
2548,Female,0.0,No,No,2.0,Yes,,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,119.86,197.21,No
2170,Male,0.0,No,No,33.0,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),75.14,2254.14,No
2383,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,Yes,No,,No,Yes,Month-to-month,No,Electronic check,1.97,152.72,No
5187,Male,0.0,Yes,Yes,13.0,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,185.57,998.17,No
3048,Male,0.0,Yes,No,65.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.14,5905.49,No
1795,Female,0.0,Yes,Yes,65.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.71,6727.71,No
7466,Female,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,37.34,375.99,No
1498,Female,0.0,No,No,24.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),140.89,1324.84,No
7609,Male,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),187.1,6085.55,No
6829,Male,1.0,No,No,23.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,224.7,2601.8,Yes
6530,Female,0.0,Yes,Yes,65.0,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),128.57,5121.07,No
6508,Female,0.0,No,No,6.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),7.55,370.95,No
6261,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.54,509.39,Yes
6212,Male,0.0,Yes,No,41.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,122.68,3050.88,Yes
7677,Female,1.0,Yes,No,58.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),43.44,5404.44,No
7479,Female,0.0,Yes,Yes,37.0,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),29.22,2612.92,No
9190,Male,0.0,No,No,64.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),162.07,6665.57,No
9363,Female,0.0,No,No,1.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.92,50.92,No
2688,Male,0.0,Yes,No,24.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,186.26,2624.06,Yes
8565,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,21.3,21.3,No
3569,Male,1.0,Yes,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,168.06,168.06,Yes
9029,Male,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),31.16,1412.01,No
6567,Male,0.0,No,No,1.0,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,18.35,18.35,Yes
7627,Female,0.0,Yes,No,3.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,209.26,387.56,No
5707,Female,0.0,Yes,No,60.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),29.86,5411.66,No
8422,Male,0.0,Yes,Yes,52.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,157.41,3571.51,No
6065,Male,0.0,Yes,No,52.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,140.42,4404.97,Yes
2622,Male,0.0,Yes,Yes,9.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,134.45,532.45,No
2162,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),6.27,6.27,No
5521,Female,0.0,Yes,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),4.87,1481.92,No
1181,Male,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),60.11,6411.36,No
3911,Female,1.0,No,No,13.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,202.62,1409.92,Yes
2301,Female,0.0,Yes,Yes,22.0,Yes,No,DSL,,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,116.44,1477.34,Yes
5581,Male,0.0,No,No,69.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),223.13,7381.08,Yes
8324,Male,1.0,Yes,No,34.0,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,22.29,3060.94,No
9127,Male,0.0,Yes,No,17.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,4.6,791.15,No
1415,Male,0.0,Yes,Yes,29.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),162.76,2294.46,No
7545,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,83.78,601.13,Yes
2693,Male,0.0,Yes,No,18.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.03,1663.28,Yes
4073,Female,0.0,No,No,18.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,174.27,1350.92,No
7073,Male,0.0,Yes,Yes,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),48.6,545.2,No
4433,Female,1.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),217.5,6898.65,Yes
5409,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,121.44,121.44,Yes
2335,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.46,91.46,Yes
2065,Male,0.0,No,No,37.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,161.92,2644.47,No
4394,Female,0.0,No,No,23.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,106.72,1704.52,Yes
1588,Male,1.0,Yes,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,185.44,951.64,Yes
8846,Female,0.0,Yes,Yes,8.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,111.39,794.49,Yes
1489,Female,0.0,Yes,Yes,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),29.19,1048.79,No
4689,Male,0.0,Yes,Yes,62.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,85.65,6467.35,No
2291,Male,0.0,Yes,Yes,19.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),22.06,1810.71,Yes
3462,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,44.54,7367.49,No
6026,Male,0.0,Yes,Yes,70.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Credit card (automatic),130.06,4919.81,No
1341,Male,0.0,Yes,No,28.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),129.02,2117.87,No
3754,Male,0.0,Yes,Yes,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,53.18,119.78,No
7457,Female,0.0,Yes,No,64.0,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,184.26,6401.71,No
5393,Female,0.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.07,767.92,Yes
1373,Female,0.0,No,No,51.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,13.06,5604.81,No
5914,Female,0.0,No,No,42.0,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),135.71,2536.21,No
6834,Female,0.0,Yes,Yes,2.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34.18,49.88,No
8349,Female,0.0,Yes,Yes,47.0,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),87.08,4109.03,No
5058,Female,0.0,Yes,No,28.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.45,566.0,No
1908,Female,1.0,Yes,,25.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,198.57,2614.57,Yes
5786,,1.0,No,No,70.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,51.6,3270.8,Yes
4322,Female,0.0,Yes,Yes,7.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,222.94,701.29,No
5430,Female,0.0,Yes,No,15.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,155.56,1379.66,Yes
4654,Male,0.0,Yes,No,38.0,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.05,2208.25,No
2191,Female,0.0,Yes,No,12.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.59,716.89,No
4183,Female,1.0,No,No,57.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),138.17,4071.32,No
7467,Male,0.0,Yes,No,42.0,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),33.55,2364.3,No
7111,Male,1.0,No,No,49.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,30.3,4652.35,Yes
5270,Male,0.0,Yes,No,57.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,272.27,6094.97,No
5143,Female,1.0,No,No,49.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),242.37,4439.72,No
4894,Male,,No,No,72.0,Yes,Yes,,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,218.68,7749.83,No
2867,Male,0.0,Yes,No,29.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,35.11,1010.61,No
5574,Female,0.0,Yes,No,42.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,27.82,1439.57,Yes
5391,Male,0.0,Yes,Yes,37.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),23.06,680.31,No
2126,Female,0.0,Yes,No,7.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),216.89,638.64,Yes
1540,Female,1.0,No,No,28.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,281.3,3068.65,Yes
4372,Female,1.0,No,No,16.0,Yes,Yes,Fiber optic,No,,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,127.48,1560.53,Yes
2886,Male,0.0,No,No,,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,153.04,650.64,No
6972,Male,0.0,No,No,24.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,141.79,2216.99,Yes
9069,Male,0.0,Yes,No,4.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,139.72,269.02,Yes
7980,Male,0.0,Yes,No,4.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,278.31,598.31,Yes
5947,Female,0.0,,No,63.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Credit card (automatic),136.37,6256.82,No
8711,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.28,18.28,No
6425,Male,0.0,Yes,No,30.0,Yes,Yes,DSL,No,No,No,No,No,,Month-to-month,No,Electronic check,27.39,1419.44,No
9441,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.4,18.4,Yes
4251,Female,0.0,Yes,No,17.0,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),118.52,1365.67,No
5001,Male,0.0,Yes,Yes,34.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),7.93,2576.18,No
3494,Female,0.0,No,No,18.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,195.42,1467.02,No
8889,Female,0.0,Yes,No,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),26.72,876.27,No
3098,Female,0.0,Yes,Yes,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.15,68.15,Yes
2778,Male,0.0,Yes,No,4.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,155.82,382.87,Yes
5054,Male,0.0,Yes,Yes,69.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,44.51,6801.61,No
5876,Male,0.0,No,No,66.0,Yes,Yes,Fiber optic,No,Yes,,Yes,Yes,Yes,One year,Yes,Electronic check,125.79,6882.14,No
6388,Female,0.0,No,No,18.0,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,149.15,1244.9,No
3690,Male,0.0,Yes,No,35.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),67.02,1944.77,No
8552,Male,1.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),4.63,78.73,No
5858,Male,0.0,Yes,No,30.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),7.36,573.76,No
4668,Female,0.0,Yes,No,64.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),54.0,1613.8,No
4451,Female,0.0,Yes,No,50.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),113.8,3914.3,No
6920,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.64,21.64,No
2528,Female,0.0,Yes,No,33.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.93,3404.13,Yes
1490,Female,1.0,Yes,Yes,48.0,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),81.56,1440.41,No
5485,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,39.12,198.57,No
7412,Male,0.0,Yes,Yes,68.0,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),131.37,5426.17,No
7139,Male,0.0,Yes,No,57.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,101.36,3491.76,No
2803,Male,0.0,Yes,No,68.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),65.99,1670.14,No
1811,Female,1.0,No,No,65.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),193.32,6321.17,No
4118,Female,0.0,No,No,46.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,144.03,4717.33,No
3514,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,41.95,41.95,Yes
2158,Male,0.0,No,No,17.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),152.15,1030.8,No
6859,Male,0.0,No,No,14.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,32.29,296.14,No
8148,Female,0.0,No,No,56.0,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),57.83,3280.33,No
1626,Male,0.0,Yes,No,65.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),41.54,4894.94,No
7617,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),105.55,6836.45,No
8238,Female,0.0,Yes,Yes,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,61.14,174.54,No
3413,Male,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),57.03,476.53,No
3481,Female,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,32.84,292.84,No
2908,Male,0.0,Yes,No,12.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,82.39,749.64,No
6724,Female,0.0,No,Yes,14.0,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),31.72,796.77,No
7884,Female,1.0,No,No,6.0,Yes,No,Fiber optic,Yes,No,No,No,,No,Month-to-month,Yes,Electronic check,205.27,582.07,No
8540,Female,1.0,Yes,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,16.05,276.5,Yes
5354,Male,0.0,Yes,Yes,25.0,Yes,Yes,DSL,,No,No,Yes,No,No,One year,Yes,Mailed check,108.2,1519.2,No
4763,Female,0.0,No,Yes,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,28.0,92.35,No
8226,Male,0.0,Yes,No,67.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),54.78,1613.43,No
8717,Female,0.0,No,Yes,11.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),38.05,234.55,No
6099,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,36.15,59.6,No
7244,Female,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,42.19,179.84,No
9176,Male,0.0,Yes,No,24.0,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),122.82,1761.32,No
4339,Male,0.0,No,No,62.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,15.9,6044.55,Yes
2800,Male,0.0,No,No,44.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,124.53,2510.78,No
3333,Male,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,232.8,3110.1,No
7519,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,112.63,112.63,Yes
7921,Female,0.0,Yes,Yes,6.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,120.96,543.31,Yes
5515,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,47.06,47.06,Yes
3979,Female,1.0,No,No,1.0,Yes,No,DSL,,No,No,No,No,No,Month-to-month,No,Mailed check,117.78,117.78,Yes
1355,Female,0.0,Yes,No,21.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,206.97,2061.02,No
7417,Male,0.0,No,No,34.0,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,89.79,1922.34,No
6693,Female,0.0,No,Yes,5.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,23.5,259.3,No
5182,Female,0.0,Yes,Yes,8.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),110.41,455.61,No
1284,Male,1.0,No,Yes,7.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,31.09,329.54,No
5496,Female,1.0,No,No,40.0,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.01,2108.56,Yes
8264,Male,0.0,No,No,69.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),48.35,5326.2,Yes
9935,Male,1.0,Yes,No,61.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),11.9,1488.65,No
3369,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,7.47,141.92,No
7261,Male,0.0,Yes,Yes,34.0,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),35.91,944.16,No
7968,Female,0.0,No,Yes,61.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),0.96,1474.31,No
1592,Female,0.0,No,No,8.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),176.93,920.88,Yes
2159,Female,0.0,No,No,14.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),140.87,800.27,No
3527,,0.0,No,Yes,32.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),60.09,2609.69,No
8393,Female,0.0,No,No,55.0,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,104.41,3656.76,No
1070,Male,0.0,Yes,No,61.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),122.04,5759.74,No
5564,Female,0.0,Yes,Yes,23.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,10.98,406.03,No
5180,Male,0.0,No,No,18.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,7.87,1137.77,No
2907,Female,0.0,Yes,Yes,32.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,98.72,2736.37,No
6395,Male,0.0,Yes,No,45.0,Yes,No,,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),8.61,2251.56,No
3584,Male,0.0,Yes,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,,Bank transfer (automatic),50.6,,No
2299,Male,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,28.44,766.09,Yes
4873,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,140.0,586.4,Yes
8882,Male,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,121.26,6356.16,No
9013,Male,1.0,No,No,32.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),30.63,598.53,No
3552,Male,0.0,No,No,23.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,97.17,1732.67,Yes
5866,Female,0.0,,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),197.66,8558.36,No
1809,Male,0.0,Yes,No,56.0,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),78.24,3407.99,No
2241,Female,1.0,No,No,52.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),156.07,5887.27,No
9104,Male,1.0,Yes,No,69.0,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),45.82,3941.92,No
5577,Female,0.0,Yes,Yes,57.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),146.62,3769.27,No
7929,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.17,24.17,No
6675,Male,1.0,No,No,20.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,18.98,1679.83,No
5107,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),231.93,8251.53,No
6740,Male,1.0,Yes,Yes,72.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),101.73,7445.33,No
8547,Female,0.0,No,No,13.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,179.66,1212.06,Yes
7589,Female,1.0,No,No,15.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Credit card (automatic),253.99,1453.29,No
4152,Male,0.0,Yes,No,60.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,28.06,1266.26,No
3931,Male,0.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,69.16,6247.26,No
4560,Female,0.0,Yes,Yes,24.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,76.22,1340.92,No
4711,Male,0.0,Yes,Yes,19.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,14.46,339.16,No
9128,Male,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,181.72,181.72,Yes
3229,Male,0.0,No,Yes,29.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),286.21,3016.11,No
1884,Male,0.0,Yes,Yes,55.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),13.46,1147.36,No
5860,Female,1.0,Yes,No,11.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,270.05,1301.7,Yes
7462,Female,0.0,No,No,61.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,,118.86,6437.91,No
7658,Male,0.0,Yes,Yes,12.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,5.91,527.86,No
8741,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.18,20.18,No
3661,Female,0.0,Yes,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,44.7,95.85,No
3424,Female,0.0,Yes,Yes,40.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,19.39,2795.24,No
6821,Male,1.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),15.42,15.42,No
8962,Male,0.0,No,Yes,56.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,73.9,1473.3,No
2843,Female,0.0,Yes,No,26.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),206.69,2143.19,No
8396,Male,1.0,Yes,No,2.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,,183.76,249.66,No
9499,Female,1.0,Yes,No,68.0,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),125.02,4040.27,No
1887,Male,0.0,No,No,27.0,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,178.33,1730.53,No
7912,Male,0.0,No,No,35.0,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,114.19,2149.49,No
8000,Female,0.0,Yes,Yes,60.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),235.26,5101.36,No
2690,Female,0.0,No,No,36.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),277.48,3748.33,No
2639,Male,1.0,No,No,67.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),137.54,6877.19,No
6401,Female,0.0,Yes,Yes,40.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,59.61,2045.31,No
7948,Female,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),160.48,362.58,Yes
1009,Female,0.0,Yes,No,37.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,19.28,3674.68,Yes
7041,Female,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),217.44,6971.09,No
3242,Male,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,222.1,7035.2,No
6761,Male,1.0,Yes,No,4.0,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,36.84,125.19,No
4016,Female,1.0,No,No,37.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),9.87,3959.87,Yes
1215,Female,0.0,Yes,Yes,26.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,35.01,2306.01,Yes
4449,Female,0.0,No,No,31.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,55.67,2473.67,No
5758,Female,0.0,Yes,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),29.23,464.23,No
1336,Female,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,201.91,201.91,Yes
9245,Male,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.49,7677.29,Yes
6448,Female,0.0,Yes,No,70.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.86,5937.61,No
6828,Male,1.0,Yes,No,5.0,Yes,Yes,Fiber optic,No,No,,No,No,No,Month-to-month,Yes,Bank transfer (automatic),6.76,270.81,Yes
8922,Male,0.0,Yes,No,58.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),75.56,2719.91,No
3410,Female,0.0,Yes,Yes,62.0,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),37.43,2997.28,No
8970,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),111.94,111.94,No
5299,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,68.14,68.14,Yes
8285,Male,0.0,Yes,Yes,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.81,1401.26,No
4503,Female,0.0,Yes,Yes,47.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),90.81,2799.46,No
7743,Female,0.0,Yes,Yes,17.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,193.54,1706.34,Yes
8837,Female,0.0,Yes,Yes,66.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),19.86,3772.46,No
1539,Female,0.0,Yes,Yes,12.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,6.95,839.35,Yes
6009,Male,0.0,Yes,Yes,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,1.53,636.73,No
2021,Male,1.0,Yes,No,61.0,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),48.74,3887.29,No
8126,Female,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),191.45,531.95,Yes
4076,Male,0.0,No,No,5.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,75.18,258.63,Yes
2023,Male,1.0,Yes,No,50.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),232.21,5290.46,No
4180,Female,0.0,Yes,No,71.0,Yes,Yes,,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),0.16,1728.16,No
1842,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),153.92,8463.02,No
3611,Female,0.0,Yes,No,71.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),6.22,5630.57,No
8678,Male,0.0,No,No,20.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,51.95,447.95,No
5263,Female,0.0,Yes,No,15.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,200.5,1502.95,Yes
8993,Male,0.0,Yes,No,16.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,,Yes,Bank transfer (automatic),51.22,1261.57,Yes
7032,Male,1.0,No,No,15.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,128.18,1204.88,Yes
5883,Female,0.0,Yes,Yes,36.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),73.42,3359.77,No
2921,Male,0.0,Yes,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,238.97,238.97,Yes
3123,Female,0.0,Yes,Yes,31.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,36.79,676.19,Yes
8102,Male,0.0,Yes,No,47.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,171.33,3742.78,No
3303,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,38.44,38.44,No
7225,Female,0.0,Yes,No,45.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,60.92,1156.47,No
5550,Female,1.0,No,No,40.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),132.12,4216.77,No
7503,Female,0.0,No,No,33.0,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),100.74,2705.64,No
3883,Male,1.0,No,No,31.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),209.21,2990.56,No
1189,Male,0.0,No,No,63.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),54.5,6540.8,No
5841,Male,0.0,Yes,Yes,4.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,119.84,294.54,Yes
4222,Female,0.0,No,No,21.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,,Electronic check,124.44,1897.29,No
3701,Male,1.0,Yes,No,53.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,104.35,3273.95,Yes
6963,Male,0.0,No,No,68.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),64.89,1539.59,No
6185,Male,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),2.84,1305.74,No
9506,Male,0.0,Yes,No,34.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,86.35,2997.75,No
3740,Female,1.0,Yes,No,17.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,263.98,1786.13,No
1718,Female,0.0,Yes,Yes,64.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),73.77,5314.22,No
6871,Female,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),24.86,24.86,Yes
4974,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,7.39,7.39,No
7042,Female,0.0,No,No,37.0,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,41.8,2322.25,Yes
7278,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,102.02,102.02,Yes
6696,Male,0.0,No,Yes,66.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,,Two year,Yes,Credit card (automatic),104.09,5220.69,No
7495,Female,0.0,Yes,No,46.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,78.72,4570.22,No
3225,Female,0.0,Yes,Yes,,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,135.22,501.52,No
6658,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,44.21,44.21,No
2139,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,235.02,235.02,Yes
6755,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,181.21,181.21,Yes
1257,Female,0.0,Yes,Yes,52.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,46.06,1278.11,No
7494,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,89.43,89.43,Yes
6119,Male,0.0,No,No,32.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),47.52,2933.42,No
7694,Female,0.0,No,No,30.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.47,3045.92,No
9326,Male,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,40.68,206.08,No
4836,Male,0.0,No,No,13.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,34.62,280.62,No
2238,Female,0.0,No,No,1.0,Yes,No,,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),14.99,14.99,No
7269,Female,0.0,No,No,18.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,95.69,1376.49,No
3254,Male,0.0,Yes,Yes,69.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),261.71,7813.16,No
4153,Female,1.0,Yes,No,35.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),166.56,3719.41,Yes
4889,Male,0.0,No,No,34.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.24,899.89,No
8097,Male,0.0,Yes,Yes,37.0,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,167.02,2311.37,No
8044,Female,0.0,Yes,Yes,71.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),1.48,6964.13,No
3232,Female,0.0,Yes,Yes,53.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),108.46,5570.81,No
1561,Male,0.0,Yes,No,38.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),242.24,3629.59,No
1699,Male,1.0,No,No,11.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.1,1174.75,No
3228,Male,1.0,Yes,No,33.0,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,217.94,3179.89,No
2686,Male,0.0,Yes,Yes,38.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),38.05,3249.65,No
7351,Female,0.0,No,No,10.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,106.25,553.3,No
9028,Female,0.0,Yes,No,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),51.52,1022.92,No
4054,Male,0.0,Yes,No,67.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,166.55,7376.55,No
3143,Male,0.0,No,No,22.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,49.28,590.53,No
6988,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,4.16,4.16,Yes
8875,Female,0.0,Yes,Yes,51.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,44.83,1053.63,No
8666,Male,0.0,No,No,11.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,2.11,806.06,No
3647,Male,0.0,No,No,41.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),189.59,4310.29,No
7661,Female,1.0,Yes,No,54.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),34.31,6349.76,No
6684,Male,0.0,,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,0.95,0.95,No
4907,Male,0.0,Yes,No,36.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,149.18,3527.98,No
3925,Male,,Yes,Yes,50.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),7.02,3423.17,No
5418,Female,1.0,Yes,No,42.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,200.55,4050.0,No
3175,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,13.69,13.69,No
4949,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,89.36,89.36,Yes
6003,Male,1.0,No,No,29.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),213.94,3061.09,No
6435,Male,0.0,Yes,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),39.3,209.15,No
4040,Female,0.0,Yes,No,32.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),176.37,2678.17,Yes
6507,Male,0.0,No,Yes,8.0,Yes,No,No,No internet service,,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),16.11,155.86,No
7340,Male,0.0,Yes,No,71.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),27.92,5987.72,No
2973,Female,0.0,Yes,No,42.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,,Electronic check,36.63,1119.58,No
7752,Male,0.0,Yes,No,31.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,200.3,3046.3,No
4007,Male,1.0,Yes,Yes,56.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),155.83,5845.93,Yes
2103,Female,0.0,No,No,6.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,,Electronic check,197.67,685.97,Yes
3298,Male,0.0,Yes,Yes,36.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),37.98,943.83,No
2736,Male,1.0,No,No,45.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),223.52,4329.87,No
6912,Female,1.0,Yes,No,31.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,216.36,2764.91,No
7151,Female,0.0,No,No,28.0,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),161.52,1611.77,No
5175,Male,0.0,Yes,No,53.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),60.58,5006.03,No
3549,Male,0.0,Yes,No,60.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,141.15,3846.0,No
3438,Female,0.0,Yes,Yes,3.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.69,273.79,Yes
5543,Female,0.0,No,No,2.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,33.46,87.96,No
2020,Female,0.0,Yes,No,72.0,No,No phone service,DSL,Yes,Yes,,No,No,Yes,Two year,Yes,Electronic check,136.52,3668.27,No
3619,Female,0.0,Yes,No,53.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,53.12,4831.87,No
5138,Female,1.0,Yes,No,21.0,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),193.8,1619.15,No
5220,Male,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,9.74,9.74,Yes
8883,Female,0.0,No,No,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,1.81,65.06,No
6939,Female,0.0,No,No,8.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),156.21,549.71,No
5305,Female,0.0,No,Yes,14.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,118.17,1196.22,No
4890,Male,0.0,Yes,Yes,61.0,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),34.51,2118.11,No
8531,Male,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,90.46,311.81,Yes
7226,Female,0.0,No,No,31.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,,140.18,2291.93,No
9902,Female,1.0,Yes,,52.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,151.66,5690.51,No
2277,Male,0.0,No,No,4.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,127.86,279.36,No
9998,Female,0.0,No,No,60.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,55.86,3239.31,No
3377,Male,0.0,Yes,Yes,45.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,37.23,921.73,No
4293,Male,0.0,Yes,No,36.0,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,10.79,1293.39,No
1343,Male,0.0,Yes,Yes,40.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,170.38,,No
4085,Male,0.0,No,No,45.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),41.05,4685.25,No
8489,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),136.55,1275.3,Yes
1826,Male,1.0,No,No,12.0,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.14,407.99,No
7672,Male,0.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),17.46,4706.66,No
7444,Male,0.0,No,Yes,1.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,133.06,133.06,No
5807,Male,0.0,No,No,32.0,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),85.33,2031.43,No
6239,Female,0.0,No,No,15.0,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,134.66,967.86,Yes
6258,Female,0.0,Yes,Yes,70.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,234.63,7814.23,No
8704,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,119.11,660.86,Yes
5630,Female,0.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,197.48,756.18,No
5216,Female,0.0,Yes,No,41.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,46.07,,No
8980,Female,0.0,No,Yes,2.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,28.15,82.8,No
6191,Male,0.0,Yes,No,50.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,25.0,4785.45,No
3970,Female,0.0,No,Yes,62.0,Yes,Yes,Fiber optic,,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,131.3,6444.8,Yes
1953,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.93,8663.63,No
9295,Male,0.0,No,No,32.0,Yes,No,No,No internet service,,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),51.89,646.29,No
4498,Male,0.0,No,No,47.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),71.55,4512.6,No
2073,Male,0.0,No,No,46.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),65.4,2085.35,No
9251,Male,0.0,Yes,Yes,34.0,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Electronic check,116.86,1402.16,No
8620,Female,0.0,Yes,Yes,56.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,,Yes,Credit card (automatic),155.25,5570.9,No
5735,Female,0.0,No,No,14.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),160.36,1003.36,Yes
3605,Female,0.0,No,No,21.0,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,108.1,1306.2,No
7820,Male,0.0,Yes,No,8.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),91.67,435.57,No
7964,Female,0.0,No,No,1.0,No,No phone service,DSL,No,,No,Yes,No,No,Month-to-month,No,Mailed check,63.02,63.02,No
1881,Female,0.0,No,,11.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,102.58,864.03,Yes
8560,Female,0.0,No,No,53.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,283.67,5860.37,No
1358,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,301.48,7770.73,No
7227,Male,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),170.28,256.73,No
1004,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,35.45,35.45,No
8041,Female,0.0,Yes,Yes,52.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),41.6,1286.8,No
8143,Male,0.0,,No,58.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,29.66,1194.86,No
9434,Female,0.0,No,No,27.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,19.59,2649.64,Yes
7926,Female,0.0,Yes,Yes,60.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),170.59,3700.94,No
8175,Male,0.0,No,Yes,11.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,160.38,967.38,No
6174,Female,0.0,Yes,No,55.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),242.7,5815.7,No
1293,Female,0.0,Yes,Yes,44.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,115.35,4316.3,No
3677,Male,1.0,Yes,No,3.0,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,41.93,99.18,Yes
6850,Male,1.0,No,No,2.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,,34.0,Yes
5809,Male,1.0,No,No,34.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,81.49,3324.79,No
5147,Male,0.0,No,No,46.0,Yes,,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),56.32,945.27,No
1354,Male,0.0,No,No,48.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),201.11,3893.71,No
8461,Female,0.0,Yes,No,9.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,,809.84,Yes
3002,Male,0.0,No,No,60.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,16.94,3593.79,No
6159,Female,1.0,Yes,No,19.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,,Electronic check,185.92,1851.22,No
6826,Female,0.0,Yes,Yes,22.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,,30.38,560.53,No
1937,Male,0.0,Yes,No,15.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,225.78,1662.13,No
7452,Male,1.0,,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,127.47,167.67,Yes
3826,Male,0.0,No,No,50.0,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),102.0,3450.7,No
9369,Male,0.0,No,No,42.0,Yes,Yes,No,,No internet service,,No internet service,No internet service,No internet service,One year,No,Electronic check,60.44,985.24,No
3084,Male,0.0,No,No,46.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,26.89,913.99,No
3468,,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),134.67,7368.07,No
4071,Female,0.0,No,No,39.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,93.68,3690.98,Yes
6081,Female,0.0,No,No,24.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,237.59,2628.09,No
9376,Female,0.0,No,No,37.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,35.17,2974.22,No
4259,Male,0.0,No,Yes,39.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,No,Mailed check,40.03,3834.83,No
9757,Female,0.0,Yes,Yes,48.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),22.15,1415.7,No
8027,Female,0.0,Yes,No,57.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),35.89,1150.54,No
8701,Male,0.0,Yes,Yes,12.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),73.18,360.78,No
4838,Male,0.0,No,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,27.08,27.08,No
3571,Female,0.0,No,Yes,22.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),75.91,1057.86,No
9696,Female,0.0,No,No,8.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,92.49,408.19,Yes
7554,Female,1.0,No,No,56.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,67.75,5804.35,No
7965,Female,1.0,Yes,No,24.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,109.65,2280.15,Yes
2350,Male,1.0,Yes,No,30.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.8,2922.95,No
7215,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),56.17,1741.67,No
3940,Male,0.0,No,Yes,66.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.06,1667.56,No
8998,Male,0.0,No,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,31.35,510.0,No
9531,Female,1.0,No,Yes,33.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),121.2,3480.9,No
8764,Male,0.0,No,Yes,53.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.24,1057.84,Yes
9922,Female,0.0,No,No,35.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),236.93,3069.13,Yes
6132,Male,0.0,Yes,Yes,66.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),70.73,5225.83,No
6208,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,100.5,6794.2,No
9767,Female,0.0,No,No,32.0,Yes,No,No,No internet service,No internet service,,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.57,659.57,No
9464,Female,0.0,Yes,Yes,15.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.12,288.37,No
5819,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,39.55,39.55,Yes
9167,Female,1.0,Yes,Yes,55.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Electronic check,102.03,4180.33,No
3354,Female,0.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.69,1668.94,No
1851,Male,0.0,No,Yes,19.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),12.73,553.48,No
8772,Female,0.0,Yes,No,67.0,Yes,Yes,,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,293.45,7693.85,No
6863,Female,0.0,No,Yes,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,37.58,53.83,Yes
3368,Female,0.0,Yes,Yes,7.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,61.72,361.37,No
8867,Female,0.0,Yes,No,6.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.67,328.47,No
8404,Female,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,243.1,7808.15,Yes
6539,Female,0.0,No,No,23.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,16.55,968.45,No
5177,Male,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),21.82,7966.07,No
2819,Female,0.0,Yes,No,37.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,181.31,3843.81,Yes
3263,Female,0.0,Yes,Yes,35.0,No,No phone service,DSL,No,No,No,Yes,Yes,No,One year,No,Mailed check,30.82,1373.52,No
3308,Male,0.0,Yes,Yes,49.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,239.24,4665.74,No
8794,Female,0.0,Yes,Yes,14.0,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),102.13,1158.73,No
9391,Female,0.0,Yes,No,48.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.11,5074.56,No
1252,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,134.65,134.65,Yes
5150,Male,0.0,Yes,Yes,63.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),7.1,1556.95,No
7851,Female,0.0,No,Yes,22.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,105.66,1837.66,No
1647,Male,0.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.61,91.91,No
1169,Male,0.0,No,No,1.0,Yes,,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.52,26.52,No
2858,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,116.76,4857.31,No
1299,Male,1.0,No,No,49.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),55.95,4035.5,No
1063,Male,0.0,No,No,6.0,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,206.76,622.76,No
9273,Male,0.0,No,No,39.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,6.71,2949.11,Yes
3201,Female,0.0,No,Yes,65.0,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,16.84,2905.54,No
9568,Female,0.0,Yes,Yes,42.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,272.43,4055.68,No
4203,Male,0.0,No,No,16.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,34.78,784.33,No
4445,Male,0.0,Yes,No,35.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),108.32,3179.67,No
9725,Male,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,0.65,0.65,No
6611,Male,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,238.03,8008.63,No
1391,Male,0.0,No,No,60.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),315.81,7248.71,No
6848,Male,0.0,No,No,20.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),114.42,1537.42,No
8511,Female,0.0,Yes,Yes,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,36.21,78.26,No
5835,Male,0.0,No,No,5.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,21.42,197.17,Yes
2083,Male,0.0,No,No,45.0,,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.53,2273.18,No
3734,Male,0.0,Yes,No,30.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,44.46,662.96,No
7730,Male,1.0,Yes,No,23.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,107.15,1996.2,No
9426,Female,0.0,No,No,29.0,No,,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,60.04,885.79,Yes
6075,Female,0.0,No,No,11.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,62.69,490.29,No
4862,Male,0.0,Yes,Yes,25.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.35,1907.9,No
2680,Male,0.0,Yes,No,67.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,,No,Credit card (automatic),97.08,4703.28,No
1370,Male,0.0,Yes,Yes,68.0,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),124.55,5342.7,Yes
6335,Female,0.0,Yes,Yes,67.0,No,No phone service,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),80.45,2478.75,No
6628,Male,0.0,Yes,No,27.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),29.5,530.5,No
6559,Female,0.0,Yes,Yes,59.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,131.24,4574.29,No
5215,Male,0.0,No,No,66.0,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),52.11,2005.81,No
8255,Female,0.0,No,No,11.0,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,127.65,886.45,No
1512,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),296.83,8457.13,No
1256,Male,0.0,Yes,Yes,48.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),35.25,1254.0,No
1405,Male,0.0,Yes,Yes,42.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,110.76,2357.41,No
4818,Female,1.0,Yes,No,1.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,241.48,241.48,Yes
9061,Male,0.0,No,No,26.0,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),133.28,1966.63,No
6630,Female,0.0,No,No,7.0,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,,687.1,No
1360,Female,0.0,No,No,15.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,167.27,1199.37,Yes
4535,Female,0.0,No,No,61.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,317.42,7564.52,No
9664,Female,1.0,Yes,No,28.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),227.12,2938.02,Yes
7654,Male,0.0,No,No,65.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),36.16,1235.26,No
9881,Male,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,54.04,2121.54,No
1101,Male,0.0,Yes,No,45.0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),60.89,3579.59,No
8151,Female,0.0,Yes,Yes,37.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,272.23,3491.13,No
5408,Female,0.0,Yes,Yes,71.0,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.63,4162.58,No
7721,Female,1.0,No,No,22.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,98.81,1574.46,No
6410,Male,0.0,No,No,58.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.26,1041.61,No
8438,Male,0.0,No,No,5.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),15.05,87.95,No
4148,Female,0.0,Yes,No,46.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),107.52,2526.47,No
3029,Female,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),56.88,293.63,No
8931,Male,0.0,No,No,18.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),7.03,375.58,No
2169,Female,0.0,Yes,Yes,56.0,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),75.02,3521.97,No
7499,Female,0.0,Yes,Yes,4.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.87,76.87,Yes
8801,Male,1.0,Yes,No,58.0,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.68,2701.58,Yes
6273,Male,1.0,Yes,No,60.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,203.46,6438.56,No
7861,Male,0.0,No,No,8.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),12.26,154.11,No
3535,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,45.54,45.54,No
9428,Male,0.0,No,No,44.0,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,29.3,2350.75,Yes
1165,Male,0.0,No,No,11.0,Yes,No,,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),65.18,781.33,No
1340,Female,1.0,No,No,49.0,,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),229.87,5293.07,No
8129,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,70.06,70.06,Yes
1068,Male,1.0,Yes,No,8.0,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),131.13,648.43,No
9648,Female,0.0,Yes,Yes,46.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),55.51,4201.16,No
8347,Female,0.0,Yes,No,27.0,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),117.68,2696.93,No
1845,Female,0.0,No,No,10.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,248.3,995.65,Yes
6040,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,45.17,45.17,No
1792,Female,0.0,No,No,32.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),97.87,3410.67,No
9927,Male,1.0,Yes,No,36.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,171.36,3108.86,Yes
6558,Female,0.0,Yes,Yes,34.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,211.49,2998.19,Yes
4119,Male,0.0,No,No,2.0,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,70.36,168.66,No
9631,Male,1.0,No,No,8.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.81,566.96,Yes
4694,Male,0.0,No,No,66.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),3.95,7273.35,No
5972,Male,1.0,No,No,13.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,117.02,1374.42,Yes
6309,Female,0.0,Yes,No,61.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),192.15,6062.35,No
6437,,1.0,Yes,Yes,66.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,178.83,7146.73,No
1013,Female,0.0,Yes,Yes,69.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),16.74,6321.49,No
9181,Male,0.0,No,No,1.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,107.45,107.45,No
3315,Female,0.0,Yes,Yes,53.0,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),97.74,3334.14,No
3243,Female,1.0,No,No,2.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,254.19,326.19,Yes
4643,Male,1.0,No,No,8.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,21.69,740.49,Yes
9303,Female,0.0,Yes,Yes,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),35.98,4545.63,No
3963,Female,1.0,No,No,59.0,Yes,Yes,,No,No,Yes,No,,Yes,One year,Yes,Electronic check,157.02,5947.52,No
9406,Female,1.0,No,No,11.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),6.46,964.46,Yes
5448,Female,0.0,No,No,1.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,32.43,32.43,Yes
7551,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),34.73,34.73,No
8230,Male,0.0,No,Yes,14.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),14.95,993.65,No
2870,Female,0.0,No,No,69.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,129.03,7053.53,No
9041,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,168.88,306.68,No
6888,Female,0.0,No,No,37.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,33.68,827.18,No
8272,Male,0.0,Yes,Yes,,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),71.27,2075.22,No
1632,Male,0.0,Yes,Yes,35.0,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.11,2671.76,No
5623,Male,0.0,Yes,No,51.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),215.06,5029.71,No
5890,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,49.24,49.24,No
8569,Female,0.0,Yes,Yes,17.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,64.57,1430.72,Yes
3558,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,36.56,36.56,No
8571,Male,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,46.15,195.4,No
9202,Female,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),43.63,1403.73,No
8412,Male,0.0,No,No,,Yes,No,Fiber optic,Yes,,No,No,No,No,Month-to-month,Yes,Electronic check,95.94,209.44,Yes
9518,Female,0.0,Yes,No,71.0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),27.51,5838.71,No
2650,Male,0.0,No,No,63.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),199.82,4242.37,No
7610,Female,1.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,208.9,208.9,Yes
4086,Female,0.0,Yes,Yes,31.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,82.28,2986.58,Yes
7454,Female,0.0,Yes,Yes,55.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,150.03,3226.13,No
4289,Male,1.0,Yes,No,35.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,131.16,3467.86,No
7768,Male,0.0,No,No,70.0,No,No phone service,DSL,No,No,No,Yes,No,Yes,Two year,Yes,Mailed check,55.7,2815.4,No
2763,Male,0.0,No,No,56.0,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,149.22,3116.22,No
2537,Female,0.0,No,No,61.0,,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,207.3,5618.7,No
3222,Male,0.0,No,Yes,33.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,8.45,670.45,No
9034,Male,0.0,Yes,No,55.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),22.74,1440.69,No
3888,Male,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,281.78,719.58,Yes
7188,Female,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,184.84,574.44,Yes
1263,Male,0.0,No,No,21.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,129.5,1782.85,No
3858,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,172.36,1020.76,Yes
7771,Female,0.0,Yes,Yes,72.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),129.81,5521.46,No
2467,Female,0.0,No,Yes,48.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,6.34,923.09,No
9321,Female,0.0,No,,50.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),113.56,3520.91,No
5755,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),39.18,58.33,No
4380,Female,0.0,No,No,64.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),316.43,7535.38,No
5705,Female,1.0,Yes,No,66.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),96.43,6965.73,Yes
9037,Male,1.0,No,No,47.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),76.61,3856.16,No
2279,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,158.23,158.23,Yes
7121,Male,0.0,Yes,Yes,12.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,39.91,436.66,No
1282,Male,1.0,No,No,33.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),66.45,889.35,No
3357,Female,0.0,Yes,Yes,26.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,8.15,1564.25,Yes
6926,Male,0.0,No,Yes,61.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.43,1128.88,No
2373,Male,0.0,No,No,12.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,172.53,1319.73,Yes
3991,Female,0.0,No,No,41.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,15.53,830.03,No
2125,Male,0.0,Yes,Yes,32.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),30.02,3135.12,Yes
6672,Female,0.0,No,No,55.0,Yes,No,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),1.27,2418.82,No
2684,Male,0.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,31.67,379.27,No
4420,Male,0.0,No,No,63.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),161.86,4569.16,No
9534,Female,0.0,Yes,Yes,3.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.52,209.27,Yes
2992,Female,0.0,Yes,Yes,9.0,Yes,No,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,71.69,599.39,No
6776,Female,0.0,No,No,54.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,135.33,4354.68,No
4354,Male,0.0,Yes,Yes,63.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,109.85,3758.45,No
9051,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,,14.27,14.27,Yes
5512,Female,0.0,Yes,Yes,0.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,54.01, ,No
7915,Male,0.0,Yes,No,61.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,43.93,3760.63,No
3742,Female,,Yes,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,17.05,52.7,No
8550,Male,0.0,Yes,No,63.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.75,6603.35,Yes
7532,Male,0.0,No,Yes,6.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,74.78,232.48,No
3615,Female,0.0,Yes,No,44.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.88,4318.88,Yes
8579,Female,0.0,No,No,40.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,30.9,815.6,No
5083,Male,0.0,Yes,No,56.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),43.45,2949.2,No
8957,Female,0.0,Yes,Yes,30.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.95,609.9,No
5514,Male,0.0,Yes,No,2.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,237.57,310.87,Yes
5726,Female,0.0,No,No,64.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),226.57,6380.72,Yes
2355,Male,0.0,Yes,Yes,10.0,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,32.2,535.5,No
9640,Male,0.0,No,No,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,27.35,118.55,No
7481,Female,1.0,No,No,18.0,Yes,No,DSL,No,Yes,No,No,No,,Month-to-month,Yes,Credit card (automatic),91.2,907.1,No
2821,Female,0.0,No,No,4.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,43.61,115.41,Yes
9248,Female,0.0,No,No,40.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,192.23,3320.13,No
6924,Female,0.0,Yes,Yes,41.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),19.61,3772.71,No
2706,Female,,Yes,Yes,23.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,28.58,1811.38,No
4393,Male,1.0,Yes,No,64.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,196.66,6183.81,No
1633,Male,0.0,Yes,Yes,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,0.88,0.88,Yes
1451,Female,0.0,No,No,10.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),60.4,811.05,Yes
1852,Female,0.0,Yes,Yes,21.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),131.38,1623.03,Yes
8443,Male,0.0,Yes,No,70.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),97.96,5310.81,No
6097,Female,0.0,No,No,37.0,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),10.94,955.89,Yes
6984,Female,0.0,No,No,12.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),111.28,590.63,No
4188,Female,0.0,Yes,Yes,64.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,4.01,1261.56,No
1339,Female,0.0,Yes,No,67.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.59,7345.34,No
7334,Female,0.0,Yes,Yes,32.0,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),23.4,2006.5,No
6015,Female,0.0,Yes,No,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),74.96,6352.36,No
8895,Male,0.0,No,No,64.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),157.89,6955.34,Yes
2197,Female,0.0,Yes,No,1.0,No,No phone service,DSL,No,,No,No,No,Yes,Month-to-month,No,Electronic check,28.58,28.58,No
2488,Male,1.0,Yes,No,43.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,154.08,4012.93,No
5869,Male,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,85.95,6533.45,No
5968,Female,0.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,63.77,63.77,No
4999,Male,0.0,Yes,Yes,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),231.37,6480.97,No
4442,Male,0.0,Yes,Yes,67.0,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,129.46,4689.26,No
5052,Female,0.0,Yes,Yes,42.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,7.36,750.16,No
6945,Male,0.0,No,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,27.12,543.32,No
8292,Female,0.0,Yes,Yes,12.0,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),82.38,764.58,No
6202,Female,1.0,Yes,No,70.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,193.5,6572.75,No
4051,Male,0.0,Yes,Yes,23.0,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,207.13,2438.58,Yes
9945,Female,0.0,No,No,7.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),16.18,133.78,Yes
5990,Female,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,41.8,207.7,No
2472,Female,1.0,Yes,No,38.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),40.53,3536.78,No
1051,Female,1.0,Yes,No,22.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,39.54,1357.79,No
1621,Female,0.0,No,No,8.0,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,137.28,565.03,No
3130,Female,0.0,No,Yes,3.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,,Yes,Bank transfer (automatic),187.86,300.76,No
9059,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.06,21.06,No
7816,Female,0.0,No,No,8.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),19.38,527.03,No
3249,Female,0.0,No,No,18.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,202.86,1354.71,No
2062,Male,0.0,Yes,Yes,69.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),106.93,5419.33,No
7739,Male,0.0,No,No,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.27,1397.67,No
5872,Female,0.0,Yes,No,51.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,101.66,4627.71,No
1504,Female,0.0,Yes,No,,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,180.55,3499.0,No
7384,Female,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),36.12,4776.12,No
7010,Female,0.0,Yes,Yes,38.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,91.43,2112.98,No
7913,Female,0.0,Yes,Yes,21.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,142.19,1243.29,Yes
3178,Female,0.0,No,No,40.0,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,122.76,2643.66,No
6091,Male,0.0,No,Yes,29.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,57.47,572.67,No
2905,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.59,477.99,No
2327,Female,0.0,No,No,6.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,59.49,423.69,Yes
1703,Female,0.0,Yes,Yes,13.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,128.4,1262.85,Yes
6955,Male,0.0,No,,4.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,61.26,321.11,Yes
6385,Male,0.0,No,No,51.0,Yes,Yes,DSL,Yes,,No,Yes,No,No,One year,No,Credit card (automatic),150.33,3134.03,No
2877,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,108.61,558.46,No
1686,Female,0.0,No,No,36.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,49.94,2579.94,No
7733,Male,0.0,No,No,5.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,137.66,476.51,Yes
1662,Male,0.0,No,No,22.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),282.24,2497.99,Yes
2298,Male,1.0,Yes,No,52.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),34.05,5410.85,No
8241,Female,1.0,No,No,46.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.23,4845.03,Yes
3645,Female,0.0,Yes,Yes,31.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,1.89,2466.49,No
7583,Female,0.0,Yes,No,48.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),111.85,4845.8,No
6244,Female,0.0,Yes,No,58.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),304.5,6087.8,Yes
3603,Female,0.0,No,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,56.52,215.87,No
2135,Female,0.0,No,No,10.0,No,No phone service,DSL,No,No,No,Yes,No,No,Two year,Yes,Mailed check,2.44,271.89,No
7854,Male,0.0,No,No,30.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),114.76,3039.06,No
6206,Male,0.0,Yes,Yes,72.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),263.25,7717.9,No
1582,,0.0,Yes,Yes,13.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,91.85,1158.05,Yes
8732,Male,0.0,Yes,Yes,45.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),139.83,2638.88,No
1987,Female,0.0,Yes,Yes,56.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,4.94,1074.99,No
7162,Male,0.0,Yes,No,49.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),140.48,4895.18,Yes
9917,Male,0.0,Yes,Yes,65.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),14.47,1261.67,No
3443,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,94.66,94.66,Yes
8312,Male,0.0,Yes,No,44.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),175.85,2719.95,No
2281,Female,0.0,Yes,Yes,57.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,117.62,4878.52,No
9593,Male,1.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,19.95,482.1,Yes
1312,Female,1.0,Yes,No,34.0,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),144.35,2186.45,No
4285,Male,0.0,Yes,Yes,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,11.13,6588.78,No
2563,Male,0.0,Yes,Yes,60.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),73.9,3707.85,No
7290,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,17.95,17.95,Yes
4155,Male,0.0,Yes,No,3.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),64.95,237.05,Yes
6715,Male,1.0,Yes,No,7.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,214.97,781.17,Yes
1188,Male,0.0,No,No,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),170.03,5797.63,No
7135,Female,0.0,No,No,9.0,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),126.45,691.85,Yes
3895,Male,0.0,No,No,26.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,42.04,2458.99,Yes
3643,Male,0.0,No,No,18.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,3.88,829.28,Yes
4284,Female,0.0,Yes,Yes,51.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),45.57,3538.32,No
3247,Male,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),174.67,174.67,Yes
2285,Male,0.0,No,Yes,22.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),36.77,449.12,No
1338,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,100.01,202.06,No
4437,Male,0.0,No,No,10.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),64.02,289.92,No
9420,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,71.77,71.77,Yes
8288,Male,0.0,No,No,29.0,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),159.84,2328.39,No
3517,Male,0.0,No,Yes,39.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),34.72,794.57,No
1679,Female,0.0,Yes,Yes,52.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),73.44,4420.94,No
4648,Male,0.0,No,No,12.0,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),125.79,878.09,No
2562,Female,1.0,Yes,Yes,48.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.77,5039.32,No
7028,Female,0.0,Yes,No,42.0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),135.97,2797.37,No
1231,Female,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),130.87,7178.32,Yes
8058,Male,0.0,No,Yes,49.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),310.12,5491.37,No
1154,Male,0.0,No,No,20.0,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,35.06,1597.56,No
7308,Male,0.0,Yes,Yes,66.0,No,No phone service,DSL,No,No,No,Yes,Yes,,Two year,No,Bank transfer (automatic),96.16,3410.16,No
6999,Male,1.0,Yes,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,146.56,544.01,Yes
1371,Male,0.0,Yes,No,28.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,84.29,1456.39,No
9461,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,10.08,,No
3478,Female,1.0,No,No,46.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),246.21,4281.26,No
9296,Female,0.0,No,No,6.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,14.78,445.98,Yes
4130,Male,0.0,Yes,Yes,63.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),234.65,5742.9,No
6468,Male,0.0,No,No,69.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),202.31,5674.06,No
2565,Female,0.0,No,No,17.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),49.4,1144.5,No
9780,Female,0.0,Yes,No,67.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),55.01,1361.56,No
6794,Male,0.0,No,Yes,41.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,286.13,4682.13,No
2214,Female,0.0,Yes,Yes,24.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),114.27,2064.17,No
7946,Male,0.0,No,Yes,48.0,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),121.08,3092.03,No
2498,Female,0.0,Yes,Yes,24.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,58.68,491.53,No
6044,Female,0.0,Yes,Yes,19.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.13,385.13,No
2927,Male,1.0,No,No,20.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,79.62,1081.52,No
6197,Male,0.0,Yes,No,63.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),202.74,5162.94,No
7372,Female,0.0,No,Yes,4.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),81.4,379.6,Yes
3444,Female,1.0,Yes,No,62.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),263.06,6101.66,No
7191,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,18.96,592.41,Yes
7322,Male,1.0,Yes,No,32.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,227.46,2784.51,Yes
3710,Male,0.0,Yes,Yes,67.0,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),120.72,6901.87,No
7294,Male,0.0,Yes,No,52.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),122.61,3230.81,No
8924,Female,0.0,No,No,33.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),12.57,812.97,No
1143,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),2.27,5704.42,No
9513,Male,0.0,No,No,7.0,,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,186.83,602.48,No
2402,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,116.37,116.37,Yes
9298,Female,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.24,1830.64,No
2960,Female,0.0,Yes,Yes,19.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,11.46,471.76,No
7849,Male,0.0,No,Yes,28.0,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),128.23,1590.43,No
2653,Female,0.0,No,No,13.0,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,67.94,478.94,Yes
1959,Female,0.0,No,No,47.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,66.0,1899.35,No
3788,Male,1.0,Yes,No,7.0,Yes,Yes,Fiber optic,,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),21.31,570.06,Yes
7908,Male,1.0,Yes,No,21.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,21.6,1427.25,Yes
9730,Male,0.0,No,No,30.0,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),220.76,2854.01,No
4013,Female,0.0,Yes,Yes,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.48,214.38,No
9877,Male,1.0,Yes,No,36.0,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),108.81,2047.56,No
1545,Female,1.0,No,No,27.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.84,2847.94,No
9768,Male,0.0,Yes,No,59.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,313.53,6651.43,Yes
7354,Female,0.0,No,No,12.0,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.8,945.2,No
6237,Female,0.0,Yes,Yes,,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,,Credit card (automatic),89.54,2166.99,No
8374,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),309.37,8414.17,No
8373,Male,1.0,Yes,No,61.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,71.82,6040.07,No
5092,Male,0.0,Yes,No,25.0,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.98,2312.63,No
6709,Male,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,112.77,112.77,Yes
1122,Female,0.0,No,No,62.0,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,47.92,3829.57,No
4006,Male,0.0,No,No,11.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,169.88,859.73,No
5247,Male,1.0,No,No,56.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,203.23,5696.18,No
7527,Female,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,121.22,8086.82,No
6050,Male,0.0,Yes,No,48.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),148.23,4524.78,No
9594,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.62,103.27,No
1506,Male,0.0,No,No,40.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,253.26,3537.41,No
8161,Female,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,174.33,7815.88,No
4758,Female,0.0,No,No,57.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.7,5480.1,Yes
6564,Female,0.0,No,No,18.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.61,1723.26,Yes
5525,Female,0.0,No,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),38.1,7198.05,No
4139,Female,0.0,Yes,No,12.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,53.07,850.97,No
5292,,0.0,No,No,50.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),31.31,1201.66,No
8057,Male,0.0,No,Yes,1.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,119.35,119.35,Yes
9233,Male,0.0,Yes,Yes,17.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.38,1493.93,Yes
1750,Female,0.0,Yes,No,68.0,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,61.23,3730.48,No
5981,Female,0.0,Yes,No,46.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.75,2461.45,No
2172,Female,0.0,Yes,No,22.0,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,17.99,1142.04,No
3102,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.5,56.5,Yes
2526,Male,0.0,No,No,45.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),218.85,5138.5,No
2236,Male,0.0,No,No,65.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,175.8,7007.85,Yes
8585,Female,0.0,Yes,Yes,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),53.0,1475.3,No
1983,Female,0.0,Yes,Yes,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,,11.91,11.91,Yes
6434,Female,0.0,No,No,19.0,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,No,Electronic check,3.37,990.42,No
8925,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.09,25.09,Yes
8186,Female,1.0,Yes,Yes,66.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),261.08,7361.33,No
9670,Male,0.0,Yes,Yes,64.0,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),58.73,4674.33,No
9223,Male,0.0,Yes,Yes,32.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,27.36,622.36,No
2320,Male,0.0,No,No,5.0,Yes,No,DSL,Yes,No,,No,No,No,Month-to-month,Yes,Mailed check,8.91,227.46,No
7326,Female,0.0,Yes,Yes,43.0,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),86.2,3265.35,No
3177,Female,1.0,Yes,No,43.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,150.11,4212.41,No
3559,Female,1.0,Yes,No,1.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,144.23,144.23,Yes
8819,Male,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,39.73,1755.98,No
6694,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),16.14,16.14,No
8795,Female,0.0,No,No,16.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,42.3,822.55,Yes
8893,Male,0.0,No,No,5.0,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,80.13,356.48,Yes
6971,Female,1.0,Yes,Yes,60.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),64.9,4446.4,No
2794,Male,0.0,No,Yes,17.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,199.52,1564.62,No
8592,Male,0.0,No,Yes,69.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),224.37,5647.47,No
7218,Male,0.0,No,No,71.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,266.71,7690.81,Yes
8533,Female,0.0,Yes,Yes,31.0,Yes,Yes,DSL,No,Yes,No,Yes,Yes,,Two year,No,Bank transfer (automatic),125.89,2516.94,No
6182,Male,0.0,No,No,10.0,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,227.56,1160.76,Yes
2278,Male,0.0,Yes,No,10.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,57.31,996.56,Yes
4573,Male,0.0,Yes,Yes,41.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),143.67,2594.67,No
6494,Male,1.0,No,No,12.0,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,27.54,510.84,Yes
6690,Male,0.0,No,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.24,373.84,No
2302,Female,0.0,Yes,No,65.0,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),13.97,6557.32,No
8873,Female,1.0,No,No,57.0,Yes,Yes,Fiber optic,Yes,No,,Yes,No,Yes,Two year,No,Credit card (automatic),261.47,5939.77,No
1117,Female,0.0,Yes,Yes,23.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,169.11,1985.56,Yes
1229,Female,0.0,Yes,Yes,68.0,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.61,4160.31,No
1044,Female,0.0,Yes,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,164.26,214.16,No
6433,Male,0.0,Yes,No,71.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),94.31,6407.76,No
6252,Female,1.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),22.88,1777.28,No
1998,Male,0.0,No,No,49.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),240.99,5173.59,Yes
7880,Male,0.0,Yes,No,1.0,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,1.24,1.24,Yes
8166,Female,0.0,Yes,No,13.0,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,15.96,564.81,No
3898,Female,0.0,Yes,No,68.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),68.07,4908.52,No
9911,Male,0.0,Yes,Yes,7.0,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),129.34,575.79,No
1232,Female,0.0,Yes,No,26.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,36.62,694.67,No
6128,Male,0.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,86.5,123.4,Yes
8326,Female,1.0,No,No,4.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,6.26,226.26,No
8338,Female,1.0,Yes,No,2.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),65.39,130.34,Yes
2265,Female,0.0,No,Yes,5.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,118.17,293.87,Yes
2896,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.09,8413.94,No
8104,Male,0.0,No,No,10.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,205.3,1182.35,Yes
9706,Female,1.0,No,No,41.0,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),285.42,4200.52,No
5274,Female,0.0,Yes,Yes,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),2.73,476.43,No
4324,Male,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),29.15,276.1,No
1268,Male,0.0,No,No,6.0,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,213.34,651.99,Yes
2798,Female,0.0,No,No,4.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.75,274.95,Yes
8938,Male,0.0,No,No,1.0,Yes,No,DSL,,No,No,No,No,No,Month-to-month,No,Electronic check,22.17,22.17,No
9353,Female,0.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,32.92,32.92,Yes
7834,Female,0.0,No,No,19.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),45.69,409.09,No
3786,Male,0.0,No,Yes,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),32.74,232.29,No
2651,Male,0.0,Yes,Yes,64.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,156.91,6025.61,No
3986,Female,0.0,No,Yes,37.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),1.92,737.02,No
8090,Male,1.0,Yes,No,69.0,No,No phone service,DSL,No,No,Yes,No,No,No,One year,Yes,Credit card (automatic),31.59,2136.09,No
7341,Male,1.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,79.57,182.47,Yes
4081,Female,0.0,No,No,39.0,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Electronic check,95.58,2245.43,No
4408,Male,0.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,158.21,158.21,Yes
8376,Female,1.0,Yes,No,35.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),236.12,3586.62,No
3620,Male,0.0,Yes,Yes,58.0,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),123.73,4349.33,No
1614,Female,0.0,No,No,66.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),152.04,4284.09,No
7307,Male,0.0,Yes,Yes,1.0,Yes,,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,27.16,27.16,Yes
2433,Female,0.0,No,Yes,2.0,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),,67.02,No
2718,Female,1.0,Yes,No,60.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,289.0,6584.35,No
3811,Female,1.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,212.12,334.67,No
4887,Female,0.0,Yes,Yes,14.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,141.43,1117.73,No
8018,Female,0.0,Yes,No,64.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),261.83,6115.93,No
7017,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,3.49,23.04,No
3113,Female,0.0,No,No,36.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),46.39,706.94,No
6472,Male,0.0,Yes,Yes,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),34.39,773.24,No
1735,Male,1.0,Yes,No,7.0,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,,Month-to-month,Yes,Credit card (automatic),124.02,702.42,Yes
2450,Male,0.0,No,Yes,17.0,Yes,No,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.4,662.2,No
4827,Male,0.0,Yes,No,17.0,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Mailed check,120.41,1231.21,No
1756,Female,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,9.7,9.7,Yes
2776,Male,0.0,No,No,13.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,181.71,1159.11,Yes
1137,Male,0.0,Yes,Yes,60.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),76.85,5943.05,No
9206,Male,0.0,Yes,No,29.0,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,73.13,1359.63,No
8240,Male,1.0,Yes,No,10.0,Yes,Yes,Fiber optic,No,No,Yes,No,,Yes,Month-to-month,Yes,Electronic check,124.63,949.13,Yes
7765,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),110.89,110.89,No
3869,Female,0.0,No,No,3.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,148.16,365.56,Yes
8497,Male,0.0,,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),167.0,8734.0,Yes
3403,Female,0.0,No,No,25.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),213.23,1972.78,No
3658,Male,0.0,Yes,No,34.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,162.23,3542.18,Yes
6584,Male,1.0,No,No,5.0,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.74,490.94,Yes
6411,Female,1.0,No,No,2.0,Yes,No,Fiber optic,,No,No,No,No,No,Month-to-month,Yes,Electronic check,99.91,161.96,Yes
3988,Female,0.0,Yes,No,6.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,7.26,447.16,Yes
5994,Female,0.0,Yes,Yes,58.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),1.6,1475.0,No
7992,Male,0.0,No,No,11.0,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.92,464.37,No
5729,Female,0.0,Yes,Yes,8.0,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,137.88,528.93,No
2620,Male,0.0,No,No,44.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,132.03,4536.78,No
3755,Male,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,41.87,493.67,No
8829,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,51.16,51.16,Yes
4517,Female,0.0,No,No,41.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),21.27,3262.17,No
2889,Female,0.0,Yes,Yes,69.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),82.12,3157.27,No
5453,Female,0.0,Yes,No,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,45.32,1771.47,No
3697,Male,0.0,Yes,Yes,17.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,23.91,411.36,No
2985,Female,0.0,Yes,No,37.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,114.79,1662.49,No
4977,Male,0.0,Yes,No,58.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),39.98,5620.73,No
7538,Female,1.0,Yes,No,46.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,175.15,4828.75,No
5674,Male,0.0,Yes,,34.0,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,156.76,3158.66,No
2777,Male,0.0,Yes,No,9.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,12.87,674.67,Yes
2465,Female,0.0,Yes,Yes,2.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.9,145.0,No
9771,Male,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,209.73,1860.73,Yes
7957,Male,0.0,Yes,Yes,7.0,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,27.35,272.1,Yes
2452,Female,0.0,Yes,Yes,2.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),170.52,242.37,Yes
4173,Male,0.0,Yes,No,1.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),6.89,6.89,No
9222,Male,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.25,33.25,Yes
5905,Female,0.0,No,No,7.0,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,2.89,568.44,Yes
4868,Female,1.0,No,No,5.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),213.23,487.33,Yes
2386,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,86.43,222.68,No
1127,Female,0.0,No,No,39.0,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,51.33,1889.88,No
4035,Male,1.0,No,No,15.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,186.39,1323.44,Yes
8054,Male,0.0,Yes,Yes,55.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),160.41,5169.16,No
7822,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),237.96,237.96,Yes
5431,Male,0.0,Yes,Yes,7.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),128.62,384.52,No
7656,Male,1.0,Yes,No,18.0,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),147.39,1099.34,No
9322,Male,0.0,Yes,No,61.0,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),86.46,4938.06,No
3629,Female,0.0,No,No,1.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,125.68,125.68,Yes
3689,Female,0.0,Yes,No,71.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.81,5661.61,No
9693,Male,0.0,Yes,No,50.0,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.33,2235.33,No
5473,Female,0.0,Yes,Yes,34.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),4.75,666.75,No
3394,Female,0.0,Yes,Yes,16.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),223.7,1411.7,No
1739,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),255.96,870.91,Yes
2520,Female,0.0,No,No,2.0,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,59.61,138.31,Yes
9021,Female,0.0,No,No,57.0,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),22.82,2239.97,No
2053,Female,1.0,Yes,No,55.0,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.61,2861.51,No
4228,Male,1.0,No,No,18.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),179.76,1829.76,No
4344,Male,1.0,No,No,69.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),37.93,1373.93,No
1854,Male,0.0,No,No,36.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),135.74,2911.49,No
7919,Male,1.0,Yes,No,34.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.93,2421.78,No
7447,Male,0.0,Yes,No,41.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,240.28,3599.03,No
8605,Male,0.0,No,No,41.0,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,183.27,3198.12,No
6023,Male,0.0,Yes,Yes,46.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,44.26,1194.16,No
2482,Female,0.0,Yes,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,33.06,54.56,No
4467,Male,0.0,No,No,5.0,Yes,No,DSL,No,No,Yes,Yes,,Yes,Month-to-month,No,Bank transfer (automatic),220.05,537.55,No
5797,Male,1.0,No,No,44.0,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,95.88,3144.43,No
7688,Female,1.0,No,No,45.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),221.84,4581.49,No
1550,Female,1.0,No,No,11.0,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,41.34,566.54,No
7939,Female,1.0,Yes,Yes,34.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,40.5,2679.2,Yes
8990,Male,1.0,No,No,19.0,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,143.81,1831.41,Yes
7069,Male,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),26.76,272.16,No
9853,Female,0.0,Yes,Yes,6.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,50.09,130.34,No
8277,Male,0.0,Yes,Yes,51.0,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),14.67,3075.62,No
4637,Male,0.0,No,No,24.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,26.9,594.95,No
5094,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,39.89,39.89,Yes
8466,Female,0.0,No,No,30.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),28.56,587.66,No
4583,Male,0.0,Yes,No,56.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),31.69,1333.69,Yes
4439,Male,1.0,No,No,51.0,Yes,Yes,Fiber optic,No,,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,222.12,5037.62,Yes
6374,Female,0.0,Yes,Yes,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),53.0,262.8,Yes
4688,Male,0.0,Yes,Yes,23.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),162.49,1528.64,No
7783,Female,0.0,No,No,2.0,Yes,,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,131.34,170.19,No
1779,Male,0.0,No,No,19.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,12.42,350.92,No
9763,Female,0.0,Yes,Yes,47.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),52.64,923.84,No
9337,Male,0.0,No,No,60.0,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),0.96,2385.86,No
9573,Female,0.0,No,,35.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),55.88,680.28,No
9748,Male,0.0,Yes,Yes,43.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.51,3594.96,No
2820,Male,0.0,Yes,No,70.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),280.02,8410.02,No
8758,Male,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),264.27,6906.27,No
7567,Female,0.0,No,No,6.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,21.88,289.63,No
8792,Male,0.0,Yes,Yes,27.0,Yes,Yes,,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,180.89,2873.69,No
1477,Male,0.0,No,No,9.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,60.93,226.43,No
7441,,1.0,No,No,15.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.29,,Yes
5927,Male,0.0,No,No,11.0,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,135.69,689.94,Yes
6403,Male,0.0,No,No,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,14.62,512.02,No
7711,Male,0.0,No,No,61.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,61.96,6321.41,No
2364,Female,0.0,Yes,No,70.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),56.35,1340.4,No
1650,Female,0.0,No,No,69.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),127.04,7471.99,No
2906,Female,0.0,No,No,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),46.09,322.29,No
7291,Male,1.0,No,No,65.0,Yes,,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),163.55,6560.6,No
9954,Male,1.0,Yes,No,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),168.5,4745.15,No
2076,Male,0.0,Yes,Yes,72.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),51.58,1796.43,No
2631,Female,0.0,No,No,29.0,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Electronic check,81.57,1646.52,No
2331,Female,0.0,Yes,Yes,59.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),101.42,4224.17,No
6377,Male,0.0,Yes,No,5.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,138.18,453.88,Yes
2318,Female,0.0,Yes,No,17.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,55.87,343.52,No
4608,Male,0.0,Yes,No,22.0,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,131.99,1230.49,Yes
2578,Male,0.0,Yes,Yes,53.0,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),144.82,3443.62,No
9414,Male,0.0,No,Yes,55.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),53.79,1036.19,No
2474,Male,0.0,No,No,10.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),2.7,181.3,No
2796,Male,0.0,No,No,71.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),22.08,1357.28,No
5993,Male,0.0,No,No,65.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),70.81,1646.96,No
5382,Male,0.0,Yes,Yes,4.0,Yes,No,DSL,No,No,,Yes,No,Yes,Month-to-month,No,Credit card (automatic),91.99,260.09,Yes
9616,Female,0.0,Yes,Yes,58.0,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,106.22,2475.17,No
9723,Male,0.0,Yes,Yes,68.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),130.27,6430.92,No
5897,Male,0.0,No,No,62.0,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),169.39,4793.14,No
2034,Male,1.0,No,No,30.0,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),64.78,2089.58,No
6102,Female,0.0,No,No,56.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),3.63,1064.63,No
7432,Male,0.0,Yes,No,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),30.66,1432.86,No
1180,Male,0.0,No,Yes,48.0,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.66,3687.36,No
4965,Male,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.71,45.71,Yes
6076,Female,1.0,No,No,31.0,Yes,Yes,Fiber optic,,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,173.22,3259.92,Yes
6400,Male,0.0,No,Yes,8.0,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,20.34,319.24,No
7363,Female,0.0,Yes,Yes,59.0,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),241.34,5725.49,No
6033,Male,0.0,No,No,57.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),70.26,3106.96,No
4122,Male,0.0,No,Yes,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,35.9,206.05,No
4760,Female,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.07,23.07,Yes
2966,Male,0.0,Yes,No,33.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),72.58,1490.63,No
8902,Female,0.0,No,No,60.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),135.29,4289.84,No
1556,Female,0.0,No,No,42.0,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),171.18,2648.08,No
9232,Female,0.0,Yes,Yes,72.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),46.19,1486.94,No
6814,Male,0.0,Yes,No,70.0,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,175.67,4771.87,No
9666,Female,0.0,No,No,9.0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,29.56,510.91,Yes
4003,Female,0.0,No,No,21.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),187.96,2045.21,No
4712,Female,1.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,141.36,141.36,No
2397,Female,0.0,No,No,1.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),0.36,0.36,Yes
1090,Male,1.0,No,No,2.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),109.83,194.98,Yes
6982,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,118.92,118.92,No
4060,Male,0.0,No,No,26.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,78.1,1265.8,No
1980,Male,1.0,No,No,43.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,235.07,3795.82,No
1203,Male,0.0,No,No,2.0,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,141.72,196.02,Yes
7361,Female,1.0,Yes,Yes,28.0,No,No phone service,DSL,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,91.76,1149.26,No
6360,Female,0.0,Yes,Yes,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,39.3,39.3,Yes
1939,Female,0.0,Yes,Yes,33.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),54.93,2855.03,No
1546,Female,0.0,No,No,11.0,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,39.35,582.0,No
4921,Male,0.0,No,No,48.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),88.08,5047.43,No
9344,Female,0.0,No,No,50.0,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,54.35,4992.6,No
2442,Male,0.0,Yes,No,50.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,36.4,1083.5,No
5219,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,11.76,11.76,Yes
2035,Female,0.0,No,Yes,19.0,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,98.34,1003.19,No
8945,Female,0.0,Yes,Yes,70.0,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),136.21,5284.41,No
9045,Female,0.0,No,No,2.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),17.95,32.7,No
3256,Male,1.0,No,No,50.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,231.15,4952.15,Yes
7123,Female,0.0,Yes,Yes,4.0,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,169.63,335.98,No
9582,Male,0.0,Yes,No,5.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,23.61,358.61,Yes
4255,Female,1.0,No,No,45.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),15.39,4648.59,No
7365,Female,0.0,Yes,No,19.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,248.96,1920.36,Yes
4149,Female,0.0,No,No,25.0,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,124.13,1603.28,No
9687,Male,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,8.19,8.19,Yes
4271,Male,0.0,Yes,Yes,44.0,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),93.94,2588.14,No
9237,,1.0,No,No,36.0,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,,3250.33,Yes
8417,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,127.93,127.93,Yes
7727,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,16.22,16.22,No
3009,Male,1.0,No,No,1.0,Yes,Yes,Fiber optic,No,No,No,,No,No,Month-to-month,Yes,Electronic check,95.37,95.37,Yes
7976,Male,0.0,No,No,51.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,15.7,1004.4,No
3014,Male,0.0,Yes,No,4.0,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,198.97,437.52,Yes
6736,Female,0.0,Yes,Yes,69.0,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),164.44,4162.89,No
7317,Male,0.0,No,No,2.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.61,93.11,Yes
4126,Female,0.0,No,No,3.0,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.46,176.66,No
7685,,0.0,No,No,3.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.76,61.46,No
3486,Female,0.0,No,No,9.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,195.91,827.76,Yes
8364,Male,0.0,No,No,10.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),72.06,462.46,No
9969,Male,1.0,Yes,No,41.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),247.59,3437.39,Yes
2209,Female,0.0,,Yes,18.0,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,51.64,1153.54,No
4057,Male,0.0,Yes,No,42.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),166.46,3461.91,No
7922,,0.0,Yes,No,10.0,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),164.48,749.83,No
3942,Male,0.0,Yes,Yes,52.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),6.18,1056.93,No
5370,Female,0.0,No,No,24.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),44.2,551.1,No
8568,Female,0.0,Yes,Yes,61.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,45.11,1466.11,No
5548,Male,0.0,Yes,No,5.0,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,1.96,335.31,Yes
4127,Male,0.0,No,No,26.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),49.55,624.4,No
1525,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),51.19,51.19,No
4121,Female,0.0,No,No,1.0,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,54.31,54.31,Yes
5770,Female,0.0,Yes,Yes,15.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),136.27,1590.17,No
6168,Male,0.0,Yes,Yes,70.0,Yes,Yes,Fiber optic,Yes,,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),208.48,6779.98,No
4633,Female,0.0,Yes,No,15.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,7.58,370.28,No
6536,Female,0.0,No,No,62.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),46.54,1150.99,No
5069,Female,0.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,64.77,64.77,Yes
8339,Male,1.0,Yes,No,71.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.76,1753.01,No
5824,Male,0.0,Yes,No,24.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,46.47,2337.22,Yes
1906,Female,,No,No,49.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,128.0,2190.25,No
6922,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,73.48,195.48,Yes
1668,Female,0.0,Yes,Yes,33.0,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,51.76,3415.06,Yes
4731,Female,0.0,No,No,16.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,213.62,1547.27,Yes
9310,Male,0.0,Yes,No,72.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),192.29,6335.29,No
6870,Male,0.0,No,No,18.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),142.25,1648.8,Yes
4817,Male,1.0,No,No,5.0,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Credit card (automatic),109.45,278.8,No
4011,Female,0.0,Yes,No,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),86.46,7766.91,No
6496,Female,0.0,No,No,46.0,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),175.42,4743.97,No
6895,Male,0.0,No,No,68.0,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),55.17,5437.02,No
3775,Female,0.0,No,Yes,15.0,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),200.3,1383.95,Yes
2477,Female,0.0,Yes,Yes,53.0,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),36.43,5863.28,No
1935,Female,0.0,No,No,12.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),129.52,626.67,No
5907,Female,1.0,No,No,24.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,47.67,487.32,No
8806,Female,0.0,No,No,63.0,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),119.78,4901.38,No
9253,Female,0.0,No,No,3.0,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.99,183.74,Yes
7839,Female,0.0,Yes,Yes,45.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,61.09,932.39,No
9797,Male,0.0,No,No,3.0,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),169.43,340.48,No
4635,Male,1.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),47.41,1867.51,Yes
9653,Female,0.0,Yes,Yes,61.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,42.17,1569.67,No
1233,Male,1.0,Yes,No,63.0,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),238.68,5484.23,No
1040,Male,0.0,No,No,27.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,104.46,2235.31,No
1204,Male,0.0,No,No,63.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,13.0,1320.65,No
3386,Male,1.0,No,No,45.0,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),177.09,2905.89,Yes
6246,Female,0.0,Yes,No,12.0,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),87.18,654.48,No
7243,Male,0.0,No,No,46.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,145.09,4939.64,No
1501,Female,0.0,Yes,No,11.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,101.06,540.71,Yes
9752,Male,0.0,Yes,Yes,35.0,Yes,No,No,No internet service,No internet service,No internet service,,No internet service,No internet service,Two year,No,Mailed check,48.12,715.47,No
3724,Female,0.0,No,No,12.0,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,67.1,629.35,No
1875,Male,1.0,No,No,65.0,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,141.43,7140.58,No
8319,Male,1.0,Yes,No,72.0,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,100.45,8317.9,No
8965,Male,0.0,No,No,26.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,180.27,2377.57,No
9614,Female,0.0,No,No,22.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),55.93,1793.73,No
2107,Male,1.0,Yes,Yes,26.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,90.3,2694.8,Yes
1562,Male,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.03,24.03,No
9663,Male,0.0,No,No,72.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.95,4487.05,No
9068,Female,0.0,Yes,Yes,46.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.36,1167.31,No
7049,Male,0.0,Yes,No,48.0,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),119.3,3469.25,No
9212,Female,0.0,No,No,1.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,32.01,32.01,No
2592,Female,0.0,Yes,No,22.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.8,1776.35,Yes
6613,Female,0.0,Yes,No,59.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.03,1063.48,No
7798,Female,0.0,Yes,No,25.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),56.15,543.85,No
4055,Female,0.0,No,No,11.0,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,153.8,717.05,No
4626,Female,0.0,Yes,No,43.0,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,178.76,3560.26,No
7766,Male,0.0,No,No,14.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,47.27,352.72,No
9201,Female,0.0,Yes,No,46.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),34.92,1076.62,No
4475,Male,0.0,Yes,Yes,28.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),171.43,2647.38,No
1239,Male,1.0,Yes,No,37.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.6,3125.05,Yes
9451,Male,0.0,No,Yes,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),10.4,203.35,No
7684,Female,1.0,No,No,36.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),134.68,2719.23,No
2797,Male,0.0,No,No,16.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.9,347.6,Yes
1386,Male,0.0,Yes,Yes,29.0,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,63.32,2672.47,Yes
4667,Female,0.0,No,Yes,21.0,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,78.82,1350.77,No
7558,Male,1.0,Yes,No,9.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),0.23,163.53,No
1053,Male,0.0,Yes,Yes,42.0,No,,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),142.24,2126.39,No
3720,Male,0.0,No,Yes,1.0,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,169.03,169.03,Yes
8588,Female,0.0,Yes,Yes,52.0,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),236.1,4478.85,No
7693,Female,0.0,No,No,57.0,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,123.38,3948.03,No
8927,Female,0.0,No,No,2.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,263.66,365.41,Yes
7142,Male,1.0,Yes,No,44.0,,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),45.78,873.68,No
4638,Male,0.0,Yes,No,33.0,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,159.54,3158.19,No
9522,Female,0.0,No,No,48.0,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),3.03,2839.08,Yes
5765,Female,0.0,Yes,Yes,36.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),41.83,1805.78,No
6731,Male,0.0,No,No,12.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,44.93,279.83,No
9874,Male,1.0,Yes,No,15.0,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),201.52,1461.47,Yes
1382,Female,0.0,Yes,No,58.0,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,205.3,5037.4,No
9750,Male,0.0,No,No,64.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,8.96,1229.56,No
4900,Female,0.0,No,No,1.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,15.39,15.39,No
8400,Male,0.0,No,No,25.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),14.11,665.16,Yes
9056,Male,0.0,Yes,Yes,58.0,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),243.5,5712.8,No
1194,Male,0.0,Yes,No,32.0,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Credit card (automatic),70.14,2330.39,No
2524,Female,1.0,No,No,1.0,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,100.35,100.35,No
1814,Female,0.0,Yes,No,70.0,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.34,4764.79,Yes
3657,Male,0.0,No,No,2.0,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,13.45,58.1,Yes
6095,Female,0.0,No,No,43.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),53.71,1216.21,No
3273,Female,0.0,No,No,70.0,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),92.49,3106.04,No
5917,Male,0.0,Yes,Yes,3.0,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,18.65,130.65,Yes
2628,Male,0.0,Yes,Yes,44.0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),29.15,934.55,No
7414,Female,0.0,No,No,1.0,No,No phone service,DSL,No,Yes,No,No,,No,Month-to-month,No,Bank transfer (automatic),17.74,17.74,Yes
6751,Female,0.0,Yes,Yes,72.0,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),159.98,7190.78,No
5586,Male,0.0,No,No,3.0,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,,Mailed check,25.14,121.39,No
4840,Male,0.0,No,No,7.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,200.74,647.14,Yes
7587,Male,0.0,No,No,18.0,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),46.47,1500.07,No
4176,Female,0.0,Yes,Yes,55.0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),13.07,1375.42,No
5802,Male,0.0,Yes,Yes,27.0,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),158.75,2012.0,No