customer_id,gender,senior_citizen,partner,dependents,tenure_months,phone_service,multiple_lines,internet_service,online_security,online_backup,device_protection,tech_support,streaming_tv,streaming_movies,contract,paperless_billing,payment_method,monthly_charges,total_charges,churn
CUST-0001,Female,0,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,85.50,1026.00,No
CUST-0002,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,45.25,90.50,Yes
CUST-0003,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,79.85,638.80,Yes
CUST-0004,Female,0,Yes,Yes,45,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer,56.95,2562.75,No
CUST-0005,Male,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,75.35,226.05,Yes
CUST-0006,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card,99.65,2391.60,No
CUST-0007,Male,0,No,No,1,Yes,No,No,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,20.05,20.05,Yes
CUST-0008,Female,0,No,No,36,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer,85.70,3085.20,No
CUST-0009,Male,1,Yes,No,15,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,78.50,1177.50,No
CUST-0010,Female,0,Yes,Yes,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card,76.40,3972.80,No
CUST-0011,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.15,356.60,Yes
CUST-0012,Female,1,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.30,421.80,Yes
CUST-0013,Male,0,Yes,Yes,48,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,74.50,3576.00,No
CUST-0014,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer,84.45,1520.10,No
CUST-0015,Male,0,Yes,No,7,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,44.20,309.40,Yes
CUST-0016,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card,105.85,6351.00,No
CUST-0017,Male,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.50,139.00,Yes
CUST-0018,Female,0,No,No,22,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer,68.95,1516.90,No
CUST-0019,Male,0,Yes,No,33,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card,88.30,2913.90,No
CUST-0020,Female,0,No,Yes,14,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,54.65,765.10,No
CUST-0021,Male,0,No,No,1,No,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,Yes
CUST-0022,Female,1,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer,94.20,3956.40,No
CUST-0023,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,74.65,373.25,Yes
CUST-0024,Female,0,Yes,Yes,28,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Credit card,62.80,1758.40,No
CUST-0025,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.25,722.25,Yes
CUST-0026,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer,89.50,4922.50,No
CUST-0027,Male,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,85.90,257.70,Yes
CUST-0028,Female,0,No,No,19,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,49.75,945.25,No
CUST-0029,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card,95.40,3625.20,No
CUST-0030,Female,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,72.15,793.65,Yes
CUST-0031,Male,0,Yes,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer,71.80,3374.60,No
CUST-0032,Female,1,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,77.45,464.70,Yes
CUST-0033,Male,0,No,Yes,25,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card,65.30,1632.50,No
CUST-0034,Female,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,76.80,307.20,Yes
CUST-0035,Male,0,No,No,31,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer,63.55,1970.05,No
CUST-0036,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card,108.40,6287.20,No
CUST-0037,Male,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.90,137.80,Yes
CUST-0038,Female,0,No,No,16,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Mailed check,58.25,932.00,No
CUST-0039,Male,0,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer,91.65,4032.60,No
CUST-0040,Female,0,No,Yes,8,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,46.50,372.00,Yes
CUST-0041,Male,0,Yes,No,35,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card,87.20,3052.00,No
CUST-0042,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,397.75,Yes
CUST-0043,Male,0,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer,72.85,1529.85,No
CUST-0044,Female,0,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card,78.90,3945.00,No
CUST-0045,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,73.40,220.20,Yes
CUST-0046,Female,0,Yes,No,27,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,51.30,1385.10,No
CUST-0047,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,86.75,607.25,Yes
CUST-0048,Female,0,No,Yes,40,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer,66.40,2656.00,No
CUST-0049,Male,0,Yes,No,13,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,78.15,1015.95,No
CUST-0050,Female,0,No,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card,106.20,5734.80,No
CUST-0051,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,39.90,39.90,Yes
CUST-0052,Female,1,Yes,No,32,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer,70.55,2257.60,No
CUST-0053,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,277.00,Yes
CUST-0054,Female,0,Yes,Yes,46,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card,73.80,3394.80,No
CUST-0055,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,82.60,826.00,Yes
CUST-0056,Female,0,Yes,No,23,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,81.45,1873.35,No
CUST-0057,Male,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,84.30,505.80,Yes
CUST-0058,Female,0,No,Yes,37,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer,64.15,2373.55,No
CUST-0059,Male,0,Yes,No,17,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card,59.70,1014.90,No
CUST-0060,Female,0,No,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer,98.85,5041.35,No
CUST-0061,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,75.50,151.00,Yes
CUST-0062,Female,1,Yes,No,29,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card,69.25,2008.25,No
CUST-0063,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.80,394.00,Yes
CUST-0064,Female,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer,68.55,2947.65,No
CUST-0065,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,71.90,647.10,Yes
CUST-0066,Female,0,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,81.35,4555.60,No
CUST-0067,Male,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,76.15,228.45,Yes
CUST-0068,Female,0,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card,93.40,1868.00,No
CUST-0069,Male,0,Yes,Yes,34,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer,55.80,1897.20,No
CUST-0070,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,72.65,508.55,Yes
CUST-0071,Male,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card,97.50,4777.50,No
CUST-0072,Female,1,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,40.25,161.00,Yes
CUST-0073,Male,0,No,Yes,26,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer,67.90,1765.40,No
CUST-0074,Female,0,Yes,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.75,1089.00,No
CUST-0075,Male,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,82.30,3209.70,No
CUST-0076,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card,88.15,5024.55,No
CUST-0077,Male,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,73.55,147.10,Yes
CUST-0078,Female,0,No,No,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer,52.40,786.00,No
CUST-0079,Male,0,Yes,No,41,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card,94.80,3886.80,No
CUST-0080,Female,0,No,Yes,8,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,44.85,358.80,Yes
CUST-0081,Male,0,Yes,No,30,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer,83.70,2511.00,No
CUST-0082,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.40,402.00,Yes
CUST-0083,Male,0,No,No,22,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card,70.25,1545.50,No
CUST-0084,Female,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,76.90,4075.70,No
CUST-0085,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,85.15,510.90,Yes
CUST-0086,Female,0,Yes,No,36,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer,56.45,2032.20,No
CUST-0087,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.80,212.40,Yes
CUST-0088,Female,0,No,Yes,18,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card,96.55,1737.90,No
CUST-0089,Male,0,Yes,No,47,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer,72.30,3398.10,No
CUST-0090,Female,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.75,687.50,Yes
CUST-0091,Male,0,Yes,Yes,59,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card,79.85,4711.15,No
CUST-0092,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,77.90,311.60,Yes
CUST-0093,Male,0,No,No,24,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Mailed check,57.60,1382.40,No
CUST-0094,Female,0,Yes,No,33,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer,99.25,3275.25,No
CUST-0095,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,76.35,534.45,Yes
CUST-0096,Female,0,Yes,Yes,45,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card,67.50,3037.50,No
CUST-0097,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,75.85,75.85,Yes
CUST-0098,Female,0,No,No,28,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer,66.20,1853.60,No
CUST-0099,Male,0,Yes,No,11,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,87.45,961.95,No
CUST-0100,Female,0,No,Yes,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card,100.30,5215.60,No
CUST-0101,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,39.55,79.10,Yes
CUST-0102,Female,1,Yes,No,38,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,65.40,2485.20,No
CUST-0103,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,355.75,Yes
CUST-0104,Female,0,Yes,Yes,48,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer,92.80,4454.40,No
CUST-0105,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,86.90,782.10,Yes
CUST-0106,Female,0,Yes,No,31,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card,69.75,2162.25,No
CUST-0107,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.40,273.60,Yes
CUST-0108,Female,0,No,No,19,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer,61.85,1175.15,No
CUST-0109,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card,101.55,5585.25,No
CUST-0110,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,72.50,435.00,Yes
CUST-0111,Male,0,Yes,No,42,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,73.15,3072.30,No
CUST-0112,Female,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.90,239.70,Yes
CUST-0113,Male,0,No,Yes,16,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer,50.60,809.60,No
CUST-0114,Female,0,Yes,No,35,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card,95.70,3349.50,No
CUST-0115,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,84.55,676.40,Yes
CUST-0116,Female,0,Yes,Yes,50,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer,74.20,3710.00,No
CUST-0117,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.15,69.15,Yes
CUST-0118,Female,0,No,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card,71.40,1927.80,No
CUST-0119,Male,0,Yes,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,80.25,1043.25,No
CUST-0120,Female,0,No,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer,107.65,6243.70,No