Created
August 11, 2026 19:43
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Useful for my experiments
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| customer_id,city,zip_code,partner,senior_citizen,under_30,total_charges,total_long_distance_charges,tech_support,device_protection,population,monthly_charges,total_revenue,cltv,total_refunds,total_extra_data_charges,age,gender,married,number_of_dependents,contract,tenure_months,phone_service,multiple_lines,internet_service,internet_type,unlimited_data,avg_monthly_long_distance_charges,avg_monthly_gb_download,paperless_billing,payment_method,online_security,online_backup,device_protection_plan,premium_tech_support,streaming_tv,streaming_movies,streaming_music,referred_a_friend,number_of_referrals,offer,satisfaction_score,churn_category,churn_label,customer_status,churn_score,churn_reason,churn_value | |
| 0,Los Angeles,90003,No,No,No,108.15,20.94,No,No,58198,53.85,129.09,3239,0.0,0,37,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,10.47,21,Yes,Mailed check,Yes,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,86,Competitor made better offer,1 | |
| 1,Los Angeles,90005,No,No,Yes,151.65,18.24,No,No,43019,70.7,169.89000000000001,2701,0.0,0,19,Female,No,2,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,9.12,51,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Other,Yes,Churned,67,Moved,1 | |
| 2,Los Angeles,90006,No,No,No,820.5,97.2,No,Yes,62784,99.65,917.7,5372,0.0,0,31,Female,No,2,Month-to-month,8,Yes,Yes,Fiber optic,Cable,Yes,12.15,26,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,3,Other,Yes,Churned,86,Moved,1 | |
| 3,Los Angeles,90010,Yes,No,Yes,3046.05,136.92,Yes,Yes,1957,104.8,3182.9700000000003,5003,0.0,0,23,Female,Yes,3,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.89,47,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer C,3,Other,Yes,Churned,84,Moved,1 | |
| 4,Los Angeles,90015,No,No,No,5036.3,2172.17,No,Yes,15140,103.7,7208.47,5340,0.0,0,38,Male,No,1,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.33,11,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,89,Competitor had better devices,1 | |
| 5,Los Angeles,90020,Yes,No,Yes,528.35,94.1,Yes,Yes,42394,55.2,622.45,5925,0.0,0,21,Female,Yes,0,Month-to-month,10,Yes,No,DSL,Cable,Yes,9.41,69,No,Credit card (automatic),No,No,Yes,Yes,No,No,No,Yes,6,,1,Competitor,Yes,Churned,78,Competitor offered higher download speeds,1 | |
| 6,Los Angeles,90022,No,Yes,No,39.65,0.0,No,Yes,68701,39.65,59.65,5433,0.0,20,78,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,No,0.0,8,Yes,Electronic check,No,No,Yes,No,No,Yes,No,No,0,,3,Competitor,Yes,Churned,100,Competitor offered more data,1 | |
| 7,Los Angeles,90024,No,No,Yes,20.15,33.58,No internet service,No internet service,44150,20.15,53.73,4832,0.0,0,29,Male,No,0,Month-to-month,1,Yes,No,No,,No,33.58,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Competitor,Yes,Churned,92,Competitor made better offer,1 | |
| 8,Los Angeles,90028,Yes,No,No,4749.15,1473.45,No,No,30568,99.35,6222.599999999999,5789,0.0,0,61,Male,Yes,1,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.35,16,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,77,Competitor had better devices,1 | |
| 9,Los Angeles,90029,Yes,No,Yes,30.2,0.0,No,No,41713,30.2,30.2,2915,0.0,0,27,Male,Yes,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,58,No,Electronic check,No,Yes,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,97,Competitor had better devices,1 | |
| 10,Los Angeles,90032,No,No,Yes,1093.1,689.3499999999999,No,No,46960,64.7,1782.4499999999998,3022,0.0,0,20,Female,No,0,Month-to-month,17,Yes,No,DSL,Cable,Yes,40.55,41,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,74,Competitor offered higher download speeds,1 | |
| 11,Los Angeles,90039,No,No,No,316.9,63.0,No,No,29310,69.7,379.9,2454,0.0,0,56,Male,No,3,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,12.6,58,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,66,Competitor offered higher download speeds,1 | |
| 12,Los Angeles,90041,No,No,No,3549.25,737.46,No,Yes,27866,106.35,4286.71,2941,0.0,0,51,Male,No,1,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.69,28,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer C,2,Competitor,Yes,Churned,65,Competitor offered higher download speeds,1 | |
| 13,Los Angeles,90042,No,No,No,1105.4,303.27,No,Yes,64672,97.85,1408.67,5674,0.0,0,48,Female,No,2,Month-to-month,11,Yes,Yes,Fiber optic,Cable,Yes,27.57,18,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,70,Competitor offered more data,1 | |
| 14,Los Angeles,90056,No,No,No,144.15,11.7,No,No,8115,80.65,175.85,5586,0.0,20,32,Female,No,2,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,5.85,19,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,90,Competitor offered more data,1 | |
| 15,Los Angeles,90061,No,No,No,1426.4,59.4,No,No,24511,99.1,1485.8000000000002,2966,0.0,0,34,Female,No,1,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,3.96,20,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,82,Competitor offered more data,1 | |
| 16,Los Angeles,90063,Yes,Yes,No,633.3,390.8,No,No,55668,80.65,1024.1,5302,0.0,0,74,Female,Yes,1,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.85,17,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,Yes,1,Offer E,3,Competitor,Yes,Churned,69,Competitor made better offer,1 | |
| 17,Los Angeles,90065,No,Yes,No,1752.55,203.94,No,No,47534,95.45,1910.88,3179,45.61,0,71,Male,No,3,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.33,52,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer D,2,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 18,Beverly Hills,90211,No,No,No,857.25,244.89000000000001,No,No,8321,94.4,1102.14,5571,0.0,0,41,Female,No,2,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.21,29,No,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,Price,Yes,Churned,96,Price too high,1 | |
| 19,Huntington Park,90255,No,No,No,79.35,13.13,No,No,78114,79.35,92.47999999999999,2483,0.0,0,32,Female,No,3,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,13.13,57,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,87,Product dissatisfaction,1 | |
| 20,Lynwood,90262,Yes,No,No,496.9,60.83,No,Yes,69850,75.15,557.73,3457,0.0,0,34,Female,Yes,5,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,8.69,53,Yes,Bank transfer (automatic),No,No,Yes,No,No,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,70,Service dissatisfaction,1 | |
| 21,Marina Del Rey,90292,No,No,No,927.35,304.08,No,No,18058,78.95,1311.43,5806,0.0,80,34,Female,No,3,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,No,25.34,56,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,86,Lack of self-service on Website,1 | |
| 22,Inglewood,90301,No,No,No,113.85,171.29999999999998,No internet service,No internet service,37527,21.05,285.15,2604,0.0,0,30,Male,No,0,Month-to-month,5,Yes,No,No,,No,34.26,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Attitude,Yes,Churned,66,Network reliability,1 | |
| 23,Inglewood,90303,Yes,Yes,No,2514.5,494.00000000000006,No,Yes,27778,98.5,2995.07,5337,13.43,0,78,Female,Yes,1,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,19.76,12,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,Offer C,2,Dissatisfaction,Yes,Churned,88,Limited range of services,1 | |
| 24,Santa Monica,90403,Yes,No,Yes,7611.85,1005.7199999999999,Yes,Yes,23559,110.0,8617.57,5034,0.0,0,26,Male,Yes,0,Two year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.79,47,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,4,Offer A,2,Competitor,Yes,Churned,86,Lack of affordable download/upload speed,1 | |
| 25,Torrance,90504,Yes,No,No,5238.9,2698.3,No,No,31678,96.75,7937.2,5154,0.0,0,37,Male,Yes,1,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.06,27,Yes,Electronic check,Yes,Yes,No,No,Yes,No,No,No,0,,1,Price,Yes,Churned,75,Long distance charges,1 | |
| 26,Whittier,90602,Yes,Yes,No,2868.15,234.21,No,No,26265,76.5,3102.36,2793,0.0,0,80,Female,Yes,1,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.33,14,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer C,2,Price,Yes,Churned,67,Extra data charges,1 | |
| 27,Whittier,90606,Yes,No,No,1064.65,244.8,No,No,32148,100.25,1309.45,5998,0.0,0,62,Female,Yes,2,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.48,30,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,1,,2,Price,Yes,Churned,87,Price too high,1 | |
| 28,La Habra,90631,No,No,Yes,229.55,43.8,No,No,67354,74.4,264.61,4415,8.74,0,21,Male,No,2,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.6,71,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer E,1,Dissatisfaction,Yes,Churned,76,Product dissatisfaction,1 | |
| 29,Pico Rivera,90660,No,Yes,No,2135.5,89.91,No,Yes,63288,78.05,2235.41,4638,0.0,10,72,Female,No,1,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,No,3.33,18,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer C,1,Competitor,Yes,Churned,95,Service dissatisfaction,1 | |
| 30,Avalon,90704,Yes,No,Yes,1502.65,0.0,No,Yes,3699,58.6,1498.17,4190,4.48,0,27,Female,Yes,0,Month-to-month,25,No,No phone service,DSL,DSL,Yes,0.0,48,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,6,Offer C,1,Attitude,Yes,Churned,99,Lack of self-service on Website,1 | |
| 31,Harbor City,90710,No,No,No,35.45,0.0,No,No,24660,35.45,35.45,2301,0.0,0,64,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,22,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Dissatisfaction,Yes,Churned,80,Network reliability,1 | |
| 33,Los Alamitos,90720,Yes,Yes,No,70.45,15.28,No,No,21343,70.45,85.73,3964,0.0,0,76,Female,Yes,2,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,15.28,30,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,Offer E,2,Other,Yes,Churned,76,Don't know,1 | |
| 34,San Pedro,90731,No,No,No,563.65,385.12,Yes,No,58639,71.15,948.77,2662,0.0,0,53,Female,No,0,Month-to-month,8,Yes,Yes,DSL,DSL,Yes,48.14,18,No,Electronic check,Yes,No,No,Yes,No,Yes,Yes,No,0,Offer E,1,Other,Yes,Churned,66,Don't know,1 | |
| 35,Carson,90745,No,No,No,45.65,14.12,No,No,55486,45.65,59.769999999999996,2600,0.0,0,63,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,14.12,24,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,73,Poor expertise of online support,1 | |
| 36,Long Beach,90804,No,No,No,655.5,143.64,No,No,43467,95.0,772.54,2786,36.6,10,32,Male,No,4,Month-to-month,7,Yes,Yes,Fiber optic,Cable,No,20.52,28,No,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,94,Poor expertise of phone support,1 | |
| 37,Altadena,91001,Yes,No,Yes,1592.35,732.0,No,No,36243,82.4,2290.92,5719,33.43,0,26,Female,Yes,1,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.6,51,No,Electronic check,Yes,No,No,No,No,No,Yes,Yes,5,,1,Price,Yes,Churned,86,Price too high,1 | |
| 38,Monrovia,91016,No,No,No,273,134.0,No,No,41067,70.9,398.26,4287,8.74,0,42,Female,No,1,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,33.5,27,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,75,Product dissatisfaction,1 | |
| 39,Sierra Madre,91024,Yes,Yes,No,2651.2,0.0,No,Yes,10558,45.3,2610.25,5444,40.95,0,66,Male,Yes,0,Month-to-month,58,No,No phone service,DSL,DSL,Yes,0.0,24,Yes,Electronic check,No,Yes,Yes,No,No,Yes,No,Yes,6,Offer B,1,Dissatisfaction,Yes,Churned,100,Service dissatisfaction,1 | |
| 40,Tujunga,91042,Yes,No,Yes,242.8,23.02,Yes,Yes,26753,104.4,220.38000000000002,4690,45.44,0,26,Female,Yes,3,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.51,53,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer E,3,Attitude,Yes,Churned,83,Lack of self-service on Website,1 | |
| 41,Pasadena,91103,Yes,No,Yes,5000.2,2152.8599999999997,No,Yes,27891,94.85,7134.509999999999,4328,18.55,0,24,Female,Yes,0,One year,53,Yes,No,Fiber optic,Fiber Optic,Yes,40.62,73,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,5,,1,Competitor,Yes,Churned,80,Network reliability,1 | |
| 42,Pasadena,91106,No,Yes,No,1145.7,661.05,No,No,23742,74.45,1806.75,5717,0.0,0,70,Female,No,2,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.07,19,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer D,2,Dissatisfaction,Yes,Churned,99,Limited range of services,1 | |
| 43,Pasadena,91107,No,Yes,No,503.6,188.65,No,No,32369,76.45,681.2,4419,11.05,0,77,Female,No,2,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,No,26.95,18,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,81,Lack of affordable download/upload speed,1 | |
| 44,Glendale,91202,No,No,No,29.95,0.0,No,No,21990,29.95,29.95,4534,0.0,0,54,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,27,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,95,Long distance charges,1 | |
| 45,Glendale,91204,No,No,No,662.65,205.84,No,No,17015,84.5,835.28,2152,33.21,0,51,Male,No,2,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.73,19,No,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer E,2,Price,Yes,Churned,86,Extra data charges,1 | |
| 46,Glendale,91206,No,No,No,1111.65,436.02,No,Yes,31297,79.25,1499.42,5142,48.25,0,48,Female,No,3,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,33.54,76,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,73,Price too high,1 | |
| 47,Glendale,91207,Yes,No,Yes,24.8,0.0,No,No,9864,24.8,24.8,4851,0.0,0,29,Female,Yes,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,29,Yes,Electronic check,No,No,No,No,No,No,Yes,Yes,4,Offer E,1,Dissatisfaction,Yes,Churned,94,Product dissatisfaction,1 | |
| 48,Canoga Park,91304,Yes,No,No,531,252.48,No,Yes,49242,91.0,783.48,2283,0.0,0,39,Male,Yes,2,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,42.08,29,Yes,Electronic check,No,Yes,Yes,No,No,Yes,Yes,Yes,5,,2,Dissatisfaction,Yes,Churned,94,Service dissatisfaction,1 | |
| 49,Mission Hills,91345,No,No,No,79.9,23.2,No,No,17112,79.9,103.10000000000001,3394,0.0,0,62,Male,No,3,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,23.2,21,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,2,Attitude,Yes,Churned,98,Lack of self-service on Website,1 | |
| 50,Santa Clarita,91350,No,No,No,1934.45,538.65,Yes,Yes,40077,106.6,2491.38,3764,21.72,40,43,Female,No,1,Month-to-month,19,Yes,No,Fiber optic,Fiber Optic,No,28.35,19,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,71,Network reliability,1 | |
| 51,Sun Valley,91352,No,No,Yes,84.5,99.62,No,No,46639,46.0,184.12,2667,0.0,0,19,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,49.81,41,Yes,Credit card (automatic),No,No,No,No,No,No,Yes,No,0,,3,Other,Yes,Churned,76,Don't know,1 | |
| 52,Stevenson Ranch,91381,No,No,No,268.35,117.6,No,No,9937,70.15,364.26,2227,21.69,0,39,Female,No,2,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,29.4,17,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Other,Yes,Churned,67,Don't know,1 | |
| 53,Panorama City,91402,Yes,No,No,179.35,38.68,Yes,No,66249,50.05,218.03,3394,0.0,0,50,Male,Yes,0,Month-to-month,4,Yes,No,DSL,Cable,Yes,9.67,22,No,Mailed check,No,No,No,Yes,No,No,No,Yes,2,,2,Competitor,Yes,Churned,82,Don't know,1 | |
| 54,Van Nuys,91411,Yes,No,Yes,55.2,35.6,No,No,23646,55.2,90.80000000000001,3638,0.0,0,22,Female,Yes,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,35.6,58,No,Mailed check,No,No,No,No,Yes,No,Yes,No,0,,2,Dissatisfaction,Yes,Churned,81,Poor expertise of online support,1 | |
| 55,Burbank,91504,No,No,No,84.6,26.85,No,No,25882,84.6,111.44999999999999,2484,0.0,0,40,Male,No,1,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,26.85,11,Yes,Mailed check,Yes,No,No,No,No,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,66,Poor expertise of phone support,1 | |
| 56,North Hollywood,91601,No,No,Yes,114.1,88.62,No,No,36625,54.4,202.72,2556,0.0,0,22,Male,No,0,Month-to-month,2,Yes,Yes,DSL,DSL,Yes,44.31,73,Yes,Mailed check,No,Yes,No,No,No,No,Yes,No,0,,3,Price,Yes,Churned,81,Price too high,1 | |
| 57,North Hollywood,91605,No,Yes,No,1120.3,127.49,No,No,57146,95.0,1367.79,5980,0.0,120,78,Female,No,1,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,No,11.59,29,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,No,0,Offer D,1,Dissatisfaction,Yes,Churned,85,Product dissatisfaction,1 | |
| 58,Covina,91722,No,Yes,No,1074.3,436.65,No,No,33817,74.4,1510.9499999999998,4616,0.0,0,65,Male,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,29.11,29,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,86,Service dissatisfaction,1 | |
| 59,Covina,91723,No,No,No,48.55,11.35,No,No,17554,48.55,59.9,5687,0.0,0,37,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,11.35,9,Yes,Mailed check,Yes,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,77,Lack of self-service on Website,1 | |
| 60,El Monte,91731,Yes,No,No,147.15,92.46,No,No,30211,70.4,239.61,5687,0.0,0,47,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,46.23,21,No,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,75,Network reliability,1 | |
| 61,El Monte,91732,Yes,Yes,No,40.2,0.0,No,No,62660,40.2,40.2,5828,0.0,0,77,Male,Yes,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,12,No,Electronic check,No,Yes,No,No,Yes,No,No,Yes,1,Offer E,2,Dissatisfaction,Yes,Churned,65,Limited range of services,1 | |
| 62,La Puente,91744,Yes,No,No,80.55,60.38,No,No,84965,44.6,140.93,4884,0.0,0,41,Female,Yes,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,30.19,16,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,3,Offer E,2,Price,Yes,Churned,99,Lack of affordable download/upload speed,1 | |
| 63,La Puente,91746,No,Yes,No,132.2,0.0,No,Yes,30802,41.15,132.2,2314,0.0,0,67,Male,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,28,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,Offer E,2,Price,Yes,Churned,96,Long distance charges,1 | |
| 64,Rowland Heights,91748,No,Yes,No,1364.3,424.84,No,Yes,46342,106.9,1799.1399999999999,2494,0.0,10,68,Male,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Cable,No,32.68,11,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,Offer D,1,Competitor,Yes,Churned,84,Extra data charges,1 | |
| 65,Ontario,91762,No,No,No,1099.6,1571.1699999999998,No internet service,No internet service,54254,19.35,2656.5499999999997,5084,14.22,0,51,Male,No,0,Two year,59,Yes,No,No,,No,26.63,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Price,Yes,Churned,83,Price too high,1 | |
| 66,Ontario,91764,No,Yes,No,1511.2,150.88,Yes,No,49474,94.45,1662.08,3810,0.0,0,68,Female,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,9.43,9,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,81,Product dissatisfaction,1 | |
| 67,Pomona,91766,No,No,No,24.8,0.0,No,No,69974,24.8,24.8,5087,0.0,0,60,Male,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,29,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,73,Service dissatisfaction,1 | |
| 68,Pomona,91768,No,No,No,70.6,44.59,No,No,36057,70.6,115.19,3338,0.0,0,30,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,44.59,41,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,69,Lack of self-service on Website,1 | |
| 69,Rosemead,91770,Yes,No,No,401.1,211.45,Yes,No,61623,85.4,567.1800000000001,3676,45.37,0,51,Male,Yes,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.29,16,Yes,Electronic check,No,Yes,No,Yes,No,No,No,Yes,1,Offer E,3,Dissatisfaction,Yes,Churned,80,Network reliability,1 | |
| 70,San Dimas,91773,Yes,No,Yes,5624.85,550.68,No,Yes,33878,105.05,6147.93,4839,27.6,0,20,Female,Yes,0,Month-to-month,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.59,48,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,6,,2,Other,Yes,Churned,65,Don't know,1 | |
| 71,West Covina,91791,Yes,No,No,1779.95,27.18,No,Yes,30458,95.15,1796.96,4643,10.17,0,52,Male,Yes,0,Month-to-month,18,Yes,No,Fiber optic,Fiber Optic,Yes,1.51,28,No,Mailed check,No,No,Yes,No,Yes,Yes,Yes,Yes,6,,3,Other,Yes,Churned,68,Don't know,1 | |
| 72,Alhambra,91803,Yes,No,No,70,19.15,No,No,30635,70.0,99.15,4094,0.0,10,41,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,19.15,18,No,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,3,Other,Yes,Churned,97,Don't know,1 | |
| 73,Alpine,91901,No,Yes,No,606.55,14.24,No,No,16486,74.5,620.79,4345,0.0,0,66,Male,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,1.78,7,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,80,Poor expertise of online support,1 | |
| 74,Bonita,91902,No,No,No,435.4,495.79999999999995,No,No,17389,44.85,931.1999999999999,4061,0.0,0,34,Male,No,0,Month-to-month,10,Yes,No,DSL,DSL,Yes,49.58,17,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,83,Poor expertise of phone support,1 | |
| 75,Boulevard,91905,No,Yes,No,1712.7,740.88,No,No,1509,76.1,2453.58,2018,0.0,0,69,Male,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.87,15,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer C,2,Competitor,Yes,Churned,98,Price too high,1 | |
| 76,Guatay,91931,No,No,Yes,73.6,6.19,No,No,796,73.6,79.78999999999999,2565,0.0,0,21,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,6.19,52,Yes,Mailed check,Yes,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,80,Product dissatisfaction,1 | |
| 77,Jacumba,91934,No,Yes,No,396.1,126.44,No,No,699,95.45,522.54,3677,0.0,0,74,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.61,2,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer E,3,Competitor,Yes,Churned,85,Service dissatisfaction,1 | |
| 78,Mount Laguna,91948,Yes,Yes,No,2303.35,1514.88,No,No,81,74.9,3818.23,4105,0.0,0,76,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.34,10,Yes,Electronic check,No,No,No,No,No,No,No,Yes,2,Offer C,2,Attitude,Yes,Churned,69,Lack of self-service on Website,1 | |
| 79,Borrego Springs,92004,No,No,No,415.55,28.900000000000002,No,No,2863,80.6,448.01,5715,36.44,40,30,Male,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,No,5.78,52,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,69,Network reliability,1 | |
| 80,Carlsbad,92009,Yes,No,No,3058.65,1601.32,Yes,No,43161,80.3,4659.97,2071,0.0,0,55,Female,Yes,0,One year,38,Yes,No,DSL,DSL,Yes,42.14,19,No,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,1,Offer C,1,Other,Yes,Churned,81,Limited range of services,1 | |
| 81,Del Mar,92014,Yes,Yes,No,2231.05,386.40000000000003,No,Yes,13945,93.15,2617.4500000000003,2212,0.0,0,77,Male,Yes,0,Month-to-month,24,Yes,No,Fiber optic,Cable,Yes,16.1,12,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer C,2,Competitor,Yes,Churned,73,Lack of affordable download/upload speed,1 | |
| 82,El Cajon,92020,No,Yes,No,4350.1,652.32,Yes,No,55277,82.45,5002.42,4149,0.0,0,70,Female,No,0,One year,54,Yes,Yes,DSL,DSL,Yes,12.08,5,No,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,83,Long distance charges,1 | |
| 83,Escondido,92029,No,Yes,No,139.05,26.34,No,No,17944,70.35,165.39000000000001,2671,0.0,0,74,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,13.17,10,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Other,Yes,Churned,73,Extra data charges,1 | |
| 84,Oceanside,92057,No,No,Yes,511.25,200.34,No,No,46893,73.85,698.5600000000001,2473,13.03,0,29,Female,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.62,26,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,,3,Competitor,Yes,Churned,67,Price too high,1 | |
| 85,Pala,92059,No,No,No,155.8,10.64,No,Yes,1831,80.6,166.44,2683,0.0,0,54,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.32,20,No,Mailed check,No,No,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,92,Product dissatisfaction,1 | |
| 86,Palomar Mountain,92060,Yes,No,No,5293.95,1984.24,Yes,Yes,234,75.8,7368.19,4903,0.0,90,63,Male,Yes,0,One year,68,Yes,Yes,DSL,DSL,No,29.18,18,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,No,Yes,Yes,Yes,1,Offer A,3,Competitor,Yes,Churned,81,Service dissatisfaction,1 | |
| 87,Pauma Valley,92061,No,No,Yes,4759.85,553.84,No,Yes,2615,104.6,5313.6900000000005,5250,0.0,0,24,Female,No,0,Two year,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.88,59,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,91,Lack of self-service on Website,1 | |
| 88,Ranchita,92066,Yes,No,No,6603,3083.8500000000004,No,Yes,339,103.4,9686.85,4352,0.0,0,61,Male,Yes,0,Month-to-month,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.95,13,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,2,,2,Competitor,Yes,Churned,98,Network reliability,1 | |
| 89,Valley Center,92082,No,No,No,168.2,21.06,No,No,14575,90.4,189.26,4157,0.0,0,47,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,10.53,8,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,Other,Yes,Churned,76,Don't know,1 | |
| 90,San Diego,92103,Yes,No,Yes,371.9,115.08,No,Yes,30202,84.8,486.97999999999996,4939,0.0,0,26,Male,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.77,19,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,No,Yes,Yes,5,Offer E,3,Competitor,Yes,Churned,73,Don't know,1 | |
| 91,San Diego,92104,No,Yes,No,840.1,0.0,No,No,47689,41.9,840.1,4778,0.0,0,77,Female,No,0,Month-to-month,21,No,No phone service,DSL,Cable,Yes,0.0,8,Yes,Electronic check,Yes,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,97,Don't know,1 | |
| 92,San Diego,92105,No,No,No,846,271.0,No,No,73006,80.25,1117.0,3598,0.0,0,40,Female,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,27.1,11,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,,3,Competitor,Yes,Churned,85,Poor expertise of online support,1 | |
| 93,San Diego,92108,Yes,Yes,No,805.1,0.0,No,No,11650,30.75,945.1,2927,0.0,140,71,Male,Yes,0,Month-to-month,27,No,No phone service,DSL,Cable,No,0.0,13,No,Credit card (automatic),Yes,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,91,Poor expertise of phone support,1 | |
| 94,San Diego,92116,No,No,No,492.55,104.3,No,Yes,33083,96.5,596.85,5383,0.0,0,54,Male,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,20.86,8,No,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,98,Price too high,1 | |
| 95,San Diego,92122,No,No,Yes,181.5,80.86,No,No,34902,85.65,262.36,3878,0.0,0,22,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Cable,Yes,40.43,27,Yes,Electronic check,No,No,No,No,Yes,No,Yes,No,0,Offer E,1,Competitor,Yes,Churned,73,Product dissatisfaction,1 | |
| 96,San Diego,92129,Yes,No,No,2566.5,222.75,Yes,Yes,47224,104.95,2789.25,3642,0.0,0,48,Female,Yes,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.91,10,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer C,3,Competitor,Yes,Churned,66,Service dissatisfaction,1 | |
| 97,San Diego,92154,No,No,Yes,50.65,14.78,No,No,68776,50.65,65.42999999999999,2431,0.0,0,26,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,14.78,59,No,Mailed check,No,Yes,No,No,No,No,Yes,No,0,Offer E,1,Competitor,Yes,Churned,76,Don't know,1 | |
| 98,Indio,92201,No,No,No,90.85,8.56,No,No,56307,90.85,99.41,3424,0.0,0,64,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.56,24,Yes,Credit card (automatic),No,Yes,No,No,No,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,81,Network reliability,1 | |
| 99,Indian Wells,92210,Yes,Yes,No,214.75,324.94,No internet service,No internet service,3873,19.95,539.69,5888,0.0,0,79,Male,Yes,0,Month-to-month,11,Yes,No,No,,No,29.54,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,1,Competitor,Yes,Churned,80,Limited range of services,1 | |
| 100,Palm Desert,92211,Yes,Yes,No,4874.7,2355.1,No,Yes,19702,85.45,7319.799999999999,5502,0.0,90,66,Female,Yes,0,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,No,42.82,27,Yes,Electronic check,No,Yes,Yes,No,No,No,No,Yes,2,Offer B,1,Competitor,Yes,Churned,100,Lack of affordable download/upload speed,1 | |
| 101,Desert Hot Springs,92240,No,No,No,2524.45,52.7,No,No,22796,73.95,2577.1499999999996,5795,0.0,0,63,Female,No,0,Month-to-month,34,Yes,No,Fiber optic,Fiber Optic,Yes,1.55,14,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,Offer C,3,Competitor,Yes,Churned,94,Long distance charges,1 | |
| 102,Holtville,92250,Yes,No,No,7007.6,3367.2,No,Yes,8062,99.45,10374.8,4020,0.0,0,30,Male,Yes,0,Month-to-month,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.8,26,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,2,Offer A,3,Competitor,Yes,Churned,80,Extra data charges,1 | |
| 103,Niland,92257,No,No,No,19.9,36.63,No internet service,No internet service,2753,19.9,56.53,3351,0.0,0,59,Female,No,0,Month-to-month,1,Yes,No,No,,No,36.63,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Competitor,Yes,Churned,92,Price too high,1 | |
| 104,North Palm Springs,92258,No,No,No,19.6,14.17,No internet service,No internet service,732,19.6,33.77,3448,0.0,0,52,Male,No,0,Month-to-month,1,Yes,No,No,,No,14.17,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Competitor,Yes,Churned,95,Product dissatisfaction,1 | |
| 105,Ocotillo,92259,No,Yes,No,233.7,27.660000000000004,No,No,471,81.35,261.36,2818,0.0,0,77,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.22,14,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,73,Service dissatisfaction,1 | |
| 106,Seeley,92273,Yes,No,Yes,1845.9,88.22,No,No,1632,83.3,1934.1200000000001,3804,0.0,0,23,Female,Yes,0,Month-to-month,22,Yes,No,Fiber optic,Cable,Yes,4.01,53,No,Electronic check,No,Yes,No,No,No,Yes,Yes,Yes,4,,1,Competitor,Yes,Churned,88,Lack of self-service on Website,1 | |
| 107,Thermal,92274,No,Yes,No,75.3,35.09,No,Yes,17018,75.3,130.39,4902,0.0,20,80,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,35.09,17,Yes,Bank transfer (automatic),No,No,Yes,No,No,No,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,67,Network reliability,1 | |
| 108,Adelanto,92301,Yes,No,Yes,1182.55,2822.4700000000003,No internet service,No internet service,18980,19.4,4005.0200000000004,4221,0.0,0,22,Female,Yes,0,Month-to-month,61,Yes,No,No,,No,46.27,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,3,Price,Yes,Churned,82,Don't know,1 | |
| 109,Apple Valley,92307,No,No,No,518.9,133.44,No,No,31876,45.4,652.3399999999999,2887,0.0,0,49,Male,No,0,Month-to-month,12,Yes,No,DSL,DSL,Yes,11.12,14,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,68,Don't know,1 | |
| 110,Crestline,92325,No,No,Yes,6396.45,642.0,No,Yes,10484,105.9,7038.45,4105,0.0,0,20,Female,No,0,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.7,71,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,84,Don't know,1 | |
| 111,Daggett,92327,No,No,No,69.55,29.78,No,No,678,69.55,99.33,2792,0.0,0,54,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,29.78,13,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,73,Competitor had better devices,1 | |
| 112,Ludlow,92338,Yes,No,No,2227.1,471.80000000000007,No,No,23,81.05,2698.9,5201,0.0,0,58,Female,Yes,0,Month-to-month,28,Yes,No,Fiber optic,Fiber Optic,Yes,16.85,13,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer C,1,Competitor,Yes,Churned,98,Competitor had better devices,1 | |
| 113,Lucerne Valley,92356,Yes,No,Yes,385.9,38.24,No,Yes,5256,101.15,424.14,4417,0.0,0,21,Male,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.56,48,No,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,3,Offer E,1,Competitor,Yes,Churned,84,Competitor had better devices,1 | |
| 114,Lytle Creek,92358,No,No,No,673.25,329.21000000000004,No,No,1090,99.8,1012.46,2031,0.0,10,61,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,No,47.03,2,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,98,Competitor had better devices,1 | |
| 115,Phelan,92371,Yes,No,No,734.35,247.65,No,No,12463,55.95,982.0,4498,0.0,0,60,Female,Yes,0,Month-to-month,13,Yes,No,DSL,DSL,Yes,19.05,27,No,Electronic check,No,No,No,No,No,Yes,Yes,Yes,3,Offer D,1,Competitor,Yes,Churned,91,Competitor had better devices,1 | |
| 116,Redlands,92373,No,No,Yes,55,47.22,No,No,31230,55.0,102.22,4877,0.0,0,25,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,47.22,53,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,71,Competitor had better devices,1 | |
| 117,Rialto,92377,Yes,No,No,74.7,21.91,No,No,18518,74.7,96.61,5980,0.0,0,52,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,21.91,8,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,80,Competitor had better devices,1 | |
| 118,Running Springs,92382,No,No,No,1861.5,1183.1999999999998,No,No,5395,80.25,3044.7,4418,0.0,0,52,Male,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.3,20,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer C,1,Competitor,Yes,Churned,77,Competitor had better devices,1 | |
| 119,Tecopa,92389,No,No,No,453.4,155.45,Yes,No,117,96.1,608.8499999999999,4192,0.0,0,61,Male,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,31.09,11,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,66,Competitor had better devices,1 | |
| 120,Victorville,92392,No,No,No,994.8,70.05,No,No,63235,69.0,1064.85,5671,0.0,0,40,Female,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,4.67,28,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,73,Competitor had better devices,1 | |
| 121,Wrightwood,92397,Yes,No,Yes,2145,0.0,No,Yes,4253,45.3,2285.0,4926,0.0,140,28,Female,Yes,0,Month-to-month,48,No,No phone service,DSL,Cable,No,0.0,58,Yes,Bank transfer (automatic),Yes,No,Yes,No,No,Yes,Yes,Yes,3,,1,Price,Yes,Churned,65,Price too high,1 | |
| 122,San Bernardino,92401,Yes,No,No,680.05,258.56,No,No,1779,83.55,938.6099999999999,2879,0.0,0,32,Female,Yes,0,Month-to-month,8,Yes,No,Fiber optic,Cable,Yes,32.32,25,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,65,Product dissatisfaction,1 | |
| 123,San Bernardino,92410,No,No,No,74.35,14.02,No,No,44556,74.35,88.36999999999999,2814,0.0,0,32,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.02,2,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,93,Service dissatisfaction,1 | |
| 124,Riverside,92503,Yes,No,Yes,139.4,19.58,No,No,71678,74.4,158.98000000000002,4263,0.0,0,28,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,9.79,41,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,1,,1,Attitude,Yes,Churned,77,Lack of self-service on Website,1 | |
| 125,Riverside,92506,No,No,No,903.6,0.0,No,Yes,42425,43.75,903.6,3099,0.0,0,51,Male,No,0,One year,22,No,No phone service,DSL,DSL,Yes,0.0,16,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,Yes,No,0,Offer D,3,Dissatisfaction,Yes,Churned,66,Network reliability,1 | |
| 126,Riverside,92509,No,Yes,No,131.05,0.0,No,No,63999,28.45,131.05,4099,0.0,0,77,Female,No,0,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,26,No,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,89,Limited range of services,1 | |
| 127,March Air Reserve Base,92518,No,No,No,1238.45,192.84,No,Yes,1005,99.7,1431.29,2538,0.0,0,49,Female,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.07,14,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,No,Yes,Yes,No,0,Offer D,1,Price,Yes,Churned,76,Lack of affordable download/upload speed,1 | |
| 128,Hemet,92544,No,Yes,No,1782.4,974.5999999999999,No,Yes,39264,94.1,2837.0,2666,0.0,80,77,Female,No,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,No,48.73,12,Yes,Electronic check,No,Yes,Yes,No,No,Yes,No,No,0,,1,Competitor,Yes,Churned,87,Long distance charges,1 | |
| 129,Homeland,92548,Yes,No,No,167.5,37.58,Yes,No,4283,94.2,205.07999999999998,3715,0.0,0,49,Male,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,18.79,19,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,Yes,4,,2,Other,Yes,Churned,72,Don't know,1 | |
| 130,Idyllwild,92549,Yes,No,No,502.85,216.71999999999997,Yes,No,3588,80.5,719.5699999999999,5032,0.0,0,64,Female,Yes,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.12,23,Yes,Electronic check,No,No,No,Yes,No,No,No,Yes,1,,3,Price,Yes,Churned,98,Price too high,1 | |
| 131,Moreno Valley,92557,Yes,Yes,No,334.8,228.79999999999998,No,No,46214,74.35,563.6,5273,0.0,0,72,Female,Yes,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.76,22,Yes,Electronic check,No,No,No,No,No,No,No,Yes,4,Offer E,1,Dissatisfaction,Yes,Churned,82,Product dissatisfaction,1 | |
| 132,Murrieta,92563,No,No,No,4131.95,1423.1999999999998,Yes,Yes,18311,104.8,5555.15,3492,0.0,0,55,Male,No,0,Month-to-month,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.58,8,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,88,Service dissatisfaction,1 | |
| 133,Perris,92571,Yes,Yes,No,1929.35,189.54,No,No,26357,75.2,2118.89,4517,0.0,0,80,Female,Yes,0,Month-to-month,27,Yes,No,Fiber optic,Cable,Yes,7.02,25,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,Yes,2,,1,Attitude,Yes,Churned,99,Lack of self-service on Website,1 | |
| 134,Sun City,92586,No,No,No,1758.6,635.03,No,No,18161,75.6,2393.63,2115,0.0,0,47,Female,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.61,23,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer D,1,Dissatisfaction,Yes,Churned,81,Network reliability,1 | |
| 135,Sun City,92587,Yes,No,Yes,3480,785.06,No,Yes,13151,100.05,4285.0599999999995,2568,0.0,20,22,Male,Yes,0,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,No,23.09,52,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,2,Offer C,3,Other,Yes,Churned,72,Don't know,1 | |
| 136,Irvine,92612,No,No,No,85,30.52,No,No,41062,85.0,115.52,5679,0.0,0,51,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.52,30,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Other,Yes,Churned,80,Don't know,1 | |
| 137,Lake Forest,92630,No,No,No,834.1,59.2,No,No,59176,86.05,893.3000000000001,2966,0.0,0,33,Male,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.92,11,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,No,0,Offer D,3,Other,Yes,Churned,85,Don't know,1 | |
| 138,Huntington Beach,92646,No,No,No,597,0.0,Yes,No,56517,45.55,597.0,4856,0.0,0,52,Male,No,0,Month-to-month,13,No,No phone service,DSL,DSL,Yes,0.0,17,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,No,No,No,0,Offer D,3,Dissatisfaction,Yes,Churned,74,Poor expertise of online support,1 | |
| 139,Huntington Beach,92648,Yes,No,Yes,3266,1569.75,No,No,42663,86.3,4835.75,3364,0.0,0,29,Male,Yes,0,Month-to-month,39,Yes,No,Fiber optic,Fiber Optic,Yes,40.25,19,Yes,Mailed check,No,Yes,No,No,Yes,No,No,Yes,5,Offer C,1,Competitor,Yes,Churned,98,Poor expertise of phone support,1 | |
| 140,Newport Beach,92661,No,No,No,2596.15,47.68,No,No,4242,80.35,2643.83,5974,0.0,0,31,Male,No,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.49,21,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,Offer C,1,Competitor,Yes,Churned,92,Competitor had better devices,1 | |
| 141,Santa Ana,92701,No,No,No,3527.6,367.15000000000003,No,Yes,58157,100.25,3894.75,2744,0.0,0,44,Female,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.49,17,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer C,3,Competitor,Yes,Churned,72,Competitor offered higher download speeds,1 | |
| 142,Santa Ana,92707,Yes,No,No,5614.45,1464.3999999999999,No,No,62634,100.3,7178.849999999999,5170,0.0,100,50,Male,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,No,26.15,7,No,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,2,,2,Competitor,Yes,Churned,67,Competitor offered more data,1 | |
| 143,Anaheim,92805,Yes,No,No,233.55,233.76,No internet service,No internet service,68802,19.0,467.31,3535,0.0,0,48,Female,Yes,0,Month-to-month,12,Yes,No,No,,No,19.48,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer D,1,Competitor,Yes,Churned,72,Competitor made better offer,1 | |
| 144,Anaheim,92806,No,No,Yes,75.3,4.13,No,No,34398,75.3,79.42999999999999,3244,0.0,0,28,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,4.13,51,No,Mailed check,Yes,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,87,Competitor had better devices,1 | |
| 145,Anaheim,92807,No,Yes,No,346.2,193.4,No,Yes,36301,89.2,539.6,5808,0.0,0,74,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Cable,Yes,48.35,24,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,74,Competitor had better devices,1 | |
| 146,Brea,92823,No,Yes,No,85.7,45.81,No,No,1408,85.7,131.51,4880,0.0,0,68,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.81,21,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,66,Competitor offered higher download speeds,1 | |
| 147,Norco,92860,No,No,No,713.75,434.88,Yes,Yes,22443,61.65,1148.63,5670,0.0,0,52,Female,No,0,Month-to-month,12,Yes,Yes,DSL,DSL,Yes,36.24,30,Yes,Mailed check,Yes,No,Yes,Yes,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,67,Competitor offered higher download speeds,1 | |
| 148,Yorba Linda,92887,Yes,Yes,No,6786.4,1195.3500000000001,No,Yes,20893,105.25,7981.75,4196,0.0,0,78,Female,Yes,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.39,28,No,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,No,Yes,3,Offer B,1,Attitude,Yes,Churned,91,Competitor offered higher download speeds,1 | |
| 149,Ventura,93001,Yes,No,No,248.95,0.0,No,No,32899,29.95,258.95,2573,0.0,10,32,Male,Yes,0,Month-to-month,9,No,No phone service,DSL,DSL,No,0.0,9,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,1,Offer E,2,Competitor,Yes,Churned,83,Competitor offered more data,1 | |
| 150,Ventura,93003,Yes,No,Yes,663.05,57.15,Yes,Yes,46894,65.0,720.1999999999999,3983,0.0,0,20,Female,Yes,0,Month-to-month,9,Yes,No,DSL,Cable,Yes,6.35,69,No,Mailed check,Yes,Yes,Yes,Yes,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,76,Competitor offered more data,1 | |
| 151,Port Hueneme,93041,No,No,Yes,137.6,112.28,No internet service,No internet service,25634,20.0,249.88,4479,0.0,0,27,Female,No,0,Month-to-month,7,Yes,No,No,,No,16.04,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Attitude,Yes,Churned,100,Competitor offered more data,1 | |
| 152,Summerland,93067,Yes,Yes,No,4547.25,1123.0800000000002,No,No,576,90.05,5670.33,5059,0.0,0,75,Male,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.92,14,No,Credit card (automatic),No,Yes,No,No,No,Yes,No,Yes,3,Offer B,2,Competitor,Yes,Churned,96,Competitor made better offer,1 | |
| 153,Santa Barbara,93101,Yes,Yes,No,4687.9,624.36,Yes,Yes,31727,110.75,5312.259999999999,2728,0.0,0,77,Male,Yes,0,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.52,5,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,No,Yes,1,Offer B,2,Competitor,Yes,Churned,65,Competitor made better offer,1 | |
| 154,Santa Barbara,93110,Yes,No,Yes,6985.65,2219.1,No,Yes,15757,105.5,9204.75,5720,0.0,0,20,Female,Yes,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.14,26,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,7,,1,Competitor,Yes,Churned,89,Competitor had better devices,1 | |
| 155,Alpaugh,93201,Yes,Yes,No,5794.65,2732.7999999999997,No,Yes,1054,104.55,8527.449999999999,6268,0.0,0,80,Male,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.8,12,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,No,No,0,Offer B,1,Competitor,Yes,Churned,91,Competitor offered higher download speeds,1 | |
| 156,Armona,93202,Yes,No,Yes,855.3,20.2,No,No,2872,85.25,975.5,3573,0.0,100,26,Male,Yes,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,No,2.02,82,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer D,3,Competitor,Yes,Churned,75,Competitor offered more data,1 | |
| 157,Avenal,93204,Yes,No,No,2499.3,1601.75,No,No,14697,56.15,4101.05,2152,0.0,0,57,Female,Yes,0,Month-to-month,43,Yes,No,DSL,DSL,Yes,37.25,20,No,Electronic check,No,No,No,No,Yes,No,No,Yes,3,,2,Other,Yes,Churned,65,Don't know,1 | |
| 158,Bodfish,93205,No,No,No,89.55,42.46,No,No,1954,89.55,132.01,4996,0.0,0,38,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Cable,Yes,42.46,27,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,99,Competitor had better devices,1 | |
| 159,Camp Nelson,93208,Yes,Yes,No,1899.65,106.19999999999999,No,No,191,94.55,2005.8500000000001,5604,0.0,0,75,Male,Yes,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.31,10,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,7,,1,Competitor,Yes,Churned,84,Competitor had better devices,1 | |
| 160,Coalinga,93210,No,No,No,45.7,5.55,No,No,18036,45.7,51.25,2295,0.0,0,57,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,5.55,13,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 161,Delano,93215,No,Yes,No,161.5,94.94,No,No,37280,89.5,256.44,2065,0.0,0,69,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.47,19,No,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,,2,Attitude,Yes,Churned,80,Competitor offered higher download speeds,1 | |
| 162,Earlimart,93219,No,No,No,222.3,78.78,No,No,9318,69.55,301.08000000000004,2876,0.0,0,30,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,26.26,30,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,87,Competitor offered higher download speeds,1 | |
| 163,Exeter,93221,No,No,Yes,74.6,22.16,No,Yes,13333,74.6,106.75999999999999,3860,0.0,10,23,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,22.16,47,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,94,Competitor offered more data,1 | |
| 164,Fellows,93224,No,Yes,No,164.3,223.6,No internet service,No internet service,626,19.65,387.9,5432,0.0,0,74,Female,No,0,Month-to-month,8,Yes,No,No,,No,27.95,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,83,Competitor offered more data,1 | |
| 165,Huron,93234,Yes,No,No,35.9,30.28,No internet service,No internet service,6918,19.85,66.18,2362,0.0,0,40,Male,Yes,0,One year,2,Yes,No,No,,No,15.14,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer E,3,Attitude,Yes,Churned,68,Competitor offered more data,1 | |
| 166,Kernville,93238,No,No,No,96.05,0.0,No,No,1873,24.25,96.05,2038,0.0,0,48,Female,No,0,Month-to-month,4,No,No phone service,DSL,Cable,Yes,0.0,16,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,93,Competitor made better offer,1 | |
| 167,Lemon Cove,93244,No,No,No,145.15,15.28,No,No,293,69.65,160.43,2323,0.0,0,52,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,7.64,27,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,80,Competitor made better offer,1 | |
| 168,Lindsay,93247,No,No,No,191.05,181.6,No,No,15508,45.65,372.65,2864,0.0,0,47,Female,No,0,Month-to-month,4,Yes,No,DSL,DSL,Yes,45.4,27,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,78,Competitor had better devices,1 | |
| 169,Maricopa,93252,No,No,Yes,75.05,32.86,No,No,4357,75.05,107.91,4838,0.0,0,23,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.86,58,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,78,Competitor offered higher download speeds,1 | |
| 170,Onyx,93255,No,Yes,No,2550.9,0.0,No,No,655,49.15,2580.9,5597,0.0,30,76,Male,No,0,Month-to-month,52,No,No phone service,DSL,DSL,No,0.0,18,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,90,Competitor offered more data,1 | |
| 171,Posey,93260,No,No,Yes,62.25,0.0,No,No,266,34.7,62.25,3146,0.0,0,19,Female,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,76,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,65,Competitor made better offer,1 | |
| 172,Shafter,93263,Yes,No,No,80,35.71,No,No,15177,80.0,115.71000000000001,2046,0.0,0,48,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Cable,Yes,35.71,3,No,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,88,Competitor had better devices,1 | |
| 173,Tipton,93272,No,Yes,No,91.1,87.98,No,No,2951,49.25,179.07999999999998,3475,0.0,0,69,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,43.99,27,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,89,Competitor had better devices,1 | |
| 174,Wofford Heights,93285,No,No,No,270.7,79.56,No,No,2515,75.1,350.26,4965,0.0,0,63,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.52,10,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,69,Competitor offered higher download speeds,1 | |
| 175,Visalia,93292,Yes,No,Yes,168.15,40.62,No,Yes,30395,50.15,208.77,3273,0.0,0,23,Male,Yes,0,Month-to-month,3,Yes,No,DSL,Cable,Yes,13.54,51,Yes,Electronic check,No,No,Yes,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 176,Bakersfield,93311,No,No,No,2015.35,670.25,No,No,20440,79.85,2685.6,4535,0.0,0,54,Female,No,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,26.81,12,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,No,No,No,0,Offer C,2,Competitor,Yes,Churned,85,Competitor offered higher download speeds,1 | |
| 177,San Luis Obispo,93405,No,No,Yes,19.55,38.44,No internet service,No internet service,31982,19.55,57.989999999999995,3556,0.0,0,27,Male,No,0,Month-to-month,1,Yes,No,No,,No,38.44,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Competitor,Yes,Churned,66,Competitor offered more data,1 | |
| 178,Lompoc,93436,Yes,No,No,381.3,16.56,No,No,51737,85.95,397.86,5640,0.0,0,48,Female,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.14,30,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,74,Competitor offered more data,1 | |
| 179,Lompoc,93437,No,No,Yes,141.5,109.44,No,No,6165,45.35,250.94,2450,0.0,0,26,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,36.48,59,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Other,Yes,Churned,67,Competitor offered more data,1 | |
| 180,Los Alamos,93440,Yes,Yes,No,3105.55,916.74,No,No,1328,94.5,4022.29,4333,0.0,0,72,Male,Yes,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.78,8,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,1,,3,Other,Yes,Churned,96,Competitor made better offer,1 | |
| 181,Oceano,93445,No,Yes,No,2758.15,1376.4,No,Yes,7435,91.7,4134.55,2482,0.0,0,69,Female,No,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.88,19,No,Credit card (automatic),Yes,Yes,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,97,Competitor made better offer,1 | |
| 182,Pismo Beach,93449,No,No,Yes,3941.7,201.60000000000002,Yes,Yes,8564,87.25,4143.3,5269,0.0,0,29,Female,No,0,Month-to-month,45,Yes,Yes,Fiber optic,Cable,Yes,4.48,51,Yes,Electronic check,No,No,Yes,Yes,No,No,No,No,0,,1,Competitor,Yes,Churned,73,Competitor had better devices,1 | |
| 183,Mojave,93501,No,No,No,1008.55,275.7,No,No,4882,98.55,1284.25,3658,0.0,0,51,Male,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.57,13,No,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,80,Competitor offered higher download speeds,1 | |
| 184,Johannesburg,93528,No,Yes,No,1842.8,888.8,No,Yes,207,98.55,2851.6,5444,0.0,120,73,Male,No,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,No,44.44,13,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,,3,Competitor,Yes,Churned,92,Competitor offered more data,1 | |
| 185,Keene,93531,No,No,No,1269.55,369.45,No,No,1436,85.9,1639.0,3579,0.0,0,37,Female,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,24.63,13,Yes,Bank transfer (automatic),No,Yes,No,No,No,Yes,Yes,No,0,,3,Other,Yes,Churned,96,Don't know,1 | |
| 186,Lancaster,93535,No,No,No,1907.85,396.22,No,No,57794,89.25,2304.0699999999997,3161,0.0,0,38,Female,No,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,18.01,2,No,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,82,Competitor had better devices,1 | |
| 187,Lancaster,93536,Yes,No,No,208.85,80.13,No,No,49309,70.3,288.98,3038,0.0,0,31,Male,Yes,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,26.71,11,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,66,Competitor had better devices,1 | |
| 188,Palmdale,93552,No,No,No,1444.65,733.95,No,No,25370,93.35,2178.6000000000004,5264,0.0,0,49,Male,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.93,15,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,77,Competitor offered higher download speeds,1 | |
| 189,Pearblossom,93553,No,No,No,19.9,49.51,No internet service,No internet service,1613,19.9,69.41,4248,0.0,0,45,Female,No,0,Month-to-month,1,Yes,No,No,,No,49.51,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,100,Competitor offered higher download speeds,1 | |
| 190,Randsburg,93554,Yes,No,No,454.15,207.85,No,Yes,117,88.9,662.0,4356,0.0,0,37,Female,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Cable,Yes,41.57,27,Yes,Mailed check,Yes,No,Yes,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,79,Competitor offered higher download speeds,1 | |
| 191,Ridgecrest,93555,Yes,No,Yes,3036.75,1379.3999999999999,No,Yes,29782,95.8,4476.15,4161,0.0,60,24,Male,Yes,0,One year,33,Yes,No,Fiber optic,Fiber Optic,No,41.8,41,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer C,2,Competitor,Yes,Churned,76,Competitor offered more data,1 | |
| 192,Trona,93562,No,No,No,184.65,82.36,No,No,1991,82.0,267.01,3051,0.0,0,42,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.18,14,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,97,Competitor offered more data,1 | |
| 193,Palmdale,93591,No,No,No,89.5,50.98,No,No,6787,45.35,140.48,3478,0.0,0,63,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,25.49,9,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,81,Competitor offered more data,1 | |
| 194,Bass Lake,93604,No,No,No,52.2,34.04,Yes,No,613,52.2,86.24000000000001,4138,0.0,0,41,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,34.04,23,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,1,Competitor,Yes,Churned,71,Competitor made better offer,1 | |
| 195,Biola,93606,No,Yes,No,4874.8,109.02000000000001,No,Yes,807,110.0,4983.820000000001,2403,0.0,0,65,Female,No,0,One year,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.37,20,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 196,Five Points,93624,No,No,No,6125.4,1403.68,No,Yes,1852,96.75,7529.08,5016,0.0,0,58,Male,No,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.64,9,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,2,Attitude,Yes,Churned,92,Attitude of service provider,1 | |
| 197,Friant,93626,No,No,No,1058.25,145.29999999999998,Yes,No,1125,98.5,1313.55,5184,0.0,110,33,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,No,14.53,30,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,74,Attitude of service provider,1 | |
| 198,Kerman,93630,No,No,No,489.45,71.82000000000001,No,No,14062,85.35,561.27,4694,0.0,0,61,Male,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,11.97,27,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,3,Attitude,Yes,Churned,75,Attitude of service provider,1 | |
| 199,Madera,93637,Yes,No,No,4113.1,902.4,No,No,28434,101.3,5015.5,2576,0.0,0,54,Male,Yes,0,Month-to-month,40,Yes,Yes,Fiber optic,Cable,Yes,22.56,4,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer B,1,Competitor,Yes,Churned,70,Attitude of support person,1 | |
| 200,Madera,93638,No,No,Yes,69.55,49.43,No,No,49247,69.55,118.97999999999999,3042,0.0,0,27,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,49.43,48,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer E,2,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 201,Mendota,93640,No,No,Yes,6017.65,2581.0,No,Yes,9174,103.25,8598.65,6105,0.0,0,20,Male,No,0,One year,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.5,47,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,74,Attitude of support person,1 | |
| 202,Miramonte,93641,No,No,Yes,7250.15,853.3,Yes,No,571,104.0,8103.45,4544,0.0,0,25,Male,No,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.19,42,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,Yes,Yes,No,0,Offer A,1,Attitude,Yes,Churned,80,Attitude of service provider,1 | |
| 203,Orosi,93647,No,No,No,178.7,48.1,No,Yes,9780,86.2,226.79999999999998,2969,0.0,0,62,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,24.05,27,Yes,Mailed check,No,No,Yes,No,No,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,95,Attitude of service provider,1 | |
| 204,Fresno,93650,Yes,No,Yes,2317.1,761.4599999999999,Yes,Yes,3258,111.2,3198.56,4123,0.0,120,24,Male,Yes,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,No,36.26,59,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,Attitude,Yes,Churned,89,Attitude of service provider,1 | |
| 205,San Joaquin,93660,Yes,No,No,1430.25,507.68,No,Yes,4318,89.45,1937.93,3696,0.0,0,41,Female,Yes,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,31.73,25,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,No,No,Yes,1,,3,Attitude,Yes,Churned,73,Attitude of support person,1 | |
| 206,Selma,93662,Yes,Yes,No,644.35,153.37,No,No,26213,95.6,797.72,3265,0.0,0,74,Male,Yes,0,Month-to-month,7,Yes,Yes,Fiber optic,Cable,Yes,21.91,11,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,No,Yes,1,,3,Competitor,Yes,Churned,83,Competitor made better offer,1 | |
| 207,South Dos Palos,93665,Yes,No,Yes,5453.4,1995.0,No,Yes,343,90.95,7448.4,4111,0.0,0,21,Male,Yes,0,One year,60,Yes,No,Fiber optic,Fiber Optic,Yes,33.25,52,No,Electronic check,No,Yes,Yes,No,Yes,No,Yes,Yes,1,Offer B,3,Other,Yes,Churned,76,Moved,1 | |
| 208,Tollhouse,93667,Yes,No,No,5610.7,1471.5,Yes,No,2633,108.55,7082.2,4274,0.0,0,58,Female,Yes,0,One year,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.43,14,No,Electronic check,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,1,Offer B,2,Other,Yes,Churned,82,Moved,1 | |
| 209,Squaw Valley,93675,No,Yes,No,292.8,147.72,No,No,3146,78.85,440.52,5301,0.0,0,65,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,36.93,18,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Other,Yes,Churned,72,Moved,1 | |
| 210,Fresno,93703,No,No,No,44.4,32.44,No,No,31180,44.4,76.84,3522,0.0,0,45,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,32.44,12,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 211,Fresno,93706,No,Yes,No,5509.3,2055.9,No,Yes,35790,100.0,7665.200000000001,5679,0.0,100,66,Female,No,0,One year,55,Yes,Yes,Fiber optic,Fiber Optic,No,37.38,7,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,83,Competitor offered higher download speeds,1 | |
| 212,Fresno,93711,Yes,No,No,229.6,451.79999999999995,No internet service,No internet service,36274,19.8,681.4,2653,0.0,0,59,Female,Yes,0,One year,12,Yes,No,No,,No,37.65,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,Attitude,Yes,Churned,94,Competitor offered higher download speeds,1 | |
| 213,Fresno,93721,No,No,Yes,89.9,32.85,No,No,6848,89.9,122.75,5951,0.0,0,21,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,32.85,53,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,1,Other,Yes,Churned,80,Don't know,1 | |
| 214,Big Sur,93920,No,No,No,6413.65,2019.9599999999998,No,Yes,1006,100.15,8433.609999999999,5600,0.0,0,41,Female,No,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.58,15,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,3,Competitor,Yes,Churned,91,Competitor offered higher download speeds,1 | |
| 215,Carmel,93923,No,No,No,50.8,1.28,No,No,13121,50.8,52.08,3718,0.0,0,58,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,1.28,27,No,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,85,Competitor offered higher download speeds,1 | |
| 216,Jolon,93928,Yes,Yes,No,1463.5,107.4,No,No,254,73.65,1570.9,5849,0.0,0,71,Male,Yes,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,5.37,24,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 217,King City,93930,No,No,No,307.4,142.85999999999999,No,No,14477,95.1,450.26,5861,0.0,0,55,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Cable,Yes,47.62,29,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,77,Competitor offered higher download speeds,1 | |
| 218,Lockwood,93932,No,No,No,2104.55,1018.1600000000001,No,No,538,94.65,3162.71,3665,0.0,40,52,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,No,46.28,16,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,85,Competitor offered higher download speeds,1 | |
| 219,Marina,93933,Yes,No,No,319.15,57.2,Yes,Yes,21759,80.6,376.34999999999997,3080,0.0,0,46,Male,Yes,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,14.3,2,Yes,Mailed check,No,No,Yes,Yes,No,No,No,Yes,1,Offer E,3,Competitor,Yes,Churned,86,Competitor offered more data,1 | |
| 220,Pebble Beach,93953,Yes,No,Yes,5084.65,407.69,No,No,4602,85.55,5492.339999999999,6304,0.0,0,24,Male,Yes,0,One year,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.91,52,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer B,3,Competitor,Yes,Churned,80,Competitor offered more data,1 | |
| 221,Belmont,94002,No,No,No,3027.4,0.0,No,No,25566,50.8,3027.4,4941,0.0,0,58,Female,No,0,Month-to-month,60,No,No phone service,DSL,Cable,Yes,0.0,5,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,2,Competitor,Yes,Churned,67,Competitor offered more data,1 | |
| 222,Daly City,94014,No,No,No,1582.75,335.85,Yes,Yes,47453,105.1,1918.6,2122,0.0,0,54,Female,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,22.39,7,No,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,84,Competitor made better offer,1 | |
| 223,Loma Mar,94021,No,No,No,1043.3,180.3,Yes,Yes,148,110.1,1223.6,5803,0.0,0,53,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,18.03,6,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,76,Competitor made better offer,1 | |
| 224,Los Altos,94024,No,No,No,497.55,155.57999999999998,No,Yes,21496,83.9,653.13,3962,0.0,0,40,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,25.93,24,No,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,97,Price too high,1 | |
| 225,Mountain View,94040,Yes,No,No,6215.35,565.74,No,Yes,32143,100.55,6781.09,5413,0.0,0,48,Female,Yes,0,Month-to-month,63,Yes,Yes,Fiber optic,Fiber Optic,No,8.98,16,Yes,Electronic check,Yes,Yes,Yes,No,Yes,No,No,Yes,3,Offer B,2,Price,Yes,Churned,79,Price too high,1 | |
| 226,Mountain View,94043,Yes,No,No,5017.9,2110.5,No,Yes,27822,103.85,7128.4,5812,0.0,0,55,Male,Yes,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.21,14,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,6,Offer B,2,Price,Yes,Churned,100,Price too high,1 | |
| 227,Pescadero,94060,No,No,No,24.6,0.0,No,No,2055,24.6,24.6,5768,0.0,0,39,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,12,No,Electronic check,No,No,No,No,No,No,No,No,0,,2,Price,Yes,Churned,76,Price too high,1 | |
| 228,San Bruno,94066,No,No,No,1120.95,419.04,Yes,No,39566,98.9,1539.99,5559,0.0,0,64,Female,No,0,Month-to-month,12,Yes,No,Fiber optic,Cable,Yes,34.92,23,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,71,Price too high,1 | |
| 229,South San Francisco,94080,No,No,Yes,923.5,348.84,No,Yes,60599,98.3,1272.34,2954,0.0,0,27,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.76,82,No,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,,2,Price,Yes,Churned,81,Price too high,1 | |
| 230,Sunnyvale,94086,No,No,No,1625.65,76.67,No,No,64010,93.85,1702.3200000000002,4940,0.0,0,36,Male,No,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,4.51,13,No,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,93,Price too high,1 | |
| 231,San Francisco,94102,No,Yes,No,918.6,438.39,No,Yes,28998,100.5,1356.99,4038,0.0,0,65,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.71,15,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,70,Price too high,1 | |
| 232,San Francisco,94108,No,Yes,No,688.65,54.6,No,No,13723,72.85,773.25,3189,0.0,30,69,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,No,5.46,24,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,99,Price too high,1 | |
| 233,San Francisco,94114,Yes,Yes,No,73.55,36.92,No,No,30587,73.55,110.47,4369,0.0,0,75,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.92,6,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Price,Yes,Churned,94,Price too high,1 | |
| 234,San Francisco,94130,No,Yes,No,205.05,125.69999999999999,No,No,1458,79.4,330.75,3501,0.0,0,75,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.9,11,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,91,Product dissatisfaction,1 | |
| 2108,Encinitas,92024,No,No,No,44.8,27.46,No,No,47126,44.8,72.25999999999999,2269,0.0,0,40,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,27.46,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Joined,31,,0 | |
| 235,San Francisco,94131,No,No,No,952.3,49.92,No,Yes,27906,81.15,1002.2199999999999,4806,0.0,0,37,Female,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,3.84,4,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,79,Service dissatisfaction,1 | |
| 236,Palo Alto,94304,No,Yes,No,360.1,26.72,No,No,1723,84.6,386.82000000000005,2467,0.0,0,68,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Cable,Yes,6.68,17,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,,1,Competitor,Yes,Churned,83,Lack of self-service on Website,1 | |
| 237,San Mateo,94402,No,No,No,434.5,118.44,No,No,23393,79.05,552.94,3263,0.0,0,51,Female,No,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.74,27,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,99,Network reliability,1 | |
| 238,Antioch,94509,No,No,No,215.8,71.46000000000001,No,No,90891,74.4,287.26,2054,0.0,0,32,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.82,24,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,3,Other,Yes,Churned,97,Don't know,1 | |
| 239,Birds Landing,94512,No,Yes,No,3395.8,729.05,No,Yes,138,99.05,4244.85,2074,0.0,120,71,Male,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,No,20.83,19,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,,1,Other,Yes,Churned,82,Don't know,1 | |
| 240,Byron,94514,No,Yes,No,85.15,53.24,No,No,10153,44.95,138.39000000000001,5900,0.0,0,80,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,26.62,11,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Other,Yes,Churned,84,Don't know,1 | |
| 241,Concord,94520,Yes,No,Yes,44.7,32.08,No,No,36186,44.7,76.78,3700,0.0,0,21,Male,Yes,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,32.08,73,No,Credit card (automatic),No,No,No,No,No,No,Yes,Yes,1,,3,Other,Yes,Churned,74,Don't know,1 | |
| 242,Fremont,94538,No,No,No,45.7,10.41,No,No,56126,45.7,56.11,3571,0.0,0,36,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,10.41,17,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,72,Poor expertise of phone support,1 | |
| 243,Fremont,94539,No,Yes,No,832.35,92.56,Yes,No,46917,100.3,924.9100000000001,5084,0.0,0,66,Male,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,11.57,27,No,Credit card (automatic),Yes,No,No,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,74,Competitor had better devices,1 | |
| 244,Hayward,94541,No,No,No,112.3,63.980000000000004,No internet service,No internet service,60274,19.25,176.28,4489,0.0,0,53,Male,No,0,Month-to-month,7,Yes,No,No,,No,9.14,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Attitude,Yes,Churned,82,Competitor offered higher download speeds,1 | |
| 245,Hayward,94545,No,No,No,174.8,96.68,No,No,27311,96.0,271.48,3391,0.0,0,57,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.34,28,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,83,Competitor offered more data,1 | |
| 246,Castro Valley,94546,No,No,No,90.55,15.44,No,No,41698,90.55,165.99,2627,0.0,60,30,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,15.44,51,No,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,72,Competitor made better offer,1 | |
| 247,Livermore,94550,Yes,Yes,No,1359.7,0.0,No,No,75929,30.35,1359.7,4829,0.0,0,73,Male,Yes,0,Month-to-month,44,No,No phone service,DSL,Cable,Yes,0.0,28,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,2,,1,Competitor,Yes,Churned,96,Competitor had better devices,1 | |
| 248,Martinez,94553,No,No,No,7532.15,3508.82,Yes,Yes,46677,108.05,11040.97,5200,0.0,0,30,Male,No,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.42,53,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,1,Competitor,Yes,Churned,81,Competitor had better devices,1 | |
| 249,Fremont,94555,No,No,No,69.9,45.66,No,No,33883,69.9,115.56,5367,0.0,0,51,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,45.66,28,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,84,Competitor offered higher download speeds,1 | |
| 250,Napa,94558,Yes,Yes,No,6383.35,440.82,No,Yes,63947,103.75,6824.17,5052,0.0,0,77,Male,Yes,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.11,16,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,91,Competitor offered higher download speeds,1 | |
| 251,Pinole,94564,No,No,No,86.6,5.43,No,No,16717,86.6,92.03,5228,0.0,0,41,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.43,18,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,93,Competitor offered higher download speeds,1 | |
| 252,Pleasanton,94566,Yes,Yes,No,2656.5,1095.27,No,No,36669,80.6,3751.77,3601,0.0,0,76,Female,Yes,0,Month-to-month,33,Yes,Yes,Fiber optic,Cable,Yes,33.19,15,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,1,,2,Competitor,Yes,Churned,72,Competitor offered more data,1 | |
| 253,San Leandro,94579,No,No,Yes,2917.5,1579.9,Yes,No,19815,85.3,4603.51,2455,23.89,130,28,Female,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,No,45.14,41,No,Credit card (automatic),No,Yes,No,Yes,No,No,Yes,No,0,Offer C,2,Competitor,Yes,Churned,88,Competitor offered more data,1 | |
| 254,San Lorenzo,94580,No,No,No,2416.1,158.44,No,No,26240,70.0,2563.54,2318,11.0,0,61,Female,No,0,Month-to-month,34,Yes,No,Fiber optic,Fiber Optic,Yes,4.66,21,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer C,2,Competitor,Yes,Churned,93,Competitor offered more data,1 | |
| 255,San Ramon,94583,No,Yes,No,424.45,198.0,No,No,44078,94.3,622.45,5419,0.0,0,65,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.5,23,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,99,Competitor made better offer,1 | |
| 256,Union City,94587,No,No,No,660.9,338.52,No,Yes,66472,95.35,965.13,3077,34.29,0,46,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,48.36,15,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,92,Competitor made better offer,1 | |
| 257,Pleasanton,94588,Yes,Yes,No,1893.95,286.2,No,No,28568,75.5,2180.15,2377,0.0,0,75,Male,Yes,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.6,23,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,65,Competitor had better devices,1 | |
| 258,Walnut Creek,94595,No,No,No,1612.75,615.78,Yes,No,18024,90.1,2180.27,4260,48.26,0,33,Female,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.21,19,Yes,Electronic check,No,No,No,Yes,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,80,Competitor offered higher download speeds,1 | |
| 259,Walnut Creek,94596,No,No,Yes,119.75,61.46,No,No,40917,68.95,181.21,5225,0.0,0,26,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,30.73,39,No,Electronic check,No,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,84,Competitor offered more data,1 | |
| 260,Walnut Creek,94598,Yes,No,No,3204.65,1074.24,No,No,26022,99.55,4353.07,5026,35.82,110,39,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,No,33.57,26,Yes,Credit card (automatic),Yes,No,No,No,Yes,Yes,Yes,Yes,1,Offer C,1,Competitor,Yes,Churned,71,Competitor made better offer,1 | |
| 261,Oakland,94606,Yes,No,No,990.85,51.48,No,Yes,41876,57.45,1026.6,2989,15.73,0,53,Male,Yes,0,Month-to-month,18,Yes,No,DSL,DSL,Yes,2.86,22,No,Electronic check,No,No,Yes,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,84,Competitor had better devices,1 | |
| 262,Oakland,94607,Yes,No,Yes,696.35,333.84000000000003,No,No,21054,53.65,1030.19,2595,0.0,0,27,Male,Yes,0,One year,12,Yes,No,DSL,DSL,Yes,27.82,26,No,Credit card (automatic),No,No,No,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,78,Competitor had better devices,1 | |
| 263,Berkeley,94704,No,Yes,No,819.4,323.6,No,Yes,21205,100.6,1143.0,5906,0.0,0,75,Male,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.45,29,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,Offer E,1,Attitude,Yes,Churned,90,Competitor offered higher download speeds,1 | |
| 264,Albany,94706,Yes,No,No,2070.6,933.4,No,No,15882,83.75,3004.0,2404,0.0,0,62,Male,Yes,0,Month-to-month,26,Yes,Yes,Fiber optic,Cable,Yes,35.9,26,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,Offer C,3,Competitor,Yes,Churned,84,Competitor offered higher download speeds,1 | |
| 265,Berkeley,94707,Yes,Yes,No,273.75,77.31,Yes,No,11889,88.3,351.06,4486,0.0,0,68,Female,Yes,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,25.77,2,Yes,Mailed check,Yes,No,No,Yes,Yes,No,No,Yes,1,Offer E,1,Attitude,Yes,Churned,68,Competitor offered higher download speeds,1 | |
| 266,Berkeley,94710,No,Yes,No,729.95,343.44,No,Yes,8157,92.1,1073.39,5662,0.0,0,71,Female,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,42.93,9,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,Offer E,1,Competitor,Yes,Churned,81,Competitor offered more data,1 | |
| 267,San Rafael,94903,Yes,No,No,3013.05,1353.18,No,No,28403,79.45,4396.87,2405,9.36,40,44,Male,Yes,0,Month-to-month,38,Yes,No,Fiber optic,Fiber Optic,No,35.61,13,Yes,Electronic check,Yes,Yes,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,85,Competitor offered more data,1 | |
| 268,Greenbrae,94904,No,Yes,No,1266.1,158.34,No,No,12010,90.45,1424.4399999999998,4777,0.0,0,74,Male,No,0,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,Yes,11.31,24,No,Credit card (automatic),No,No,No,No,Yes,Yes,No,No,0,,3,Competitor,Yes,Churned,96,Competitor offered more data,1 | |
| 269,Bodega Bay,94923,Yes,No,No,2347.9,191.68,No,No,1785,69.75,2519.91,2356,19.67,0,37,Male,Yes,0,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,Yes,5.99,5,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,,2,Other,Yes,Churned,96,Don't know,1 | |
| 270,Cotati,94931,No,No,No,19.65,6.08,No internet service,No internet service,7936,19.65,25.729999999999997,5881,0.0,0,50,Female,No,0,Month-to-month,1,Yes,No,No,,No,6.08,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Competitor,Yes,Churned,99,Competitor made better offer,1 | |
| 271,Forest Knolls,94933,No,Yes,No,526.95,0.0,Yes,Yes,1025,43.65,526.95,2437,0.0,0,77,Male,No,0,Month-to-month,12,No,No phone service,DSL,DSL,Yes,0.0,10,Yes,Electronic check,No,No,Yes,Yes,No,Yes,No,No,0,,1,Competitor,Yes,Churned,74,Competitor had better devices,1 | |
| 272,Larkspur,94939,No,No,No,210.75,0.0,No,Yes,6773,39.5,171.48,2863,39.27,0,55,Female,No,0,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,2,No,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,93,Competitor offered higher download speeds,1 | |
| 273,Marshall,94940,Yes,No,No,3706.95,653.1999999999999,No,No,406,97.1,4318.3,3099,41.85,0,58,Male,Yes,0,Month-to-month,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.33,23,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,Offer B,3,Competitor,Yes,Churned,67,Competitor offered more data,1 | |
| 274,Novato,94945,No,No,Yes,412.5,219.95000000000002,No,No,16429,80.0,602.45,3937,40.0,10,26,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,No,43.99,42,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,97,Competitor made better offer,1 | |
| 275,Nicasio,94946,No,No,No,832.05,456.9,No,No,607,84.7,1276.1399999999999,5686,12.81,0,40,Female,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,45.69,18,Yes,Mailed check,Yes,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,69,Competitor had better devices,1 | |
| 276,Novato,94947,Yes,No,No,185.55,17.72,No,No,24741,89.55,203.27,3851,0.0,0,49,Male,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,8.86,23,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,73,Competitor had better devices,1 | |
| 277,Novato,94949,No,No,Yes,1943.2,889.8699999999999,Yes,No,13361,90.6,2828.34,4359,4.73,0,21,Male,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Cable,Yes,38.69,69,Yes,Electronic check,No,No,No,Yes,Yes,No,Yes,No,0,,2,Competitor,Yes,Churned,82,Competitor offered higher download speeds,1 | |
| 278,San Anselmo,94960,No,No,No,2169.8,81.64999999999999,No,No,16849,90.05,2224.07,4650,27.38,0,64,Female,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.55,4,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,No,No,No,0,,2,Competitor,Yes,Churned,67,Competitor offered higher download speeds,1 | |
| 279,Sausalito,94965,Yes,No,No,4853.75,1003.52,No,No,11213,99.05,5843.030000000001,5157,14.24,0,54,Male,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.48,22,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer B,2,Competitor,Yes,Churned,100,Competitor offered higher download speeds,1 | |
| 280,Tomales,94971,No,No,No,144.55,52.88,No,No,384,69.75,197.43,5667,0.0,0,46,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,26.44,24,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,68,Competitor offered more data,1 | |
| 281,Valley Ford,94972,No,No,No,91.1,29.4,No,No,66,49.05,160.5,2960,0.0,40,42,Female,No,0,Month-to-month,2,Yes,No,DSL,DSL,No,14.7,13,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,98,Competitor offered more data,1 | |
| 282,Alviso,95002,No,No,No,713,64.75,No,Yes,2147,98.05,777.75,2561,0.0,0,32,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.25,29,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,86,Competitor offered more data,1 | |
| 283,Boulder Creek,95006,No,No,Yes,4527.45,883.9599999999999,Yes,Yes,10520,114.5,5411.41,3038,0.0,0,23,Female,No,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.56,59,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,80,Competitor made better offer,1 | |
| 284,Davenport,95017,No,No,No,171.15,34.66,No,No,857,80.95,205.81,3533,0.0,0,51,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,17.33,14,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,65,Competitor made better offer,1 | |
| 285,Freedom,95019,No,Yes,No,940.35,524.81,No,Yes,4753,74.3,1465.1599999999999,2995,0.0,0,73,Female,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,40.37,21,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,97,Competitor had better devices,1 | |
| 286,Gilroy,95020,No,Yes,No,1047.7,43.56,No,No,49968,89.7,1091.26,2202,0.0,0,68,Female,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,3.96,27,No,Bank transfer (automatic),No,No,No,No,Yes,Yes,No,No,0,,2,Attitude,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 287,Los Gatos,95030,Yes,Yes,No,1622.45,479.06,No,Yes,13290,100.45,2101.51,5508,0.0,0,74,Male,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Cable,Yes,28.18,16,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,No,Yes,1,,3,Competitor,Yes,Churned,87,Competitor offered more data,1 | |
| 288,San Martin,95046,Yes,No,No,2178.6,881.7500000000001,No,No,5671,90.4,3200.35,5801,0.0,140,63,Male,Yes,0,One year,25,Yes,No,Fiber optic,Fiber Optic,No,35.27,4,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,100,Competitor made better offer,1 | |
| 289,Santa Cruz,95062,Yes,No,Yes,168.15,87.87,No,Yes,36631,56.15,256.02,2539,0.0,0,21,Male,Yes,0,Month-to-month,3,Yes,No,DSL,Cable,Yes,29.29,52,Yes,Mailed check,No,Yes,Yes,No,No,No,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,83,Competitor had better devices,1 | |
| 290,San Jose,95112,No,No,No,387.2,158.72,Yes,Yes,52334,94.4,545.92,4249,0.0,0,59,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,39.68,18,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,74,Competitor had better devices,1 | |
| 291,San Jose,95116,Yes,No,No,2839.65,1387.13,No,Yes,51706,78.95,4226.780000000001,3982,0.0,0,62,Female,Yes,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.49,29,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,,3,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 292,San Jose,95125,No,No,Yes,893.55,0.0,No,No,46185,44.85,893.55,5182,0.0,0,27,Female,No,0,One year,19,No,No phone service,DSL,DSL,Yes,0.0,48,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,72,Competitor offered higher download speeds,1 | |
| 293,San Jose,95128,Yes,Yes,No,4284.8,1296.75,No,Yes,32804,105.65,5581.55,4687,0.0,0,65,Male,Yes,0,Month-to-month,39,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.25,26,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,Attitude,Yes,Churned,96,Competitor offered higher download speeds,1 | |
| 294,San Jose,95129,No,No,Yes,544.55,151.06,No,Yes,37570,74.65,705.6099999999999,3331,0.0,10,23,Male,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,No,21.58,71,No,Mailed check,No,No,Yes,No,No,No,Yes,No,0,Offer E,3,Competitor,Yes,Churned,75,Competitor offered more data,1 | |
| 295,San Jose,95134,Yes,No,No,941,285.59999999999997,No,No,9657,64.7,1226.6,4049,0.0,0,51,Female,Yes,0,Month-to-month,14,Yes,Yes,DSL,DSL,Yes,20.4,30,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,No,No,Yes,1,Offer D,1,Competitor,Yes,Churned,86,Competitor offered more data,1 | |
| 296,San Jose,95135,Yes,Yes,No,1133.65,189.75,Yes,Yes,15798,104.05,1323.4,4553,0.0,0,73,Female,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.25,27,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,No,Yes,5,,3,Competitor,Yes,Churned,82,Competitor offered more data,1 | |
| 297,Stockton,95209,No,No,No,35.55,0.0,No,No,30814,35.55,35.55,3958,0.0,0,38,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,26,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Other,Yes,Churned,71,Don't know,1 | |
| 298,Stockton,95219,No,No,No,196.9,77.02,No,No,19109,95.15,273.92,2414,0.0,0,32,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.51,25,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,82,Competitor made better offer,1 | |
| 299,Acampo,95220,Yes,No,No,1162.85,592.8000000000001,No,Yes,6317,96.65,1755.65,5295,0.0,0,54,Male,Yes,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,45.6,11,Yes,Mailed check,No,No,Yes,No,Yes,Yes,Yes,Yes,4,Offer D,1,Competitor,Yes,Churned,75,Attitude of service provider,1 | |
| 300,Glencoe,95232,Yes,Yes,No,224.05,9.870000000000001,No,No,21,80.4,233.92000000000002,3834,0.0,0,74,Female,Yes,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,3.29,9,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,Offer E,2,Attitude,Yes,Churned,89,Attitude of service provider,1 | |
| 301,Linden,95236,No,No,No,31.35,0.0,No,No,3148,31.35,111.35,3605,0.0,80,41,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,No,0.0,6,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,85,Attitude of service provider,1 | |
| 302,Lodi,95240,No,No,No,1052.4,172.56,No,No,45755,89.75,1224.96,5671,0.0,0,57,Female,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.38,6,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,No,No,0,Offer D,3,Attitude,Yes,Churned,97,Attitude of support person,1 | |
| 303,Valley Springs,95252,Yes,No,No,5610.25,2844.0,No,No,11266,94.4,8454.25,4990,0.0,0,33,Male,Yes,0,One year,60,Yes,No,Fiber optic,Cable,Yes,47.4,29,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,9,Offer B,2,Attitude,Yes,Churned,99,Attitude of support person,1 | |
| 304,West Point,95255,No,No,No,19.85,31.77,No internet service,No internet service,2198,19.85,51.620000000000005,3874,0.0,0,32,Male,No,0,Month-to-month,1,Yes,No,No,,No,31.77,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 305,Atwater,95301,No,No,No,669.45,122.16,Yes,Yes,27808,109.9,791.61,5750,0.0,0,55,Female,No,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.36,10,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,69,Attitude of service provider,1 | |
| 306,Big Oak Flat,95305,No,No,No,1553.95,688.8000000000001,Yes,Yes,167,101.35,2242.75,3025,0.0,0,42,Male,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,45.92,12,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer D,2,Attitude,Yes,Churned,99,Attitude of service provider,1 | |
| 307,Columbia,95310,No,Yes,No,1236.15,727.02,No,Yes,2144,60.05,1963.17,4716,0.0,0,80,Male,No,0,Month-to-month,21,Yes,No,DSL,DSL,Yes,34.62,14,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,70,Attitude of service provider,1 | |
| 308,Delhi,95315,No,No,Yes,60.15,33.48,No,No,10159,60.15,113.63,4611,0.0,20,19,Female,No,0,Month-to-month,1,Yes,Yes,DSL,Cable,No,33.48,59,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,91,Attitude of support person,1 | |
| 309,Hickman,95323,No,No,No,593.45,251.36999999999998,No,Yes,1055,90.45,844.82,5356,0.0,0,31,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.91,27,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,98,Competitor made better offer,1 | |
| 310,Long Barn,95335,Yes,No,No,4867.95,835.81,No,No,683,94.25,5703.76,5414,0.0,0,48,Male,Yes,0,One year,53,Yes,No,Fiber optic,Fiber Optic,Yes,15.77,9,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer B,3,Other,Yes,Churned,96,Moved,1 | |
| 311,Mariposa,95338,No,No,Yes,74.9,1.84,No,No,10226,74.9,76.74000000000001,2548,0.0,0,26,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.84,76,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer E,3,Other,Yes,Churned,84,Moved,1 | |
| 312,Mi Wuk Village,95346,No,No,No,80.25,32.92,No,No,1278,80.25,113.17,2502,0.0,0,34,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,32.92,3,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Other,Yes,Churned,69,Moved,1 | |
| 313,Modesto,95350,Yes,No,No,1149.65,764.49,No,No,52872,69.0,1914.14,3368,0.0,0,58,Male,Yes,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,44.97,11,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer D,2,Competitor,Yes,Churned,77,Competitor offered higher download speeds,1 | |
| 314,Modesto,95351,Yes,No,No,740.8,172.59,Yes,No,47536,66.35,913.39,2860,0.0,0,62,Female,Yes,0,Month-to-month,11,Yes,Yes,DSL,DSL,Yes,15.69,12,Yes,Electronic check,No,No,No,Yes,No,Yes,Yes,Yes,1,Offer D,1,Competitor,Yes,Churned,91,Competitor offered higher download speeds,1 | |
| 315,Modesto,95356,No,No,No,1532.45,387.79,No,No,26055,86.0,1950.24,4857,0.0,30,58,Male,No,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,No,20.41,11,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,98,Competitor offered higher download speeds,1 | |
| 316,Modesto,95357,Yes,No,No,250.05,145.14000000000001,No,No,13343,80.3,395.19000000000005,3212,0.0,0,37,Female,Yes,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,48.38,14,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,72,Competitor offered higher download speeds,1 | |
| 317,Oakdale,95361,No,No,No,2282.55,862.3199999999999,No,No,25384,90.55,3144.87,5927,0.0,0,40,Male,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.93,5,Yes,Credit card (automatic),No,Yes,No,No,Yes,No,No,No,0,,2,Other,Yes,Churned,67,Don't know,1 | |
| 318,Riverbank,95367,No,No,No,143.35,53.74,No,No,16525,75.9,197.09,2101,0.0,0,30,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.87,52,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,86,Don't know,1 | |
| 319,Salida,95368,Yes,No,No,45.85,14.9,No,No,12466,45.85,60.75,3706,0.0,0,47,Male,Yes,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,14.9,6,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,,2,Other,Yes,Churned,73,Don't know,1 | |
| 320,Snelling,95369,Yes,No,No,810.2,0.0,Yes,No,1158,49.95,810.2,4840,0.0,0,36,Female,Yes,0,Month-to-month,16,No,No phone service,DSL,DSL,Yes,0.0,29,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,Yes,1,Offer D,1,Other,Yes,Churned,78,Don't know,1 | |
| 321,Turlock,95382,Yes,No,No,2564.3,457.29999999999995,No,No,24708,78.3,3021.6000000000004,2777,0.0,0,36,Male,Yes,0,Month-to-month,34,Yes,No,Fiber optic,Fiber Optic,Yes,13.45,12,No,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,3,Other,Yes,Churned,77,Don't know,1 | |
| 322,Westley,95387,No,No,No,228.4,115.14000000000001,No,No,899,76.95,353.54,4428,0.0,10,44,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,No,38.38,23,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,92,Don't know,1 | |
| 323,Yosemite National Park,95389,No,Yes,No,1529.2,620.0,No,No,1750,96.15,2149.2,5913,0.0,0,76,Female,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.75,16,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,2,Other,Yes,Churned,96,Don't know,1 | |
| 324,Santa Rosa,95407,No,No,No,45.3,34.37,No,No,30876,45.3,79.66999999999999,4568,0.0,0,49,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,34.37,28,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,Other,Yes,Churned,66,Don't know,1 | |
| 325,Santa Rosa,95409,No,No,No,289.3,497.1,No internet service,No internet service,25718,19.4,786.4000000000001,5379,0.0,0,47,Female,No,0,Month-to-month,15,Yes,No,No,,No,33.14,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,1,Price,Yes,Churned,87,Don't know,1 | |
| 326,Branscomb,95417,No,No,No,987.95,245.95999999999998,Yes,No,176,90.15,1233.91,5250,0.0,0,46,Female,No,0,Month-to-month,11,Yes,Yes,Fiber optic,Cable,Yes,22.36,3,No,Electronic check,No,No,No,Yes,Yes,No,No,No,0,Offer D,1,Competitor,Yes,Churned,66,Competitor offered higher download speeds,1 | |
| 327,Caspar,95420,No,No,Yes,45.05,48.03,No,No,333,45.05,93.08,4094,0.0,0,23,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,48.03,73,No,Mailed check,No,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,98,Network reliability,1 | |
| 328,Clearlake,95422,No,No,No,75.8,14.48,No,No,13485,75.8,90.28,3940,0.0,0,53,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,14.48,26,No,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,70,Network reliability,1 | |
| 329,Cloverdale,95425,No,No,No,523.15,134.47,No,No,9210,79.3,667.62,3830,0.0,10,54,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,No,19.21,16,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,69,Network reliability,1 | |
| 330,Comptche,95427,No,No,No,59.05,0.0,Yes,No,371,30.9,59.05,2860,0.0,0,53,Female,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,18,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,98,Network reliability,1 | |
| 331,Eldridge,95431,No,Yes,No,4424.2,281.98,No,No,363,95.25,4706.18,3180,0.0,0,73,Female,No,0,One year,46,Yes,No,Fiber optic,Fiber Optic,Yes,6.13,30,No,Credit card (automatic),No,Yes,No,No,Yes,Yes,No,No,0,,2,Competitor,Yes,Churned,90,Network reliability,1 | |
| 332,Fulton,95439,Yes,Yes,No,6127.6,1640.84,No,No,476,89.6,7768.4400000000005,5651,0.0,0,70,Female,Yes,0,Month-to-month,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.13,24,Yes,Bank transfer (automatic),No,Yes,No,No,No,Yes,No,Yes,1,Offer A,1,Competitor,Yes,Churned,69,Network reliability,1 | |
| 333,Gualala,95445,Yes,No,No,6448.05,1339.89,No,Yes,1916,110.15,7787.9400000000005,4601,0.0,0,43,Male,Yes,0,One year,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.71,26,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer B,1,Dissatisfaction,Yes,Churned,97,Network reliability,1 | |
| 334,Nice,95464,Yes,Yes,No,676.7,95.41000000000001,No,No,2223,89.5,772.11,3077,0.0,0,75,Male,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,13.63,27,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,1,Offer E,2,Dissatisfaction,Yes,Churned,89,Network reliability,1 | |
| 335,Rio Nido,95471,Yes,No,Yes,632.95,42.72,No,No,298,75.0,675.6700000000001,2587,0.0,0,20,Male,Yes,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,5.34,42,No,Electronic check,Yes,No,No,No,No,No,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,80,Network reliability,1 | |
| 336,Ukiah,95482,No,No,No,270.95,246.95999999999998,No,No,30988,44.75,527.91,2087,0.0,10,35,Male,No,0,Month-to-month,6,Yes,No,DSL,Cable,No,41.16,10,No,Electronic check,No,No,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,78,Network reliability,1 | |
| 337,Witter Springs,95493,Yes,No,No,483.7,273.13,No,No,240,44.05,756.8299999999999,3200,0.0,0,41,Female,Yes,0,Month-to-month,11,Yes,No,DSL,DSL,Yes,24.83,30,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer D,1,Competitor,Yes,Churned,84,Network reliability,1 | |
| 338,Alderpoint,95511,Yes,Yes,No,1345.55,678.75,No,No,261,85.6,2024.3,4981,0.0,0,74,Male,Yes,0,Month-to-month,15,Yes,Yes,Fiber optic,Cable,Yes,45.25,22,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,No,Yes,1,,1,Competitor,Yes,Churned,83,Network reliability,1 | |
| 339,Mckinleyville,95519,No,No,No,8127.6,714.7,Yes,Yes,15921,115.55,8842.300000000001,4838,0.0,0,30,Female,No,0,One year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.21,52,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,1,Dissatisfaction,Yes,Churned,87,Network reliability,1 | |
| 340,Bayside,95524,No,Yes,No,1281,306.88,No,No,1689,86.6,1587.88,2508,0.0,0,76,Male,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.18,22,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Dissatisfaction,Yes,Churned,81,Network reliability,1 | |
| 341,Blue Lake,95525,No,No,Yes,1553.9,439.2,No,No,1584,85.2,1993.1000000000001,3326,0.0,0,27,Female,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.4,71,Yes,Electronic check,No,No,No,No,Yes,No,Yes,No,0,,3,Other,Yes,Churned,77,Don't know,1 | |
| 342,Bridgeville,95526,Yes,No,No,3207.55,1473.22,No,No,695,97.65,4680.77,3979,0.0,0,35,Female,Yes,0,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.33,16,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,2,Other,Yes,Churned,87,Don't know,1 | |
| 343,Crescent City,95531,Yes,No,No,5124.55,358.14,Yes,Yes,23792,109.55,5482.6900000000005,5863,0.0,0,54,Male,Yes,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,No,7.62,20,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,2,Competitor,Yes,Churned,90,Don't know,1 | |
| 344,Ferndale,95536,Yes,No,No,3474.45,1377.48,Yes,Yes,2965,89.55,4851.93,3849,0.0,0,50,Female,Yes,0,One year,39,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.32,30,Yes,Electronic check,No,Yes,Yes,Yes,No,No,No,Yes,1,,2,Dissatisfaction,Yes,Churned,65,Poor expertise of online support,1 | |
| 345,Honeydew,95545,No,No,No,19.45,48.96,No internet service,No internet service,82,19.45,68.41,5687,0.0,0,42,Male,No,0,Month-to-month,1,Yes,No,No,,No,48.96,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,78,Poor expertise of phone support,1 | |
| 346,Korbel,95550,Yes,No,No,76.35,49.72,No internet service,No internet service,155,20.35,126.07,4133,0.0,0,34,Female,Yes,0,Month-to-month,4,Yes,No,No,,No,12.43,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,81,Competitor had better devices,1 | |
| 347,Loleta,95551,No,Yes,No,69.25,29.68,No,No,1447,69.25,98.93,4371,0.0,0,75,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Cable,Yes,29.68,18,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,75,Competitor offered higher download speeds,1 | |
| 348,Miranda,95553,Yes,No,No,5961.1,634.84,No,Yes,867,99.5,6595.9400000000005,6098,0.0,0,33,Male,Yes,0,One year,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.76,5,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer B,3,Competitor,Yes,Churned,76,Competitor offered more data,1 | |
| 349,Rio Dell,95562,No,Yes,No,25.2,0.0,No,No,3284,25.2,25.2,5688,0.0,0,74,Female,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,5,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,67,Competitor made better offer,1 | |
| 350,Salyer,95563,No,No,No,96.45,34.5,No,No,660,45.0,160.95,5704,0.0,30,44,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,No,17.25,3,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,93,Competitor had better devices,1 | |
| 351,Smith River,95567,No,No,No,20.15,40.51,No internet service,No internet service,2020,20.15,60.66,4103,0.0,0,35,Male,No,0,Month-to-month,1,Yes,No,No,,No,40.51,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Price,Yes,Churned,70,Competitor had better devices,1 | |
| 352,Somes Bar,95568,Yes,No,Yes,7133.25,480.48,No,Yes,202,105.0,7613.73,5723,0.0,0,28,Male,Yes,0,Month-to-month,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.28,51,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer A,1,Competitor,Yes,Churned,96,Competitor offered higher download speeds,1 | |
| 353,Trinidad,95570,No,No,No,169.45,8.64,No,No,2369,54.7,178.08999999999997,3335,0.0,0,58,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,2.88,17,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,66,Competitor offered higher download speeds,1 | |
| 354,Whitethorn,95589,Yes,No,No,1258.6,408.52,No,Yes,743,87.25,1667.12,4786,0.0,0,49,Female,Yes,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.18,19,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,78,Competitor offered higher download speeds,1 | |
| 355,Amador City,95601,Yes,No,No,857.2,113.0,No,No,222,79.95,970.2,5640,0.0,0,38,Male,Yes,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,11.3,4,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,68,Competitor offered more data,1 | |
| 356,Carmichael,95608,No,No,No,1639.3,228.06,Yes,No,58830,88.35,1867.36,5727,0.0,0,47,Female,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.67,23,Yes,Electronic check,No,No,No,Yes,Yes,No,No,No,0,,3,Competitor,Yes,Churned,96,Competitor offered more data,1 | |
| 357,Davis,95616,No,No,No,889.9,90.63,No,No,67411,94.75,1010.53,2893,0.0,30,34,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,No,10.07,26,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,83,Competitor offered more data,1 | |
| 358,Davis,95618,No,Yes,No,1290,247.39000000000001,No,No,648,95.05,1537.39,2230,0.0,0,73,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.03,24,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,97,Competitor made better offer,1 | |
| 359,Diamond Springs,95619,No,No,Yes,330.05,168.24,No,No,4426,78.45,498.29,5048,0.0,0,28,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.06,58,No,Electronic check,No,Yes,No,No,No,No,Yes,No,0,Offer E,1,Competitor,Yes,Churned,67,Competitor made better offer,1 | |
| 360,Dixon,95620,No,No,No,237.95,52.08,No,No,18529,70.2,290.03,5094,0.0,0,43,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,13.02,15,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,92,Competitor had better devices,1 | |
| 361,Elk Grove,95624,Yes,No,Yes,2452.7,0.0,No,No,38534,41.05,2452.7,4324,0.0,0,23,Male,Yes,0,Month-to-month,59,No,No phone service,DSL,DSL,Yes,0.0,69,Yes,Bank transfer (automatic),No,Yes,No,No,No,Yes,Yes,Yes,1,Offer B,2,Competitor,Yes,Churned,70,Competitor offered higher download speeds,1 | |
| 362,Elmira,95625,Yes,No,No,813.85,301.0,No,No,171,85.6,1114.85,5146,0.0,0,63,Male,Yes,0,Month-to-month,10,Yes,Yes,Fiber optic,Cable,Yes,30.1,29,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,2,Competitor,Yes,Churned,70,Competitor offered more data,1 | |
| 363,Folsom,95630,No,Yes,No,79.2,20.06,No,No,51855,79.2,99.26,4363,0.0,0,69,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,20.06,24,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Competitor,Yes,Churned,76,Competitor made better offer,1 | |
| 364,Greenwood,95635,No,No,No,347.4,226.25,No,Yes,1140,70.0,583.65,2673,0.0,10,39,Male,No,0,One year,5,Yes,No,DSL,DSL,No,45.25,22,Yes,Mailed check,No,No,Yes,No,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,77,Competitor had better devices,1 | |
| 365,Jackson,95642,No,No,No,49.95,43.49,No,No,6202,49.95,93.44,2041,0.0,0,51,Female,No,0,Month-to-month,1,Yes,Yes,DSL,Cable,Yes,43.49,4,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,71,Competitor had better devices,1 | |
| 366,Knights Landing,95645,Yes,No,Yes,1554,706.42,No,No,1793,69.25,2260.42,2159,0.0,0,19,Female,Yes,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,32.11,52,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,85,Competitor offered higher download speeds,1 | |
| 367,Madison,95653,Yes,Yes,No,3217.55,97.92,No,Yes,844,94.25,3315.4700000000003,3369,0.0,0,75,Female,Yes,0,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.88,4,Yes,Electronic check,No,Yes,Yes,No,No,Yes,No,Yes,1,,1,Competitor,Yes,Churned,88,Competitor offered higher download speeds,1 | |
| 368,Orangevale,95662,Yes,No,No,3001.2,652.3100000000001,No,Yes,32040,73.0,3653.5099999999998,2041,0.0,0,34,Male,Yes,0,One year,41,Yes,Yes,DSL,DSL,Yes,15.91,29,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 369,Penryn,95663,No,No,No,6254.2,1800.32,No,Yes,2048,100.05,8054.5199999999995,5452,0.0,0,39,Female,No,0,One year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.13,18,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,69,Competitor offered more data,1 | |
| 370,Pleasant Grove,95668,No,Yes,No,442.85,50.72,No,Yes,901,99.8,493.57000000000005,2268,0.0,0,65,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,12.68,10,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,89,Competitor offered more data,1 | |
| 371,Plymouth,95669,No,No,Yes,553,0.0,No,No,2220,35.0,623.0,2649,0.0,70,27,Female,No,0,Month-to-month,18,No,No phone service,DSL,DSL,No,0.0,85,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,2,Competitor,Yes,Churned,76,Competitor offered more data,1 | |
| 372,Rio Linda,95673,No,No,Yes,76,35.01,No,No,14010,76.0,111.00999999999999,2567,0.0,0,20,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.01,52,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,72,Competitor made better offer,1 | |
| 373,Sheridan,95681,No,Yes,No,170.85,38.54,No,No,1219,93.85,209.39,4193,0.0,0,77,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.27,18,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,3,Other,Yes,Churned,72,Don't know,1 | |
| 374,Sloughhouse,95683,Yes,No,No,1308.4,424.5,No,Yes,4731,84.3,1732.9,4003,0.0,0,36,Female,Yes,0,Month-to-month,15,Yes,No,Fiber optic,Cable,Yes,28.3,28,Yes,Electronic check,No,No,Yes,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,86,Competitor had better devices,1 | |
| 375,Wheatland,95692,No,Yes,No,732.5,277.2,No,No,3600,84.4,1009.7,5745,0.0,0,67,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.8,18,Yes,Credit card (automatic),No,No,No,No,No,Yes,No,No,0,,2,Attitude,Yes,Churned,83,Competitor offered higher download speeds,1 | |
| 376,Winters,95694,Yes,No,No,1504.05,610.5,No,Yes,8406,101.1,2114.55,2055,0.0,0,62,Male,Yes,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.7,29,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,97,Competitor offered more data,1 | |
| 377,Colfax,95713,No,No,No,50.45,28.25,No,No,8525,50.45,78.7,2928,0.0,0,37,Male,No,0,Month-to-month,1,Yes,Yes,DSL,Cable,Yes,28.25,9,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,68,Competitor made better offer,1 | |
| 378,Meadow Vista,95722,No,No,Yes,1132.75,337.92,Yes,No,3747,99.95,1590.67,5598,0.0,120,20,Male,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,No,28.16,42,Yes,Mailed check,No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,80,Competitor had better devices,1 | |
| 379,Soda Springs,95728,No,No,No,193.6,79.24,No,Yes,88,91.4,272.84,5100,0.0,0,50,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.62,7,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,80,Competitor had better devices,1 | |
| 380,Rancho Cordova,95742,No,Yes,No,349.65,211.64999999999998,No,Yes,299,75.55,561.3,4028,0.0,0,78,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,42.33,9,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 381,Sacramento,95815,No,No,Yes,332.45,169.32,Yes,No,25355,80.8,501.77,5436,0.0,0,28,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.33,76,No,Credit card (automatic),No,No,No,Yes,No,No,Yes,No,0,,2,Competitor,Yes,Churned,72,Competitor offered higher download speeds,1 | |
| 382,Sacramento,95824,Yes,No,No,1534.75,605.28,No,No,30580,100.0,2140.0299999999997,3794,0.0,0,61,Female,Yes,0,Month-to-month,16,Yes,Yes,Fiber optic,Cable,Yes,37.83,26,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,68,Competitor offered higher download speeds,1 | |
| 383,Sacramento,95826,No,No,No,20.55,15.91,No internet service,No internet service,38818,20.55,36.46,5636,0.0,0,53,Male,No,0,Month-to-month,1,Yes,No,No,,No,15.91,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,87,Competitor offered more data,1 | |
| 384,Sacramento,95828,No,No,No,424.15,182.60000000000002,No,Yes,54880,85.3,606.75,2264,0.0,0,30,Male,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.52,27,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,81,Competitor offered more data,1 | |
| 385,Sacramento,95831,No,No,Yes,281,164.48,No,No,42832,70.4,515.48,4494,0.0,70,19,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,No,41.12,42,No,Electronic check,No,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,88,Competitor offered more data,1 | |
| 386,Sacramento,95838,No,No,Yes,3475.55,1136.6399999999999,Yes,No,34894,98.8,4612.1900000000005,3066,0.0,0,27,Male,No,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.72,42,No,Bank transfer (automatic),No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,82,Competitor made better offer,1 | |
| 387,Antelope,95843,Yes,No,No,896.75,37.96,No,No,36432,74.4,934.71,3687,0.0,0,36,Male,Yes,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.92,21,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,89,Competitor made better offer,1 | |
| 388,Sacramento,95864,No,No,No,2407.3,904.56,No,Yes,23362,98.75,3311.86,4016,0.0,0,35,Female,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.69,18,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,85,Competitor had better devices,1 | |
| 389,Arbuckle,95912,Yes,No,No,6547.7,2863.9500000000003,No,No,4796,106.0,9411.65,4334,0.0,0,52,Male,Yes,0,One year,61,Yes,Yes,Fiber optic,Cable,Yes,46.95,21,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,92,Competitor offered higher download speeds,1 | |
| 390,Bangor,95914,No,No,Yes,4346.4,1957.3400000000001,No,Yes,626,104.7,6303.74,3316,0.0,0,21,Male,No,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.74,48,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,84,Competitor offered more data,1 | |
| 2109,Escondido,92025,Yes,No,No,422.3,270.63,No,No,49281,48.6,672.48,4562,20.45,0,31,Female,Yes,0,One year,9,Yes,No,DSL,DSL,Yes,30.07,30,No,Mailed check,Yes,No,No,No,No,No,No,Yes,9,Offer E,3,,No,Stayed,46,,0 | |
| 391,Canyon Dam,95923,No,Yes,No,2082.95,883.96,No,No,86,96.7,3066.91,4458,0.0,100,65,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,No,40.18,8,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,93,Competitor made better offer,1 | |
| 392,Challenge,95925,No,No,No,102.75,85.1,Yes,No,262,55.05,187.85,5855,0.0,0,47,Female,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,42.55,30,Yes,Credit card (automatic),No,Yes,No,Yes,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,81,Competitor had better devices,1 | |
| 393,Dobbins,95935,No,Yes,No,1775.8,759.43,No,No,614,88.2,2535.23,5683,0.0,0,74,Male,No,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.97,9,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer D,1,Competitor,Yes,Churned,69,Competitor had better devices,1 | |
| 394,Dunnigan,95937,Yes,No,No,145,369.04,No internet service,No internet service,19,19.75,514.04,2247,0.0,0,44,Female,Yes,0,One year,8,Yes,No,No,,No,46.13,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,3,Price,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 395,Forest Ranch,95942,No,Yes,No,1146.65,695.7,No,No,1351,75.65,1842.3500000000001,2099,0.0,0,70,Male,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.38,19,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,3,Attitude,Yes,Churned,96,Competitor offered higher download speeds,1 | |
| 396,Grass Valley,95949,No,Yes,No,74.7,11.34,No,No,17922,74.7,86.04,3348,0.0,0,69,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.34,20,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,88,Competitor offered higher download speeds,1 | |
| 397,Magalia,95954,No,No,No,1313.55,520.37,No,Yes,11168,76.65,1833.92,3182,0.0,0,62,Male,No,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,30.61,7,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,2,Competitor,Yes,Churned,87,Competitor offered more data,1 | |
| 398,Nevada City,95959,No,Yes,No,25.8,0.0,No,No,17269,25.8,45.8,3884,0.0,20,76,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,No,0.0,26,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,97,Competitor offered more data,1 | |
| 399,Oroville,95966,No,No,No,72.4,0.0,No,No,28382,42.6,72.4,4648,0.0,0,49,Female,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,21,Yes,Electronic check,Yes,Yes,No,No,No,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,79,Competitor offered more data,1 | |
| 400,Princeton,95970,No,No,No,1970.5,29.580000000000002,No,Yes,495,68.85,2000.08,5449,0.0,0,45,Female,No,0,Month-to-month,29,Yes,No,DSL,DSL,Yes,1.02,19,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,79,Competitor made better offer,1 | |
| 401,Strawberry Valley,95981,Yes,No,No,190.05,93.84,Yes,Yes,101,90.0,283.89,3902,0.0,0,51,Male,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,46.92,7,No,Credit card (automatic),No,No,Yes,Yes,No,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,99,Competitor made better offer,1 | |
| 402,Twain,95984,No,No,No,1025.95,262.35999999999996,No,Yes,73,75.35,1288.31,4995,0.0,0,42,Female,No,0,Month-to-month,14,Yes,No,Fiber optic,Cable,Yes,18.74,20,No,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer D,2,Attitude,Yes,Churned,71,Attitude of service provider,1 | |
| 403,Yuba City,95993,No,No,No,819.55,26.16,No,No,27786,100.85,845.7099999999999,3849,0.0,0,56,Male,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.27,6,No,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,2,Attitude,Yes,Churned,97,Attitude of service provider,1 | |
| 404,Anderson,96007,Yes,No,No,330.15,85.39999999999999,No,No,21418,69.95,415.54999999999995,2969,0.0,0,55,Female,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,17.08,10,No,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,2,Attitude,Yes,Churned,81,Attitude of service provider,1 | |
| 405,Big Bend,96011,Yes,No,No,6873.75,121.58999999999999,No,Yes,265,107.5,7055.34,6144,0.0,60,50,Female,Yes,0,One year,63,Yes,Yes,Fiber optic,Fiber Optic,No,1.93,21,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,Attitude,Yes,Churned,96,Attitude of support person,1 | |
| 406,Callahan,96014,No,No,No,45.85,44.75,No,No,290,45.85,90.6,5930,0.0,0,58,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,44.75,12,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,94,Attitude of support person,1 | |
| 407,Corning,96021,Yes,No,No,5769.75,1594.77,No,Yes,13840,106.1,7364.52,4471,0.0,0,44,Female,Yes,0,One year,53,Yes,No,Fiber optic,Fiber Optic,Yes,30.09,11,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,Attitude,Yes,Churned,94,Attitude of support person,1 | |
| 408,Cottonwood,96022,No,No,Yes,91.7,17.23,Yes,No,12348,91.7,108.93,4319,0.0,0,20,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,17.23,52,No,Electronic check,No,Yes,No,Yes,Yes,No,Yes,No,0,Offer E,3,Attitude,Yes,Churned,71,Attitude of service provider,1 | |
| 409,Douglas City,96024,No,No,No,1555.65,303.84,No,Yes,960,95.6,1859.49,5915,0.0,0,39,Female,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.99,30,Yes,Credit card (automatic),No,Yes,Yes,No,No,Yes,Yes,No,0,Offer D,1,Attitude,Yes,Churned,96,Attitude of service provider,1 | |
| 410,Fall River Mills,96028,No,No,No,74.95,30.07,No,No,1902,74.95,105.02000000000001,2591,0.0,0,59,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.07,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,82,Attitude of service provider,1 | |
| 411,Fort Jones,96032,No,Yes,No,898.35,413.7,No,No,2345,95.35,1312.05,5353,0.0,0,71,Male,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.37,14,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer D,1,Competitor,Yes,Churned,75,Attitude of support person,1 | |
| 412,Hayfork,96041,No,Yes,No,127.1,90.42,No,No,2511,45.0,227.51999999999998,4145,0.0,10,76,Female,No,0,Month-to-month,3,Yes,No,DSL,DSL,No,30.14,6,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,77,Competitor made better offer,1 | |
| 413,Igo,96047,No,No,No,6710.5,1704.1200000000001,No,Yes,911,99.5,8414.62,4001,0.0,0,62,Male,No,0,Month-to-month,66,Yes,No,Fiber optic,Cable,Yes,25.82,26,No,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer A,2,Other,Yes,Churned,73,Moved,1 | |
| 414,Klamath River,96050,Yes,No,No,1704.95,91.80000000000001,Yes,Yes,482,98.6,1796.75,5160,0.0,0,38,Female,Yes,0,One year,17,Yes,No,Fiber optic,Fiber Optic,Yes,5.4,8,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer D,2,Competitor,Yes,Churned,91,Moved,1 | |
| 415,Lakehead,96051,No,No,No,415.95,15.680000000000001,Yes,No,1236,59.5,431.63,4661,0.0,0,54,Female,No,0,Month-to-month,7,Yes,No,DSL,DSL,Yes,2.24,22,Yes,Mailed check,No,No,No,Yes,Yes,No,No,No,0,Offer E,3,Other,Yes,Churned,91,Moved,1 | |
| 416,Lewiston,96052,Yes,Yes,No,950.2,83.64,No,No,1845,80.45,1033.8400000000001,5374,0.0,0,77,Male,Yes,0,Month-to-month,12,Yes,No,Fiber optic,Fiber Optic,Yes,6.97,19,Yes,Electronic check,No,No,No,No,No,Yes,No,Yes,1,Offer D,2,Competitor,Yes,Churned,69,Competitor made better offer,1 | |
| 417,Nubieber,96068,Yes,No,No,3384,1428.8400000000001,No,No,240,77.95,4812.84,5396,0.0,0,53,Female,Yes,0,Month-to-month,42,Yes,No,Fiber optic,Fiber Optic,Yes,34.02,18,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,82,Competitor made better offer,1 | |
| 418,Palo Cedro,96073,No,Yes,No,165.4,13.02,No,No,4931,74.7,178.42000000000002,2803,0.0,0,74,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,6.51,11,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 419,Round Mountain,96084,No,Yes,No,88.8,49.6,No,Yes,459,88.8,148.4,3106,0.0,10,77,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,No,49.6,20,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,91,Competitor made better offer,1 | |
| 420,Seiad Valley,96086,No,No,No,2755.35,901.8,No,No,332,90.25,3657.1499999999996,5654,0.0,0,33,Male,No,0,Month-to-month,30,Yes,No,Fiber optic,Fiber Optic,Yes,30.06,19,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,84,Competitor made better offer,1 | |
| 421,Shasta,96087,No,No,No,994.55,713.55,No,No,528,64.65,1708.1,4780,0.0,0,51,Female,No,0,Month-to-month,15,Yes,Yes,DSL,DSL,Yes,47.57,26,Yes,Bank transfer (automatic),Yes,No,No,No,No,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,89,Competitor made better offer,1 | |
| 422,Vina,96092,Yes,Yes,No,1169.35,19.11,Yes,No,439,89.05,1188.4599999999998,3861,0.0,0,76,Male,Yes,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,1.47,5,Yes,Bank transfer (automatic),No,Yes,No,Yes,No,Yes,No,Yes,1,Offer D,1,Competitor,Yes,Churned,82,Competitor made better offer,1 | |
| 423,Alturas,96101,Yes,No,No,5918.8,1902.8,No,Yes,5096,87.4,7821.6,4421,0.0,0,34,Male,Yes,0,One year,67,Yes,Yes,Fiber optic,Cable,Yes,28.4,10,No,Electronic check,No,Yes,Yes,No,No,No,No,Yes,1,Offer A,2,Competitor,Yes,Churned,65,Competitor made better offer,1 | |
| 424,Davis Creek,96108,No,Yes,No,2293.6,716.9100000000001,No,No,104,94.75,3010.51,2740,0.0,0,77,Female,No,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,31.17,23,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,No,0,Offer D,2,Competitor,Yes,Churned,95,Competitor made better offer,1 | |
| 425,Fort Bidwell,96112,No,No,No,3029.1,667.45,No,No,231,86.45,3696.55,5874,0.0,0,32,Female,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.07,17,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,68,Competitor made better offer,1 | |
| 426,Lake City,96115,Yes,No,Yes,5508.35,1072.96,No,No,124,98.25,6731.31,4886,0.0,150,21,Female,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,No,19.16,48,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,97,Competitor made better offer,1 | |
| 427,Likely,96116,Yes,No,No,655.9,285.75,No,Yes,277,75.75,941.65,5105,0.0,0,46,Female,Yes,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,31.75,25,Yes,Bank transfer (automatic),No,No,Yes,No,No,No,No,Yes,1,Offer E,3,Competitor,Yes,Churned,96,Competitor made better offer,1 | |
| 428,Portola,96122,Yes,Yes,No,1463.45,625.94,No,Yes,4236,85.35,2089.3900000000003,3209,0.0,0,80,Female,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.82,6,Yes,Bank transfer (automatic),Yes,No,Yes,No,No,No,No,Yes,1,Offer D,1,Competitor,Yes,Churned,70,Competitor made better offer,1 | |
| 429,Ravendale,96123,No,No,No,5082.8,1187.04,No,Yes,61,106.1,6269.84,5898,0.0,0,55,Male,No,0,One year,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.73,4,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Other,Yes,Churned,69,Competitor made better offer,1 | |
| 430,Topaz,96133,No,Yes,No,770.6,695.81,No,No,116,45.05,1466.4099999999999,3797,0.0,0,68,Male,No,0,Month-to-month,17,Yes,No,DSL,DSL,Yes,40.93,2,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,65,Extra data charges,1 | |
| 431,Homewood,96141,No,No,Yes,3587.25,271.66,No,Yes,858,109.8,3858.91,3410,0.0,0,23,Female,No,0,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.99,76,Yes,Mailed check,Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,78,Extra data charges,1 | |
| 432,Tahoma,96142,No,Yes,No,3541.35,400.26,No,No,1291,84.65,3941.6099999999997,4871,0.0,0,79,Female,No,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.53,17,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Competitor,Yes,Churned,76,Extra data charges,1 | |
| 433,Tahoe City,96145,Yes,No,No,868.5,146.63,No,No,4002,79.5,1065.13,3469,0.0,50,61,Male,Yes,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,No,13.33,19,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,Yes,1,Offer D,1,Competitor,Yes,Churned,68,Extra data charges,1 | |
| 434,South Lake Tahoe,96150,No,No,No,85.8,34.47,No,No,33038,85.8,120.27,2850,0.0,0,30,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.47,59,No,Mailed check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,99,Extra data charges,1 | |
| 435,Truckee,96161,No,Yes,No,79.1,42.3,No,No,15783,79.1,121.39999999999999,5001,0.0,0,65,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,42.3,16,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Competitor,Yes,Churned,84,Extra data charges,1 | |
| 436,Los Angeles,90004,Yes,No,Yes,134.5,133.38,No,No,67852,44.3,267.88,4903,0.0,0,19,Female,Yes,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,44.46,51,No,Mailed check,No,No,No,No,No,No,Yes,Yes,1,Offer E,2,Price,Yes,Churned,88,Extra data charges,1 | |
| 437,Los Angeles,90007,Yes,No,No,5341.8,1044.0,No,Yes,45025,105.95,6385.8,5536,0.0,0,37,Male,Yes,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.88,13,No,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,79,Extra data charges,1 | |
| 438,Los Angeles,90012,No,No,No,324.6,155.7,No,No,30596,69.75,480.3,3965,0.0,0,32,Male,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,31.14,5,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,99,Extra data charges,1 | |
| 439,Los Angeles,90013,Yes,No,No,4812.75,1075.08,No,No,9732,94.65,5887.83,4747,0.0,0,44,Male,Yes,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.08,9,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,100,Extra data charges,1 | |
| 440,Los Angeles,90014,No,No,No,4399.5,284.28,No,No,3524,96.05,4763.78,2712,0.0,80,57,Female,No,0,Month-to-month,46,Yes,Yes,Fiber optic,Cable,No,6.18,8,No,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,2,Price,Yes,Churned,77,Extra data charges,1 | |
| 441,Los Angeles,90020,No,Yes,No,50.15,39.78,No,Yes,42394,50.15,89.93,3438,0.0,0,68,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,39.78,12,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,98,Extra data charges,1 | |
| 442,Los Angeles,90023,Yes,No,No,4594.95,205.41,Yes,Yes,47487,113.6,4800.36,4963,0.0,0,41,Female,Yes,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.01,10,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Price,Yes,Churned,96,Extra data charges,1 | |
| 443,Los Angeles,90025,No,No,No,2384.15,1285.57,No,No,41175,78.9,3669.7200000000003,3249,0.0,0,37,Female,No,0,Month-to-month,29,Yes,No,Fiber optic,Fiber Optic,Yes,44.33,7,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Price,Yes,Churned,90,Extra data charges,1 | |
| 444,Los Angeles,90037,Yes,No,No,1616.15,580.5799999999999,Yes,No,56709,60.05,2196.73,2039,0.0,0,35,Female,Yes,0,Month-to-month,26,Yes,Yes,DSL,DSL,Yes,22.33,13,Yes,Electronic check,No,Yes,No,Yes,No,No,No,Yes,1,,2,Other,Yes,Churned,71,Don't know,1 | |
| 445,Los Angeles,90045,No,No,No,34.7,0.0,No,No,39334,34.7,34.7,4476,0.0,0,31,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,8,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,3,Other,Yes,Churned,81,Don't know,1 | |
| 446,Los Angeles,90047,No,No,No,264.8,42.839999999999996,No,No,47107,85.3,307.64,4934,0.0,0,46,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.28,21,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Other,Yes,Churned,67,Don't know,1 | |
| 447,Los Angeles,90058,Yes,No,No,6615.15,3218.82,No,Yes,3642,102.45,9963.97,4688,0.0,130,41,Female,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,No,48.77,12,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer A,1,Competitor,Yes,Churned,82,Attitude of support person,1 | |
| 448,Los Angeles,90059,Yes,No,Yes,2200.25,808.9200000000001,No,Yes,38128,104.4,3009.17,5570,0.0,0,22,Female,Yes,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.52,59,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,1,Attitude,Yes,Churned,67,Attitude of support person,1 | |
| 449,Los Angeles,90062,No,No,No,99.75,40.71,No,Yes,29299,99.75,140.46,4214,0.0,0,59,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.71,25,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,93,Attitude of support person,1 | |
| 450,Los Angeles,90066,No,No,No,299.7,115.56,Yes,Yes,55204,74.4,415.26,3633,0.0,0,39,Male,No,0,Month-to-month,4,Yes,No,DSL,DSL,Yes,28.89,3,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,2,Attitude,Yes,Churned,69,Attitude of support person,1 | |
| 451,Culver City,90230,No,No,Yes,639.65,124.74,No,No,31963,74.25,764.39,5393,0.0,0,23,Female,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,13.86,76,Yes,Credit card (automatic),Yes,No,No,No,No,No,Yes,No,0,,1,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 452,Hawthorne,90250,No,No,No,59.85,22.05,No,No,93315,59.85,81.9,4017,0.0,0,50,Male,No,0,Month-to-month,1,Yes,Yes,DSL,Cable,Yes,22.05,28,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Attitude,Yes,Churned,71,Attitude of support person,1 | |
| 453,Hermosa Beach,90254,No,Yes,No,69.6,34.51,No,No,18693,69.6,104.10999999999999,3438,0.0,0,72,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,34.51,15,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,96,Attitude of support person,1 | |
| 454,Lynwood,90262,No,No,No,418.8,0.0,No,No,69850,45.4,438.8,5028,0.0,20,54,Male,No,0,Month-to-month,9,No,No phone service,DSL,Cable,No,0.0,20,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,81,Attitude of support person,1 | |
| 455,Malibu,90265,No,No,No,19.5,32.45,No internet service,No internet service,19630,19.5,51.95,5211,0.0,0,54,Female,No,0,Month-to-month,1,Yes,No,No,,No,32.45,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,77,Attitude of support person,1 | |
| 456,Pacific Palisades,90272,No,No,No,69.9,45.5,No,No,22548,69.9,115.4,3349,0.0,0,56,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,45.5,12,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,88,Attitude of support person,1 | |
| 457,Redondo Beach,90277,No,No,No,183.75,12.4,No,No,34191,87.15,196.15,4149,0.0,0,50,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,6.2,6,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,No,No,0,,2,Other,Yes,Churned,72,Don't know,1 | |
| 458,Marina Del Rey,90292,Yes,No,No,264.85,114.27000000000001,No,No,18058,84.75,379.12,2014,0.0,0,47,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.09,30,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,100,Attitude of support person,1 | |
| 459,Inglewood,90303,No,No,No,1178.4,401.09999999999997,Yes,No,27778,89.95,1579.5,5463,0.0,0,40,Male,No,0,Month-to-month,14,Yes,Yes,Fiber optic,Cable,Yes,28.65,27,Yes,Electronic check,No,No,No,Yes,Yes,No,No,No,0,Offer D,2,Attitude,Yes,Churned,97,Attitude of support person,1 | |
| 460,Buena Park,90620,No,Yes,No,4689.5,1145.95,No,Yes,44442,113.2,5835.45,3380,0.0,0,66,Female,No,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.95,23,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 461,Buena Park,90621,No,Yes,No,1201.15,339.43,No,No,33528,90.5,1650.7400000000002,5394,29.84,140,68,Male,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,No,26.11,4,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,76,Attitude of support person,1 | |
| 462,La Palma,90623,No,No,No,143.65,97.32,No,No,15505,79.0,240.97,5239,0.0,0,33,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,48.66,21,No,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Attitude,Yes,Churned,92,Attitude of support person,1 | |
| 463,Stanton,90680,No,No,No,390.85,161.1,No internet service,No internet service,29694,20.15,551.95,4931,0.0,0,39,Female,No,0,One year,18,Yes,No,No,,No,8.95,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,Attitude,Yes,Churned,85,Attitude of support person,1 | |
| 464,Avalon,90704,No,No,No,71.65,17.54,No,No,3699,71.65,89.19,2377,0.0,0,60,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,17.54,16,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,93,Attitude of support person,1 | |
| 465,Bellflower,90706,No,No,No,77.5,150.64,No internet service,No internet service,72893,20.35,228.14,5984,0.0,0,35,Female,No,0,Month-to-month,4,Yes,No,No,,No,37.66,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 466,Lakewood,90712,No,No,Yes,3264.5,671.08,Yes,Yes,30173,84.25,3935.58,2885,0.0,0,26,Female,No,0,Month-to-month,38,Yes,No,Fiber optic,Fiber Optic,Yes,17.66,41,Yes,Credit card (automatic),No,Yes,Yes,Yes,No,No,Yes,No,0,,2,Attitude,Yes,Churned,70,Attitude of support person,1 | |
| 467,Lomita,90717,No,No,No,947.3,510.59999999999997,No,No,21065,78.1,1457.8999999999999,4741,0.0,0,32,Female,No,0,Month-to-month,12,Yes,No,Fiber optic,Fiber Optic,Yes,42.55,18,No,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer D,3,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 468,Seal Beach,90740,Yes,No,Yes,1761.05,412.49,No,Yes,24180,89.65,2253.54,3046,0.0,80,20,Female,Yes,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,No,21.71,47,No,Mailed check,No,No,Yes,No,No,Yes,Yes,Yes,1,Offer D,3,Attitude,Yes,Churned,74,Attitude of support person,1 | |
| 469,Carson,90745,No,No,No,973.25,373.6,No,No,55486,98.7,1346.85,5561,0.0,0,35,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.36,28,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Attitude,Yes,Churned,68,Attitude of support person,1 | |
| 470,Long Beach,90808,No,No,No,76.35,7.26,No,Yes,37417,76.35,83.61,5613,0.0,0,63,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Cable,Yes,7.26,9,No,Electronic check,No,No,Yes,No,No,No,No,No,0,,2,Attitude,Yes,Churned,67,Attitude of support person,1 | |
| 471,Long Beach,90810,No,No,No,1676.95,769.1199999999999,No,No,35656,79.15,2446.0699999999997,5216,0.0,0,51,Female,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.44,11,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,68,Attitude of support person,1 | |
| 472,Long Beach,90813,Yes,Yes,No,2642.05,191.68,No,No,63136,85.0,2784.16,4584,49.57,0,69,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.99,23,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,94,Attitude of support person,1 | |
| 473,South Pasadena,91030,Yes,Yes,No,2661.1,1587.2,No,No,23984,85.3,4248.3,2712,0.0,0,76,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.6,10,No,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,75,Attitude of support person,1 | |
| 474,Sunland,91040,No,No,No,2697.4,1034.78,No,No,18752,86.55,3732.1800000000003,4198,0.0,0,44,Female,No,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.38,27,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,,3,Attitude,Yes,Churned,74,Attitude of support person,1 | |
| 475,Tujunga,91042,No,No,No,1424.5,34.01,No,No,26753,73.85,1588.51,2251,0.0,130,47,Male,No,0,Month-to-month,19,Yes,No,Fiber optic,Fiber Optic,No,1.79,14,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,Offer D,3,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 476,Glendale,91202,Yes,Yes,No,2572.95,0.0,No,No,21990,44.85,2560.8799999999997,5172,12.07,0,70,Male,Yes,0,Month-to-month,57,No,No phone service,DSL,Cable,Yes,0.0,3,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,2,Attitude,Yes,Churned,82,Attitude of support person,1 | |
| 477,Glendale,91204,No,Yes,No,45.1,15.28,No,No,17015,45.1,60.38,4499,0.0,0,71,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,15.28,14,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,79,Attitude of support person,1 | |
| 478,Glendale,91206,No,No,No,2122.45,594.24,Yes,No,31297,96.0,2716.6899999999996,3068,0.0,0,44,Male,No,0,Month-to-month,24,Yes,No,Fiber optic,Fiber Optic,Yes,24.76,2,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,71,Attitude of support person,1 | |
| 479,Glendale,91207,No,No,No,20.05,12.0,No internet service,No internet service,9864,20.05,32.05,4710,0.0,0,57,Male,No,0,Month-to-month,1,Yes,No,No,,No,12.0,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 480,Agoura Hills,91301,Yes,No,No,6937.95,2722.2000000000003,Yes,Yes,25303,108.65,9660.15,6120,0.0,0,53,Male,Yes,0,Two year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.88,7,No,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,1,Attitude,Yes,Churned,79,Attitude of support person,1 | |
| 481,Newhall,91321,No,No,Yes,402.6,344.4,No,No,30742,45.55,747.0,4097,0.0,0,28,Male,No,0,Month-to-month,10,Yes,No,DSL,Cable,Yes,34.44,69,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer D,1,Attitude,Yes,Churned,67,Attitude of support person,1 | |
| 482,Northridge,91325,Yes,No,No,68.75,0.0,No,No,32307,35.1,78.75,2643,0.0,10,36,Female,Yes,0,Month-to-month,2,No,No phone service,DSL,DSL,No,0.0,12,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer E,2,Attitude,Yes,Churned,78,Attitude of support person,1 | |
| 483,Porter Ranch,91326,No,No,No,46.2,48.58,No,No,28067,46.2,94.78,4167,0.0,0,47,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,48.58,21,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 484,Pacoima,91331,No,No,Yes,45.15,30.92,No,No,97318,45.15,76.07,5828,0.0,0,29,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,30.92,69,No,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer E,3,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 485,Reseda,91335,No,Yes,No,43.3,0.0,No,Yes,68018,43.3,43.3,4972,0.0,0,75,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,26,Yes,Electronic check,No,Yes,Yes,No,No,Yes,No,No,0,Offer E,3,Other,Yes,Churned,91,Don't know,1 | |
| 486,Sylmar,91342,No,Yes,No,2250.65,991.8000000000001,No,No,81986,57.15,3242.4500000000003,3110,0.0,0,67,Female,No,0,Month-to-month,38,Yes,No,DSL,DSL,Yes,26.1,27,Yes,Credit card (automatic),Yes,Yes,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,75,Attitude of support person,1 | |
| 487,Granada Hills,91344,Yes,No,No,1441.1,489.25,No,No,48867,73.2,1930.35,4718,0.0,0,31,Female,Yes,0,Month-to-month,19,Yes,No,Fiber optic,Fiber Optic,Yes,25.75,22,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,1,Offer D,2,Attitude,Yes,Churned,97,Attitude of support person,1 | |
| 488,Mission Hills,91345,No,No,No,4338.6,2502.76,No,No,17112,85.35,6931.360000000001,6402,0.0,90,46,Male,No,0,Month-to-month,52,Yes,No,Fiber optic,Fiber Optic,No,48.13,12,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,,3,Attitude,Yes,Churned,98,Attitude of support person,1 | |
| 489,Canyon Country,91351,No,No,Yes,45.95,5.12,No,No,59259,45.95,51.07,4888,0.0,0,23,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,5.12,30,No,Mailed check,No,No,No,No,No,No,Yes,No,0,Offer E,2,Attitude,Yes,Churned,69,Attitude of support person,1 | |
| 490,Westlake Village,91361,No,No,No,247.25,139.07999999999998,No,No,18735,83.75,386.33,4852,0.0,0,55,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,46.36,4,No,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer E,2,Attitude,Yes,Churned,65,Attitude of support person,1 | |
| 491,Van Nuys,91411,No,No,No,70.05,27.89,No,No,23646,70.05,97.94,2699,0.0,0,38,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,27.89,20,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,69,Attitude of support person,1 | |
| 492,Sherman Oaks,91423,No,No,No,165.45,86.94,No,No,29387,86.0,252.39,4546,0.0,0,61,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.47,30,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,2,Attitude,Yes,Churned,77,Attitude of support person,1 | |
| 493,Burbank,91502,Yes,Yes,No,3653.35,559.3000000000001,Yes,No,11517,100.5,4212.65,4745,0.0,0,65,Female,Yes,0,Month-to-month,35,Yes,Yes,Fiber optic,Cable,Yes,15.98,22,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,No,No,Yes,1,,1,Attitude,Yes,Churned,81,Attitude of support person,1 | |
| 494,North Hollywood,91601,No,No,No,1194.3,751.84,No,No,36625,72.65,1946.1399999999999,2850,0.0,0,35,Female,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.99,17,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,73,Attitude of support person,1 | |
| 495,North Hollywood,91605,Yes,No,No,21,16.66,No internet service,No internet service,57146,21.0,37.66,3753,0.0,0,30,Female,Yes,0,Month-to-month,1,Yes,No,No,,No,16.66,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,2,Attitude,Yes,Churned,90,Attitude of support person,1 | |
| 496,North Hollywood,91606,No,Yes,No,45.1,15.24,No,No,45358,45.1,60.34,2740,0.0,0,80,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,15.24,14,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,70,Attitude of support person,1 | |
| 497,Chino,91710,Yes,Yes,No,1527.5,139.5,No,No,75319,50.4,1667.0,4795,0.0,0,71,Male,Yes,0,Month-to-month,30,Yes,No,DSL,DSL,Yes,4.65,29,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,1,,3,Attitude,Yes,Churned,83,Attitude of support person,1 | |
| 498,Claremont,91711,No,Yes,No,378.4,61.349999999999994,No,No,34716,78.95,439.75,4054,0.0,0,70,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,12.27,20,No,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer E,3,Attitude,Yes,Churned,65,Attitude of support person,1 | |
| 499,El Monte,91732,No,No,Yes,5124.6,1422.96,Yes,No,62660,94.45,6547.56,4830,0.0,0,21,Male,No,0,Month-to-month,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.41,51,Yes,Electronic check,No,Yes,No,Yes,No,Yes,Yes,No,0,,3,Attitude,Yes,Churned,96,Attitude of support person,1 | |
| 500,Monterey Park,91754,No,No,No,3862.55,1767.48,No,Yes,33280,84.8,5630.030000000001,3997,0.0,0,54,Female,No,0,Month-to-month,44,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.17,6,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,No,0,,2,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 501,Ontario,91761,No,No,No,50.9,6.95,No,Yes,56280,50.9,57.85,5111,0.0,0,50,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,6.95,11,No,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer E,1,Attitude,Yes,Churned,83,Attitude of support person,1 | |
| 502,Pomona,91768,Yes,No,Yes,4872.45,2300.06,No,Yes,36057,99.8,7302.51,6088,0.0,130,27,Male,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,No,46.94,73,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,83,Attitude of support person,1 | |
| 503,Rosemead,91770,Yes,No,No,5118.95,1773.7800000000002,Yes,Yes,61623,107.35,6892.73,3620,0.0,0,43,Male,Yes,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.74,7,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Attitude,Yes,Churned,98,Attitude of support person,1 | |
| 504,San Dimas,91773,Yes,No,No,658.95,932.17,No internet service,No internet service,33878,19.55,1591.12,2687,0.0,0,45,Female,Yes,0,Month-to-month,31,Yes,No,No,,No,30.07,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,Attitude,Yes,Churned,67,Attitude of support person,1 | |
| 505,Walnut,91789,No,No,No,246.5,97.28999999999999,No,No,45118,79.1,343.78999999999996,5339,0.0,0,60,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,32.43,2,Yes,Electronic check,Yes,Yes,No,No,No,No,No,No,0,Offer E,1,Attitude,Yes,Churned,74,Attitude of support person,1 | |
| 506,Chula Vista,91910,No,No,No,215.2,0.0,No,No,74025,25.5,215.2,5578,0.0,0,40,Male,No,0,Month-to-month,8,No,No phone service,DSL,DSL,Yes,0.0,16,No,Mailed check,No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,78,Attitude of support person,1 | |
| 507,Chula Vista,91915,No,No,No,159.45,10.22,No,No,9278,80.75,169.67,2176,0.0,0,41,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,5.11,6,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,3,Competitor,Yes,Churned,87,Attitude of support person,1 | |
| 508,Dulzura,91917,Yes,No,Yes,5940.85,2388.75,No,No,727,91.85,8329.6,5530,0.0,0,29,Male,Yes,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.75,73,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,Yes,No,0,,3,Competitor,Yes,Churned,82,Attitude of support person,1 | |
| 509,Jacumba,91934,No,No,No,75.35,32.82,No,No,699,75.35,118.16999999999999,5284,0.0,10,41,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,32.82,21,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,90,Attitude of support person,1 | |
| 510,Jamul,91935,No,No,No,75.45,11.58,No,No,8759,75.45,87.03,5518,0.0,0,55,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.58,15,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,74,Attitude of support person,1 | |
| 511,Bonsall,92003,No,No,No,1210.4,345.36,No,No,3849,49.55,1555.7600000000002,5005,0.0,0,35,Male,No,0,Month-to-month,24,Yes,No,DSL,DSL,Yes,14.39,28,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,80,Attitude of support person,1 | |
| 512,Cardiff By The Sea,92007,No,No,No,5356.45,2027.22,Yes,Yes,10375,78.6,7383.67,6230,0.0,0,51,Male,No,0,One year,69,Yes,Yes,DSL,DSL,Yes,29.38,9,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,Offer A,1,Competitor,Yes,Churned,93,Attitude of support person,1 | |
| 513,Del Mar,92014,Yes,No,No,576.65,81.06,No,No,13945,81.1,657.71,3238,0.0,0,35,Female,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,11.58,27,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,2,Competitor,Yes,Churned,87,Don't know,1 | |
| 514,Encinitas,92024,Yes,No,No,825.7,237.38,No,No,47126,74.95,1063.08,2044,0.0,0,39,Male,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.58,30,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer D,1,Competitor,Yes,Churned,70,Attitude of support person,1 | |
| 515,Escondido,92026,No,Yes,No,93.55,30.17,No,No,43436,93.55,123.72,5536,0.0,0,73,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.17,6,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer E,1,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 516,La Jolla,92037,Yes,No,No,5885.4,203.57999999999998,Yes,Yes,42617,102.1,6188.98,4415,0.0,100,33,Female,Yes,0,Month-to-month,58,Yes,Yes,Fiber optic,Fiber Optic,No,3.51,28,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,96,Moved,1 | |
| 517,Oceanside,92056,Yes,No,No,1259,190.96,No,No,52895,90.9,1449.96,5148,0.0,0,64,Female,Yes,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.64,9,Yes,Bank transfer (automatic),No,Yes,No,No,No,Yes,Yes,Yes,1,Offer D,2,Competitor,Yes,Churned,70,Moved,1 | |
| 518,Oceanside,92057,Yes,No,No,309.1,0.0,No,No,46893,29.2,309.1,3747,0.0,0,46,Female,Yes,0,Month-to-month,12,No,No phone service,DSL,DSL,Yes,0.0,27,No,Mailed check,No,Yes,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,94,Moved,1 | |
| 519,Palomar Mountain,92060,Yes,No,No,2257.75,616.0,No,Yes,234,89.15,2873.75,5853,0.0,0,36,Female,Yes,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,24.64,5,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,No,No,Yes,1,,2,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 520,Pauma Valley,92061,Yes,Yes,No,6287.25,2864.04,No,Yes,2615,108.85,9151.29,4739,0.0,0,78,Male,Yes,0,One year,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.38,19,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,No,Yes,1,,1,Competitor,Yes,Churned,91,Competitor offered higher download speeds,1 | |
| 521,Ramona,92065,No,Yes,No,1350.15,280.16,No,No,33104,84.75,1630.3100000000002,5136,0.0,0,76,Female,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.51,7,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Attitude,Yes,Churned,99,Competitor offered higher download speeds,1 | |
| 522,San Marcos,92069,Yes,No,No,45.7,12.8,No,No,52664,45.7,58.5,3187,0.0,0,37,Female,Yes,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,12.8,5,Yes,Electronic check,No,No,No,No,No,No,No,Yes,3,,1,Competitor,Yes,Churned,99,Competitor offered higher download speeds,1 | |
| 523,Santee,92071,No,Yes,No,69.95,22.5,No,No,53510,69.95,102.45,3208,0.0,10,73,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,22.5,27,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,94,Competitor offered higher download speeds,1 | |
| 524,Valley Center,92082,Yes,No,Yes,97.1,0.0,No,No,14575,44.6,97.1,5482,0.0,0,23,Female,Yes,0,Month-to-month,2,No,No phone service,DSL,Cable,Yes,0.0,51,No,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,70,Competitor offered higher download speeds,1 | |
| 525,Vista,92083,No,No,No,1710.45,662.4,No,No,62036,74.95,2372.85,5897,0.0,0,48,Male,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Cable,Yes,28.8,13,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 526,San Diego,92101,No,No,No,5464.65,1000.35,No,Yes,27505,95.25,6465.0,5789,0.0,0,39,Female,No,0,Two year,57,Yes,No,Fiber optic,Fiber Optic,Yes,17.55,15,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,93,Competitor offered higher download speeds,1 | |
| 527,San Diego,92102,No,No,Yes,2165.05,671.28,No,Yes,47140,89.85,2836.33,2050,0.0,0,23,Male,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.97,58,Yes,Mailed check,No,No,Yes,No,Yes,No,Yes,No,0,,3,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 528,San Diego,92103,Yes,No,No,4941.8,1292.13,No,No,30202,100.45,6233.93,4235,0.0,0,35,Female,Yes,0,One year,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.37,19,No,Mailed check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,3,Other,Yes,Churned,90,Competitor offered higher download speeds,1 | |
| 529,San Diego,92104,No,No,Yes,223.15,110.05000000000001,No,No,47689,47.15,333.20000000000005,2857,0.0,0,25,Male,No,0,Month-to-month,5,Yes,Yes,DSL,Cable,Yes,22.01,85,No,Electronic check,No,No,No,No,No,No,Yes,No,0,,2,Competitor,Yes,Churned,82,Competitor offered higher download speeds,1 | |
| 530,San Diego,92105,No,No,No,181.1,52.94,No,No,73006,80.2,244.04,2384,0.0,10,58,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,26.47,10,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,99,Competitor offered higher download speeds,1 | |
| 531,San Diego,92106,No,No,No,341.45,129.84,Yes,Yes,18525,87.1,471.28999999999996,5587,0.0,0,33,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.46,3,Yes,Mailed check,No,No,Yes,Yes,No,No,No,No,0,,2,Competitor,Yes,Churned,80,Competitor offered higher download speeds,1 | |
| 532,San Diego,92108,No,No,No,357.75,234.4,No,No,11650,75.9,592.15,3520,0.0,0,30,Male,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.88,59,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,87,Competitor offered higher download speeds,1 | |
| 533,San Diego,92110,Yes,No,Yes,4533.7,134.89000000000001,No,Yes,24169,98.75,4668.59,4622,0.0,0,29,Female,Yes,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.87,51,Yes,Electronic check,Yes,Yes,Yes,No,Yes,No,Yes,Yes,1,,1,Competitor,Yes,Churned,80,Product dissatisfaction,1 | |
| 534,San Diego,92115,No,No,No,830.85,176.5,No,No,56887,86.45,1007.35,5699,0.0,0,57,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.65,20,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,2,Competitor,Yes,Churned,80,Product dissatisfaction,1 | |
| 535,San Diego,92117,No,No,Yes,45.3,39.94,No,No,51213,45.3,85.24,3049,0.0,0,28,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,39.94,59,Yes,Mailed check,No,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,69,Product dissatisfaction,1 | |
| 536,Coronado,92118,Yes,No,No,7040.85,548.06,No,Yes,24093,104.1,7588.91,4857,0.0,0,61,Male,Yes,0,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.18,3,No,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,4,Offer A,2,Dissatisfaction,Yes,Churned,74,Product dissatisfaction,1 | |
| 537,San Diego,92122,Yes,Yes,No,371.65,236.4,No,No,34902,81.0,577.41,4287,40.64,10,68,Female,Yes,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,No,47.28,11,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,99,Product dissatisfaction,1 | |
| 538,San Diego,92129,Yes,No,No,6056.15,2060.25,No,No,47224,90.6,8116.4,4394,0.0,0,31,Male,Yes,0,One year,67,Yes,No,Fiber optic,Fiber Optic,Yes,30.75,5,Yes,Credit card (automatic),Yes,Yes,No,No,No,Yes,Yes,Yes,1,Offer A,1,Competitor,Yes,Churned,73,Product dissatisfaction,1 | |
| 539,San Diego,92139,Yes,No,Yes,1390.6,184.04999999999998,No,No,36351,88.15,1574.6499999999999,2524,0.0,0,21,Female,Yes,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,12.27,76,No,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,79,Product dissatisfaction,1 | |
| 540,San Diego,92154,No,No,No,20.2,13.27,No internet service,No internet service,68776,20.2,33.47,4325,0.0,0,55,Male,No,0,Month-to-month,1,Yes,No,No,,No,13.27,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Price,Yes,Churned,92,Product dissatisfaction,1 | |
| 541,Palm Desert,92211,Yes,No,No,2361.8,399.62,No,No,19702,90.8,2761.42,2641,0.0,0,47,Female,Yes,0,Month-to-month,26,Yes,No,Fiber optic,Fiber Optic,Yes,15.37,11,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,75,Don't know,1 | |
| 542,Banning,92220,No,No,No,1730.35,422.18,No,No,25859,79.35,2152.5299999999997,4718,0.0,0,48,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.19,17,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,68,Product dissatisfaction,1 | |
| 543,Desert Center,92239,No,Yes,No,2030.3,887.6700000000001,No,Yes,964,96.8,2907.77,4317,10.2,0,79,Male,No,0,Month-to-month,21,Yes,No,Fiber optic,Fiber Optic,Yes,42.27,7,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,87,Product dissatisfaction,1 | |
| 544,Heber,92249,Yes,No,Yes,4065,824.38,No,Yes,3535,83.35,5029.38,2516,0.0,140,26,Male,Yes,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,No,17.54,59,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,No,Yes,Yes,1,Offer B,1,Dissatisfaction,Yes,Churned,98,Product dissatisfaction,1 | |
| 545,Holtville,92250,No,No,Yes,106.55,49.66,No,No,8062,49.4,156.20999999999998,5115,0.0,0,27,Female,No,0,Month-to-month,2,Yes,Yes,DSL,Cable,Yes,24.83,52,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,97,Product dissatisfaction,1 | |
| 546,La Quinta,92253,Yes,No,Yes,1742.75,288.41999999999996,Yes,No,23971,79.2,2031.17,3410,0.0,0,27,Female,Yes,0,Month-to-month,22,Yes,Yes,DSL,DSL,Yes,13.11,51,Yes,Electronic check,Yes,No,No,Yes,Yes,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,91,Product dissatisfaction,1 | |
| 547,North Palm Springs,92258,Yes,No,No,340.25,35.91,No,Yes,732,48.7,376.15999999999997,2984,0.0,0,61,Male,Yes,0,Month-to-month,7,Yes,No,DSL,DSL,Yes,5.13,4,No,Electronic check,No,No,Yes,No,No,No,No,Yes,1,,2,Other,Yes,Churned,98,Don't know,1 | |
| 548,Rancho Mirage,92270,No,No,Yes,95.6,6.67,No,No,12465,95.6,102.27,4091,0.0,0,29,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,6.67,27,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,79,Don't know,1 | |
| 549,Seeley,92273,No,No,No,2934.3,1757.6299999999999,No,No,1632,59.75,4691.93,6006,0.0,0,40,Female,No,0,Month-to-month,49,Yes,Yes,DSL,DSL,Yes,35.87,30,Yes,Credit card (automatic),Yes,Yes,No,No,No,No,No,No,0,Offer B,1,Other,Yes,Churned,78,Don't know,1 | |
| 550,Twentynine Palms,92277,No,Yes,No,4600.7,1368.6899999999998,Yes,No,17178,108.15,5969.389999999999,2833,0.0,0,67,Female,No,0,Month-to-month,43,Yes,No,Fiber optic,Fiber Optic,Yes,31.83,10,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,No,No,0,,1,Competitor,Yes,Churned,86,Poor expertise of online support,1 | |
| 551,Westmorland,92281,No,No,No,71.35,40.4,No,No,2388,71.35,111.75,2619,0.0,0,43,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Cable,No,40.4,13,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,77,Poor expertise of phone support,1 | |
| 552,Amboy,92304,No,No,No,20.15,21.59,No internet service,No internet service,42,20.15,41.739999999999995,4939,0.0,0,42,Female,No,0,Month-to-month,1,Yes,No,No,,No,21.59,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Attitude,Yes,Churned,86,Attitude of support person,1 | |
| 553,Angelus Oaks,92305,No,No,No,69.75,27.97,No,No,301,69.75,97.72,2901,0.0,0,35,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,27.97,18,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 554,Apple Valley,92307,Yes,Yes,No,2931,1079.68,No,No,31876,93.2,3992.8,5247,17.88,0,69,Female,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.74,6,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,1,,3,Competitor,Yes,Churned,90,Attitude of service provider,1 | |
| 555,Apple Valley,92308,Yes,No,No,1400.85,282.37,No,No,28819,80.85,1683.2199999999998,5174,0.0,0,41,Male,Yes,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,16.61,3,No,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,77,Attitude of service provider,1 | |
| 556,Baker,92309,No,No,No,137.85,0.0,No,No,904,33.65,137.85,2563,0.0,0,47,Female,No,0,Month-to-month,4,No,No phone service,DSL,DSL,Yes,0.0,4,Yes,Electronic check,Yes,Yes,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,95,Attitude of service provider,1 | |
| 557,Cedar Glen,92321,No,No,No,79.95,3.13,No,No,455,79.95,83.08,4815,0.0,0,56,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,3.13,5,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,3,Attitude,Yes,Churned,99,Attitude of support person,1 | |
| 558,Colton,92324,No,No,No,19.3,25.62,No internet service,No internet service,52202,19.3,44.92,3236,0.0,0,58,Female,No,0,Month-to-month,1,Yes,No,No,,No,25.62,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Attitude,Yes,Churned,92,Attitude of support person,1 | |
| 559,Fawnskin,92333,Yes,No,No,3754.6,1115.92,Yes,Yes,414,99.2,4870.52,3599,0.0,0,55,Female,Yes,0,One year,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.16,4,Yes,Electronic check,Yes,No,Yes,Yes,No,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,79,Attitude of support person,1 | |
| 560,Fontana,92337,Yes,No,No,627.4,211.28,No,No,29847,85.2,838.68,2887,0.0,0,32,Female,Yes,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.41,16,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,95,Attitude of service provider,1 | |
| 561,Ludlow,92338,No,No,No,242,53.61,No,No,23,75.25,295.61,5898,0.0,0,40,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.87,25,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,Attitude,Yes,Churned,83,Attitude of service provider,1 | |
| 562,Mentone,92359,No,No,No,54.35,25.39,No,Yes,7324,54.35,79.74000000000001,4212,0.0,0,30,Male,No,0,Month-to-month,1,Yes,Yes,DSL,DSL,Yes,25.39,52,No,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,3,Attitude,Yes,Churned,87,Attitude of service provider,1 | |
| 563,Redlands,92374,Yes,No,No,100.4,0.0,No,No,36675,24.95,100.4,5865,0.0,0,37,Male,Yes,0,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,7,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,79,Attitude of support person,1 | |
| 564,Running Springs,92382,Yes,No,No,1716.45,0.0,No,Yes,5395,42.35,1716.45,5422,0.0,0,39,Male,Yes,0,One year,40,No,No phone service,DSL,DSL,Yes,0.0,21,Yes,Electronic check,Yes,Yes,Yes,No,No,No,No,Yes,1,Offer B,1,Attitude,Yes,Churned,67,Attitude of support person,1 | |
| 565,Sugarloaf,92386,No,No,No,75.3,39.44,No,No,1834,75.3,114.74,3596,0.0,0,38,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,No,39.44,18,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Attitude,Yes,Churned,100,Attitude of support person,1 | |
| 566,Tecopa,92389,No,No,Yes,4837.6,2283.27,No,No,117,94.8,7120.870000000001,5074,0.0,0,22,Male,No,0,One year,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.77,58,Yes,Electronic check,Yes,Yes,No,No,Yes,No,Yes,No,0,Offer B,3,Competitor,Yes,Churned,94,Attitude of service provider,1 | |
| 567,Wrightwood,92397,No,Yes,No,70.55,18.2,No,No,4253,70.55,88.75,2146,0.0,0,72,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,18.2,13,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Attitude,Yes,Churned,82,Attitude of service provider,1 | |
| 568,San Bernardino,92408,Yes,No,No,2745.7,473.21999999999997,No,No,12149,86.15,3218.9199999999996,3336,0.0,0,63,Female,Yes,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.34,28,No,Credit card (automatic),No,No,No,No,No,Yes,Yes,Yes,1,,2,Attitude,Yes,Churned,66,Attitude of service provider,1 | |
| 569,Anza,92539,Yes,No,Yes,2624.25,144.60000000000002,No,No,3745,85.0,2768.85,3698,0.0,0,25,Female,Yes,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.82,41,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer C,2,Other,Yes,Churned,97,Don't know,1 | |
| 570,Hemet,92543,No,No,Yes,184.1,67.78,No,No,29687,80.55,251.88,2856,0.0,0,29,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,33.89,41,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,69,Attitude of support person,1 | |
| 571,Moreno Valley,92551,No,No,No,160.75,48.62,No,Yes,22983,75.8,209.37,5270,0.0,0,37,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,24.31,16,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,98,Attitude of support person,1 | |
| 572,Moreno Valley,92555,Yes,Yes,No,3004.15,747.62,No,Yes,12743,98.5,3754.22,5137,37.55,40,75,Male,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,No,25.78,28,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,3,Attitude,Yes,Churned,72,Attitude of service provider,1 | |
| 573,Murrieta,92563,Yes,Yes,No,1233.65,412.09999999999997,No,No,18311,95.25,1597.66,2982,48.09,0,67,Male,Yes,0,Month-to-month,13,Yes,Yes,Fiber optic,Cable,Yes,31.7,6,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,97,Attitude of service provider,1 | |
| 574,Nuevo,92567,Yes,Yes,No,527.9,62.44,No,No,7344,74.4,557.88,4969,32.46,0,72,Male,Yes,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.92,17,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,,3,Attitude,Yes,Churned,96,Attitude of service provider,1 | |
| 575,Sun City,92586,No,No,No,2555.9,280.2,Yes,No,18161,85.15,2836.1,4417,0.0,0,45,Female,No,0,Month-to-month,30,Yes,No,Fiber optic,Fiber Optic,Yes,9.34,8,No,Electronic check,No,No,No,Yes,Yes,No,No,No,0,Offer C,2,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 576,Irvine,92606,No,Yes,No,179.25,43.14,No,Yes,17621,88.55,222.39,3685,0.0,0,68,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.57,28,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,80,Attitude of support person,1 | |
| 577,Foothill Ranch,92610,Yes,No,No,1338.15,414.48,No,No,10936,54.75,1752.63,5699,0.0,0,63,Male,Yes,2,Month-to-month,24,Yes,Yes,DSL,DSL,Yes,17.27,18,No,Electronic check,Yes,No,No,No,No,No,No,Yes,1,Offer C,1,Attitude,Yes,Churned,97,Attitude of support person,1 | |
| 578,Corona Del Mar,92625,No,Yes,No,91.3,43.61,No,No,13422,91.3,134.91,2371,0.0,0,68,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,43.61,2,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,Attitude,Yes,Churned,71,Attitude of service provider,1 | |
| 579,Dana Point,92629,No,No,No,79.5,48.97,No,No,27730,79.5,128.47,4490,0.0,0,60,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,48.97,23,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Attitude,Yes,Churned,92,Attitude of service provider,1 | |
| 580,Midway City,92655,Yes,Yes,No,467.55,112.35000000000001,No,No,8660,70.1,559.67,3669,20.23,0,75,Male,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,16.05,22,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,,2,Attitude,Yes,Churned,83,Attitude of service provider,1 | |
| 581,Newport Coast,92657,Yes,No,No,7482.1,1959.08,No,Yes,5597,111.3,9441.18,4146,0.0,0,58,Male,Yes,0,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.24,21,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer A,3,Attitude,Yes,Churned,85,Attitude of support person,1 | |
| 582,Newport Beach,92661,Yes,Yes,No,5427.05,2844.87,No,Yes,4242,95.25,8259.33,6259,12.59,0,74,Male,Yes,0,Month-to-month,57,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.91,21,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,No,Yes,1,,2,Attitude,Yes,Churned,86,Attitude of support person,1 | |
| 583,Newport Beach,92662,Yes,No,No,587.1,312.62,No,Yes,3124,86.25,899.72,3344,0.0,0,63,Female,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,44.66,26,Yes,Electronic check,No,No,Yes,No,Yes,No,No,Yes,1,Offer E,2,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 584,Newport Beach,92663,Yes,Yes,No,100.8,17.35,No,Yes,22133,100.8,118.15,3128,0.0,0,78,Female,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.35,23,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,4,,1,Attitude,Yes,Churned,65,Attitude of service provider,1 | |
| 585,Trabuco Canyon,92679,No,No,No,1180.95,410.2,No,No,32268,86.3,1601.15,3677,0.0,10,64,Female,No,0,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,No,29.3,26,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,,2,Attitude,Yes,Churned,74,Attitude of service provider,1 | |
| 586,Santa Ana,92705,No,No,No,2625.55,847.84,No,No,44117,89.95,3473.3900000000003,2468,0.0,0,56,Female,No,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.28,30,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,Offer C,1,Attitude,Yes,Churned,90,Attitude of service provider,1 | |
| 587,Santa Ana,92706,Yes,Yes,No,1233.4,17.85,No,No,37879,76.45,1251.25,3266,0.0,0,66,Male,Yes,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,1.05,8,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,2,,1,Competitor,Yes,Churned,92,Attitude of support person,1 | |
| 588,Anaheim,92804,No,No,No,740,272.8,No,No,81333,70.0,1012.8,3156,0.0,0,41,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,27.28,27,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,67,Attitude of support person,1 | |
| 589,Garden Grove,92843,No,No,No,2088.75,1169.9399999999998,Yes,No,43491,64.4,3258.6899999999996,5189,0.0,0,53,Female,No,0,One year,34,Yes,Yes,DSL,DSL,Yes,34.41,4,Yes,Mailed check,Yes,Yes,No,Yes,No,No,No,No,0,Offer C,2,Attitude,Yes,Churned,75,Attitude of support person,1 | |
| 590,Garden Grove,92845,Yes,No,No,102.45,25.88,No,Yes,15878,102.45,128.33,4811,0.0,0,52,Female,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.88,9,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,85,Attitude of service provider,1 | |
| 591,Yorba Linda,92886,No,No,No,217.55,122.01,Yes,Yes,39458,80.1,339.56,4330,0.0,0,30,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,40.67,58,No,Credit card (automatic),No,No,Yes,Yes,No,No,No,No,0,Offer E,3,Attitude,Yes,Churned,65,Attitude of service provider,1 | |
| 592,Ventura,93001,No,No,No,146.05,99.58,No,No,32899,80.2,255.63,4381,0.0,10,51,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,49.79,22,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Attitude,Yes,Churned,85,Attitude of service provider,1 | |
| 593,Ventura,93003,No,No,Yes,567.45,121.56,Yes,Yes,46894,98.15,689.01,3578,0.0,0,20,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,20.26,26,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,Offer E,1,Attitude,Yes,Churned,80,Attitude of support person,1 | |
| 594,Camarillo,93010,No,No,No,1384.75,197.39999999999998,Yes,Yes,42853,112.95,1582.15,3965,0.0,0,60,Male,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Cable,Yes,16.45,23,Yes,Mailed check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,2,Attitude,Yes,Churned,97,Attitude of support person,1 | |
| 595,Moorpark,93021,No,No,No,70.9,39.81,No,No,32984,70.9,110.71000000000001,4739,0.0,0,43,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,39.81,23,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,78,Attitude of support person,1 | |
| 596,Oak View,93022,No,Yes,No,220.95,55.14,No,Yes,6503,86.85,276.09,3561,0.0,0,73,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,18.38,20,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,2,Attitude,Yes,Churned,70,Attitude of service provider,1 | |
| 597,Oxnard,93035,Yes,No,Yes,2331.3,872.85,Yes,No,25322,99.85,3204.15,3425,0.0,0,28,Male,Yes,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,37.95,27,Yes,Electronic check,Yes,No,No,Yes,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,83,Don't know,1 | |
| 598,Piru,93040,Yes,No,No,74.5,36.44,No,No,1459,74.5,110.94,5554,0.0,0,41,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.44,16,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Attitude,Yes,Churned,75,Attitude of service provider,1 | |
| 599,Santa Paula,93060,No,No,No,6941.2,608.4,Yes,Yes,32511,109.15,7689.599999999999,6001,0.0,140,60,Male,No,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,No,9.36,4,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,2,Attitude,Yes,Churned,99,Attitude of support person,1 | |
| 600,Summerland,93067,No,No,No,1043.35,759.2,No,Yes,576,65.2,1802.55,4722,0.0,0,48,Female,No,0,Month-to-month,16,Yes,Yes,DSL,DSL,Yes,47.45,30,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,73,Attitude of support person,1 | |
| 601,Santa Barbara,93101,Yes,Yes,No,6822.15,1904.76,No,Yes,31727,99.5,8726.91,4479,0.0,0,79,Male,Yes,0,Month-to-month,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.86,25,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,No,Yes,1,Offer A,1,Competitor,Yes,Churned,96,Attitude of support person,1 | |
| 602,Santa Barbara,93103,No,No,No,71.55,17.27,No,No,20893,71.55,88.82,5739,0.0,0,42,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,17.27,10,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,98,Attitude of service provider,1 | |
| 603,Santa Barbara,93108,Yes,No,Yes,5029.2,1655.72,No,Yes,12741,93.9,6684.92,5543,0.0,0,27,Male,Yes,0,Month-to-month,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.24,73,No,Electronic check,Yes,No,Yes,No,No,Yes,Yes,Yes,1,Offer B,1,Attitude,Yes,Churned,68,Attitude of service provider,1 | |
| 604,Santa Barbara,93110,Yes,Yes,No,7318.2,3372.7200000000003,Yes,Yes,15757,108.4,10690.92,4708,0.0,0,69,Male,Yes,0,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.88,4,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,No,Yes,1,Offer A,3,Attitude,Yes,Churned,73,Attitude of service provider,1 | |
| 605,Alpaugh,93201,Yes,No,No,633.4,0.0,No,Yes,1054,48.75,633.4,2655,0.0,0,42,Female,Yes,0,Month-to-month,13,No,No phone service,DSL,DSL,Yes,0.0,8,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,1,,2,Attitude,Yes,Churned,86,Attitude of support person,1 | |
| 606,Armona,93202,No,No,No,321.65,173.28,No,No,2872,85.65,504.92999999999995,3223,0.0,10,63,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,No,43.32,20,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,96,Attitude of support person,1 | |
| 607,Bodfish,93205,No,No,No,1253.9,302.28000000000003,No,Yes,1954,106.7,1556.18,2406,0.0,0,44,Male,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.19,12,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,2,Attitude,Yes,Churned,92,Attitude of support person,1 | |
| 608,Buttonwillow,93206,No,No,No,25.15,0.0,No,No,2078,25.15,25.15,5386,0.0,0,46,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,5,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,99,Attitude of service provider,1 | |
| 609,Camp Nelson,93208,Yes,No,Yes,5893.15,117.72000000000001,Yes,Yes,191,110.35,6010.87,6189,0.0,0,21,Female,Yes,0,One year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.18,71,No,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,1,Competitor,Yes,Churned,90,Attitude of service provider,1 | |
| 610,Delano,93215,Yes,No,Yes,5037.55,305.28000000000003,No,No,37280,103.25,5342.83,4736,0.0,0,24,Female,Yes,0,One year,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.36,47,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer B,1,Attitude,Yes,Churned,71,Attitude of service provider,1 | |
| 611,Exeter,93221,No,No,No,92.45,27.46,No,No,13333,47.8,119.91,4134,0.0,0,35,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,13.73,11,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,1,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 612,Mc Kittrick,93251,No,No,No,2933.2,804.75,No,Yes,302,98.6,3737.95,5144,0.0,0,49,Female,No,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.75,2,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer C,1,Competitor,Yes,Churned,72,Attitude of support person,1 | |
| 613,Maricopa,93252,Yes,Yes,No,1258.3,661.95,Yes,Yes,4357,83.05,2030.25,2596,0.0,110,65,Female,Yes,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,No,44.13,3,Yes,Electronic check,No,No,Yes,Yes,No,No,No,Yes,2,,3,Competitor,Yes,Churned,70,Attitude of support person,1 | |
| 614,Taft,93268,Yes,No,No,1214.05,232.56,No,No,14937,70.4,1446.61,4469,0.0,0,35,Male,Yes,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,13.68,11,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,67,Attitude of service provider,1 | |
| 615,Terra Bella,93270,No,Yes,No,5510.65,1936.48,No,Yes,5868,104.75,7447.129999999999,5605,0.0,0,68,Female,No,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.58,4,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,No,0,,3,Attitude,Yes,Churned,93,Attitude of service provider,1 | |
| 616,Tipton,93272,No,Yes,No,1973.75,444.15,No,No,2951,94.25,2417.9,4819,0.0,0,79,Female,No,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.15,9,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,2,Competitor,Yes,Churned,73,Attitude of service provider,1 | |
| 617,Los Osos,93402,No,No,No,45.95,46.17,No,No,14859,45.95,92.12,4563,0.0,0,49,Female,No,1,Month-to-month,1,Yes,No,DSL,Cable,Yes,46.17,19,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,82,Attitude of support person,1 | |
| 618,Bradley,93426,No,Yes,No,70.15,47.97,No,No,1363,70.15,118.12,2825,0.0,0,80,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,47.97,8,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,71,Competitor made better offer,1 | |
| 619,Buellton,93427,No,No,No,85.55,33.34,No,Yes,4644,85.55,118.89,3967,0.0,0,45,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,33.34,4,Yes,Credit card (automatic),No,No,Yes,No,Yes,No,No,No,0,Offer E,2,Other,Yes,Churned,86,Moved,1 | |
| 620,Morro Bay,93442,Yes,No,No,2416.55,365.05,No,No,10909,70.3,2861.6000000000004,5413,0.0,80,61,Female,Yes,0,Month-to-month,35,Yes,No,Fiber optic,Fiber Optic,No,10.43,4,Yes,Electronic check,No,No,No,No,No,No,No,Yes,4,Offer C,3,Other,Yes,Churned,79,Moved,1 | |
| 621,Nipomo,93444,Yes,Yes,No,3520.75,253.44,No,Yes,15405,106.35,3774.19,4113,0.0,0,77,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.92,3,No,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,Yes,3,,2,Other,Yes,Churned,65,Moved,1 | |
| 622,Templeton,93465,Yes,No,Yes,3467,1373.1299999999999,No,Yes,7918,103.7,4840.13,4461,0.0,0,22,Female,Yes,0,One year,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.61,73,Yes,Mailed check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer C,2,Competitor,Yes,Churned,76,Competitor had better devices,1 | |
| 623,Benton,93512,No,No,Yes,88.35,14.26,No,No,340,88.35,102.61,4254,0.0,0,23,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,14.26,46,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,72,Competitor offered higher download speeds,1 | |
| 624,Independence,93526,Yes,No,Yes,777.3,310.64,No,Yes,734,94.2,1087.94,2939,0.0,0,22,Female,Yes,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,38.83,76,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,80,Competitor offered more data,1 | |
| 625,Inyokern,93527,No,No,No,512.45,160.6,No,No,2213,96.25,673.0500000000001,5056,0.0,0,62,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,32.12,10,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,74,Competitor made better offer,1 | |
| 626,Johannesburg,93528,Yes,No,Yes,141.45,19.52,No,No,207,70.7,160.97,4559,0.0,0,28,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Cable,Yes,9.76,27,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,2,Competitor,Yes,Churned,86,Competitor had better devices,1 | |
| 627,Lancaster,93534,Yes,No,No,1445.3,0.0,Yes,No,35109,33.55,1495.3,2044,0.0,50,55,Female,Yes,0,One year,42,No,No phone service,DSL,Cable,No,0.0,5,No,Mailed check,No,Yes,No,Yes,No,No,No,Yes,1,Offer B,2,Competitor,Yes,Churned,82,Competitor had better devices,1 | |
| 628,Lee Vining,93541,Yes,Yes,No,3640.45,1980.0,No,No,504,94.55,5620.45,5676,0.0,0,65,Female,Yes,0,Month-to-month,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.5,20,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 629,Pearblossom,93553,No,No,No,6465,2785.02,No,Yes,1613,112.95,9250.02,4738,0.0,0,38,Female,No,0,Two year,57,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.86,6,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 630,Rosamond,93560,No,No,No,35.9,0.0,No,No,14931,35.9,35.9,4747,0.0,0,54,Male,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,29,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,93,Competitor offered higher download speeds,1 | |
| 631,Tehachapi,93561,No,No,No,3777.15,1188.26,No,Yes,25805,99.25,4965.41,5274,0.0,0,30,Male,No,0,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.27,85,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer C,1,Competitor,Yes,Churned,76,Competitor offered more data,1 | |
| 632,Palmdale,93591,No,Yes,No,47.5,0.0,No,No,6787,24.45,47.5,5573,0.0,0,66,Male,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,6,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,77,Competitor offered more data,1 | |
| 633,Cantua Creek,93608,No,No,Yes,847.3,157.44,Yes,No,1766,103.35,1004.74,2363,0.0,0,26,Female,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.68,41,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,71,Competitor offered more data,1 | |
| 634,Clovis,93612,No,Yes,No,546.95,276.57,No,No,33856,84.8,823.52,2015,0.0,0,75,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,No,39.51,13,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Competitor,Yes,Churned,70,Competitor made better offer,1 | |
| 635,Cutler,93615,No,Yes,No,3186.65,1220.16,No,No,5519,99.95,4406.81,5362,0.0,0,74,Female,No,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.36,4,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,No,0,,3,Competitor,Yes,Churned,96,Competitor made better offer,1 | |
| 636,Dinuba,93618,No,No,No,1527.35,245.70000000000002,No,No,24206,90.0,1773.05,2708,0.0,0,55,Female,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.65,5,Yes,Credit card (automatic),No,Yes,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,97,Price too high,1 | |
| 637,Dunlap,93621,No,Yes,No,1531.4,419.44,No,Yes,506,104.85,1950.8400000000001,2292,0.0,0,80,Female,No,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.96,7,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,86,Product dissatisfaction,1 | |
| 638,Five Points,93624,Yes,No,No,2847.4,269.35999999999996,No,No,1852,106.1,3116.76,3770,0.0,0,58,Male,Yes,0,One year,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.62,24,No,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer C,1,Dissatisfaction,Yes,Churned,85,Service dissatisfaction,1 | |
| 639,Fowler,93625,No,Yes,No,1133.9,352.95000000000005,No,No,5635,74.2,1443.5400000000002,4553,43.31,0,74,Male,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.53,9,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,80,Lack of self-service on Website,1 | |
| 640,Hume,93628,No,No,No,461.7,50.55,Yes,No,93,89.35,512.25,4584,0.0,0,30,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,10.11,69,Yes,Electronic check,No,Yes,No,Yes,No,Yes,Yes,No,0,Offer E,3,Dissatisfaction,Yes,Churned,70,Network reliability,1 | |
| 641,North Fork,93643,No,No,No,77.15,27.7,No,No,3376,77.15,114.85000000000001,2756,0.0,10,32,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,No,27.7,19,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,79,Limited range of services,1 | |
| 642,Oakhurst,93644,No,No,No,35.25,0.0,No,No,8521,35.25,35.25,2548,0.0,0,53,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,9,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,,2,Price,Yes,Churned,88,Lack of affordable download/upload speed,1 | |
| 643,Orosi,93647,Yes,No,Yes,201,0.0,No,No,9780,48.55,201.0,3955,0.0,0,26,Male,Yes,0,Month-to-month,4,No,No phone service,DSL,DSL,Yes,0.0,76,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,4,,2,Price,Yes,Churned,97,Long distance charges,1 | |
| 644,Prather,93651,Yes,No,No,5149.5,2212.2200000000003,No,No,1314,98.4,7361.72,6481,0.0,0,45,Female,Yes,0,Month-to-month,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.74,24,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,1,,2,Price,Yes,Churned,87,Extra data charges,1 | |
| 645,South Dos Palos,93665,Yes,Yes,No,5574.75,636.02,No,No,343,93.85,6202.639999999999,5390,8.13,0,70,Male,Yes,0,Month-to-month,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.78,15,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,No,No,0,,2,Price,Yes,Churned,85,Price too high,1 | |
| 646,Tranquillity,93668,Yes,Yes,No,4541.2,2259.06,No,Yes,1130,100.7,6753.619999999999,5712,46.64,0,76,Male,Yes,0,Month-to-month,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.11,17,Yes,Electronic check,Yes,Yes,Yes,No,Yes,No,No,Yes,3,,1,Dissatisfaction,Yes,Churned,72,Product dissatisfaction,1 | |
| 647,Traver,93673,No,No,No,1072,16.66,No,Yes,646,80.45,1088.66,4155,0.0,0,44,Female,No,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.19,23,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,94,Service dissatisfaction,1 | |
| 648,Fresno,93702,No,No,No,1715.65,47.43,Yes,Yes,47999,55.25,1773.0800000000002,2933,0.0,10,60,Male,No,0,Month-to-month,31,Yes,No,DSL,DSL,No,1.53,6,Yes,Electronic check,No,No,Yes,Yes,No,No,No,No,0,Offer C,3,Attitude,Yes,Churned,78,Lack of self-service on Website,1 | |
| 649,Fresno,93706,Yes,No,Yes,706.85,0.0,Yes,No,35790,54.45,706.85,5212,0.0,0,28,Male,Yes,0,Month-to-month,13,No,No phone service,DSL,Cable,Yes,0.0,71,Yes,Electronic check,Yes,No,No,Yes,Yes,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,88,Network reliability,1 | |
| 650,Fresno,93711,No,No,No,2636.05,876.4,No,No,36274,75.35,3512.4500000000003,2785,0.0,0,53,Male,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.04,21,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer C,3,Other,Yes,Churned,79,Don't know,1 | |
| 651,Salinas,93906,No,No,No,189.2,84.32,No,No,53946,75.7,273.52,4676,0.0,0,55,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Cable,Yes,42.16,2,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,82,Don't know,1 | |
| 652,Carmel Valley,93924,No,No,Yes,74.25,21.8,No,No,6691,74.25,96.05,4750,0.0,0,28,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.8,42,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,93,Don't know,1 | |
| 653,Jolon,93928,No,Yes,No,2187.55,909.0,No,No,254,89.7,3073.2200000000003,4078,23.33,0,72,Female,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.36,6,Yes,Electronic check,No,Yes,No,No,No,Yes,No,No,0,,3,Dissatisfaction,Yes,Churned,82,Poor expertise of online support,1 | |
| 654,Lockwood,93932,No,Yes,No,1581.2,513.76,No,No,538,96.4,2047.76,2688,47.2,0,66,Female,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.11,14,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,3,Dissatisfaction,Yes,Churned,80,Poor expertise of phone support,1 | |
| 655,Marina,93933,No,Yes,No,69.5,41.2,No,No,21759,69.5,190.7,3273,0.0,80,75,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,41.2,15,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,2,Price,Yes,Churned,77,Price too high,1 | |
| 656,San Lucas,93954,Yes,Yes,No,3132.75,883.4399999999999,No,No,521,85.25,4016.19,3041,0.0,0,65,Male,Yes,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.54,5,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,Yes,1,,2,Dissatisfaction,Yes,Churned,82,Product dissatisfaction,1 | |
| 657,Brisbane,94005,No,No,No,19.4,3.14,No internet service,No internet service,3635,19.4,22.54,4152,0.0,0,52,Male,No,0,Month-to-month,1,Yes,No,No,,No,3.14,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Dissatisfaction,Yes,Churned,66,Service dissatisfaction,1 | |
| 658,Burlingame,94010,No,No,No,803.3,267.3,No,No,40346,83.3,1070.6,3520,0.0,0,46,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.7,17,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,2,Attitude,Yes,Churned,97,Lack of self-service on Website,1 | |
| 659,Daly City,94014,No,No,No,679.3,291.12,No,No,47453,80.1,970.42,5071,0.0,0,34,Female,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,36.39,7,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,67,Network reliability,1 | |
| 660,Daly City,94015,No,Yes,No,2791.5,480.15,No,Yes,63337,62.7,3271.65,2654,0.0,0,79,Male,No,0,One year,45,Yes,No,DSL,DSL,Yes,10.67,17,No,Credit card (automatic),Yes,No,Yes,No,No,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,92,Limited range of services,1 | |
| 661,Atherton,94027,No,No,No,676.35,139.25,No internet service,No internet service,6876,25.3,815.6,3779,0.0,0,62,Male,No,0,One year,25,Yes,Yes,No,,No,5.57,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,Price,Yes,Churned,79,Lack of affordable download/upload speed,1 | |
| 662,Mountain View,94043,No,No,No,1230.25,43.68,No,No,27822,98.15,1313.93,5525,0.0,40,46,Male,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,No,3.36,15,No,Mailed check,Yes,No,No,No,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,98,Long distance charges,1 | |
| 663,San Francisco,94105,No,No,No,4154.8,725.88,No,No,2066,93.7,4880.68,3378,0.0,0,48,Male,No,0,Month-to-month,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.78,3,Yes,Electronic check,Yes,Yes,No,No,No,Yes,Yes,No,0,,1,Price,Yes,Churned,70,Extra data charges,1 | |
| 664,San Francisco,94109,No,Yes,No,2655.25,1158.5,No,Yes,56330,105.95,3813.75,4283,0.0,0,73,Male,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.34,22,No,Mailed check,No,Yes,Yes,No,Yes,Yes,No,No,0,Offer C,2,Price,Yes,Churned,100,Price too high,1 | |
| 665,San Francisco,94110,No,No,No,1425.45,225.0,Yes,Yes,74641,82.0,1650.45,3306,0.0,0,36,Male,No,0,One year,18,Yes,Yes,DSL,DSL,Yes,12.5,5,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,79,Product dissatisfaction,1 | |
| 666,San Francisco,94114,Yes,No,No,5742.9,2113.2,No,Yes,30587,95.75,7856.099999999999,4129,0.0,0,59,Male,Yes,0,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.22,16,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,,2,Dissatisfaction,Yes,Churned,88,Service dissatisfaction,1 | |
| 667,San Francisco,94117,Yes,No,No,2866.45,315.0,No,No,38756,94.05,3181.45,4095,0.0,0,33,Male,Yes,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.5,22,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,Offer C,3,Attitude,Yes,Churned,68,Lack of self-service on Website,1 | |
| 668,San Francisco,94122,No,No,No,54.75,13.01,No,No,55504,54.75,67.76,2614,0.0,0,44,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,13.01,12,Yes,Mailed check,No,No,No,No,No,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,83,Network reliability,1 | |
| 669,San Francisco,94123,No,Yes,No,3759.05,1635.27,No,No,22920,95.65,5544.32,4892,0.0,150,79,Male,No,0,Month-to-month,39,Yes,Yes,Fiber optic,Fiber Optic,No,41.93,23,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,No,No,0,Offer C,1,Other,Yes,Churned,65,Don't know,1 | |
| 670,San Francisco,94129,No,No,No,94.6,1.17,No,No,2240,94.6,95.77,4033,0.0,0,56,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.17,27,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Other,Yes,Churned,96,Don't know,1 | |
| 671,San Francisco,94130,Yes,Yes,No,2911.3,1486.45,Yes,Yes,1458,98.9,4397.75,4050,0.0,0,70,Female,Yes,0,Month-to-month,31,Yes,No,Fiber optic,Fiber Optic,Yes,47.95,21,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,No,Yes,1,Offer C,2,Other,Yes,Churned,98,Don't know,1 | |
| 672,San Mateo,94402,No,Yes,No,231.8,90.75,No,No,23393,76.05,322.55,2930,0.0,0,71,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.25,28,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,67,Price too high,1 | |
| 673,Concord,94520,No,Yes,No,69.75,33.84,No,No,36186,69.75,103.59,5057,0.0,0,69,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,33.84,5,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,69,Product dissatisfaction,1 | |
| 674,Concord,94521,Yes,No,No,279.25,0.0,Yes,No,39888,34.5,279.25,3520,0.0,0,61,Male,Yes,6,Month-to-month,7,No,No phone service,DSL,Cable,Yes,0.0,30,Yes,Electronic check,Yes,No,No,Yes,No,No,No,Yes,2,,1,Dissatisfaction,Yes,Churned,93,Service dissatisfaction,1 | |
| 675,Pleasant Hill,94523,Yes,No,No,6281.45,2787.7000000000003,No,Yes,32685,105.55,9069.15,5011,0.0,0,44,Male,Yes,0,Month-to-month,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.7,24,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,86,Lack of self-service on Website,1 | |
| 676,Crockett,94525,No,No,No,1131.3,0.0,No,Yes,3193,30.1,1281.3,3106,0.0,150,56,Female,No,2,Month-to-month,39,No,No phone service,DSL,DSL,No,0.0,24,No,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,72,Network reliability,1 | |
| 677,Danville,94526,Yes,No,No,738.2,317.2,No,No,32873,70.3,1055.4,2162,0.0,0,36,Male,Yes,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,31.72,23,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer D,3,Dissatisfaction,Yes,Churned,94,Limited range of services,1 | |
| 678,Fairfield,94533,No,No,Yes,80.2,1.23,No,No,77683,80.2,81.43,3056,0.0,0,25,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.23,69,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer E,3,Price,Yes,Churned,90,Lack of affordable download/upload speed,1 | |
| 679,Travis Afb,94535,Yes,No,No,6341.45,2072.98,Yes,No,9978,94.35,8414.43,4348,0.0,0,41,Female,Yes,0,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.94,11,Yes,Credit card (automatic),Yes,No,No,Yes,No,Yes,Yes,Yes,1,Offer A,1,Price,Yes,Churned,99,Long distance charges,1 | |
| 680,Fremont,94538,Yes,No,No,260.8,295.20000000000005,No,No,56126,44.6,556.0,4525,0.0,0,61,Male,Yes,1,Month-to-month,6,Yes,No,DSL,DSL,Yes,49.2,21,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,5,Offer E,2,Price,Yes,Churned,90,Extra data charges,1 | |
| 681,Fremont,94539,No,No,Yes,19.6,5.36,No internet service,No internet service,46917,19.6,24.96,4205,0.0,0,24,Female,No,0,Month-to-month,1,Yes,No,No,,No,5.36,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Price,Yes,Churned,91,Price too high,1 | |
| 682,Hayward,94542,No,Yes,No,3655.45,568.92,Yes,Yes,11147,110.45,4294.37,3401,0.0,70,70,Female,No,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,No,17.24,25,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer C,1,Dissatisfaction,Yes,Churned,80,Product dissatisfaction,1 | |
| 683,Moraga,94556,No,No,Yes,140.7,72.12,No,No,16510,70.7,212.82,5317,0.0,0,21,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,36.06,85,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,96,Service dissatisfaction,1 | |
| 684,Napa,94559,Yes,Yes,No,665.45,300.44,No,Yes,26894,99.25,965.8900000000001,2487,0.0,0,71,Male,Yes,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.92,2,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,2,Attitude,Yes,Churned,90,Lack of self-service on Website,1 | |
| 685,Orinda,94563,Yes,No,Yes,84.8,37.83,Yes,No,17964,84.8,122.63,2627,0.0,0,21,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,37.83,51,Yes,Electronic check,No,No,No,Yes,Yes,No,No,Yes,1,Offer E,3,Dissatisfaction,Yes,Churned,80,Network reliability,1 | |
| 686,Pope Valley,94567,No,No,Yes,5426.85,2563.08,Yes,Yes,494,105.0,7989.93,4630,0.0,0,21,Male,No,0,One year,52,Yes,No,Fiber optic,Fiber Optic,Yes,49.29,51,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,85,Don't know,1 | |
| 687,Dublin,94568,No,No,No,1127.35,160.16,No,No,29636,54.45,1287.51,2445,0.0,0,62,Male,No,0,Month-to-month,22,Yes,Yes,DSL,DSL,Yes,7.28,7,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer D,1,Other,Yes,Churned,71,Don't know,1 | |
| 688,Rodeo,94572,Yes,No,No,4045.65,2080.22,No,Yes,8506,85.3,6125.87,3631,0.0,0,40,Female,Yes,0,Month-to-month,47,Yes,No,Fiber optic,Cable,Yes,44.26,23,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,Yes,1,,2,Other,Yes,Churned,97,Don't know,1 | |
| 689,Saint Helena,94574,No,No,No,2757.85,669.5699999999999,No,No,9423,83.35,3467.42,5456,0.0,40,51,Female,No,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,No,20.29,30,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,2,Price,Yes,Churned,66,Price too high,1 | |
| 690,Deer Park,94576,No,No,No,600,0.0,No,Yes,223,33.5,600.0,5474,0.0,0,59,Male,No,0,Month-to-month,18,No,No phone service,DSL,DSL,Yes,0.0,26,Yes,Credit card (automatic),No,Yes,Yes,No,No,No,No,No,0,Offer D,2,Dissatisfaction,Yes,Churned,82,Product dissatisfaction,1 | |
| 691,Sunol,94586,No,No,No,2238.5,779.76,No,No,790,90.35,3018.26,5546,0.0,0,64,Male,No,0,Month-to-month,24,Yes,No,Fiber optic,Fiber Optic,Yes,32.49,23,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,67,Service dissatisfaction,1 | |
| 692,Vallejo,94589,Yes,No,Yes,90.75,23.06,No,No,42209,90.75,113.81,5460,0.0,0,26,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,23.06,52,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,86,Lack of self-service on Website,1 | |
| 693,Vallejo,94590,No,No,No,365.65,147.04,No,No,37218,89.6,512.6899999999999,4689,0.0,0,64,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.76,20,No,Mailed check,No,Yes,No,No,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,87,Network reliability,1 | |
| 694,Oakland,94601,No,No,Yes,90.35,0.0,No,Yes,54876,49.25,90.35,5775,0.0,0,21,Male,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,51,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,3,Dissatisfaction,Yes,Churned,90,Limited range of services,1 | |
| 695,Emeryville,94608,No,No,No,19.75,11.91,No internet service,No internet service,24589,19.75,31.66,2611,0.0,0,43,Male,No,3,Month-to-month,1,Yes,No,No,,No,11.91,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Attitude,Yes,Churned,92,Lack of affordable download/upload speed,1 | |
| 696,Oakland,94609,No,No,No,1789.25,624.53,No,No,21097,95.15,2533.7799999999997,5830,0.0,120,64,Female,No,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,No,32.87,17,Yes,Electronic check,Yes,Yes,No,No,No,Yes,Yes,No,0,Offer D,3,Price,Yes,Churned,78,Long distance charges,1 | |
| 697,Oakland,94618,No,No,No,2317.1,227.26,No,No,15438,101.35,2544.3599999999997,4694,0.0,0,44,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.33,19,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Price,Yes,Churned,77,Extra data charges,1 | |
| 698,Berkeley,94703,No,No,No,266.9,50.32,No,No,19763,70.05,317.21999999999997,3600,0.0,0,46,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,12.58,19,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,89,Price too high,1 | |
| 699,Berkeley,94705,Yes,No,Yes,301.4,194.56,No,No,12448,74.65,495.96,4013,0.0,0,24,Male,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.64,30,Yes,Electronic check,No,No,No,No,No,No,No,Yes,8,,1,Dissatisfaction,Yes,Churned,87,Product dissatisfaction,1 | |
| 700,Berkeley,94708,No,No,No,206.6,121.76,No,No,10737,50.4,328.36,4399,0.0,0,60,Male,No,0,Month-to-month,4,Yes,Yes,DSL,Cable,Yes,30.44,10,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,92,Service dissatisfaction,1 | |
| 701,Berkeley,94709,No,No,No,604.7,282.24,No,No,10147,79.65,886.94,4513,0.0,0,61,Female,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.32,18,Yes,Mailed check,Yes,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,81,Lack of self-service on Website,1 | |
| 702,El Sobrante,94803,No,Yes,No,1471.75,318.82000000000005,No,Yes,25399,79.85,1790.5700000000002,3715,0.0,0,67,Male,No,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.78,15,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,65,Network reliability,1 | |
| 703,Richmond,94805,Yes,No,No,412.1,5.8,No,No,13984,78.75,427.90000000000003,3401,0.0,10,55,Male,Yes,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,No,1.16,7,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,1,,2,Other,Yes,Churned,72,Don't know,1 | |
| 704,San Rafael,94901,Yes,Yes,No,583.45,215.92,No,No,40239,80.45,799.37,3443,0.0,0,67,Male,Yes,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,26.99,2,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,Yes,2,,1,Other,Yes,Churned,100,Don't know,1 | |
| 705,Inverness,94937,No,No,No,50.1,46.49,No,No,1004,50.1,96.59,4778,0.0,0,47,Female,No,0,Month-to-month,1,Yes,Yes,DSL,DSL,Yes,46.49,14,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,2,Other,Yes,Churned,90,Don't know,1 | |
| 706,Marshall,94940,Yes,No,Yes,151.8,41.0,No,Yes,406,76.4,192.8,4340,0.0,0,19,Male,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,20.5,51,No,Electronic check,No,No,Yes,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,71,Attitude of service provider,1 | |
| 707,Mill Valley,94941,No,No,Yes,293.65,98.28,Yes,Yes,28727,98.7,391.92999999999995,3916,0.0,0,28,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,32.76,73,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,72,Attitude of service provider,1 | |
| 708,Novato,94945,No,Yes,No,1308.1,93.86,No,No,16429,100.8,1401.9599999999998,3269,0.0,0,69,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.22,28,Yes,Electronic check,Yes,No,No,No,Yes,Yes,No,No,0,Offer D,1,Attitude,Yes,Churned,65,Attitude of support person,1 | |
| 709,Novato,94949,Yes,No,No,2598.95,512.68,No,No,13361,90.1,3111.6299999999997,5958,0.0,0,37,Female,Yes,0,One year,28,Yes,No,Fiber optic,Fiber Optic,Yes,18.31,13,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,,3,Other,Yes,Churned,99,Don't know,1 | |
| 710,Sausalito,94965,No,No,No,765.5,47.25,No,No,11213,51.55,832.75,2087,0.0,20,47,Male,No,0,Month-to-month,15,Yes,Yes,DSL,DSL,No,3.15,26,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,2,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 711,Stinson Beach,94970,No,Yes,No,793.55,75.1,No,No,781,79.25,868.65,3856,0.0,0,75,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,7.51,18,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer D,1,Competitor,Yes,Churned,87,Attitude of service provider,1 | |
| 712,Aromas,95004,No,No,No,462.8,200.75,No,No,3373,94.85,663.55,5701,0.0,0,44,Male,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.15,19,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,69,Attitude of service provider,1 | |
| 713,Boulder Creek,95006,No,No,No,169.8,28.14,No,No,10520,85.7,197.94,2187,0.0,0,39,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.07,6,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,2,Attitude,Yes,Churned,95,Attitude of service provider,1 | |
| 714,Los Gatos,95030,No,No,No,44.4,26.53,No,No,13290,44.4,70.93,3204,0.0,0,58,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,26.53,30,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 715,Los Gatos,95032,No,Yes,No,477.7,228.6,No,No,24443,89.5,706.3,2718,0.0,0,67,Male,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,45.72,6,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,2,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 716,Moss Landing,95039,Yes,Yes,No,86.05,38.78,No,No,899,86.05,124.83,4843,0.0,0,66,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.78,23,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,96,Attitude of support person,1 | |
| 717,San Juan Bautista,95045,No,No,No,174.3,0.0,No,No,3402,44.55,184.3,5605,0.0,10,44,Male,No,0,Month-to-month,4,No,No phone service,DSL,Cable,No,0.0,20,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Attitude,Yes,Churned,66,Attitude of service provider,1 | |
| 718,Santa Clara,95054,Yes,No,No,1077.5,0.0,Yes,No,13031,35.4,1077.5,2067,0.0,0,41,Male,Yes,3,Month-to-month,31,No,No phone service,DSL,DSL,Yes,0.0,23,No,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,Yes,1,,1,Attitude,Yes,Churned,77,Attitude of service provider,1 | |
| 719,Santa Cruz,95060,No,No,No,95.65,32.33,No,No,43192,95.65,127.98,3473,0.0,0,45,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.33,9,No,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Attitude,Yes,Churned,87,Attitude of service provider,1 | |
| 720,Santa Cruz,95065,No,No,Yes,20.95,40.48,No internet service,No internet service,8365,20.95,61.42999999999999,4285,0.0,0,19,Female,No,0,Month-to-month,1,Yes,No,No,,No,40.48,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Price,Yes,Churned,70,Attitude of support person,1 | |
| 721,San Jose,95110,No,Yes,No,329.8,0.0,No,No,18197,34.7,329.8,3244,0.0,0,67,Female,No,0,Month-to-month,10,No,No phone service,DSL,DSL,Yes,0.0,4,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer D,1,Other,Yes,Churned,92,Deceased,1 | |
| 722,San Jose,95120,No,No,No,297.3,597.6,No internet service,No internet service,37090,19.75,894.9000000000001,2428,0.0,0,54,Female,No,0,Month-to-month,15,Yes,No,No,,No,39.84,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,2,Other,Yes,Churned,69,Moved,1 | |
| 723,San Jose,95121,Yes,No,No,1515.1,301.07,No,No,37127,92.55,1816.1699999999998,5775,0.0,0,42,Male,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.71,13,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,Offer D,3,Other,Yes,Churned,99,Moved,1 | |
| 724,San Jose,95126,Yes,Yes,No,3229.65,1148.51,Yes,No,27023,60.05,4478.16,5271,0.0,100,71,Male,Yes,0,One year,53,Yes,Yes,DSL,Cable,No,21.67,6,Yes,Electronic check,Yes,No,No,Yes,No,No,No,Yes,1,,1,Other,Yes,Churned,77,Moved,1 | |
| 725,San Jose,95127,Yes,Yes,No,1178.25,417.92,No,No,60620,74.3,1596.17,2076,0.0,0,74,Male,Yes,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,26.12,8,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,Yes,1,Offer D,1,Competitor,Yes,Churned,81,Competitor had better devices,1 | |
| 726,San Jose,95130,No,No,Yes,758.6,442.26,No,No,13481,85.35,1200.8600000000001,2752,0.0,0,28,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.14,58,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 727,San Jose,95131,No,No,No,1863.8,34.25,Yes,Yes,26389,74.3,1898.05,5175,0.0,0,48,Female,No,0,One year,25,Yes,No,DSL,DSL,Yes,1.37,21,No,Mailed check,Yes,Yes,Yes,Yes,Yes,No,No,No,0,,1,Competitor,Yes,Churned,85,Competitor offered more data,1 | |
| 728,San Jose,95135,No,No,No,396.3,22.52,Yes,Yes,15798,98.1,418.82,2895,0.0,0,34,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,5.63,18,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,87,Competitor made better offer,1 | |
| 729,Stockton,95202,No,No,No,5551.15,1385.0,Yes,No,7071,109.65,6936.15,5855,0.0,0,63,Female,No,0,Two year,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.7,28,Yes,Electronic check,Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,84,Competitor had better devices,1 | |
| 730,Stockton,95207,No,Yes,No,622.9,158.04,No,No,49965,74.55,747.6899999999999,3145,33.25,0,70,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.56,27,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,69,Competitor had better devices,1 | |
| 731,Stockton,95210,No,No,No,329.95,35.82,No,Yes,40611,100.95,375.77,5351,0.0,10,32,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Cable,No,11.94,30,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,81,Competitor offered higher download speeds,1 | |
| 732,Stockton,95212,No,No,Yes,1048.85,402.2,No,Yes,6951,94.9,1451.05,2832,0.0,0,25,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,40.22,41,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,83,Competitor offered higher download speeds,1 | |
| 733,Angels Camp,95222,Yes,Yes,No,3351.55,1392.32,Yes,Yes,4264,104.9,4710.14,3966,33.73,0,76,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.51,22,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,No,Yes,1,Offer C,1,Attitude,Yes,Churned,79,Competitor offered higher download speeds,1 | |
| 734,Avery,95224,Yes,No,No,259.8,0.0,No,No,115,24.1,259.8,3195,0.0,0,53,Male,Yes,0,One year,9,No,No phone service,DSL,DSL,Yes,0.0,15,No,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,Offer E,2,Competitor,Yes,Churned,82,Competitor offered more data,1 | |
| 735,Hathaway Pines,95233,Yes,No,Yes,6890,1324.6200000000001,Yes,No,335,104.05,8214.62,5504,0.0,0,23,Male,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.07,85,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,1,Offer A,2,Competitor,Yes,Churned,95,Competitor offered more data,1 | |
| 736,Lodi,95240,No,No,No,262.05,148.2,Yes,Yes,45755,88.35,410.25,5202,0.0,0,33,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,49.4,10,Yes,Mailed check,No,No,Yes,Yes,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,93,Competitor offered more data,1 | |
| 737,Mountain Ranch,95246,Yes,No,No,2649.15,1174.21,No,No,1692,94.65,3823.36,5150,0.0,0,43,Male,Yes,0,Month-to-month,29,Yes,No,Fiber optic,Fiber Optic,Yes,40.49,15,No,Credit card (automatic),Yes,No,No,No,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,70,Don't know,1 | |
| 738,Sheep Ranch,95250,Yes,Yes,No,74.4,17.36,No,No,88,74.4,121.76,5429,0.0,30,67,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,No,17.36,29,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,3,Competitor,Yes,Churned,91,Competitor made better offer,1 | |
| 739,Vallecito,95251,Yes,No,No,3326.2,1855.6599999999999,Yes,Yes,460,79.9,5181.86,4734,0.0,0,42,Female,Yes,3,Month-to-month,41,Yes,Yes,DSL,Cable,Yes,45.26,56,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,1,,1,Price,Yes,Churned,84,Price too high,1 | |
| 740,Ballico,95303,No,Yes,No,560.85,119.12,No,No,809,69.7,679.97,3068,0.0,0,80,Male,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,14.89,20,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,88,Product dissatisfaction,1 | |
| 741,Catheys Valley,95306,Yes,Yes,No,1060.2,367.56,No,Yes,986,98.1,1378.7,2709,49.06,0,67,Female,Yes,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.63,27,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,Offer D,3,Dissatisfaction,Yes,Churned,97,Service dissatisfaction,1 | |
| 742,Delhi,95315,No,No,Yes,20.5,26.12,No internet service,No internet service,10159,20.5,46.620000000000005,3820,0.0,0,24,Female,No,0,Month-to-month,1,Yes,No,No,,No,26.12,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Price,Yes,Churned,76,Lack of self-service on Website,1 | |
| 743,Hickman,95323,Yes,Yes,No,347.65,75.64,No,No,1055,99.6,397.49999999999994,4708,25.79,0,68,Female,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.91,20,Yes,Electronic check,Yes,No,No,No,Yes,Yes,No,Yes,1,,1,Dissatisfaction,Yes,Churned,77,Network reliability,1 | |
| 744,Merced,95348,No,No,No,81.95,44.94,No,No,23100,81.95,126.89,5622,0.0,0,44,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,44.94,16,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,85,Limited range of services,1 | |
| 745,Modesto,95350,Yes,No,No,451.1,103.25,No,No,52872,69.35,564.35,4292,0.0,10,39,Male,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,No,14.75,28,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,82,Lack of affordable download/upload speed,1 | |
| 746,Newman,95360,No,No,No,455.3,70.86,No,No,8504,91.1,526.16,2266,0.0,0,53,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,11.81,24,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,2,Price,Yes,Churned,68,Long distance charges,1 | |
| 747,Patterson,95363,Yes,No,Yes,1235.55,101.64,No,No,15536,86.1,1337.19,2177,0.0,0,20,Male,Yes,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.26,42,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,Offer D,1,Competitor,Yes,Churned,89,Extra data charges,1 | |
| 748,Planada,95365,No,No,No,2362.1,872.0000000000001,No,No,4150,94.7,3234.1,5641,0.0,0,41,Male,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.88,8,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,82,Price too high,1 | |
| 749,Riverbank,95367,Yes,No,No,1873.7,356.4,No,No,16525,85.1,2230.1,5248,0.0,0,40,Male,Yes,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.2,17,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer D,1,Dissatisfaction,Yes,Churned,68,Product dissatisfaction,1 | |
| 750,Snelling,95369,Yes,No,No,6010.05,3009.13,No,No,1158,99.15,9019.18,5612,0.0,0,63,Female,Yes,0,Month-to-month,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.33,7,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,3,Dissatisfaction,Yes,Churned,77,Service dissatisfaction,1 | |
| 751,Soulsbyville,95372,Yes,Yes,No,7101.5,1221.5,No,Yes,1519,102.95,8307.76,5005,15.24,0,69,Male,Yes,0,Month-to-month,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.45,20,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,,1,Competitor,Yes,Churned,99,Lack of self-service on Website,1 | |
| 752,Waterford,95386,No,No,No,45.05,13.84,No,No,8308,45.05,128.89,2644,0.0,70,31,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,No,13.84,26,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,73,Network reliability,1 | |
| 753,Westley,95387,No,Yes,No,71,28.64,No,No,899,71.0,99.64,5345,0.0,0,80,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,28.64,5,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,72,Don't know,1 | |
| 754,Yosemite National Park,95389,Yes,Yes,No,3309.25,1266.6499999999999,No,No,1750,70.55,4548.91,4457,26.99,0,73,Female,Yes,0,Month-to-month,47,Yes,No,Fiber optic,Fiber Optic,Yes,26.95,26,No,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,,3,Competitor,Yes,Churned,82,Don't know,1 | |
| 755,Santa Rosa,95401,No,No,No,79.7,33.88,No,No,36125,79.7,113.58000000000001,2066,0.0,0,39,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,33.88,26,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,3,Other,Yes,Churned,75,Don't know,1 | |
| 756,Santa Rosa,95404,No,No,No,1254.7,1087.46,No,No,35057,59.0,2342.16,2195,0.0,0,46,Male,No,0,Month-to-month,22,Yes,Yes,DSL,Cable,Yes,49.43,17,No,Electronic check,Yes,Yes,No,No,No,No,No,No,0,Offer D,3,Dissatisfaction,Yes,Churned,77,Poor expertise of online support,1 | |
| 757,Santa Rosa,95405,No,No,No,2896.4,1627.6799999999998,Yes,Yes,22250,60.35,4524.08,2681,0.0,0,51,Female,No,0,One year,48,Yes,No,DSL,DSL,Yes,33.91,13,Yes,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,69,Poor expertise of phone support,1 | |
| 758,Branscomb,95417,Yes,Yes,No,69.25,37.3,No,No,176,69.25,106.55,4568,0.0,0,73,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,37.3,8,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,87,Price too high,1 | |
| 759,Clearlake Oaks,95423,No,No,No,1767.35,622.75,No,No,3684,70.95,2410.1,4881,0.0,20,52,Male,No,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,No,24.91,18,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,75,Product dissatisfaction,1 | |
| 760,Comptche,95427,Yes,No,No,1820.45,361.0,No,No,371,89.0,2181.45,4594,0.0,0,35,Male,Yes,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,18.05,5,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,Yes,1,Offer D,2,Dissatisfaction,Yes,Churned,78,Service dissatisfaction,1 | |
| 761,Covelo,95428,Yes,No,No,1742.95,203.4,No,No,2296,99.4,1946.3500000000001,2421,0.0,0,51,Male,Yes,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.3,16,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,86,Lack of self-service on Website,1 | |
| 762,Eldridge,95431,No,No,No,73.5,3.84,No,Yes,363,73.5,77.34,4378,0.0,0,50,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,3.84,2,No,Bank transfer (automatic),No,No,Yes,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,74,Network reliability,1 | |
| 763,Guerneville,95446,No,No,No,829.1,172.98,No,No,4913,95.5,1002.08,5007,0.0,0,45,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.22,10,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,90,Limited range of services,1 | |
| 764,Healdsburg,95448,Yes,No,No,2602.9,1054.48,No,No,17979,92.35,3657.38,2990,0.0,0,47,Female,Yes,0,Month-to-month,28,Yes,No,Fiber optic,Fiber Optic,Yes,37.66,20,Yes,Mailed check,Yes,No,No,No,Yes,Yes,Yes,Yes,1,,1,Price,Yes,Churned,71,Lack of affordable download/upload speed,1 | |
| 765,Jenner,95450,No,No,Yes,824.75,59.400000000000006,No,No,438,74.55,884.15,4601,0.0,0,20,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,5.4,41,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,2,Price,Yes,Churned,81,Long distance charges,1 | |
| 766,Philo,95466,No,Yes,No,1029.75,343.56,Yes,Yes,1113,83.8,1408.73,5565,44.58,80,65,Male,No,0,Month-to-month,12,Yes,No,Fiber optic,Cable,No,28.63,7,Yes,Mailed check,No,Yes,Yes,Yes,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,78,Extra data charges,1 | |
| 767,Point Arena,95468,No,Yes,No,2854.55,0.0,No,Yes,1352,54.45,2834.3900000000003,6280,20.16,0,73,Male,No,0,Month-to-month,53,No,No phone service,DSL,DSL,Yes,0.0,25,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,,2,Price,Yes,Churned,65,Price too high,1 | |
| 768,Westport,95488,Yes,Yes,No,4259.3,924.9599999999999,No,Yes,309,99.8,5175.38,4726,8.88,0,78,Male,Yes,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.56,15,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,76,Product dissatisfaction,1 | |
| 769,The Sea Ranch,95497,Yes,No,No,2239.65,575.8,No,Yes,752,105.85,2815.45,4223,0.0,0,57,Female,Yes,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.79,16,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,3,,2,Dissatisfaction,Yes,Churned,84,Service dissatisfaction,1 | |
| 770,Eureka,95501,No,No,No,480.75,126.70000000000002,No,No,23224,75.45,607.45,2872,0.0,0,35,Female,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.1,15,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,75,Lack of self-service on Website,1 | |
| 771,Eureka,95503,No,No,No,635.6,108.57,No,No,23570,93.85,744.1700000000001,3506,0.0,0,60,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.51,23,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,79,Network reliability,1 | |
| 772,Bayside,95524,No,No,No,2095,790.46,No,No,1689,100.75,2885.46,4152,0.0,0,51,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.93,17,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,98,Don't know,1 | |
| 773,Bridgeville,95526,Yes,No,No,95.05,0.0,Yes,No,695,31.0,115.05,5122,0.0,20,43,Female,Yes,1,Month-to-month,3,No,No phone service,DSL,DSL,No,0.0,19,Yes,Mailed check,No,No,No,Yes,No,No,No,Yes,1,,3,Other,Yes,Churned,67,Don't know,1 | |
| 774,Crescent City,95531,No,No,No,4242.35,286.62,No,Yes,23792,80.0,4528.97,4769,0.0,0,38,Male,No,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.62,16,No,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,,3,Other,Yes,Churned,91,Don't know,1 | |
| 775,Gasquet,95543,No,Yes,No,331.9,11.35,No,No,532,70.25,330.77,3684,12.48,0,68,Male,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,2.27,17,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,2,Price,Yes,Churned,89,Price too high,1 | |
| 776,Hydesville,95547,Yes,No,No,6283.3,3011.96,No,Yes,1201,100.15,9295.26,4120,0.0,0,32,Female,Yes,0,Month-to-month,62,Yes,No,Fiber optic,Fiber Optic,Yes,48.58,13,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,93,Product dissatisfaction,1 | |
| 777,Klamath,95548,No,No,No,2659.4,994.5600000000001,No,No,1215,94.5,3653.96,5433,0.0,0,52,Male,No,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.52,26,Yes,Credit card (automatic),Yes,Yes,No,No,No,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,80,Service dissatisfaction,1 | |
| 778,Smith River,95567,No,No,No,298.45,0.0,No,No,2020,33.9,298.45,2529,0.0,0,42,Male,No,0,Month-to-month,10,No,No phone service,DSL,DSL,Yes,0.0,30,Yes,Mailed check,No,No,No,No,No,Yes,Yes,No,0,,1,Attitude,Yes,Churned,84,Lack of self-service on Website,1 | |
| 779,Piercy,95587,Yes,Yes,No,6143.15,1127.46,No,No,200,89.95,7373.82,6363,6.79,110,65,Male,Yes,0,Month-to-month,69,Yes,Yes,Fiber optic,Fiber Optic,No,16.34,4,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,82,Network reliability,1 | |
| 780,Amador City,95601,No,No,No,1059.55,148.32,No,No,222,84.45,1207.87,3330,0.0,0,41,Male,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.36,23,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Dissatisfaction,Yes,Churned,100,Limited range of services,1 | |
| 781,West Sacramento,95605,No,No,No,2180.55,667.4399999999999,Yes,No,12756,79.5,2847.9900000000002,2518,0.0,0,35,Male,No,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.72,29,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,1,Price,Yes,Churned,100,Lack of affordable download/upload speed,1 | |
| 782,Brooks,95606,Yes,No,No,89.15,32.35,No,No,382,89.15,121.5,3123,0.0,0,44,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,32.35,18,No,Mailed check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,68,Long distance charges,1 | |
| 783,Carmichael,95608,No,Yes,No,1036.75,228.48000000000002,No,No,58830,74.95,1225.94,2075,39.29,0,67,Male,No,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.32,11,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,3,Price,Yes,Churned,70,Extra data charges,1 | |
| 784,Citrus Heights,95610,No,Yes,No,2276.95,1063.04,No,No,43718,74.4,3295.68,2091,44.31,0,70,Female,No,0,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,Yes,33.22,9,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer C,1,Competitor,Yes,Churned,90,Price too high,1 | |
| 785,El Dorado,95623,No,No,No,196.15,77.88,No,No,4097,55.3,274.03,3190,0.0,0,45,Female,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,25.96,7,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,96,Product dissatisfaction,1 | |
| 786,Elverta,95626,Yes,No,No,1206.05,115.72,Yes,No,6197,55.15,1351.77,5115,0.0,30,32,Female,Yes,1,Month-to-month,22,Yes,No,DSL,DSL,No,5.26,19,No,Electronic check,No,Yes,No,Yes,No,No,No,Yes,1,,2,Dissatisfaction,Yes,Churned,79,Service dissatisfaction,1 | |
| 787,Garden Valley,95633,Yes,No,No,1378.25,109.12,No,No,2536,84.95,1487.37,3075,0.0,0,34,Female,Yes,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.82,7,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,3,Attitude,Yes,Churned,67,Lack of self-service on Website,1 | |
| 788,Greenwood,95635,No,No,No,219,0.0,Yes,Yes,1140,43.25,219.0,5824,0.0,0,30,Male,No,0,Month-to-month,5,No,No phone service,DSL,Cable,Yes,0.0,59,Yes,Mailed check,Yes,Yes,Yes,Yes,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,67,Network reliability,1 | |
| 789,Grizzly Flats,95636,Yes,No,No,1067.15,133.4,No,No,659,48.35,1200.5500000000002,4580,0.0,0,60,Male,Yes,0,One year,23,Yes,Yes,DSL,DSL,Yes,5.8,12,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,1,,2,Other,Yes,Churned,83,Don't know,1 | |
| 790,Guinda,95637,No,No,No,79.55,4.04,No,No,228,79.55,83.59,5593,0.0,0,59,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,4.04,6,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Other,Yes,Churned,72,Don't know,1 | |
| 791,Herald,95638,Yes,Yes,No,3444.85,229.99999999999997,No,No,1745,71.05,3674.85,5746,0.0,0,69,Female,Yes,0,Month-to-month,50,Yes,No,Fiber optic,Cable,Yes,4.6,24,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,3,Other,Yes,Churned,94,Don't know,1 | |
| 792,Isleton,95641,No,No,No,84.5,6.89,No,No,2010,84.5,91.39,4340,0.0,0,31,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.89,12,No,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Price,Yes,Churned,73,Price too high,1 | |
| 793,Lotus,95651,Yes,No,No,7690.9,408.96,Yes,Yes,485,108.6,8119.86,4982,0.0,20,57,Male,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,No,5.76,11,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,1,Dissatisfaction,Yes,Churned,97,Product dissatisfaction,1 | |
| 794,Mather,95655,No,No,No,1380.1,0.0,No,No,929,30.3,1380.1,2243,0.0,0,57,Male,No,0,Month-to-month,46,No,No phone service,DSL,DSL,Yes,0.0,26,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,95,Service dissatisfaction,1 | |
| 795,Newcastle,95658,No,Yes,No,78.65,0.0,No,Yes,6096,30.4,78.65,4002,0.0,0,73,Female,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,13,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,1,Attitude,Yes,Churned,90,Lack of self-service on Website,1 | |
| 796,Nicolaus,95659,No,No,No,45.4,38.31,No,No,751,45.4,83.71000000000001,2168,0.0,0,32,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,38.31,26,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,67,Network reliability,1 | |
| 797,Orangevale,95662,Yes,No,No,2585.95,1199.36,No,No,32040,84.15,3785.3099999999995,4017,0.0,0,53,Female,Yes,0,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,Yes,37.48,13,No,Bank transfer (automatic),No,Yes,No,No,No,Yes,Yes,Yes,1,,2,Dissatisfaction,Yes,Churned,74,Limited range of services,1 | |
| 798,Pilot Hill,95664,No,No,No,58.85,73.89,No internet service,No internet service,1173,19.75,132.74,2647,0.0,0,41,Female,No,0,Month-to-month,3,Yes,No,No,,No,24.63,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Attitude,Yes,Churned,83,Lack of affordable download/upload speed,1 | |
| 799,Pine Grove,95665,No,No,No,425.9,217.54999999999998,Yes,No,4354,85.4,643.4499999999999,3716,0.0,0,62,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,43.51,17,Yes,Credit card (automatic),No,No,No,Yes,No,Yes,Yes,No,0,Offer E,2,Price,Yes,Churned,90,Long distance charges,1 | |
| 800,Rancho Cordova,95670,No,No,No,3678.3,934.92,No,No,49729,75.2,4633.22,5283,0.0,20,62,Male,No,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,No,19.08,24,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,,2,Price,Yes,Churned,90,Extra data charges,1 | |
| 801,Rio Oso,95674,No,No,No,937.5,413.27,No,Yes,947,55.85,1350.77,5472,0.0,0,50,Female,No,0,One year,17,Yes,Yes,DSL,DSL,Yes,24.31,21,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,,2,Price,Yes,Churned,76,Price too high,1 | |
| 802,Roseville,95678,No,Yes,No,2483.5,405.26000000000005,No,Yes,30614,106.4,2888.76,5507,0.0,0,74,Male,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.62,29,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,79,Product dissatisfaction,1 | |
| 803,Thornton,95686,No,No,No,556.35,131.82,No,No,1472,84.4,688.1700000000001,4539,0.0,0,53,Male,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,21.97,9,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,77,Service dissatisfaction,1 | |
| 804,Woodland,95695,No,No,No,389.1,103.08,No,No,38547,56.25,492.18,4110,0.0,0,44,Female,No,0,Month-to-month,6,Yes,No,DSL,DSL,Yes,17.18,22,No,Electronic check,Yes,Yes,No,No,No,No,No,No,0,Offer E,1,Attitude,Yes,Churned,95,Lack of self-service on Website,1 | |
| 805,Applegate,95703,No,Yes,No,187.45,10.98,No,No,1526,85.55,198.42999999999998,5512,0.0,0,78,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.49,25,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,3,Dissatisfaction,Yes,Churned,86,Network reliability,1 | |
| 806,Camino,95709,No,No,No,261.25,42.56,No,No,4829,68.65,303.81,5274,0.0,0,51,Female,No,0,Month-to-month,4,Yes,No,DSL,DSL,Yes,10.64,23,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,3,Other,Yes,Churned,76,Don't know,1 | |
| 807,Dutch Flat,95714,No,No,No,299.2,171.2,No,No,350,77.85,480.4,2140,0.0,10,48,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,No,42.8,28,No,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Other,Yes,Churned,65,Don't know,1 | |
| 808,Echo Lake,95721,No,No,No,323.25,41.49,No,Yes,69,105.35,364.74,3662,0.0,0,50,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.83,14,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer E,3,Other,Yes,Churned,65,Don't know,1 | |
| 809,Pollock Pines,95726,No,No,No,762.1,364.72,No,No,8577,87.05,1126.8200000000002,2545,0.0,0,48,Female,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.59,8,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,1,Price,Yes,Churned,69,Price too high,1 | |
| 810,Weimar,95736,No,No,Yes,53.5,14.58,No,No,31,53.5,68.08,5094,0.0,0,22,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,14.58,73,Yes,Mailed check,No,No,No,No,Yes,No,No,No,0,,1,Dissatisfaction,Yes,Churned,80,Product dissatisfaction,1 | |
| 811,Granite Bay,95746,No,No,No,25.1,0.0,No,No,20675,25.1,25.1,4769,0.0,0,35,Female,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,28,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,79,Service dissatisfaction,1 | |
| 812,Sacramento,95814,Yes,Yes,No,2365.15,186.9,No,Yes,16599,79.65,2552.05,2174,0.0,0,77,Male,Yes,0,Month-to-month,30,Yes,No,Fiber optic,Fiber Optic,Yes,6.23,4,Yes,Mailed check,No,Yes,Yes,No,No,No,No,Yes,1,Offer C,3,Attitude,Yes,Churned,73,Lack of self-service on Website,1 | |
| 813,Sacramento,95818,No,No,Yes,308.25,18.05,Yes,No,21313,54.2,326.3,5476,0.0,0,21,Female,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,3.61,69,No,Electronic check,Yes,No,No,Yes,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,78,Network reliability,1 | |
| 814,Sacramento,95819,No,Yes,No,19.45,22.92,No internet service,No internet service,15975,19.45,42.370000000000005,3848,0.0,0,70,Female,No,0,Month-to-month,1,Yes,No,No,,No,22.92,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Dissatisfaction,Yes,Churned,78,Limited range of services,1 | |
| 815,Sacramento,95827,Yes,No,No,7372.65,221.04,No,Yes,19611,103.4,7593.69,5055,0.0,0,47,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.07,23,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,Price,Yes,Churned,83,Lack of affordable download/upload speed,1 | |
| 816,Sacramento,95831,No,No,No,1058.6,284.44,No,Yes,42832,84.45,1343.04,5801,0.0,0,60,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.88,4,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,,2,Price,Yes,Churned,74,Long distance charges,1 | |
| 817,Sacramento,95835,Yes,Yes,No,2628.6,1566.4,No,No,854,85.95,4195.0,2431,0.0,0,78,Female,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.95,9,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,Offer C,3,Price,Yes,Churned,74,Extra data charges,1 | |
| 818,Sacramento,95838,No,Yes,No,1023.9,589.28,Yes,No,34894,59.4,1613.1799999999998,5556,0.0,0,75,Female,No,0,Month-to-month,16,Yes,No,DSL,DSL,Yes,36.83,16,No,Electronic check,No,No,No,Yes,Yes,No,No,No,0,,1,Price,Yes,Churned,87,Price too high,1 | |
| 819,Beale Afb,95903,No,No,No,856.35,0.0,No,No,5654,30.6,856.35,3615,0.0,0,53,Female,No,0,Month-to-month,29,No,No phone service,DSL,DSL,Yes,0.0,7,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,77,Product dissatisfaction,1 | |
| 820,Butte City,95920,No,Yes,No,3734.25,1800.82,Yes,No,303,99.55,5535.07,3474,0.0,0,75,Female,No,0,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.39,2,Yes,Electronic check,No,No,No,Yes,Yes,Yes,No,No,0,Offer C,1,Dissatisfaction,Yes,Churned,100,Service dissatisfaction,1 | |
| 821,Camptonville,95922,No,No,No,1144.5,130.22,No,No,632,70.0,1354.72,4390,0.0,80,51,Female,No,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,No,7.66,17,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,70,Lack of self-service on Website,1 | |
| 822,Challenge,95925,No,No,No,45.3,26.41,No,No,262,45.3,71.71,2293,0.0,0,37,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,26.41,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,86,Network reliability,1 | |
| 823,Chico,95926,No,No,No,75.6,0.0,Yes,No,35808,29.85,75.6,4268,0.0,0,64,Male,No,0,Month-to-month,2,No,No phone service,DSL,Cable,Yes,0.0,11,No,Bank transfer (automatic),No,No,No,Yes,No,No,No,No,0,,2,Other,Yes,Churned,95,Don't know,1 | |
| 824,Clipper Mills,95930,No,Yes,No,180.25,25.92,Yes,Yes,282,95.1,206.17000000000002,4486,0.0,0,76,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,12.96,20,Yes,Credit card (automatic),No,Yes,Yes,Yes,No,Yes,No,No,0,Offer E,3,Other,Yes,Churned,90,Don't know,1 | |
| 825,Colusa,95932,No,No,No,19.8,9.66,No internet service,No internet service,7503,19.8,29.46,5600,0.0,0,40,Male,No,0,Month-to-month,1,Yes,No,No,,No,9.66,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Price,Yes,Churned,96,Don't know,1 | |
| 826,Downieville,95936,No,No,No,333.6,96.36,No,No,404,76.65,429.96000000000004,4580,0.0,0,36,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,24.09,17,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,1,Other,Yes,Churned,97,Moved,1 | |
| 827,Dunnigan,95937,Yes,No,No,465.05,46.150000000000006,Yes,No,19,99.15,511.20000000000005,2283,0.0,0,45,Female,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,9.23,25,Yes,Mailed check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,1,,2,Other,Yes,Churned,74,Moved,1 | |
| 828,Grass Valley,95949,No,No,No,431,25.919999999999998,No,No,17922,44.95,466.92,5023,0.0,10,57,Male,No,0,Month-to-month,9,Yes,No,DSL,DSL,No,2.88,26,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,66,Competitor had better devices,1 | |
| 829,Grimes,95950,Yes,No,No,878.35,342.90000000000003,No,Yes,531,49.55,1221.25,2815,0.0,0,53,Male,Yes,0,Month-to-month,18,Yes,No,DSL,DSL,Yes,19.05,26,Yes,Mailed check,No,No,Yes,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 830,Palermo,95968,No,No,No,2448.75,131.75,No,No,1254,95.9,2580.5,2241,0.0,0,55,Male,No,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,5.27,4,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,68,Competitor offered more data,1 | |
| 831,Quincy,95971,Yes,Yes,No,1329.2,161.5,No,No,6189,81.5,1490.7,3443,0.0,0,70,Male,Yes,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,9.5,16,No,Bank transfer (automatic),No,No,No,No,No,Yes,No,Yes,1,,2,Competitor,Yes,Churned,79,Competitor made better offer,1 | |
| 832,Rough And Ready,95975,Yes,No,No,4348.65,1995.2399999999998,No,No,1601,84.1,6343.889999999999,6216,0.0,0,40,Male,Yes,0,Month-to-month,52,Yes,No,Fiber optic,Fiber Optic,Yes,38.37,14,No,Electronic check,Yes,No,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,75,Competitor had better devices,1 | |
| 833,Sutter,95982,Yes,Yes,No,93.7,0.0,No,No,3193,36.45,93.7,3766,0.0,0,67,Male,Yes,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,20,Yes,Mailed check,No,No,No,No,Yes,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,89,Competitor had better devices,1 | |
| 834,Twain,95984,No,Yes,No,25.05,0.0,No,No,73,25.05,25.05,4842,0.0,0,69,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,21,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,65,Competitor offered higher download speeds,1 | |
| 835,Willows,95988,No,No,No,365.55,302.32,No,No,8812,49.85,664.86,2269,13.01,10,48,Female,No,0,Month-to-month,8,Yes,No,DSL,Cable,No,37.79,25,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,75,Competitor offered higher download speeds,1 | |
| 836,Adin,96006,Yes,Yes,No,2342.2,0.0,No,Yes,615,55.55,2342.2,2573,0.0,0,70,Female,Yes,0,Month-to-month,43,No,No phone service,DSL,DSL,Yes,0.0,21,No,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,No,Yes,1,Offer B,1,Competitor,Yes,Churned,85,Competitor offered higher download speeds,1 | |
| 837,Bieber,96009,Yes,No,Yes,1498.2,770.88,No,No,595,69.5,2219.51,5922,49.57,0,22,Female,Yes,0,One year,22,Yes,No,DSL,DSL,Yes,35.04,76,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,94,Competitor offered more data,1 | |
| 1048,Mc Kittrick,93251,No,Yes,No,1727.5,585.8,No,No,302,85.8,2313.3,3336,0.0,0,67,Female,No,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.29,15,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer D,1,Price,Yes,Churned,75,Price too high,1 | |
| 838,Burney,96013,Yes,No,No,5278.15,1914.8400000000001,No,Yes,4552,104.3,7181.54,4019,11.45,0,47,Male,Yes,0,Month-to-month,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.46,23,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,77,Competitor offered more data,1 | |
| 839,Dorris,96023,No,No,No,93.85,16.15,No,No,1162,93.85,110.0,3014,0.0,0,49,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.15,12,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,78,Competitor offered more data,1 | |
| 840,Fort Jones,96032,Yes,No,No,50.45,9.73,No,Yes,2345,50.45,60.18000000000001,2426,0.0,0,47,Female,Yes,2,Month-to-month,1,Yes,No,DSL,DSL,Yes,9.73,29,No,Mailed check,No,No,Yes,No,No,No,No,Yes,1,Offer E,2,Competitor,Yes,Churned,75,Competitor made better offer,1 | |
| 841,Hayfork,96041,No,No,No,521.1,341.74,Yes,No,2511,74.65,834.49,4612,28.35,0,33,Female,No,0,Month-to-month,7,Yes,Yes,DSL,Cable,Yes,48.82,19,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,67,Competitor made better offer,1 | |
| 842,Klamath River,96050,No,No,No,1046.1,153.0,No,No,482,94.2,1311.7099999999998,3975,7.39,120,53,Female,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,No,12.75,24,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,Price,Yes,Churned,73,Price too high,1 | |
| 843,Mineral,96063,Yes,No,No,5763.3,476.82,No,No,124,106.55,6240.12,4893,0.0,0,59,Female,Yes,0,One year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.83,21,No,Bank transfer (automatic),Yes,Yes,No,No,Yes,Yes,Yes,Yes,2,,1,Dissatisfaction,Yes,Churned,90,Product dissatisfaction,1 | |
| 844,Montague,96064,No,No,No,20.1,16.81,No internet service,No internet service,4592,20.1,36.91,5747,0.0,0,33,Male,No,0,Month-to-month,1,Yes,No,No,,No,16.81,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Competitor,Yes,Churned,80,Service dissatisfaction,1 | |
| 845,Oak Run,96069,Yes,No,No,1900.25,892.6300000000001,Yes,Yes,829,83.8,2792.88,5737,0.0,0,45,Female,Yes,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,38.81,28,No,Electronic check,No,Yes,Yes,Yes,No,No,No,No,0,,1,Attitude,Yes,Churned,80,Lack of self-service on Website,1 | |
| 846,Old Station,96071,No,No,Yes,159.15,68.31,No,No,182,55.15,227.46,5698,0.0,0,25,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,22.77,51,No,Mailed check,No,No,No,No,Yes,No,Yes,No,0,Offer E,2,Dissatisfaction,Yes,Churned,78,Network reliability,1 | |
| 847,Paskenta,96074,Yes,Yes,No,856.65,465.0,No,No,263,86.65,1321.65,4990,0.0,0,74,Male,Yes,0,Month-to-month,10,Yes,Yes,Fiber optic,Cable,Yes,46.5,4,Yes,Electronic check,No,No,No,No,No,Yes,No,Yes,2,,1,Dissatisfaction,Yes,Churned,84,Limited range of services,1 | |
| 848,Red Bluff,96080,No,Yes,No,4056.75,1548.45,No,No,26438,106.75,5605.2,5849,0.0,0,77,Female,No,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.85,2,Yes,Bank transfer (automatic),Yes,Yes,No,No,Yes,Yes,No,No,0,Offer C,1,Price,Yes,Churned,92,Lack of affordable download/upload speed,1 | |
| 849,Weaverville,96093,No,No,No,2435.15,1065.78,Yes,No,3749,78.45,3540.9300000000003,3091,0.0,40,46,Male,No,0,Month-to-month,31,Yes,No,Fiber optic,Fiber Optic,No,34.38,20,Yes,Electronic check,No,Yes,No,Yes,No,No,No,No,0,,1,Price,Yes,Churned,72,Long distance charges,1 | |
| 850,Whitmore,96096,Yes,No,No,2874.15,1386.52,No,Yes,843,87.45,4260.67,3358,0.0,0,39,Female,Yes,0,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.78,4,No,Electronic check,No,No,Yes,No,Yes,No,No,Yes,1,,3,Price,Yes,Churned,98,Extra data charges,1 | |
| 851,Blairsden Graeagle,96103,Yes,No,No,1974.8,325.96,No,No,1839,70.75,2300.7599999999998,2663,0.0,0,36,Male,Yes,0,Month-to-month,29,Yes,No,Fiber optic,Fiber Optic,Yes,11.24,16,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Price,Yes,Churned,73,Price too high,1 | |
| 852,Doyle,96109,Yes,Yes,No,1218.55,582.0,No,No,1177,101.35,1800.55,3967,0.0,0,66,Male,Yes,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.5,4,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,Yes,1,,1,Dissatisfaction,Yes,Churned,68,Product dissatisfaction,1 | |
| 853,Eagleville,96110,No,No,No,81.7,9.81,No,No,132,81.7,91.51,5574,0.0,0,31,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.81,28,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,83,Service dissatisfaction,1 | |
| 854,Fort Bidwell,96112,No,No,No,2171.15,951.72,No,No,231,68.25,3122.87,5647,0.0,0,37,Male,No,0,Month-to-month,33,Yes,No,Fiber optic,Fiber Optic,Yes,28.84,23,No,Electronic check,No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,100,Lack of self-service on Website,1 | |
| 855,Lake City,96115,No,No,No,317.25,147.64,No,No,124,79.15,464.89,5762,0.0,0,41,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,36.91,23,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,68,Network reliability,1 | |
| 856,Sierra City,96125,No,Yes,No,3474.05,1228.5,No,No,348,95.45,4782.55,2080,0.0,80,70,Male,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,No,35.1,29,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer C,2,Other,Yes,Churned,91,Don't know,1 | |
| 857,Sierraville,96126,Yes,No,Yes,1875.55,112.66999999999999,Yes,No,227,100.95,1988.22,4072,0.0,0,29,Male,Yes,0,One year,19,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.93,51,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,Yes,1,,3,Other,Yes,Churned,73,Don't know,1 | |
| 858,Westwood,96137,Yes,No,No,69.1,16.55,No,No,4158,69.1,85.64999999999999,4779,0.0,0,46,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,16.55,19,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,Offer E,1,Other,Yes,Churned,92,Don't know,1 | |
| 859,Tahoe Vista,96148,No,Yes,No,69.6,45.8,No,No,678,69.6,115.39999999999999,2151,0.0,0,68,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,45.8,10,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,74,Poor expertise of online support,1 | |
| 860,South Lake Tahoe,96150,No,No,No,3066.45,287.37,No,Yes,33038,103.45,3353.8199999999997,5387,0.0,0,53,Male,No,0,One year,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.27,30,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,65,Poor expertise of phone support,1 | |
| 861,Truckee,96161,No,No,No,305.55,123.8,No,No,15783,77.95,429.35,5365,0.0,0,31,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.95,26,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,89,Price too high,1 | |
| 862,Los Angeles,90007,No,Yes,No,78.45,18.37,No,No,45025,78.45,96.82000000000001,2139,0.0,0,65,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,18.37,13,No,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,67,Product dissatisfaction,1 | |
| 863,Los Angeles,90016,No,No,No,255.25,0.0,No,Yes,46984,29.5,295.25,3797,0.0,40,46,Male,No,0,Month-to-month,10,No,No phone service,DSL,DSL,No,0.0,30,No,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer D,3,Dissatisfaction,Yes,Churned,69,Service dissatisfaction,1 | |
| 864,Los Angeles,90017,No,No,No,146.9,53.86,No,No,20692,70.75,200.76,3257,0.0,0,64,Female,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,26.93,10,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,,1,Attitude,Yes,Churned,72,Lack of self-service on Website,1 | |
| 865,Los Angeles,90020,No,Yes,No,762.5,116.19,No,No,42394,84.45,878.69,3543,0.0,0,76,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.91,21,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer E,3,Competitor,Yes,Churned,95,Network reliability,1 | |
| 866,Los Angeles,90023,No,No,Yes,338.9,27.64,No,No,47487,85.65,366.53999999999996,2330,0.0,0,19,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.91,53,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,87,Limited range of services,1 | |
| 867,Los Angeles,90024,No,Yes,No,2497.35,218.5,Yes,Yes,44150,70.15,2715.85,2645,0.0,0,73,Male,No,0,One year,38,Yes,No,DSL,Cable,Yes,5.75,30,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,No,No,No,0,Offer C,3,Price,Yes,Churned,82,Lack of affordable download/upload speed,1 | |
| 868,Los Angeles,90028,No,Yes,No,4913.3,993.9899999999999,No,Yes,30568,97.8,5907.29,6204,0.0,0,70,Male,No,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.49,11,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,Offer B,2,Price,Yes,Churned,81,Long distance charges,1 | |
| 869,Los Angeles,90031,No,No,No,46.3,48.22,No,No,38415,46.3,94.52,3017,0.0,0,39,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,48.22,21,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Price,Yes,Churned,73,Extra data charges,1 | |
| 870,Los Angeles,90033,No,No,No,4443.45,427.63,No,Yes,49431,106.3,5001.08,5383,0.0,130,63,Female,No,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,No,10.43,22,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,2,Price,Yes,Churned,85,Price too high,1 | |
| 871,Los Angeles,90037,No,No,No,1095.65,209.52,Yes,Yes,56709,89.4,1305.17,5047,0.0,0,36,Female,No,0,Month-to-month,12,Yes,No,Fiber optic,Fiber Optic,Yes,17.46,9,Yes,Electronic check,No,No,Yes,Yes,No,Yes,Yes,No,0,Offer D,1,Dissatisfaction,Yes,Churned,79,Product dissatisfaction,1 | |
| 872,Los Angeles,90039,No,Yes,No,446.05,209.14999999999998,No,No,29310,83.15,655.2,2516,0.0,0,68,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.83,25,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,,3,Dissatisfaction,Yes,Churned,96,Service dissatisfaction,1 | |
| 873,Los Angeles,90043,No,No,Yes,811.8,292.4,No,No,44764,74.15,1104.1999999999998,4231,0.0,0,28,Male,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.24,85,Yes,Mailed check,No,No,No,No,No,No,Yes,No,0,Offer D,1,Attitude,Yes,Churned,90,Lack of self-service on Website,1 | |
| 874,Los Angeles,90048,Yes,No,No,1056.95,341.88,No,Yes,21739,99.5,1398.83,5286,0.0,0,43,Female,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.08,26,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,3,Dissatisfaction,Yes,Churned,84,Network reliability,1 | |
| 875,Los Angeles,90049,No,No,No,44.15,8.77,No,No,33523,44.15,52.92,4773,0.0,0,44,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,8.77,10,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,97,Don't know,1 | |
| 876,Los Angeles,90056,No,No,No,834.15,109.76,Yes,No,8115,53.9,983.91,5091,0.0,40,36,Female,No,0,Month-to-month,16,Yes,No,DSL,DSL,No,6.86,8,Yes,Mailed check,No,Yes,No,Yes,No,No,No,No,0,Offer D,3,Other,Yes,Churned,65,Don't know,1 | |
| 877,Los Angeles,90057,No,No,Yes,85.45,31.03,No,No,44004,85.45,116.48,2318,0.0,0,22,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.03,27,Yes,Mailed check,No,No,No,No,No,Yes,Yes,No,0,,1,Price,Yes,Churned,100,Price too high,1 | |
| 878,Los Angeles,90062,Yes,No,No,239.55,51.52,No,No,29299,50.85,291.07,5386,0.0,0,36,Female,Yes,1,Month-to-month,4,Yes,Yes,DSL,Cable,Yes,12.88,22,No,Mailed check,No,No,No,No,No,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,90,Product dissatisfaction,1 | |
| 879,Los Angeles,90063,No,No,No,59.2,13.58,No,Yes,55668,59.2,72.78,5020,0.0,0,40,Female,No,3,Month-to-month,1,Yes,No,DSL,DSL,Yes,13.58,24,No,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,65,Service dissatisfaction,1 | |
| 880,Los Angeles,90066,No,No,No,1060.6,460.2,No,Yes,55204,83.2,1520.8,4028,0.0,0,42,Male,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,35.4,18,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,Offer D,2,Attitude,Yes,Churned,86,Lack of self-service on Website,1 | |
| 881,Los Angeles,90068,No,No,Yes,54.9,44.36,No,No,21728,54.9,99.25999999999999,2833,0.0,0,19,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,44.36,58,Yes,Electronic check,Yes,Yes,No,No,No,No,Yes,No,0,,1,Dissatisfaction,Yes,Churned,89,Network reliability,1 | |
| 882,Los Angeles,90071,Yes,No,No,2254.2,25.41,No,Yes,21,103.9,2279.6099999999997,3769,0.0,0,57,Female,Yes,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.21,16,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,1,Dissatisfaction,Yes,Churned,91,Limited range of services,1 | |
| 883,Compton,90221,Yes,No,No,180.3,319.11,No internet service,No internet service,51387,19.25,499.41,5638,0.0,0,35,Female,Yes,3,Month-to-month,11,Yes,No,No,,No,29.01,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer D,1,Attitude,Yes,Churned,69,Lack of affordable download/upload speed,1 | |
| 884,Culver City,90230,No,Yes,No,158.4,46.92,No,No,31963,75.45,205.32,3350,0.0,0,77,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.46,25,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Price,Yes,Churned,65,Long distance charges,1 | |
| 885,Culver City,90232,No,Yes,No,104.2,51.48,No,No,15195,54.85,155.68,3016,0.0,0,73,Female,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,25.74,6,No,Mailed check,Yes,Yes,No,No,No,No,No,No,0,,1,Price,Yes,Churned,96,Extra data charges,1 | |
| 886,Gardena,90248,Yes,Yes,No,95.1,4.89,No,No,9960,95.1,99.99,5795,0.0,0,71,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.89,11,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,1,,1,Price,Yes,Churned,70,Price too high,1 | |
| 887,Hermosa Beach,90254,Yes,No,No,438,127.38,No,No,18693,75.5,565.38,5838,0.0,0,33,Male,Yes,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.23,13,Yes,Electronic check,No,No,No,No,No,No,No,Yes,4,,1,Dissatisfaction,Yes,Churned,88,Product dissatisfaction,1 | |
| 888,Huntington Park,90255,Yes,No,Yes,325.45,193.92,No,Yes,78114,73.75,519.37,5026,0.0,0,25,Female,Yes,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,48.48,58,Yes,Electronic check,No,No,Yes,No,No,No,Yes,Yes,5,,1,Dissatisfaction,Yes,Churned,83,Service dissatisfaction,1 | |
| 889,Lawndale,90260,No,No,No,1148.1,536.52,No,No,33300,96.05,1684.62,2577,0.0,0,39,Male,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Cable,Yes,44.71,25,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Attitude,Yes,Churned,89,Lack of self-service on Website,1 | |
| 890,Inglewood,90302,No,No,No,355.2,193.28,No,No,30779,88.95,588.48,5948,0.0,40,30,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,No,48.32,51,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,72,Network reliability,1 | |
| 891,Santa Monica,90403,No,No,No,151.3,39.24,No,No,23559,50.7,190.54000000000002,4930,0.0,0,42,Female,No,0,Month-to-month,4,Yes,No,DSL,DSL,Yes,9.81,30,No,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,,3,Other,Yes,Churned,90,Don't know,1 | |
| 892,Santa Monica,90405,No,No,Yes,188.7,143.04,No,No,26099,53.4,331.74,2755,0.0,0,23,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,47.68,82,No,Credit card (automatic),No,No,No,No,Yes,No,Yes,No,0,,2,Other,Yes,Churned,65,Don't know,1 | |
| 893,Torrance,90501,Yes,Yes,No,5549.4,420.82,No,No,40705,101.9,5970.219999999999,5884,0.0,0,69,Male,Yes,0,Month-to-month,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.94,6,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,Yes,1,Offer B,1,Price,Yes,Churned,94,Price too high,1 | |
| 894,Torrance,90505,Yes,No,No,5685.8,3008.32,No,No,34873,83.0,8694.12,4714,0.0,0,42,Female,Yes,0,One year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.24,5,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,86,Product dissatisfaction,1 | |
| 895,Buena Park,90621,No,No,No,50.6,11.86,No,No,33528,50.6,62.46,3677,0.0,0,47,Male,No,2,Month-to-month,1,Yes,No,DSL,Cable,Yes,11.86,13,No,Mailed check,Yes,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,82,Service dissatisfaction,1 | |
| 896,La Palma,90623,No,No,No,863.1,127.8,No,No,15505,89.5,990.9,4206,0.0,0,55,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,12.78,2,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer D,3,Attitude,Yes,Churned,84,Lack of self-service on Website,1 | |
| 897,La Habra,90631,No,No,No,69.8,22.86,No,No,67354,69.8,102.66,4154,0.0,10,50,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,22.86,25,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,90,Network reliability,1 | |
| 898,Montebello,90640,Yes,Yes,No,4750.95,1129.14,No,Yes,62425,93.8,5880.09,4788,0.0,0,80,Male,Yes,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.14,30,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,No,No,Yes,1,Offer B,1,Dissatisfaction,Yes,Churned,83,Limited range of services,1 | |
| 899,Santa Fe Springs,90670,Yes,No,No,2391.8,830.8799999999999,No,Yes,16271,101.05,3222.6800000000003,4766,0.0,0,44,Male,Yes,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.62,23,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Price,Yes,Churned,66,Lack of affordable download/upload speed,1 | |
| 900,Lakewood,90712,Yes,No,No,1687.95,566.8199999999999,No,No,30173,94.7,2254.77,2206,0.0,0,53,Male,Yes,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.49,20,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,Offer D,1,Price,Yes,Churned,72,Long distance charges,1 | |
| 901,Lakewood,90713,Yes,Yes,No,7689.95,434.16,No,Yes,27563,104.15,8124.11,5925,0.0,0,66,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.03,2,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,No,0,,3,Price,Yes,Churned,74,Extra data charges,1 | |
| 902,Sunset Beach,90742,Yes,No,No,229.55,108.96,Yes,No,1107,61.45,338.51,2131,0.0,0,44,Male,Yes,1,Month-to-month,4,Yes,No,DSL,DSL,Yes,27.24,21,No,Credit card (automatic),No,No,No,Yes,No,Yes,Yes,Yes,4,,2,Price,Yes,Churned,83,Price too high,1 | |
| 903,Long Beach,90804,No,No,Yes,90.55,7.15,No,No,43467,90.55,97.7,3898,0.0,0,20,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,7.15,48,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,1,Dissatisfaction,Yes,Churned,89,Product dissatisfaction,1 | |
| 904,Long Beach,90807,No,No,No,2274.35,990.3400000000001,No,No,31556,88.8,3314.69,4910,0.0,50,58,Female,No,0,Month-to-month,26,Yes,No,Fiber optic,Fiber Optic,No,38.09,22,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,82,Service dissatisfaction,1 | |
| 905,Long Beach,90814,No,No,Yes,602.55,131.81,No,No,19034,85.2,734.3599999999999,3905,0.0,0,23,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.83,26,Yes,Mailed check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Attitude,Yes,Churned,86,Lack of self-service on Website,1 | |
| 906,Arcadia,91007,No,Yes,No,449.75,22.95,No,No,30933,91.4,472.7,2834,0.0,0,79,Male,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,4.59,11,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,78,Network reliability,1 | |
| 907,South Pasadena,91030,Yes,No,No,4512.7,101.22,Yes,Yes,23984,106.15,4613.92,2265,0.0,0,54,Male,Yes,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.41,21,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,93,Don't know,1 | |
| 908,Pasadena,91105,No,No,No,196.95,159.6,No,No,10253,45.3,356.54999999999995,3443,0.0,0,36,Female,No,0,Month-to-month,4,Yes,No,DSL,Cable,Yes,39.9,20,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Other,Yes,Churned,99,Don't know,1 | |
| 909,Glendale,91203,No,No,No,131.05,5.92,No,No,14493,73.25,136.97,2919,0.0,0,37,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.96,15,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Price,Yes,Churned,78,Price too high,1 | |
| 910,Glendale,91208,Yes,No,No,415.05,30.8,No,Yes,16910,51.05,445.85,3758,0.0,0,47,Male,Yes,1,Month-to-month,8,Yes,No,DSL,DSL,Yes,3.85,20,Yes,Electronic check,No,No,Yes,No,No,No,No,Yes,1,Offer E,1,Dissatisfaction,Yes,Churned,77,Product dissatisfaction,1 | |
| 911,Canoga Park,91303,Yes,No,No,754.65,127.89000000000001,No,No,23519,85.35,932.54,2445,0.0,50,63,Female,Yes,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,No,14.21,5,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,Yes,1,Offer E,3,Dissatisfaction,Yes,Churned,95,Service dissatisfaction,1 | |
| 912,Canoga Park,91304,No,Yes,No,75.35,28.49,No,No,49242,75.35,103.83999999999999,4403,0.0,0,80,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.49,18,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Attitude,Yes,Churned,92,Lack of self-service on Website,1 | |
| 913,Chatsworth,91311,No,No,No,3198.6,1462.0,No,No,35325,75.2,4660.6,4673,0.0,0,63,Male,No,0,Month-to-month,43,Yes,No,Fiber optic,Fiber Optic,Yes,34.0,11,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,68,Network reliability,1 | |
| 914,Encino,91316,No,No,No,20.9,15.51,No internet service,No internet service,27614,20.9,36.41,5527,0.0,0,54,Female,No,0,Month-to-month,1,Yes,No,No,,No,15.51,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Dissatisfaction,Yes,Churned,97,Limited range of services,1 | |
| 915,Valencia,91355,No,No,Yes,123.65,146.52,No,No,24977,43.3,270.17,4849,0.0,0,23,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,48.84,41,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer E,3,Price,Yes,Churned,91,Lack of affordable download/upload speed,1 | |
| 916,Tarzana,91356,Yes,No,No,7534.65,2774.1000000000004,Yes,Yes,27424,109.5,10308.75,6136,0.0,0,38,Male,Yes,0,One year,70,Yes,No,Fiber optic,Fiber Optic,Yes,39.63,26,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Price,Yes,Churned,82,Long distance charges,1 | |
| 917,Stevenson Ranch,91381,No,Yes,No,906.85,45.099999999999994,No,No,9937,84.8,951.95,5118,0.0,0,78,Female,No,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.1,5,Yes,Credit card (automatic),No,No,No,No,No,Yes,No,No,0,,2,Price,Yes,Churned,67,Extra data charges,1 | |
| 918,Castaic,91384,Yes,Yes,No,4888.7,1578.0,No,Yes,22177,95.05,6516.7,5863,0.0,50,67,Female,Yes,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,No,31.56,4,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,Offer B,3,Price,Yes,Churned,92,Price too high,1 | |
| 919,Van Nuys,91401,No,Yes,No,237.25,93.45,No,Yes,40376,50.35,330.7,4618,0.0,0,73,Male,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,18.69,28,No,Electronic check,No,No,Yes,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,81,Product dissatisfaction,1 | |
| 920,Panorama City,91402,Yes,No,No,74.6,44.73,No,No,66249,74.6,119.32999999999998,5861,0.0,0,63,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.73,3,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,75,Service dissatisfaction,1 | |
| 921,Sherman Oaks,91403,No,No,No,342.4,91.84,No internet service,No internet service,22085,19.7,434.24,3438,0.0,0,35,Male,No,0,Month-to-month,16,Yes,No,No,,No,5.74,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,1,Price,Yes,Churned,82,Lack of self-service on Website,1 | |
| 922,Sherman Oaks,91423,No,No,Yes,892.65,545.1,No,Yes,29387,59.45,1437.75,5129,0.0,0,25,Female,No,0,Month-to-month,15,Yes,No,DSL,DSL,Yes,36.34,48,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,Offer D,1,Dissatisfaction,Yes,Churned,68,Network reliability,1 | |
| 923,Burbank,91501,No,No,Yes,4822.85,1979.84,Yes,No,18112,105.2,6802.6900000000005,3322,0.0,0,23,Female,No,0,One year,46,Yes,No,Fiber optic,Fiber Optic,Yes,43.04,71,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,99,Don't know,1 | |
| 924,North Hollywood,91601,No,No,No,438.4,284.24,No,No,36625,45.15,722.64,3721,0.0,0,59,Male,No,0,Month-to-month,8,Yes,No,DSL,Cable,Yes,35.53,5,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,2,Other,Yes,Churned,100,Don't know,1 | |
| 925,Valley Village,91607,Yes,No,No,3019.5,65.72,No,Yes,27453,93.8,3135.22,4115,0.0,50,62,Male,Yes,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,No,2.12,17,No,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,,1,Other,Yes,Churned,79,Don't know,1 | |
| 926,Claremont,91711,No,No,No,3183.4,806.72,Yes,No,34716,96.2,3990.12,3606,0.0,0,45,Male,No,0,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,Yes,25.21,26,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,3,Attitude,Yes,Churned,93,Attitude of support person,1 | |
| 927,Covina,91722,No,No,Yes,79.6,21.72,No,No,33817,79.6,101.32,3108,0.0,0,20,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,21.72,52,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,2,Other,Yes,Churned,94,Deceased,1 | |
| 928,El Monte,91731,No,No,No,1734.5,27.200000000000003,No,No,30211,85.25,1761.7,2414,0.0,0,49,Male,No,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.36,25,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer D,2,Other,Yes,Churned,92,Moved,1 | |
| 929,Glendora,91741,No,No,No,2088.8,628.16,Yes,No,24973,80.5,2716.96,2729,0.0,0,34,Male,No,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.16,22,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,3,Other,Yes,Churned,72,Moved,1 | |
| 930,La Puente,91744,No,Yes,No,502.6,181.8,No,No,84965,89.8,684.4000000000001,2960,0.0,0,75,Male,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.36,12,Yes,Electronic check,No,Yes,No,No,No,Yes,No,No,0,,1,Other,Yes,Churned,88,Moved,1 | |
| 931,Rowland Heights,91748,No,No,No,50.75,43.03,No,No,46342,50.75,93.78,5355,0.0,0,61,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,43.03,3,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,93,Competitor had better devices,1 | |
| 932,Mira Loma,91752,Yes,No,No,1208.35,106.68,Yes,No,18980,89.65,1435.03,2504,0.0,120,57,Female,Yes,0,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,No,7.62,3,Yes,Credit card (automatic),No,Yes,No,Yes,No,Yes,Yes,Yes,1,Offer D,1,Competitor,Yes,Churned,98,Competitor offered higher download speeds,1 | |
| 933,Pomona,91767,No,No,Yes,2498.4,954.36,Yes,No,46626,65.4,3452.76,5220,0.0,0,25,Male,No,0,One year,36,Yes,No,DSL,Cable,Yes,26.51,85,Yes,Mailed check,No,Yes,No,Yes,No,Yes,Yes,No,0,,1,Other,Yes,Churned,71,Don't know,1 | |
| 934,San Dimas,91773,No,No,No,651.4,319.41,Yes,Yes,33878,72.9,970.81,3585,0.0,0,50,Female,No,2,Month-to-month,9,Yes,No,DSL,Cable,Yes,35.49,11,Yes,Mailed check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,65,Competitor made better offer,1 | |
| 935,Walnut,91789,No,No,Yes,223.45,0.0,Yes,Yes,45118,40.0,223.45,3125,0.0,0,25,Male,No,0,Month-to-month,5,No,No phone service,DSL,Cable,Yes,0.0,59,No,Mailed check,Yes,No,Yes,Yes,No,No,Yes,No,0,,1,Competitor,Yes,Churned,80,Competitor had better devices,1 | |
| 936,West Covina,91790,No,Yes,No,919.4,95.94,No,No,44099,99.45,1015.3399999999999,2313,0.0,0,67,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.66,15,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,No,No,0,,1,Competitor,Yes,Churned,93,Competitor had better devices,1 | |
| 937,Alhambra,91803,No,No,No,181.65,73.62,Yes,No,30635,86.25,255.27,3529,0.0,0,40,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,36.81,16,Yes,Electronic check,Yes,Yes,No,Yes,No,No,No,No,0,,2,Competitor,Yes,Churned,94,Competitor offered higher download speeds,1 | |
| 938,Alpine,91901,No,No,No,45.65,36.99,No,No,16486,45.65,82.64,4689,0.0,0,43,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,36.99,22,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,78,Competitor offered higher download speeds,1 | |
| 939,Bonita,91902,No,No,No,551.35,104.32,No,No,17389,70.1,665.6700000000001,2899,0.0,10,30,Male,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,No,13.04,85,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,75,Competitor offered higher download speeds,1 | |
| 940,Campo,91906,No,Yes,No,115.95,19.1,No,No,3133,70.2,135.05,2767,0.0,0,75,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,9.55,28,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,67,Competitor offered more data,1 | |
| 941,Chula Vista,91910,No,No,Yes,165.2,3.7199999999999998,No,No,74025,55.35,168.92,5787,0.0,0,19,Female,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,1.24,52,No,Electronic check,Yes,Yes,No,No,No,No,Yes,No,0,,2,Competitor,Yes,Churned,65,Competitor offered more data,1 | |
| 942,Chula Vista,91915,Yes,Yes,No,4146.05,2222.58,No,Yes,9278,84.2,6368.63,6245,0.0,0,80,Male,Yes,0,Month-to-month,51,Yes,Yes,Fiber optic,Cable,Yes,43.58,22,Yes,Electronic check,No,Yes,Yes,No,No,No,No,Yes,2,Offer B,2,Competitor,Yes,Churned,74,Competitor offered more data,1 | |
| 943,Guatay,91931,No,No,No,81,39.04,No,No,796,45.85,120.03999999999999,3843,0.0,0,34,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,19.52,16,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 944,La Mesa,91942,No,No,No,3017.65,1410.63,No,No,24005,75.25,4428.280000000001,4696,0.0,0,64,Male,No,0,Month-to-month,39,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.17,5,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer C,3,Competitor,Yes,Churned,96,Competitor made better offer,1 | |
| 945,Mount Laguna,91948,No,No,Yes,1164.3,366.48,No,Yes,81,100.15,1530.78,3682,0.0,0,24,Female,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.54,47,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer D,2,Price,Yes,Churned,96,Price too high,1 | |
| 946,Spring Valley,91978,Yes,Yes,No,2710.25,32.76,No,Yes,7863,105.75,2833.01,3157,0.0,90,72,Male,Yes,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,No,1.26,18,No,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer C,1,Dissatisfaction,Yes,Churned,100,Product dissatisfaction,1 | |
| 947,Bonsall,92003,Yes,Yes,No,810.7,0.0,No,Yes,3849,48.35,810.7,2167,0.0,0,70,Female,Yes,0,Month-to-month,18,No,No phone service,DSL,DSL,Yes,0.0,12,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,2,Dissatisfaction,Yes,Churned,92,Service dissatisfaction,1 | |
| 948,Carlsbad,92009,Yes,No,No,36.55,0.0,No,No,43161,24.4,36.55,2635,0.0,0,53,Female,Yes,3,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,52,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,91,Lack of self-service on Website,1 | |
| 949,Fallbrook,92028,No,No,No,85.5,8.04,No internet service,No internet service,42239,20.95,93.53999999999999,5822,0.0,0,36,Female,No,0,Month-to-month,4,Yes,No,No,,No,2.01,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Competitor,Yes,Churned,85,Network reliability,1 | |
| 950,Escondido,92029,Yes,Yes,No,49.55,24.24,No,No,17944,49.55,73.78999999999999,4989,0.0,0,73,Female,Yes,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,24.24,9,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,1,Offer E,1,Dissatisfaction,Yes,Churned,76,Limited range of services,1 | |
| 951,Oceanside,92057,No,No,No,178.5,80.19,No internet service,No internet service,46893,20.25,258.69,3361,0.0,0,37,Male,No,0,Month-to-month,9,Yes,No,No,,No,8.91,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Attitude,Yes,Churned,98,Lack of affordable download/upload speed,1 | |
| 952,Pala,92059,Yes,Yes,No,115.1,13.72,No,No,1831,50.15,128.82,5461,0.0,0,75,Female,Yes,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,6.86,20,No,Credit card (automatic),No,Yes,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,78,Long distance charges,1 | |
| 953,Pauma Valley,92061,Yes,Yes,No,2745.2,1026.02,No,Yes,2615,95.9,3821.22,2151,0.0,50,70,Male,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,No,35.38,21,Yes,Electronic check,No,Yes,Yes,No,No,Yes,Yes,Yes,1,Offer C,3,Price,Yes,Churned,95,Extra data charges,1 | |
| 954,Vista,92084,No,Yes,No,25.25,0.0,No,No,44692,25.25,25.25,4628,0.0,0,77,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,15,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,87,Price too high,1 | |
| 955,San Diego,92108,No,No,No,416.45,140.57999999999998,No,No,11650,45.15,557.03,3757,0.0,0,38,Female,No,0,Month-to-month,9,Yes,No,DSL,DSL,Yes,15.62,2,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,73,Product dissatisfaction,1 | |
| 956,San Diego,92113,Yes,No,No,4116.15,1766.5,No,No,47431,84.4,5882.65,5135,0.0,0,59,Female,Yes,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.33,17,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,80,Service dissatisfaction,1 | |
| 957,Coronado,92118,No,No,No,75.1,5.94,No,No,24093,75.1,81.03999999999999,4335,0.0,0,36,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.94,8,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,83,Lack of self-service on Website,1 | |
| 958,San Diego,92119,Yes,No,No,3715.65,2273.4,No,No,21866,70.15,5989.05,4596,0.0,0,50,Female,Yes,0,One year,54,Yes,Yes,DSL,DSL,Yes,42.1,12,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,,3,Dissatisfaction,Yes,Churned,95,Network reliability,1 | |
| 959,San Diego,92120,No,No,No,4273.45,789.18,No,No,25569,101.75,5062.63,5545,0.0,0,64,Male,No,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.79,16,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,66,Don't know,1 | |
| 960,San Diego,92121,No,No,No,45.8,22.11,No,No,4258,45.8,77.91,5973,0.0,10,41,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,No,22.11,18,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,78,Don't know,1 | |
| 961,San Diego,92127,No,No,No,20.1,40.83,No internet service,No internet service,20046,20.1,60.93,4933,0.0,0,63,Male,No,0,Month-to-month,1,Yes,No,No,,No,40.83,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Price,Yes,Churned,95,Don't know,1 | |
| 962,San Diego,92128,Yes,No,No,328.95,0.0,Yes,No,42733,40.65,328.95,4800,0.0,0,64,Male,Yes,0,Month-to-month,9,No,No phone service,DSL,DSL,Yes,0.0,26,No,Mailed check,No,No,No,Yes,Yes,No,No,Yes,2,Offer E,1,Competitor,Yes,Churned,98,Poor expertise of online support,1 | |
| 963,San Diego,92129,Yes,Yes,No,4680.05,246.56,No,Yes,47224,101.0,4926.610000000001,2436,0.0,0,80,Male,Yes,0,Month-to-month,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.36,22,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,1,Offer B,1,Competitor,Yes,Churned,88,Poor expertise of phone support,1 | |
| 964,San Diego,92130,No,No,No,69.1,38.66,No,No,28201,69.1,107.75999999999999,5795,0.0,0,62,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,38.66,18,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,82,Competitor had better devices,1 | |
| 965,San Ysidro,92173,No,No,Yes,999.45,78.39,No,No,28488,75.0,1077.8400000000001,2189,0.0,0,25,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.03,48,Yes,Mailed check,No,No,No,No,No,No,Yes,No,0,Offer D,2,Competitor,Yes,Churned,68,Competitor offered higher download speeds,1 | |
| 966,Indio,92201,Yes,No,No,1888.65,835.0500000000001,Yes,No,56307,100.0,2723.7000000000003,2608,0.0,0,56,Male,Yes,0,One year,19,Yes,No,Fiber optic,Fiber Optic,Yes,43.95,20,No,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,71,Competitor offered more data,1 | |
| 967,Indian Wells,92210,No,Yes,No,71.15,24.75,No,No,3873,71.15,115.9,5287,0.0,20,78,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,24.75,22,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,85,Competitor made better offer,1 | |
| 968,Palm Desert,92211,No,No,Yes,1240.25,0.0,No,Yes,19702,54.15,1240.25,5153,0.0,0,25,Female,No,0,Month-to-month,24,No,No phone service,DSL,DSL,Yes,0.0,52,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer C,1,Competitor,Yes,Churned,95,Competitor had better devices,1 | |
| 969,Brawley,92227,Yes,No,No,7156.2,2154.0499999999997,Yes,Yes,23394,108.75,9310.25,5516,0.0,0,59,Female,Yes,0,Two year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.15,28,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,90,Competitor had better devices,1 | |
| 970,Calexico,92231,Yes,No,No,270.8,41.64,Yes,No,27804,49.15,312.44,5271,0.0,0,59,Female,Yes,0,Month-to-month,6,Yes,No,DSL,DSL,Yes,6.94,28,Yes,Electronic check,No,No,No,Yes,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 971,Desert Center,92239,No,No,No,374.5,455.6,No internet service,No internet service,964,19.4,830.1,3785,0.0,0,30,Male,No,3,Month-to-month,20,Yes,No,No,,No,22.78,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 972,Desert Hot Springs,92241,No,Yes,No,1520.9,236.4,No,No,5529,79.15,1757.3000000000002,4997,0.0,0,69,Female,No,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.82,5,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 973,North Palm Springs,92258,Yes,Yes,No,3605.2,2236.52,No,No,732,80.4,5861.719999999999,4876,0.0,20,71,Male,Yes,0,Month-to-month,46,Yes,No,Fiber optic,Fiber Optic,No,48.62,3,Yes,Electronic check,No,No,No,No,No,Yes,No,Yes,1,Offer B,3,Competitor,Yes,Churned,75,Competitor offered more data,1 | |
| 974,Palm Springs,92262,Yes,No,No,1145.35,86.78999999999999,No,No,24924,102.0,1232.1399999999999,5750,0.0,0,36,Female,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.89,10,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,88,Competitor offered more data,1 | |
| 975,Rancho Mirage,92270,No,No,No,38.7,49.42,No internet service,No internet service,12465,20.65,88.12,3845,0.0,0,60,Female,No,0,Month-to-month,2,Yes,No,No,,No,24.71,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Attitude,Yes,Churned,83,Competitor offered more data,1 | |
| 976,Thousand Palms,92276,No,No,Yes,70.8,30.6,No,No,6242,70.8,101.4,3901,0.0,0,23,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,30.6,27,Yes,Mailed check,No,No,No,No,No,No,Yes,No,0,Offer E,3,Competitor,Yes,Churned,73,Competitor made better offer,1 | |
| 977,Twentynine Palms,92277,No,No,No,1448.6,191.36,Yes,No,17178,89.05,1639.96,5953,0.0,0,37,Male,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.96,18,Yes,Credit card (automatic),No,No,No,Yes,No,Yes,Yes,No,0,,3,Competitor,Yes,Churned,87,Competitor made better offer,1 | |
| 978,Twentynine Palms,92278,No,No,No,291.9,29.849999999999998,No,No,14104,96.6,321.75,3260,0.0,0,48,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.95,13,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,1,Price,Yes,Churned,72,Price too high,1 | |
| 979,White Water,92282,Yes,No,No,5921.35,2287.4100000000003,No,Yes,805,104.5,8208.76,4471,0.0,0,47,Female,Yes,0,Month-to-month,57,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.13,25,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,80,Product dissatisfaction,1 | |
| 980,Apple Valley,92307,No,No,No,249.95,185.5,No,No,31876,50.6,455.45,2353,0.0,20,54,Female,No,0,Month-to-month,5,Yes,Yes,DSL,Cable,No,37.1,2,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,94,Service dissatisfaction,1 | |
| 981,Big Bear City,92314,No,No,No,219.65,104.16,No,No,9899,49.35,323.81,5858,0.0,0,40,Male,No,1,Month-to-month,4,Yes,No,DSL,DSL,Yes,26.04,27,No,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,83,Lack of self-service on Website,1 | |
| 982,Bloomington,92316,No,No,Yes,669,84.35000000000001,No,No,25995,94.25,753.35,5267,0.0,0,22,Male,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,12.05,69,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,3,Dissatisfaction,Yes,Churned,99,Network reliability,1 | |
| 983,Calimesa,92320,Yes,No,No,68.95,21.65,No,No,7334,68.95,90.6,5644,0.0,0,64,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,21.65,13,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,2,Dissatisfaction,Yes,Churned,75,Limited range of services,1 | |
| 984,Crestline,92325,No,Yes,No,196.75,50.38,No,No,10484,93.85,247.13,4998,0.0,0,70,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.19,14,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,1,Price,Yes,Churned,70,Lack of affordable download/upload speed,1 | |
| 985,Fontana,92336,No,No,No,318.9,169.76,No,No,54586,76.05,488.65999999999997,3685,0.0,0,62,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.44,29,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Price,Yes,Churned,75,Long distance charges,1 | |
| 986,Fontana,92337,No,No,No,24.45,0.0,No,No,29847,24.45,24.45,2121,0.0,0,44,Male,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,2,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Price,Yes,Churned,65,Extra data charges,1 | |
| 987,Green Valley Lake,92341,No,No,No,631.85,257.88,No,Yes,317,89.35,949.73,4154,0.0,60,35,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,No,36.84,17,Yes,Credit card (automatic),No,No,Yes,No,Yes,No,No,No,0,,1,Price,Yes,Churned,91,Price too high,1 | |
| 988,Hinkley,92347,Yes,No,No,307.4,129.72,No,No,1933,80.35,437.12,4167,0.0,0,60,Male,Yes,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,32.43,13,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,3,,1,Dissatisfaction,Yes,Churned,65,Product dissatisfaction,1 | |
| 989,Lucerne Valley,92356,No,Yes,No,55.8,26.22,No,Yes,5256,55.8,82.02,5527,0.0,0,66,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,26.22,22,Yes,Electronic check,Yes,No,Yes,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,87,Service dissatisfaction,1 | |
| 990,Newberry Springs,92365,No,No,Yes,79.05,31.34,No,No,2899,79.05,110.39,3555,0.0,0,24,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,31.34,52,Yes,Electronic check,No,No,No,No,Yes,No,Yes,No,0,,1,Competitor,Yes,Churned,80,Lack of self-service on Website,1 | |
| 991,Oro Grande,92368,Yes,No,No,95,12.04,No,No,909,95.0,107.03999999999999,4489,0.0,0,42,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Cable,Yes,12.04,5,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,82,Network reliability,1 | |
| 992,Phelan,92371,No,No,Yes,25.2,0.0,No,No,12463,25.2,25.2,3196,0.0,0,29,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,73,No,Mailed check,No,No,No,No,No,No,Yes,No,0,,2,Other,Yes,Churned,82,Don't know,1 | |
| 993,Redlands,92373,No,Yes,No,4187.75,1724.46,No,Yes,31230,98.4,5912.21,2169,0.0,0,77,Male,No,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.06,21,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,Offer B,1,Competitor,Yes,Churned,100,Competitor had better devices,1 | |
| 994,Running Springs,92382,Yes,Yes,No,5154.6,1981.98,Yes,Yes,5395,79.4,7286.58,5910,0.0,150,71,Male,Yes,0,Two year,66,Yes,Yes,DSL,DSL,No,30.03,15,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,73,Competitor offered higher download speeds,1 | |
| 995,Victorville,92394,No,Yes,No,3496.3,1389.1499999999999,No,Yes,12083,101.4,4885.45,3689,0.0,0,68,Male,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.69,25,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,Offer C,3,Competitor,Yes,Churned,92,Competitor offered more data,1 | |
| 996,Wrightwood,92397,Yes,Yes,No,914.3,168.79999999999998,No,Yes,4253,89.8,1083.1,5124,0.0,0,71,Male,Yes,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.88,24,Yes,Electronic check,No,No,Yes,No,No,Yes,No,No,0,,2,Competitor,Yes,Churned,76,Competitor made better offer,1 | |
| 997,San Bernardino,92401,Yes,No,No,6110.2,2272.86,Yes,Yes,1779,109.75,8383.06,6274,0.0,0,34,Male,Yes,0,Two year,54,Yes,No,Fiber optic,Fiber Optic,Yes,42.09,9,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,90,Competitor had better devices,1 | |
| 998,San Bernardino,92405,No,No,No,28.3,31.58,No internet service,No internet service,24644,19.3,59.879999999999995,2279,0.0,0,56,Male,No,0,One year,2,Yes,No,No,,No,15.79,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Price,Yes,Churned,94,Competitor had better devices,1 | |
| 999,San Bernardino,92408,No,Yes,No,2351.8,901.9399999999999,No,No,12149,91.25,3253.7400000000002,5154,0.0,0,79,Female,No,0,Month-to-month,26,Yes,No,Fiber optic,Fiber Optic,Yes,34.69,27,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer C,3,Attitude,Yes,Churned,76,Competitor offered higher download speeds,1 | |
| 1000,Riverside,92503,No,No,No,679.55,145.65,No,No,71678,49.1,825.1999999999999,5209,0.0,0,33,Female,No,0,Month-to-month,15,Yes,Yes,DSL,DSL,Yes,9.71,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 1001,Riverside,92506,No,No,Yes,1994.3,965.34,Yes,Yes,42425,65.25,3079.6400000000003,4403,0.0,120,29,Female,No,0,Month-to-month,31,Yes,Yes,DSL,Cable,No,31.14,52,No,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,No,0,Offer C,1,Competitor,Yes,Churned,68,Competitor offered higher download speeds,1 | |
| 1002,Riverside,92508,No,Yes,No,1505.85,42.48,Yes,No,17147,85.45,1548.33,5145,0.0,0,80,Female,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.36,21,Yes,Electronic check,No,Yes,No,Yes,No,No,No,No,0,,1,Competitor,Yes,Churned,99,Competitor offered more data,1 | |
| 1003,March Air Reserve Base,92518,Yes,No,No,5638.3,1643.3400000000001,Yes,No,1005,94.1,7281.64,6295,0.0,0,46,Male,Yes,0,Two year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.94,11,Yes,Electronic check,No,Yes,No,Yes,Yes,No,No,Yes,9,Offer B,3,Competitor,Yes,Churned,71,Competitor offered more data,1 | |
| 1004,Lake Elsinore,92532,No,Yes,No,71.65,28.46,No,No,4546,71.65,100.11000000000001,5674,0.0,0,65,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,28.46,12,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,84,Competitor offered more data,1 | |
| 1005,Anza,92539,Yes,No,No,2542.45,72.0,No,Yes,3745,104.65,2614.45,4734,0.0,0,51,Male,Yes,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.0,15,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,2,Offer C,3,Competitor,Yes,Churned,72,Competitor made better offer,1 | |
| 1006,Moreno Valley,92555,No,No,No,210.3,106.62,No,No,12743,74.25,316.92,3207,0.0,0,44,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.54,27,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,94,Competitor made better offer,1 | |
| 1007,Perris,92570,No,Yes,No,74.2,48.95,No,No,36817,74.2,123.15,4684,0.0,0,70,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.95,23,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,71,Price too high,1 | |
| 1008,Temecula,92590,Yes,Yes,No,4388.4,1343.75,No,No,3070,101.0,5882.15,3123,0.0,150,68,Male,Yes,0,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,No,31.25,20,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,Yes,8,Offer B,1,Dissatisfaction,Yes,Churned,87,Product dissatisfaction,1 | |
| 1009,Temecula,92591,Yes,No,No,420.2,112.88,No,No,25655,100.2,533.0799999999999,2650,0.0,0,57,Male,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.22,10,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,2,Dissatisfaction,Yes,Churned,82,Service dissatisfaction,1 | |
| 1010,Temecula,92592,Yes,Yes,No,2177.45,840.7500000000001,No,No,46171,89.05,3018.2,2673,0.0,0,80,Male,Yes,0,One year,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.63,25,Yes,Electronic check,Yes,No,No,No,No,Yes,No,Yes,3,Offer C,1,Competitor,Yes,Churned,97,Lack of self-service on Website,1 | |
| 1011,Irvine,92602,Yes,No,No,3913.3,2089.0499999999997,No,No,2762,70.1,6002.35,4669,0.0,0,46,Female,Yes,0,One year,57,Yes,No,DSL,DSL,Yes,36.65,7,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,Yes,Yes,Yes,1,Offer B,1,Dissatisfaction,Yes,Churned,81,Network reliability,1 | |
| 1012,Foothill Ranch,92610,No,No,Yes,443.9,173.8,Yes,Yes,10936,105.65,617.7,4663,0.0,0,29,Female,No,0,One year,4,Yes,No,Fiber optic,Fiber Optic,Yes,43.45,52,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,66,Limited range of services,1 | |
| 1013,Irvine,92620,Yes,Yes,No,3436.1,597.96,No,No,26419,96.5,4034.06,4652,0.0,0,77,Male,Yes,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.61,3,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,Yes,1,,3,Price,Yes,Churned,82,Lack of affordable download/upload speed,1 | |
| 1014,Corona Del Mar,92625,Yes,Yes,No,70.85,49.6,No,No,13422,70.85,120.44999999999999,3022,0.0,0,65,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,49.6,13,No,Mailed check,No,No,No,No,No,No,No,Yes,1,Offer E,2,Price,Yes,Churned,69,Long distance charges,1 | |
| 1015,Costa Mesa,92626,No,No,Yes,3110.1,308.0,Yes,Yes,48207,85.95,3418.1,3833,0.0,0,27,Female,No,0,One year,35,Yes,Yes,DSL,Cable,No,8.8,46,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer C,1,Price,Yes,Churned,99,Extra data charges,1 | |
| 1016,Costa Mesa,92627,No,No,No,280.85,134.6,No,Yes,62069,73.9,415.45000000000005,4479,0.0,0,50,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,33.65,30,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,71,Price too high,1 | |
| 1017,Huntington Beach,92647,Yes,No,No,6144.55,1623.4199999999998,No,Yes,58764,109.45,7767.97,6424,0.0,0,39,Female,Yes,0,Two year,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.99,24,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer B,1,Dissatisfaction,Yes,Churned,89,Product dissatisfaction,1 | |
| 1018,Silverado,92676,No,No,Yes,2983.8,351.90000000000003,No,No,1859,100.2,3335.7000000000003,3598,0.0,0,21,Female,No,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.73,82,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer C,1,Dissatisfaction,Yes,Churned,90,Service dissatisfaction,1 | |
| 1019,Rancho Santa Margarita,92688,Yes,No,No,1565.7,106.47,No,No,42193,74.05,1672.17,5630,0.0,0,32,Female,Yes,0,Month-to-month,21,Yes,No,Fiber optic,Fiber Optic,Yes,5.07,26,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,1,,3,Dissatisfaction,Yes,Churned,91,Lack of self-service on Website,1 | |
| 1020,Ladera Ranch,92694,No,No,No,298.35,65.58,No,Yes,350,101.55,363.93,4480,0.0,0,57,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.86,6,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,3,Dissatisfaction,Yes,Churned,73,Network reliability,1 | |
| 1021,Santa Ana,92705,Yes,Yes,No,4534.9,1846.6399999999999,Yes,Yes,44117,111.95,6381.539999999999,3711,0.0,0,66,Male,Yes,0,One year,41,Yes,Yes,Fiber optic,Cable,Yes,45.04,29,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,No,Yes,1,Offer B,2,Other,Yes,Churned,93,Don't know,1 | |
| 1049,Maricopa,93252,No,No,No,86.6,0.0,No,No,4357,24.45,86.6,4909,0.0,0,31,Female,No,0,Month-to-month,4,No,No phone service,DSL,DSL,Yes,0.0,9,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,70,Product dissatisfaction,1 | |
| 1022,Santa Ana,92707,Yes,No,No,1157.05,0.0,No,Yes,62634,55.95,1167.05,5531,0.0,10,30,Female,Yes,0,One year,21,No,No phone service,DSL,Cable,No,0.0,69,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,74,Attitude of service provider,1 | |
| 1023,Tustin,92780,No,No,No,45.75,24.24,No,No,55062,45.75,69.99,3531,0.0,0,36,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,24.24,28,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,97,Attitude of support person,1 | |
| 1024,Anaheim,92808,No,No,No,815.5,277.64,No,No,19629,74.95,1093.1399999999999,4251,0.0,0,41,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,25.24,29,No,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 1025,Brea,92821,No,No,No,80.15,4.67,No,No,34055,80.15,84.82000000000001,3947,0.0,0,53,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,4.67,11,No,Credit card (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Attitude,Yes,Churned,72,Attitude of support person,1 | |
| 1026,Fullerton,92831,Yes,No,No,8109.8,2241.36,Yes,Yes,34592,109.25,10351.16,4261,0.0,0,57,Female,Yes,0,One year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.13,11,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,97,Attitude of service provider,1 | |
| 1027,Orange,92869,No,No,Yes,108.95,0.0,No,No,37916,35.2,108.95,5450,0.0,0,20,Female,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,30,No,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,100,Attitude of service provider,1 | |
| 1028,Placentia,92870,Yes,No,No,78.8,28.04,No,No,48170,78.8,106.84,5075,0.0,0,55,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,28.04,30,No,Electronic check,No,No,No,No,Yes,No,No,Yes,1,Offer E,3,Attitude,Yes,Churned,87,Attitude of service provider,1 | |
| 1029,Corona,92882,No,No,No,5127.95,1690.59,No,Yes,60294,106.4,6818.54,4804,0.0,0,42,Female,No,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,No,35.97,25,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,99,Attitude of support person,1 | |
| 1030,Corona,92883,No,No,No,874.8,375.48,No,No,13188,49.4,1250.28,4028,0.0,0,31,Male,No,0,Month-to-month,18,Yes,No,DSL,DSL,Yes,20.86,3,No,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,75,Deceased,1 | |
| 1031,Camarillo,93010,No,Yes,No,69.1,16.19,No,No,42853,69.1,85.28999999999999,2767,0.0,0,70,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,16.19,12,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,Other,Yes,Churned,83,Moved,1 | |
| 1032,Camarillo,93012,Yes,No,No,1776.55,993.8,No,No,24945,90.2,2770.35,2058,0.0,0,63,Male,Yes,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,49.69,10,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,85,Moved,1 | |
| 1033,Carpinteria,93013,No,No,No,536.4,262.79999999999995,No,No,17409,93.55,799.1999999999999,5617,0.0,0,42,Female,No,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.8,5,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,Offer E,2,Other,Yes,Churned,71,Moved,1 | |
| 1034,Ojai,93023,No,No,No,80.85,14.91,No,No,21633,80.85,95.75999999999999,3096,0.0,0,64,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,14.91,21,Yes,Mailed check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,77,Competitor had better devices,1 | |
| 1035,Oxnard,93030,Yes,No,No,4029.95,1149.6,No,No,79736,82.05,5179.549999999999,3365,0.0,0,41,Female,Yes,0,One year,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.95,30,Yes,Mailed check,No,No,No,No,No,Yes,Yes,Yes,1,Offer B,2,Competitor,Yes,Churned,93,Competitor offered higher download speeds,1 | |
| 1036,Piru,93040,Yes,No,No,51.15,112.83,No internet service,No internet service,1459,20.55,163.98,4115,0.0,0,41,Male,Yes,0,Month-to-month,3,Yes,No,No,,No,37.61,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,1,Attitude,Yes,Churned,90,Competitor offered more data,1 | |
| 1037,Somis,93066,No,Yes,No,149.55,87.92,No,Yes,2966,78.55,237.47000000000003,5203,0.0,0,69,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.96,14,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,92,Competitor made better offer,1 | |
| 1038,Santa Barbara,93110,No,No,No,78.65,46.09,No,No,15757,78.65,124.74000000000001,2728,0.0,0,41,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,46.09,10,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,81,Competitor had better devices,1 | |
| 1039,Alpaugh,93201,No,No,No,42.9,4.02,No,No,1054,42.9,46.92,4895,0.0,0,47,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,4.02,11,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,87,Competitor had better devices,1 | |
| 1040,Avenal,93204,No,No,Yes,139.35,0.0,Yes,No,14697,34.25,139.35,2802,0.0,0,26,Female,No,0,Month-to-month,3,No,No phone service,DSL,Cable,Yes,0.0,52,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,88,Competitor offered higher download speeds,1 | |
| 1041,Bodfish,93205,No,No,No,539.85,0.0,Yes,Yes,1954,58.5,539.85,3032,0.0,0,30,Female,No,0,Month-to-month,9,No,No phone service,DSL,Cable,Yes,0.0,48,No,Mailed check,Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 1042,Coalinga,93210,No,Yes,No,4718.25,1585.6399999999999,No,No,18036,96.2,6303.889999999999,5904,0.0,0,66,Male,No,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.36,2,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer B,2,Attitude,Yes,Churned,74,Competitor offered higher download speeds,1 | |
| 1043,Ducor,93218,No,Yes,No,434.1,53.46,No,Yes,823,74.4,507.56,3964,0.0,20,75,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,No,8.91,27,No,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,100,Competitor offered more data,1 | |
| 1044,Frazier Park,93222,Yes,No,Yes,545.2,164.64000000000001,No,Yes,1526,105.3,709.84,4163,0.0,0,23,Female,Yes,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.44,58,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,90,Competitor offered more data,1 | |
| 1045,Fellows,93224,Yes,No,No,1284.2,287.36,No,No,626,73.85,1571.56,3226,0.0,0,32,Male,Yes,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.96,30,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,,1,Other,Yes,Churned,77,Don't know,1 | |
| 1046,Huron,93234,Yes,Yes,No,646.85,150.01,No,No,6918,84.55,796.86,5245,0.0,0,75,Female,Yes,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.43,12,Yes,Electronic check,No,No,No,No,No,Yes,No,Yes,1,Offer E,1,Competitor,Yes,Churned,80,Competitor made better offer,1 | |
| 1047,Lemoore,93245,No,No,No,692.1,493.75,No internet service,No internet service,30419,24.75,1185.85,4931,0.0,0,61,Female,No,0,Two year,25,Yes,Yes,No,,No,19.75,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,Competitor,Yes,Churned,94,Competitor made better offer,1 | |
| 1050,Porterville,93257,No,No,No,2979.5,853.44,No,Yes,65566,105.7,3912.94,2464,0.0,80,33,Male,No,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,No,30.48,13,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer C,3,Dissatisfaction,Yes,Churned,72,Service dissatisfaction,1 | |
| 1051,Sequoia National Park,93262,No,No,No,24.25,0.0,No,No,56,24.25,24.25,2846,0.0,0,64,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,7,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,85,Lack of self-service on Website,1 | |
| 1052,Strathmore,93267,No,No,No,837.95,171.6,No,No,5689,76.5,1009.5500000000001,2291,0.0,0,48,Female,No,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.6,4,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,76,Network reliability,1 | |
| 1053,Tipton,93272,No,No,No,362.2,29.56,Yes,No,2951,93.5,391.76,4554,0.0,0,47,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.39,4,Yes,Electronic check,No,Yes,No,Yes,No,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,73,Limited range of services,1 | |
| 1054,Visalia,93277,Yes,Yes,No,5373.1,1808.46,No,No,44741,101.5,7181.56,6405,0.0,0,75,Female,Yes,0,One year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.49,8,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,2,Price,Yes,Churned,68,Lack of affordable download/upload speed,1 | |
| 1055,Wasco,93280,No,No,No,2068.55,1239.8400000000001,No,No,22760,74.9,3308.3900000000003,5392,0.0,0,60,Male,No,0,Month-to-month,28,Yes,No,Fiber optic,Fiber Optic,Yes,44.28,5,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,Offer C,1,Price,Yes,Churned,98,Long distance charges,1 | |
| 1056,Woody,93287,No,Yes,No,131.65,30.64,No,No,88,69.6,162.29000000000002,4596,0.0,0,74,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,15.32,21,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Price,Yes,Churned,74,Extra data charges,1 | |
| 1057,Bakersfield,93306,No,No,Yes,24.05,20.26,No internet service,No internet service,53481,24.05,44.31,3162,0.0,0,21,Male,No,0,Month-to-month,1,Yes,Yes,No,,No,20.26,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Price,Yes,Churned,67,Price too high,1 | |
| 1058,San Luis Obispo,93401,No,No,No,50.55,30.96,No,No,27047,50.55,81.50999999999999,3420,0.0,0,36,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,30.96,5,No,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,87,Product dissatisfaction,1 | |
| 1059,Buellton,93427,No,No,No,1415.55,517.5799999999999,No,No,4644,100.55,1933.1299999999999,5224,0.0,0,56,Male,No,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.97,27,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,72,Service dissatisfaction,1 | |
| 1060,Casmalia,93429,Yes,No,No,20.5,34.57,No internet service,No internet service,210,20.5,55.07,2398,0.0,0,47,Female,Yes,3,Month-to-month,1,Yes,No,No,,No,34.57,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Price,Yes,Churned,76,Lack of self-service on Website,1 | |
| 1061,Guadalupe,93434,No,No,No,321.9,29.04,No,Yes,5726,74.8,350.94,5882,0.0,0,51,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,7.26,29,Yes,Bank transfer (automatic),No,No,Yes,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,71,Network reliability,1 | |
| 1062,Lompoc,93437,Yes,No,No,482.8,0.0,No,No,6165,24.45,482.8,3298,0.0,0,44,Female,Yes,0,Month-to-month,20,No,No phone service,DSL,DSL,Yes,0.0,10,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,3,Other,Yes,Churned,94,Don't know,1 | |
| 1063,Templeton,93465,No,No,Yes,914,507.5,No,No,7918,71.0,1421.5,3228,0.0,0,27,Female,No,0,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,Yes,36.25,52,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,95,Don't know,1 | |
| 1064,Boron,93516,No,Yes,No,1172.95,0.0,No,Yes,2241,40.3,1272.95,3016,0.0,100,74,Female,No,0,Month-to-month,30,No,No phone service,DSL,Cable,No,0.0,7,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,2,Other,Yes,Churned,94,Don't know,1 | |
| 1065,Edwards,93523,No,No,No,155.35,0.0,No,No,7685,50.6,155.35,4800,0.0,0,56,Female,No,0,Month-to-month,3,No,No phone service,DSL,Cable,Yes,0.0,25,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,83,Poor expertise of online support,1 | |
| 1066,Inyokern,93527,Yes,No,No,3303.05,81.19999999999999,Yes,Yes,2213,84.85,3384.25,5764,0.0,0,64,Female,Yes,0,Month-to-month,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.03,19,Yes,Electronic check,No,No,Yes,Yes,No,No,No,Yes,1,Offer B,2,Competitor,Yes,Churned,99,Poor expertise of phone support,1 | |
| 1067,Johannesburg,93528,Yes,No,Yes,134.35,54.54,No,No,207,65.7,188.89,4265,0.0,0,21,Female,Yes,2,Month-to-month,2,Yes,No,DSL,DSL,Yes,27.27,51,No,Mailed check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,96,Competitor had better devices,1 | |
| 1068,Keene,93531,No,No,No,70.5,41.39,No,No,1436,70.5,111.89,4123,0.0,0,53,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,41.39,3,No,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,90,Competitor offered higher download speeds,1 | |
| 1069,Lake Hughes,93532,No,No,No,953.45,432.59999999999997,No,Yes,2771,94.85,1386.05,3074,0.0,0,34,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.26,21,Yes,Electronic check,No,Yes,Yes,No,No,Yes,Yes,No,0,,3,Competitor,Yes,Churned,97,Competitor offered more data,1 | |
| 1070,Lancaster,93535,No,No,Yes,19.75,29.33,No internet service,No internet service,57794,19.75,49.08,4851,0.0,0,21,Male,No,0,Month-to-month,1,Yes,No,No,,No,29.33,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Competitor,Yes,Churned,100,Competitor made better offer,1 | |
| 1071,Palmdale,93550,Yes,No,No,937.6,638.4,No,No,67232,65.45,1576.0,2881,0.0,0,42,Male,Yes,1,Month-to-month,14,Yes,No,DSL,Cable,Yes,45.6,19,Yes,Electronic check,Yes,Yes,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,90,Competitor had better devices,1 | |
| 1072,Palmdale,93551,Yes,Yes,No,5812.6,184.44,No,Yes,34045,98.7,5997.04,4662,0.0,0,67,Male,Yes,0,Month-to-month,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.18,5,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer B,1,Competitor,Yes,Churned,91,Competitor had better devices,1 | |
| 1073,Ridgecrest,93555,Yes,No,No,1544.05,435.6,Yes,Yes,29782,67.5,1979.65,3378,0.0,0,49,Male,Yes,0,One year,22,Yes,No,DSL,Cable,Yes,19.8,17,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,No,No,Yes,1,,1,Other,Yes,Churned,76,Don't know,1 | |
| 1074,Trona,93562,No,No,Yes,69.6,14.19,No,No,1991,69.6,83.78999999999999,2412,0.0,0,25,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,14.19,59,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,79,Competitor offered higher download speeds,1 | |
| 1075,Valyermo,93563,Yes,No,No,4059.35,1937.9499999999998,Yes,Yes,413,84.35,5997.299999999999,6452,0.0,0,61,Male,Yes,0,One year,49,Yes,Yes,DSL,Cable,Yes,39.55,10,No,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,2,Competitor,Yes,Churned,73,Competitor offered higher download speeds,1 | |
| 1076,Palmdale,93591,Yes,Yes,No,6851.65,1450.4399999999998,No,No,6787,100.2,8302.09,4481,0.0,0,74,Female,Yes,0,Month-to-month,68,Yes,Yes,Fiber optic,Cable,Yes,21.33,24,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,70,Competitor offered more data,1 | |
| 1077,Ahwahnee,93601,No,No,Yes,78.05,29.41,No,No,1968,78.05,117.46,3458,0.0,10,20,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,29.41,59,No,Electronic check,No,No,No,No,Yes,No,Yes,No,0,,1,Competitor,Yes,Churned,98,Competitor offered more data,1 | |
| 1078,Big Creek,93605,No,No,No,520,266.49,No,No,273,73.6,786.49,2679,0.0,0,63,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.07,28,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,87,Competitor offered more data,1 | |
| 1079,Biola,93606,No,No,No,706.6,148.32,No,No,807,74.75,854.9200000000001,5003,0.0,0,55,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.48,12,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,82,Competitor made better offer,1 | |
| 1080,Dinuba,93618,No,No,No,20.2,45.49,No internet service,No internet service,24206,20.2,65.69,5355,0.0,0,38,Male,No,0,Month-to-month,1,Yes,No,No,,No,45.49,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 1081,Helm,93627,Yes,Yes,No,2264.05,321.12,No,No,152,93.55,2585.17,4937,0.0,0,69,Female,Yes,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.38,12,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,2,Price,Yes,Churned,100,Price too high,1 | |
| 1082,Kingsburg,93631,No,No,Yes,56.35,0.0,No,No,14088,25.05,56.35,4810,0.0,0,22,Male,No,0,Month-to-month,2,No,No phone service,DSL,Cable,Yes,0.0,73,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer E,1,Dissatisfaction,Yes,Churned,77,Product dissatisfaction,1 | |
| 1083,Parlier,93648,Yes,Yes,No,2510.2,1066.23,No,Yes,12587,95.55,3576.43,2999,0.0,0,70,Male,Yes,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.49,7,Yes,Electronic check,No,Yes,Yes,No,No,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,75,Service dissatisfaction,1 | |
| 1084,Sanger,93657,No,No,Yes,2111.45,0.0,No,No,28991,39.3,2191.45,4917,0.0,80,23,Male,No,0,Month-to-month,57,No,No phone service,DSL,DSL,No,0.0,59,Yes,Electronic check,No,Yes,No,No,Yes,No,Yes,No,0,Offer B,1,Dissatisfaction,Yes,Churned,66,Lack of self-service on Website,1 | |
| 1085,Shaver Lake,93664,No,No,No,20.25,10.71,No internet service,No internet service,642,20.25,30.96,2783,0.0,0,64,Female,No,0,Month-to-month,1,Yes,No,No,,No,10.71,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Attitude,Yes,Churned,85,Network reliability,1 | |
| 1086,South Dos Palos,93665,No,No,No,300.8,0.0,No,No,343,23.9,300.8,2967,0.0,0,30,Female,No,0,Month-to-month,13,No,No phone service,DSL,DSL,Yes,0.0,53,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,82,Limited range of services,1 | |
| 1087,Squaw Valley,93675,No,No,No,85.45,22.97,No,Yes,3146,85.45,108.42,4931,0.0,0,48,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,22.97,23,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,Offer E,2,Price,Yes,Churned,95,Lack of affordable download/upload speed,1 | |
| 1088,Fresno,93702,No,No,Yes,6137,527.94,No,No,47999,99.9,6664.9400000000005,4776,0.0,0,22,Female,No,0,One year,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.38,59,No,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,3,Price,Yes,Churned,71,Long distance charges,1 | |
| 1089,Fresno,93705,No,No,No,2043.45,207.75,No,No,35451,84.8,2251.2,4203,0.0,0,64,Male,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.31,22,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer C,1,Price,Yes,Churned,70,Extra data charges,1 | |
| 1090,Fresno,93711,Yes,No,No,2576.2,1696.45,No,No,36274,75.2,4272.65,4639,0.0,0,48,Male,Yes,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.47,12,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer C,2,Price,Yes,Churned,94,Price too high,1 | |
| 1091,Fresno,93722,Yes,No,No,3515.25,0.0,No,No,60889,49.35,3615.25,4879,0.0,100,44,Male,Yes,0,Two year,71,No,No phone service,DSL,Cable,No,0.0,25,No,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,95,Product dissatisfaction,1 | |
| 1092,Salinas,93901,No,No,No,469.8,37.92,No,No,35739,74.9,507.72,4160,0.0,0,49,Male,No,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.32,11,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,87,Service dissatisfaction,1 | |
| 1093,Marina,93933,No,No,No,1457.25,252.3,No,Yes,21759,101.25,1709.55,3968,0.0,0,43,Female,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,16.82,26,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,85,Lack of self-service on Website,1 | |
| 1094,Pacific Grove,93950,No,No,No,185.6,447.66,No internet service,No internet service,15449,18.95,633.26,5403,0.0,0,59,Male,No,0,Month-to-month,9,Yes,No,No,,No,49.74,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Attitude,Yes,Churned,78,Network reliability,1 | |
| 1095,Seaside,93955,No,No,No,973.55,0.0,Yes,No,38244,28.6,973.55,4429,0.0,0,31,Female,No,0,Month-to-month,37,No,No phone service,DSL,DSL,Yes,0.0,10,No,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,2,Other,Yes,Churned,82,Don't know,1 | |
| 1096,Daly City,94014,No,Yes,No,41.85,0.0,No,No,47453,24.35,41.85,3278,0.0,0,79,Female,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,11,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,72,Competitor had better devices,1 | |
| 1097,Half Moon Bay,94019,No,Yes,No,2862.75,608.42,Yes,No,17929,98.65,3471.17,4235,0.0,0,76,Female,No,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.98,16,No,Electronic check,No,No,No,Yes,Yes,Yes,No,No,0,,1,Attitude,Yes,Churned,93,Competitor offered higher download speeds,1 | |
| 1098,Loma Mar,94021,Yes,Yes,No,343.95,33.3,No,Yes,148,79.9,397.25,4324,0.0,20,78,Male,Yes,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,No,6.66,14,Yes,Bank transfer (automatic),No,No,Yes,No,No,No,No,Yes,1,,2,Competitor,Yes,Churned,90,Competitor offered more data,1 | |
| 1099,Atherton,94027,No,Yes,No,2890.65,787.9200000000001,Yes,Yes,6876,103.3,3678.57,4136,0.0,0,79,Female,No,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.14,10,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,No,No,0,,2,Competitor,Yes,Churned,78,Competitor made better offer,1 | |
| 1100,Millbrae,94030,Yes,No,No,1222.05,295.68,Yes,No,20350,96.2,1517.73,3101,0.0,0,60,Female,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.88,19,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,No,No,Yes,5,,1,Competitor,Yes,Churned,92,Competitor had better devices,1 | |
| 1101,Redwood City,94062,Yes,No,Yes,5743.05,583.55,Yes,Yes,25569,104.15,6326.6,4369,0.0,0,21,Male,Yes,0,One year,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.61,76,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,1,Competitor,Yes,Churned,86,Competitor had better devices,1 | |
| 1102,San Francisco,94104,No,Yes,No,2496.7,77.52,No,Yes,384,102.95,2574.22,5245,0.0,0,73,Male,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.23,26,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,No,No,0,,3,Attitude,Yes,Churned,66,Competitor offered higher download speeds,1 | |
| 1103,San Francisco,94105,No,No,No,90.6,31.68,No,No,2066,90.6,122.28,2540,0.0,0,41,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,31.68,22,No,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,92,Competitor offered higher download speeds,1 | |
| 1104,San Francisco,94107,No,No,No,288.05,131.46,Yes,No,17372,50.8,419.51,4713,0.0,0,51,Female,No,0,Month-to-month,6,Yes,No,DSL,DSL,Yes,21.91,12,Yes,Bank transfer (automatic),No,No,No,Yes,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,88,Competitor offered higher download speeds,1 | |
| 1105,San Francisco,94108,No,No,No,368.1,48.96,No,No,13723,90.05,447.06,3212,0.0,30,42,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,No,12.24,11,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,Offer E,3,Competitor,Yes,Churned,98,Competitor offered more data,1 | |
| 1106,San Francisco,94123,Yes,No,No,256.6,133.02,No,No,22920,75.85,389.62,4062,0.0,0,61,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.34,29,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,2,Competitor,Yes,Churned,79,Competitor offered more data,1 | |
| 1107,San Francisco,94127,Yes,No,No,68.5,30.62,No,No,20643,68.5,99.12,5753,0.0,0,39,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,30.62,11,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,3,Competitor,Yes,Churned,89,Competitor offered more data,1 | |
| 1108,San Francisco,94130,No,No,No,791.75,427.68,No,No,1458,73.5,1219.43,4509,0.0,0,30,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,38.88,30,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,75,Competitor made better offer,1 | |
| 1109,San Francisco,94132,No,No,Yes,69.95,13.04,No,No,26297,69.95,82.99000000000001,5341,0.0,0,29,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,13.04,46,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,65,Competitor made better offer,1 | |
| 1110,Palo Alto,94304,No,No,No,346.4,71.3,No,Yes,1723,70.05,417.7,4944,0.0,0,52,Male,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,14.26,26,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,84,Price too high,1 | |
| 1111,San Mateo,94401,No,No,No,773.65,191.12,No,Yes,32488,94.0,964.77,2632,0.0,0,59,Male,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.89,14,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,No,0,,1,Dissatisfaction,Yes,Churned,71,Product dissatisfaction,1 | |
| 1112,San Mateo,94402,Yes,No,Yes,1422.05,945.56,No,Yes,23393,61.15,2447.6099999999997,4626,0.0,80,21,Female,Yes,3,Month-to-month,22,Yes,No,DSL,DSL,No,42.98,30,No,Mailed check,Yes,Yes,Yes,No,No,No,No,Yes,1,Offer D,1,Dissatisfaction,Yes,Churned,87,Service dissatisfaction,1 | |
| 1113,Byron,94514,Yes,No,No,2467.1,822.73,No,No,10153,84.45,3289.83,2651,0.0,0,37,Male,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.37,12,Yes,Electronic check,Yes,Yes,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,99,Lack of self-service on Website,1 | |
| 1114,Calistoga,94515,Yes,No,Yes,989.45,535.86,No,Yes,7384,75.3,1525.31,4800,0.0,0,20,Male,Yes,0,One year,13,Yes,Yes,DSL,Cable,Yes,41.22,82,Yes,Mailed check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,3,Dissatisfaction,Yes,Churned,89,Network reliability,1 | |
| 1115,Concord,94519,Yes,Yes,No,4830.25,376.25,Yes,Yes,18650,109.55,5206.5,5863,0.0,0,74,Female,Yes,0,One year,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.75,13,Yes,Mailed check,Yes,No,Yes,Yes,Yes,Yes,No,Yes,7,Offer B,2,Dissatisfaction,Yes,Churned,69,Limited range of services,1 | |
| 1116,Concord,94520,No,No,No,59.75,39.839999999999996,No internet service,No internet service,36186,19.6,99.59,5000,0.0,0,38,Female,No,0,Month-to-month,3,Yes,No,No,,No,13.28,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Attitude,Yes,Churned,81,Lack of affordable download/upload speed,1 | |
| 1117,Crockett,94525,No,Yes,No,94.55,11.14,No,Yes,3193,66.4,105.69,4522,0.0,0,73,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,5.57,24,No,Bank transfer (automatic),Yes,No,Yes,No,Yes,No,No,No,0,,1,Price,Yes,Churned,87,Long distance charges,1 | |
| 1118,Fairfield,94533,Yes,Yes,No,6871.9,3290.1,Yes,No,77683,100.05,10162.0,4512,0.0,0,71,Male,Yes,0,Month-to-month,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.85,14,Yes,Credit card (automatic),No,No,No,Yes,Yes,Yes,No,Yes,6,,2,Price,Yes,Churned,72,Extra data charges,1 | |
| 1119,Travis Afb,94535,No,No,No,6529.25,500.96,Yes,No,9978,102.0,7140.21,5090,0.0,110,63,Male,No,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,No,8.08,21,No,Electronic check,Yes,Yes,No,Yes,No,Yes,Yes,No,0,Offer B,1,Price,Yes,Churned,87,Price too high,1 | |
| 1120,Fremont,94539,Yes,No,No,1454.15,205.02,No,Yes,46917,90.2,1659.17,2026,0.0,0,62,Male,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.06,9,No,Credit card (automatic),Yes,Yes,Yes,No,No,No,No,Yes,1,Offer D,1,Dissatisfaction,Yes,Churned,91,Product dissatisfaction,1 | |
| 1121,Hayward,94544,Yes,No,Yes,1327.15,739.1999999999999,No internet service,No internet service,72993,25.15,2066.35,6484,0.0,0,19,Male,Yes,0,Two year,56,Yes,Yes,No,,No,13.2,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer B,3,Dissatisfaction,Yes,Churned,79,Service dissatisfaction,1 | |
| 1122,Hayward,94545,No,No,No,2404.15,515.53,Yes,No,27311,79.85,2919.6800000000003,2554,0.0,0,58,Female,No,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.63,12,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,67,Lack of self-service on Website,1 | |
| 1123,Lafayette,94549,No,No,Yes,114.7,42.56,No,No,23996,49.6,157.26,3599,0.0,0,26,Female,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,21.28,26,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,78,Network reliability,1 | |
| 1124,Pinole,94564,Yes,Yes,No,6975.25,1831.5,Yes,Yes,16717,105.95,8806.75,6117,0.0,0,68,Female,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.75,11,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,No,Yes,1,,2,Other,Yes,Churned,86,Don't know,1 | |
| 1125,Pittsburg,94565,No,No,No,257.05,131.16,No,Yes,78816,91.85,388.21000000000004,2704,0.0,0,53,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.72,21,No,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,,1,Attitude,Yes,Churned,91,Attitude of service provider,1 | |
| 1126,Pope Valley,94567,Yes,No,No,40.1,0.0,Yes,No,494,40.1,50.1,5434,0.0,10,42,Female,Yes,2,Month-to-month,1,No,No phone service,DSL,DSL,No,0.0,12,No,Electronic check,No,No,No,Yes,Yes,No,No,Yes,1,,1,Attitude,Yes,Churned,93,Attitude of support person,1 | |
| 1127,Port Costa,94569,No,Yes,No,2217.15,478.33,No,No,173,73.9,2695.48,2560,0.0,0,70,Female,No,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.43,2,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,75,Attitude of support person,1 | |
| 1128,Rio Vista,94571,No,No,No,1129.1,144.20000000000002,No,No,5246,89.8,1273.3,4107,0.0,0,57,Female,No,0,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,Yes,10.3,29,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Attitude,Yes,Churned,81,Attitude of support person,1 | |
| 1129,Deer Park,94576,Yes,No,Yes,2568.55,884.4499999999999,Yes,Yes,223,72.25,3453.0,5898,0.0,0,28,Female,Yes,2,Month-to-month,35,Yes,Yes,DSL,DSL,Yes,25.27,82,No,Electronic check,Yes,No,Yes,Yes,Yes,No,No,Yes,1,,1,Other,Yes,Churned,83,Don't know,1 | |
| 1130,Vallejo,94590,No,Yes,No,3580.3,122.1,No,No,37218,96.55,3702.4,4448,0.0,0,66,Female,No,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.3,2,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,2,Attitude,Yes,Churned,81,Attitude of service provider,1 | |
| 1131,Walnut Creek,94596,No,No,No,293.3,0.0,No,No,40917,40.1,293.3,4414,0.0,0,36,Female,No,0,Month-to-month,7,No,No phone service,DSL,DSL,Yes,0.0,19,Yes,Credit card (automatic),No,Yes,No,No,No,Yes,Yes,No,0,,2,Attitude,Yes,Churned,68,Attitude of service provider,1 | |
| 1132,Oakland,94601,No,Yes,No,2440.15,695.52,No,No,54876,101.25,3135.67,4287,0.0,0,65,Male,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.98,30,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,3,Attitude,Yes,Churned,87,Attitude of support person,1 | |
| 1133,Oakland,94602,No,No,No,79.55,32.13,No,No,28900,79.55,121.68,5082,0.0,10,58,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,32.13,15,No,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 1134,Oakland,94611,No,No,No,2781.85,1288.32,No,No,36517,84.05,4070.17,3553,0.0,0,44,Female,No,0,One year,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.26,14,No,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Other,Yes,Churned,68,Moved,1 | |
| 1135,Oakland,94619,No,No,No,89.1,16.06,No,No,24518,89.1,105.16,2905,0.0,0,44,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,16.06,3,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,79,Moved,1 | |
| 1136,Berkeley,94703,Yes,No,No,1607.2,438.43,No,Yes,19763,94.4,2045.63,4103,0.0,0,57,Female,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Cable,Yes,25.79,12,No,Electronic check,Yes,No,Yes,No,Yes,No,No,Yes,1,Offer D,1,Other,Yes,Churned,66,Moved,1 | |
| 1137,Berkeley,94704,No,No,No,1490.95,384.94000000000005,No,Yes,21205,78.25,1875.89,3666,0.0,0,59,Male,No,0,Month-to-month,19,Yes,No,Fiber optic,Fiber Optic,Yes,20.26,25,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,72,Competitor had better devices,1 | |
| 1138,San Pablo,94806,No,Yes,No,92.65,87.32,No,No,55720,44.15,179.97,5655,0.0,0,78,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,43.66,25,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 1139,San Rafael,94903,No,Yes,No,606.25,110.4,No,No,28403,75.75,716.65,4174,0.0,0,74,Female,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.8,6,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,92,Competitor offered more data,1 | |
| 1140,Bolinas,94924,No,No,No,19.1,34.79,No internet service,No internet service,1573,19.1,53.89,5890,0.0,0,35,Female,No,0,Month-to-month,1,Yes,No,No,,No,34.79,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Competitor,Yes,Churned,84,Competitor made better offer,1 | |
| 1141,Corte Madera,94925,Yes,Yes,No,80.3,17.51,No,No,9038,80.3,97.81,4138,0.0,0,78,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.51,21,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,87,Competitor had better devices,1 | |
| 1142,Cotati,94931,No,No,Yes,74.9,35.25,No,Yes,7936,74.9,110.15,5919,0.0,0,26,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,35.25,30,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,1,Competitor,Yes,Churned,73,Competitor had better devices,1 | |
| 1143,Point Reyes Station,94956,No,Yes,No,751.65,390.06000000000006,No,No,1885,80.85,1141.71,5242,0.0,0,79,Female,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,43.34,2,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Attitude,Yes,Churned,71,Competitor offered higher download speeds,1 | |
| 1144,San Anselmo,94960,No,No,No,66.95,0.0,No,No,16849,24.75,66.95,3503,0.0,0,36,Male,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,18,No,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,69,Competitor offered higher download speeds,1 | |
| 1145,Boulder Creek,95006,No,Yes,No,4515.85,2199.1200000000003,No,Yes,10520,90.85,6714.970000000001,5651,0.0,0,76,Female,No,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.88,15,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,No,No,0,Offer B,2,Attitude,Yes,Churned,70,Competitor offered higher download speeds,1 | |
| 1146,Capitola,95010,Yes,No,Yes,165,57.72,No,Yes,9673,79.7,222.72,3039,0.0,0,25,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,28.86,26,No,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,65,Competitor offered more data,1 | |
| 1147,Cupertino,95014,Yes,No,Yes,3046.4,484.00000000000006,Yes,No,54431,57.55,3590.4,5463,0.0,60,28,Male,Yes,0,Two year,55,Yes,No,DSL,DSL,No,8.8,48,No,Bank transfer (automatic),Yes,Yes,No,Yes,No,No,No,Yes,1,Offer B,1,Competitor,Yes,Churned,69,Competitor offered more data,1 | |
| 1148,Los Gatos,95032,Yes,No,No,1808.7,886.62,No,No,24443,86.5,2695.32,2036,0.0,0,50,Female,Yes,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.22,29,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,3,Offer D,3,Competitor,Yes,Churned,72,Competitor offered more data,1 | |
| 1149,Milpitas,95035,Yes,No,No,7446.9,2566.8,No,Yes,62848,103.95,10013.7,4283,0.0,0,42,Female,Yes,0,Month-to-month,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.2,27,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,86,Competitor made better offer,1 | |
| 1150,Morgan Hill,95037,No,Yes,No,25.1,0.0,No,No,41707,25.1,25.1,5437,0.0,0,67,Male,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,9,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,85,Competitor made better offer,1 | |
| 1151,Santa Clara,95050,No,No,Yes,1880.85,0.0,Yes,No,36349,48.95,1880.85,3080,0.0,0,27,Male,No,0,Month-to-month,39,No,No phone service,DSL,Cable,Yes,0.0,48,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,No,No,No,0,,1,Price,Yes,Churned,80,Price too high,1 | |
| 1152,Santa Cruz,95060,Yes,No,No,477.55,161.46,No,No,43192,83.55,639.01,4242,0.0,0,47,Male,Yes,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,26.91,6,Yes,Credit card (automatic),No,Yes,No,No,No,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,91,Product dissatisfaction,1 | |
| 1153,San Jose,95110,No,Yes,No,1496.9,516.29,No,Yes,18197,89.15,2013.19,5082,0.0,0,80,Female,No,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,30.37,28,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,No,0,Offer D,1,Dissatisfaction,Yes,Churned,89,Service dissatisfaction,1 | |
| 1154,San Jose,95116,No,No,No,70.45,42.87,No,No,51706,70.45,123.32,3525,0.0,10,42,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,42.87,8,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,90,Lack of self-service on Website,1 | |
| 1155,San Jose,95117,Yes,No,No,3563.8,998.76,No,Yes,29914,60.3,4562.56,4026,0.0,0,31,Male,Yes,0,One year,58,Yes,No,DSL,Cable,Yes,17.22,21,No,Credit card (automatic),Yes,Yes,Yes,No,No,No,No,Yes,1,Offer B,2,Dissatisfaction,Yes,Churned,88,Network reliability,1 | |
| 1156,San Jose,95123,No,No,No,24.75,0.0,No,No,59632,24.75,24.75,3001,0.0,0,56,Male,No,3,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,57,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,96,Limited range of services,1 | |
| 1157,San Jose,95127,Yes,No,No,2012.7,532.76,Yes,Yes,60620,103.3,2545.46,2349,0.0,0,34,Male,Yes,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.04,22,No,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer D,3,Price,Yes,Churned,67,Lack of affordable download/upload speed,1 | |
| 1158,Stockton,95202,No,No,No,242.05,95.64,No,No,7071,78.5,337.69,3567,0.0,0,39,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,31.88,7,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Price,Yes,Churned,71,Long distance charges,1 | |
| 1159,Stockton,95204,No,No,Yes,63.75,77.25,No internet service,No internet service,30476,19.85,141.0,3398,0.0,0,24,Female,No,0,Month-to-month,3,Yes,No,No,,No,25.75,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,95,Extra data charges,1 | |
| 1160,Stockton,95206,No,Yes,No,260.9,8.94,No,No,49657,79.9,269.84,4367,0.0,0,77,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,2.98,3,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Price,Yes,Churned,97,Price too high,1 | |
| 1161,Stockton,95209,No,Yes,No,2967.35,1308.3,No,No,30814,99.7,4355.65,3548,0.0,80,73,Female,No,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,No,43.61,8,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,69,Product dissatisfaction,1 | |
| 1162,Stockton,95212,No,No,Yes,939.7,221.85,Yes,No,6951,58.6,1161.55,2003,0.0,0,29,Male,No,0,Month-to-month,15,Yes,Yes,DSL,DSL,Yes,14.79,59,Yes,Credit card (automatic),No,Yes,No,Yes,No,No,No,No,0,Offer D,2,Dissatisfaction,Yes,Churned,97,Service dissatisfaction,1 | |
| 1163,Acampo,95220,Yes,No,No,1037.75,10.9,No,Yes,6317,98.5,1048.65,4501,0.0,0,35,Male,Yes,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.09,18,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,2,Dissatisfaction,Yes,Churned,91,Lack of self-service on Website,1 | |
| 1164,Arnold,95223,No,No,No,50.45,23.7,No,Yes,5159,50.45,74.15,2806,0.0,0,39,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,23.7,17,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer E,3,Dissatisfaction,Yes,Churned,69,Network reliability,1 | |
| 1165,Campo Seco,95226,Yes,No,Yes,3624.3,1888.6000000000001,No,Yes,75,94.65,5512.900000000001,3498,0.0,0,25,Male,Yes,0,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.7,30,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,,2,Other,Yes,Churned,71,Don't know,1 | |
| 1166,Clements,95227,No,No,No,100.25,20.23,No,No,722,100.25,120.48,5797,0.0,0,45,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.23,17,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,1,Other,Yes,Churned,100,Don't know,1 | |
| 1167,French Camp,95231,No,No,No,1422.1,284.8,No,Yes,5094,88.45,1846.8999999999999,5186,0.0,140,44,Female,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,No,17.8,5,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,Offer D,2,Other,Yes,Churned,88,Don't know,1 | |
| 1168,Glencoe,95232,No,No,No,69.85,12.13,No,No,21,69.85,81.97999999999999,4548,0.0,0,51,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,12.13,19,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,97,Poor expertise of online support,1 | |
| 1169,Hathaway Pines,95233,No,No,No,858.6,220.56,No,Yes,335,81.7,1079.16,2850,0.0,0,44,Male,No,0,Month-to-month,12,Yes,No,Fiber optic,Fiber Optic,Yes,18.38,3,No,Bank transfer (automatic),Yes,No,Yes,No,No,No,No,No,0,Offer D,1,Dissatisfaction,Yes,Churned,76,Poor expertise of phone support,1 | |
| 1170,Lockeford,95237,No,No,Yes,324.3,172.24,No,No,3205,79.9,496.54,4669,0.0,0,27,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,43.06,46,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,77,Competitor had better devices,1 | |
| 1171,Lodi,95242,No,No,Yes,399.6,687.6,No internet service,No internet service,22073,25.4,1087.2,2853,0.0,0,22,Female,No,0,Month-to-month,15,Yes,Yes,No,,No,45.84,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,1,Attitude,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 1172,Murphys,95247,Yes,Yes,No,3273.55,1879.44,No,Yes,4353,83.75,5152.99,4995,0.0,0,74,Male,Yes,0,Month-to-month,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.84,18,Yes,Bank transfer (automatic),Yes,No,Yes,No,No,No,No,Yes,1,Offer B,1,Competitor,Yes,Churned,71,Competitor offered more data,1 | |
| 1173,Wallace,95254,No,No,Yes,20.9,15.73,No internet service,No internet service,304,20.9,36.629999999999995,5421,0.0,0,21,Female,No,0,Month-to-month,1,Yes,No,No,,No,15.73,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Competitor,Yes,Churned,82,Competitor made better offer,1 | |
| 1174,Atwater,95301,Yes,No,No,69.4,33.46,No,No,27808,69.4,112.86000000000001,2404,0.0,10,47,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,33.46,12,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,65,Competitor had better devices,1 | |
| 1175,Big Oak Flat,95305,No,No,No,541.15,327.53,No,No,167,74.9,868.68,5159,0.0,0,62,Female,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.79,25,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,68,Competitor had better devices,1 | |
| 1176,Crows Landing,95313,Yes,Yes,No,3229.4,121.8,No,No,1508,74.15,3351.2000000000003,2322,0.0,0,76,Female,Yes,0,Month-to-month,42,Yes,No,Fiber optic,Fiber Optic,Yes,2.9,21,Yes,Credit card (automatic),Yes,No,No,No,No,No,No,Yes,1,Offer B,1,Attitude,Yes,Churned,94,Competitor offered higher download speeds,1 | |
| 1177,Gustine,95322,No,No,No,70.1,46.17,No,No,7872,70.1,116.27,2007,0.0,0,58,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,46.17,30,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,100,Competitor offered higher download speeds,1 | |
| 1178,Hughson,95326,No,No,No,909.25,429.59999999999997,No,No,6822,78.3,1338.85,3545,0.0,0,34,Female,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.8,25,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,98,Competitor offered higher download speeds,1 | |
| 1179,La Grange,95329,No,No,No,5283.95,2605.9,No,No,1749,96.8,7889.85,4089,0.0,0,40,Male,No,0,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.38,29,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,82,Competitor offered more data,1 | |
| 1180,Lathrop,95330,No,No,No,1617.5,370.94,No,No,10834,94.4,1988.44,2825,0.0,0,57,Female,No,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.82,23,Yes,Electronic check,Yes,Yes,No,No,Yes,No,No,No,0,Offer D,1,Competitor,Yes,Churned,66,Competitor offered more data,1 | |
| 1181,Mariposa,95338,No,No,Yes,84.3,1.63,No,No,10226,84.3,95.92999999999999,2172,0.0,10,27,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,1.63,59,No,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,78,Competitor offered more data,1 | |
| 1182,Merced,95348,Yes,Yes,No,6440.25,1855.44,Yes,Yes,23100,92.45,8295.69,5697,0.0,0,78,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,25.77,6,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,No,0,,1,Competitor,Yes,Churned,78,Competitor made better offer,1 | |
| 1183,Modesto,95355,Yes,Yes,No,1131.2,14.08,No,Yes,47613,99.55,1145.28,3172,0.0,0,78,Female,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.28,14,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,1,Offer D,3,Competitor,Yes,Churned,71,Competitor made better offer,1 | |
| 1184,Modesto,95356,No,Yes,No,585.95,40.16,No,Yes,26055,81.25,626.11,3812,0.0,0,66,Male,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.02,26,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,1,Price,Yes,Churned,72,Price too high,1 | |
| 1185,Modesto,95358,Yes,No,No,19.95,8.03,No internet service,No internet service,30668,19.95,27.979999999999997,4860,0.0,0,52,Male,Yes,3,Month-to-month,1,Yes,No,No,,No,8.03,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,1,Price,Yes,Churned,76,Product dissatisfaction,1 | |
| 1186,Pinecrest,95364,Yes,No,No,2186.4,441.59999999999997,No,Yes,235,99.25,2628.0,5338,0.0,0,33,Male,Yes,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.2,7,Yes,Electronic check,Yes,Yes,Yes,No,Yes,No,No,Yes,1,Offer D,1,Dissatisfaction,Yes,Churned,76,Service dissatisfaction,1 | |
| 1187,Riverbank,95367,No,No,No,3201.55,953.55,Yes,Yes,16525,80.45,4155.1,2224,0.0,0,39,Female,No,0,Two year,39,Yes,No,Fiber optic,Fiber Optic,Yes,24.45,27,Yes,Electronic check,No,No,Yes,Yes,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,85,Lack of self-service on Website,1 | |
| 1188,Soulsbyville,95372,Yes,No,No,661.25,285.03000000000003,No,Yes,1519,79.35,956.28,4533,0.0,10,30,Male,Yes,0,Month-to-month,9,Yes,Yes,Fiber optic,Cable,No,31.67,59,Yes,Bank transfer (automatic),No,No,Yes,No,No,No,No,Yes,1,,3,Dissatisfaction,Yes,Churned,93,Network reliability,1 | |
| 1189,Stevinson,95374,No,No,No,1111.85,642.4499999999999,No,No,1960,79.75,1754.2999999999997,2813,0.0,0,42,Female,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.83,21,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer D,3,Dissatisfaction,Yes,Churned,65,Limited range of services,1 | |
| 1190,Turlock,95380,Yes,No,No,3046.15,1192.2,No,Yes,40545,100.05,4238.35,4664,0.0,0,64,Female,Yes,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.74,22,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,100,Lack of affordable download/upload speed,1 | |
| 1191,Turlock,95382,No,No,No,69.35,45.86,No,No,24708,69.35,115.21,5796,0.0,0,64,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,45.86,27,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Price,Yes,Churned,91,Long distance charges,1 | |
| 1192,Vernalis,95385,No,No,Yes,272.2,31.799999999999997,Yes,No,274,85.8,304.0,5641,0.0,0,20,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,10.6,73,No,Electronic check,No,No,No,Yes,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,89,Extra data charges,1 | |
| 1193,Waterford,95386,Yes,No,No,5293.4,2865.59,No,Yes,8308,79.7,8158.99,6289,0.0,0,49,Male,Yes,0,Two year,67,Yes,Yes,DSL,DSL,Yes,42.77,3,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,77,Price too high,1 | |
| 1194,Winton,95388,No,Yes,No,50.55,22.56,No,No,11463,50.55,73.11,3357,0.0,0,69,Female,No,0,Month-to-month,1,Yes,Yes,DSL,Cable,Yes,22.56,2,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,95,Product dissatisfaction,1 | |
| 1195,Santa Rosa,95403,Yes,No,Yes,80.55,43.67,No,No,40270,80.55,124.22,4273,0.0,0,25,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,43.67,73,Yes,Electronic check,No,No,No,No,Yes,No,Yes,Yes,1,,1,Competitor,Yes,Churned,91,Service dissatisfaction,1 | |
| 1196,Santa Rosa,95405,Yes,No,Yes,916.9,487.56000000000006,No,Yes,22250,84.5,1404.46,4154,0.0,0,28,Female,Yes,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.63,59,Yes,Electronic check,No,Yes,Yes,No,No,No,Yes,Yes,1,,1,Competitor,Yes,Churned,84,Lack of self-service on Website,1 | |
| 1197,Santa Rosa,95409,No,No,Yes,1855.65,639.54,No,No,25718,84.3,2495.19,5313,0.0,0,25,Female,No,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,29.07,52,Yes,Mailed check,No,Yes,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,85,Network reliability,1 | |
| 1198,Clearlake Oaks,95423,No,No,No,116.65,23.5,No,No,3684,67.75,140.15,2299,0.0,0,58,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,11.75,4,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Other,Yes,Churned,71,Don't know,1 | |
| 1199,Cobb,95426,No,Yes,No,2287.25,841.59,No,No,1591,85.25,3128.84,5172,0.0,0,74,Female,No,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.17,25,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,80,Competitor had better devices,1 | |
| 1200,Eldridge,95431,No,No,No,830.7,497.0,No,No,363,80.05,1327.7,3740,0.0,0,60,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.7,10,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,76,Competitor offered higher download speeds,1 | |
| 1201,Elk,95432,No,No,No,20,46.77,No internet service,No internet service,383,20.0,66.77000000000001,3657,0.0,0,30,Male,No,0,Month-to-month,1,Yes,No,No,,No,46.77,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,83,Competitor offered more data,1 | |
| 1202,Glen Ellen,95442,No,No,No,1054.6,86.9,No,No,4101,48.8,1161.5,2270,0.0,20,32,Female,No,0,Month-to-month,22,Yes,No,DSL,DSL,No,3.95,30,Yes,Credit card (automatic),Yes,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,100,Competitor made better offer,1 | |
| 1203,Mendocino,95460,No,Yes,No,85.05,16.37,No,No,2229,85.05,101.42,2975,0.0,0,68,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.37,7,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,96,Competitor had better devices,1 | |
| 1204,Redwood Valley,95470,Yes,No,No,2110.15,350.07000000000005,Yes,Yes,5995,102.8,2460.2200000000003,3123,0.0,0,52,Female,Yes,0,Month-to-month,21,Yes,No,Fiber optic,Fiber Optic,Yes,16.67,3,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,100,Competitor had better devices,1 | |
| 1205,Sonoma,95476,No,No,Yes,547.65,30.96,Yes,Yes,34314,99.95,578.61,3722,0.0,0,26,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,5.16,59,Yes,Mailed check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,87,Competitor offered higher download speeds,1 | |
| 1206,Mckinleyville,95519,Yes,No,No,8684.8,2510.64,Yes,Yes,15921,117.8,11195.439999999999,4432,0.0,0,31,Male,Yes,0,One year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.87,8,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,100,Competitor offered higher download speeds,1 | |
| 1207,Blue Lake,95525,No,Yes,No,4370.25,2471.5800000000004,No,No,1584,79.5,6841.83,5684,0.0,0,68,Female,No,0,Month-to-month,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.77,10,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,78,Competitor offered higher download speeds,1 | |
| 1208,Fields Landing,95537,Yes,No,No,251.75,129.81,Yes,No,228,79.65,381.56,5036,0.0,0,33,Male,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.27,17,Yes,Bank transfer (automatic),No,No,No,Yes,No,No,No,Yes,1,,1,Competitor,Yes,Churned,87,Competitor offered more data,1 | |
| 1209,Hoopa,95546,No,No,No,740.3,155.92,No,Yes,3041,94.7,976.2199999999999,5811,0.0,80,44,Male,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,No,19.49,10,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,94,Competitor offered more data,1 | |
| 1210,Miranda,95553,No,No,No,452.7,16.25,No,Yes,867,92.5,468.95,2810,0.0,0,33,Male,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.25,25,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,2,Competitor,Yes,Churned,73,Competitor offered more data,1 | |
| 1211,Myers Flat,95554,Yes,No,No,19.45,28.73,No internet service,No internet service,644,19.45,48.18,2865,0.0,0,54,Female,Yes,2,Month-to-month,1,Yes,No,No,,No,28.73,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,2,Competitor,Yes,Churned,84,Competitor made better offer,1 | |
| 1212,Rio Dell,95562,No,No,No,166.3,82.74,No,No,3284,75.55,249.04000000000002,4320,0.0,0,32,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.37,28,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,77,Competitor made better offer,1 | |
| 1213,Samoa,95564,Yes,No,No,70,38.8,No,No,395,70.0,108.8,2485,0.0,0,38,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,38.8,4,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,2,Price,Yes,Churned,85,Price too high,1 | |
| 1214,Smith River,95567,Yes,No,No,4820.15,2630.5499999999997,Yes,No,2020,74.8,7450.699999999999,5207,0.0,0,56,Male,Yes,0,Two year,65,Yes,No,DSL,DSL,Yes,40.47,30,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,Yes,1,Offer B,1,Dissatisfaction,Yes,Churned,89,Product dissatisfaction,1 | |
| 1215,Trinidad,95570,Yes,No,No,3409.6,373.56,No,Yes,2369,104.4,3783.16,3185,0.0,0,46,Female,Yes,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.32,12,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,71,Service dissatisfaction,1 | |
| 1216,Zenia,95595,No,No,Yes,1270.2,300.45000000000005,No,No,259,86.2,1670.65,5829,0.0,100,21,Female,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,No,20.03,59,No,Electronic check,Yes,No,No,No,Yes,No,Yes,No,0,,1,Dissatisfaction,Yes,Churned,90,Lack of self-service on Website,1 | |
| 1217,Auburn,95602,Yes,No,No,1561.5,0.0,Yes,No,18197,51.2,1561.5,4568,0.0,0,57,Female,Yes,2,Month-to-month,30,No,No phone service,DSL,DSL,Yes,0.0,12,No,Credit card (automatic),No,No,No,Yes,Yes,Yes,Yes,Yes,1,,3,Dissatisfaction,Yes,Churned,79,Network reliability,1 | |
| 1218,Clarksburg,95612,No,No,Yes,31.55,56.04,No internet service,No internet service,1417,19.5,87.59,2484,0.0,0,23,Female,No,0,Month-to-month,2,Yes,No,No,,No,28.02,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Dissatisfaction,Yes,Churned,82,Limited range of services,1 | |
| 1219,Davis,95616,No,Yes,No,321.75,104.92,No,No,67411,74.9,426.67,2122,0.0,0,68,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.23,29,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Price,Yes,Churned,78,Lack of affordable download/upload speed,1 | |
| 1220,Davis,95618,No,No,No,147.15,76.56,No,No,648,74.9,223.71,2078,0.0,0,37,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.28,18,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Price,Yes,Churned,93,Long distance charges,1 | |
| 1221,Elverta,95626,No,No,No,2387.75,906.0,No,No,6197,100.25,3293.75,2195,0.0,0,59,Female,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.24,3,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,74,Extra data charges,1 | |
| 1222,Fair Oaks,95628,No,Yes,No,2660.2,912.5,No,No,40750,102.8,3572.7,4969,0.0,0,75,Female,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.5,30,Yes,Mailed check,Yes,Yes,No,No,Yes,Yes,No,No,0,,1,Price,Yes,Churned,94,Price too high,1 | |
| 1223,Folsom,95630,No,No,No,4211.55,1692.9099999999999,Yes,No,51855,100.0,6044.46,4760,0.0,140,56,Male,No,0,One year,43,Yes,Yes,Fiber optic,Fiber Optic,No,39.37,23,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,Offer B,1,Dissatisfaction,Yes,Churned,93,Product dissatisfaction,1 | |
| 1224,Galt,95632,Yes,No,No,990.9,432.8,Yes,No,24194,99.85,1423.7,4243,0.0,0,58,Male,Yes,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,43.28,12,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,5,,1,Dissatisfaction,Yes,Churned,69,Service dissatisfaction,1 | |
| 1225,Garden Valley,95633,No,No,No,193.8,85.78,No,No,2536,94.2,279.58000000000004,5299,0.0,0,34,Female,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.89,13,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,79,Lack of self-service on Website,1 | |
| 1226,Grizzly Flats,95636,No,Yes,No,790.15,90.35999999999999,No,No,659,83.85,880.51,3723,0.0,0,73,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.04,13,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,71,Network reliability,1 | |
| 1227,Guinda,95637,No,Yes,No,2467.75,457.38000000000005,No,Yes,228,88.3,2925.13,2420,0.0,0,72,Female,No,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.94,11,No,Credit card (automatic),No,No,Yes,No,No,Yes,No,No,0,,3,Other,Yes,Churned,96,Don't know,1 | |
| 1228,Hood,95639,No,No,No,7262,173.88,Yes,Yes,213,104.05,7435.88,4254,0.0,0,50,Male,No,0,One year,69,Yes,No,Fiber optic,Fiber Optic,Yes,2.52,24,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,Attitude,Yes,Churned,100,Attitude of service provider,1 | |
| 1229,Jackson,95642,Yes,No,No,1914.9,831.5999999999999,No,Yes,6202,94.7,2746.5,5615,0.0,0,52,Male,Yes,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,37.8,15,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,7,,2,Attitude,Yes,Churned,72,Attitude of support person,1 | |
| 1230,Loomis,95650,Yes,Yes,No,5688.05,1893.3600000000001,No,Yes,11191,100.65,7711.41,4803,0.0,130,68,Female,Yes,0,Month-to-month,56,Yes,Yes,Fiber optic,Cable,No,33.81,29,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,No,Yes,1,,1,Attitude,Yes,Churned,85,Attitude of support person,1 | |
| 1231,Roseville,95661,Yes,Yes,No,5265.1,1432.2,No,Yes,25173,80.55,6697.3,4400,0.0,0,74,Female,Yes,0,Two year,66,Yes,Yes,DSL,Cable,Yes,21.7,3,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,Yes,1,,3,Attitude,Yes,Churned,94,Attitude of support person,1 | |
| 1232,Pioneer,95666,Yes,Yes,No,1772.25,49.199999999999996,No,No,5501,78.85,1821.45,3079,0.0,0,71,Male,Yes,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.05,22,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,1,,1,Attitude,Yes,Churned,65,Attitude of service provider,1 | |
| 1233,Plymouth,95669,No,No,No,44.45,48.31,No,No,2220,44.45,92.76,4879,0.0,0,63,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,48.31,22,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,3,Attitude,Yes,Churned,65,Attitude of service provider,1 | |
| 1234,Thornton,95686,No,No,No,3067.2,887.76,No,No,1472,84.9,3954.96,2455,0.0,0,46,Male,No,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.66,22,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Attitude,Yes,Churned,69,Attitude of service provider,1 | |
| 1235,Vacaville,95688,No,No,No,20.25,23.16,No internet service,No internet service,32564,20.25,43.41,2959,0.0,0,41,Male,No,0,Month-to-month,1,Yes,No,No,,No,23.16,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 1236,Walnut Grove,95690,No,No,No,74.35,4.8,No,No,2344,74.35,79.14999999999999,5633,0.0,0,56,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,4.8,11,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,3,Other,Yes,Churned,66,Deceased,1 | |
| 1237,Wheatland,95692,No,No,No,62.05,47.83,Yes,Yes,3600,62.05,119.88,2937,0.0,10,58,Male,No,0,Month-to-month,1,Yes,Yes,DSL,DSL,No,47.83,12,No,Mailed check,No,No,Yes,Yes,No,No,No,No,0,Offer E,2,Other,Yes,Churned,86,Moved,1 | |
| 1238,Emigrant Gap,95715,Yes,No,No,3182.95,1392.3000000000002,Yes,Yes,185,80.0,4575.25,2704,0.0,0,42,Male,Yes,0,One year,39,Yes,No,DSL,DSL,Yes,35.7,9,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,76,Moved,1 | |
| 1239,Meadow Vista,95722,No,No,No,541.9,194.45,No,Yes,3747,104.1,736.3499999999999,3131,0.0,0,43,Male,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.89,8,No,Mailed check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer E,3,Other,Yes,Churned,76,Moved,1 | |
| 1240,Soda Springs,95728,Yes,Yes,No,971.3,0.0,No,No,88,39.1,971.3,4591,0.0,0,75,Male,Yes,0,Month-to-month,24,No,No phone service,DSL,DSL,Yes,0.0,5,No,Bank transfer (automatic),Yes,No,No,No,No,Yes,No,Yes,1,,1,Competitor,Yes,Churned,89,Competitor had better devices,1 | |
| 1241,Elk Grove,95758,No,No,No,162.45,34.44,No,No,47065,76.5,196.89,5944,0.0,0,30,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.22,30,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Other,Yes,Churned,80,Don't know,1 | |
| 1242,Woodland,95776,No,No,No,216.9,36.55,Yes,No,15022,49.2,253.45,4336,0.0,0,47,Male,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,7.31,18,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,73,Competitor offered more data,1 | |
| 1243,Sacramento,95815,No,No,No,245.2,340.01,No internet service,No internet service,25355,23.15,585.21,5671,0.0,0,42,Male,No,0,Month-to-month,11,Yes,Yes,No,,No,30.91,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Competitor,Yes,Churned,65,Competitor made better offer,1 | |
| 1244,Sacramento,95817,Yes,No,Yes,302.75,177.12,No,No,14966,80.85,519.87,2961,0.0,40,22,Female,Yes,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,No,44.28,59,No,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,73,Competitor had better devices,1 | |
| 1245,Sacramento,95821,No,No,Yes,60.1,23.63,Yes,No,35426,60.1,83.73,5654,0.0,0,26,Male,No,0,Month-to-month,1,Yes,Yes,DSL,Cable,Yes,23.63,85,No,Mailed check,No,Yes,No,Yes,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,88,Competitor had better devices,1 | |
| 1246,Sacramento,95823,No,No,No,78.95,23.96,No,No,72199,78.95,102.91,2038,0.0,0,62,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,23.96,22,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,75,Competitor offered higher download speeds,1 | |
| 1247,Sacramento,95828,No,No,No,98.5,12.94,No,No,54880,45.15,111.44,2699,0.0,0,56,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,6.47,21,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,81,Competitor offered higher download speeds,1 | |
| 1248,Sacramento,95835,No,No,Yes,244.65,139.8,No,No,854,79.4,384.45000000000005,2448,0.0,0,28,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,46.6,76,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 1249,Sacramento,95838,No,No,No,2375.4,0.0,No,Yes,34894,53.95,2375.4,3051,0.0,0,38,Male,No,0,One year,44,No,No phone service,DSL,Cable,Yes,0.0,4,Yes,Mailed check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer B,2,Competitor,Yes,Churned,100,Competitor offered more data,1 | |
| 1250,Sacramento,95842,Yes,No,No,2431.35,1079.04,No,Yes,31373,99.3,3510.39,4811,0.0,0,63,Female,Yes,0,Month-to-month,24,Yes,No,Fiber optic,Fiber Optic,Yes,44.96,28,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,69,Competitor offered more data,1 | |
| 1251,Browns Valley,95918,No,No,No,1451.9,699.66,No,No,1477,80.65,2181.56,3788,0.0,30,58,Male,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,No,38.87,7,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,95,Competitor offered more data,1 | |
| 1252,Canyon Dam,95923,No,No,No,71.1,10.19,No,No,86,71.1,81.28999999999999,5824,0.0,0,41,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,10.19,9,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,98,Competitor made better offer,1 | |
| 1253,Chico,95928,Yes,Yes,No,6979.8,1214.8500000000001,No,Yes,32848,106.25,8194.65,5965,0.0,0,66,Female,Yes,0,One year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.69,30,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,,1,Competitor,Yes,Churned,69,Competitor made better offer,1 | |
| 1254,Crescent Mills,95934,Yes,No,Yes,1021.8,2006.0500000000002,No internet service,No internet service,178,20.8,3027.8500000000004,4166,0.0,0,25,Female,Yes,0,One year,53,Yes,No,No,,No,37.85,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer B,3,Price,Yes,Churned,78,Price too high,1 | |
| 1255,Elk Creek,95939,No,Yes,No,94,21.85,No,No,587,94.0,115.85,4176,0.0,0,76,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.85,29,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,67,Product dissatisfaction,1 | |
| 1256,Grimes,95950,No,Yes,No,1424.95,64.2,No,No,531,89.85,1489.15,2668,0.0,0,67,Female,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.28,6,No,Electronic check,No,Yes,No,No,No,Yes,No,No,0,Offer D,2,Dissatisfaction,Yes,Churned,99,Service dissatisfaction,1 | |
| 1257,Hamilton City,95951,No,No,No,193.6,60.28,No,No,1931,46.0,253.88,5246,0.0,0,48,Female,No,0,Month-to-month,4,Yes,No,DSL,Cable,Yes,15.07,16,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,97,Lack of self-service on Website,1 | |
| 1258,Live Oak,95953,No,No,Yes,620.55,223.29,Yes,No,8695,66.25,853.8399999999999,5515,0.0,10,27,Female,No,0,Month-to-month,9,Yes,No,DSL,Cable,No,24.81,69,No,Mailed check,No,Yes,No,Yes,Yes,No,No,No,0,,3,Dissatisfaction,Yes,Churned,67,Network reliability,1 | |
| 1259,Maxwell,95955,No,No,No,1993.8,268.18,Yes,No,1146,90.0,2261.98,4739,0.0,0,60,Female,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.19,23,Yes,Electronic check,No,No,No,Yes,Yes,No,No,No,0,,2,Dissatisfaction,Yes,Churned,95,Limited range of services,1 | |
| 1260,Meadow Valley,95956,No,No,No,2597.6,1280.98,No,No,301,70.45,3878.58,5437,0.0,0,39,Male,No,0,One year,38,Yes,No,Fiber optic,Fiber Optic,Yes,33.71,17,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,3,Price,Yes,Churned,82,Lack of affordable download/upload speed,1 | |
| 1261,Olivehurst,95961,No,No,No,1052.35,1389.13,No internet service,No internet service,6439,19.75,2441.48,6265,0.0,0,62,Male,No,0,Two year,53,Yes,No,No,,No,26.21,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,3,Price,Yes,Churned,66,Long distance charges,1 | |
| 1262,Oroville,95966,No,No,No,53.95,31.16,Yes,No,28382,53.95,85.11,2771,0.0,0,49,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,31.16,11,Yes,Electronic check,Yes,No,No,Yes,No,No,No,No,0,,1,Price,Yes,Churned,90,Extra data charges,1 | |
| 1263,Princeton,95970,No,Yes,No,829.55,361.28,No,Yes,495,105.5,1190.83,5546,0.0,0,79,Female,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.16,15,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,,3,Price,Yes,Churned,72,Price too high,1 | |
| 1264,Quincy,95971,No,No,No,1312.15,206.72,No,No,6189,81.0,1518.8700000000001,2335,0.0,0,40,Female,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,No,12.92,12,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,1,Dissatisfaction,Yes,Churned,83,Product dissatisfaction,1 | |
| 1265,Twain,95984,Yes,No,No,69.8,11.08,No,No,73,69.8,80.88,2123,0.0,0,34,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,11.08,13,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,3,Dissatisfaction,Yes,Churned,96,Service dissatisfaction,1 | |
| 1266,Williams,95987,No,Yes,No,545.15,226.79999999999998,No,No,4579,73.75,771.9499999999999,5638,0.0,0,78,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.4,7,No,Mailed check,No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,84,Lack of self-service on Website,1 | |
| 1267,Yuba City,95993,No,Yes,No,494.05,22.05,No,No,27786,54.55,516.1,4656,0.0,0,79,Male,No,0,Month-to-month,9,Yes,Yes,DSL,DSL,Yes,2.45,7,No,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,79,Network reliability,1 | |
| 1268,Anderson,96007,No,Yes,No,2841.55,997.15,No,No,21418,76.25,3838.7000000000003,5859,0.0,0,78,Female,No,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.95,17,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer C,3,Other,Yes,Churned,100,Don't know,1 | |
| 1269,Bella Vista,96008,No,No,No,486.85,232.25,No,No,899,93.9,719.1,5435,0.0,0,44,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.45,10,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Other,Yes,Churned,92,Don't know,1 | |
| 1270,Big Bend,96011,No,Yes,No,204.7,6.779999999999999,No,No,265,70.4,211.48,2491,0.0,0,71,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,2.26,3,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Other,Yes,Churned,67,Don't know,1 | |
| 1271,Castella,96017,Yes,No,No,2995.45,1198.77,No,No,228,91.15,4194.219999999999,5219,0.0,0,39,Female,Yes,0,Month-to-month,31,Yes,Yes,Fiber optic,Cable,No,38.67,13,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,Yes,1,,2,Dissatisfaction,Yes,Churned,83,Poor expertise of online support,1 | |
| 1272,Douglas City,96024,No,No,No,137.95,30.66,No,No,960,70.95,168.60999999999999,5390,0.0,0,45,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,15.33,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,94,Poor expertise of phone support,1 | |
| 1273,Fort Jones,96032,Yes,No,Yes,3762,1342.73,No,Yes,2345,99.5,5104.73,4233,0.0,0,26,Female,Yes,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.29,27,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,92,Competitor had better devices,1 | |
| 1274,Happy Camp,96039,No,No,Yes,3233.6,1374.84,No,Yes,1294,83.9,4608.44,2157,0.0,0,26,Female,No,0,Month-to-month,38,Yes,No,Fiber optic,Fiber Optic,Yes,36.18,48,Yes,Credit card (automatic),Yes,Yes,Yes,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,82,Competitor offered higher download speeds,1 | |
| 1275,Hat Creek,96040,Yes,Yes,No,5438.9,2065.92,Yes,Yes,397,117.45,7504.82,5915,0.0,0,76,Female,Yes,0,Month-to-month,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.04,5,No,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,9,,1,Competitor,Yes,Churned,67,Competitor offered more data,1 | |
| 1276,Hayfork,96041,No,No,No,1081.45,83.80000000000001,No,Yes,2511,104.4,1165.25,5035,0.0,0,37,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,8.38,2,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,84,Competitor made better offer,1 | |
| 1277,Lewiston,96052,No,Yes,No,221.9,0.0,No,Yes,1845,29.4,221.9,5971,0.0,0,65,Male,No,0,Month-to-month,8,No,No phone service,DSL,DSL,Yes,0.0,4,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,85,Competitor had better devices,1 | |
| 1278,Montague,96064,No,No,No,74.9,49.8,No,No,4592,44.65,134.7,4655,0.0,10,46,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,No,24.9,11,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,99,Competitor had better devices,1 | |
| 1279,Old Station,96071,No,No,No,58.9,0.0,No,No,182,25.25,58.9,2088,0.0,0,62,Female,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,27,No,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,76,Competitor offered higher download speeds,1 | |
| 1280,Palo Cedro,96073,No,No,Yes,333.55,166.88,No,Yes,4931,84.05,500.43,5552,0.0,0,21,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.72,69,No,Bank transfer (automatic),No,Yes,Yes,No,No,No,Yes,No,0,,3,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 1281,Paskenta,96074,Yes,Yes,No,3171.15,1724.57,No,No,263,85.7,4895.72,4712,0.0,0,75,Male,Yes,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.61,26,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,Offer C,2,Competitor,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 1282,Paynes Creek,96075,No,No,Yes,74.7,44.11,No,No,433,74.7,118.81,4692,0.0,0,23,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,44.11,69,Yes,Electronic check,No,Yes,No,No,No,No,Yes,No,0,Offer E,1,Competitor,Yes,Churned,75,Competitor offered more data,1 | |
| 1283,Red Bluff,96080,No,No,Yes,455.5,7.45,No,No,26438,90.8,462.95,5090,0.0,0,25,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.49,51,Yes,Electronic check,No,Yes,No,No,Yes,No,Yes,No,0,Offer E,3,Competitor,Yes,Churned,73,Competitor offered more data,1 | |
| 1284,Shingletown,96088,No,Yes,No,3152.5,270.76,No,Yes,4231,106.15,3423.26,5030,0.0,0,75,Female,No,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.67,28,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,Offer C,1,Competitor,Yes,Churned,83,Competitor offered more data,1 | |
| 1285,Trinity Center,96091,No,No,No,2530.4,1290.3,Yes,Yes,734,85.35,3840.7,2313,0.0,20,59,Female,No,0,One year,30,Yes,No,DSL,Cable,No,43.01,4,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,73,Competitor made better offer,1 | |
| 1286,Weaverville,96093,No,Yes,No,3186.7,839.8799999999999,No,No,3749,90.85,4026.58,5692,0.0,0,69,Male,No,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.33,23,Yes,Electronic check,Yes,No,No,No,Yes,No,No,No,0,Offer C,1,Competitor,Yes,Churned,92,Competitor made better offer,1 | |
| 1287,Eagleville,96110,No,No,No,35.75,0.0,No,No,132,35.75,35.75,3351,0.0,0,47,Female,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,2,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,3,Price,Yes,Churned,70,Price too high,1 | |
| 1288,Lake City,96115,Yes,Yes,No,181.6,168.52,No,No,124,46.0,350.12,4797,0.0,0,68,Female,Yes,3,Month-to-month,4,Yes,No,DSL,Cable,Yes,42.13,52,No,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,92,Product dissatisfaction,1 | |
| 1289,Sierra City,96125,Yes,No,No,1539.45,326.23,No,Yes,348,89.4,1865.68,2544,0.0,0,54,Male,Yes,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,19.19,22,Yes,Electronic check,Yes,No,Yes,No,Yes,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,96,Service dissatisfaction,1 | |
| 1290,Susanville,96130,No,No,No,58.15,45.36,No internet service,No internet service,19440,19.8,103.50999999999999,4323,0.0,0,33,Male,No,0,Month-to-month,3,Yes,No,No,,No,15.12,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,79,Lack of self-service on Website,1 | |
| 1291,Termo,96132,Yes,No,No,225.6,34.32,No,No,72,50.9,259.92,5691,0.0,0,55,Male,Yes,3,Month-to-month,4,Yes,Yes,DSL,DSL,Yes,8.58,57,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,3,Dissatisfaction,Yes,Churned,69,Network reliability,1 | |
| 1292,Westwood,96137,No,No,Yes,340.85,86.48,No,No,4158,81.0,477.33000000000004,3591,0.0,50,25,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,No,21.62,59,Yes,Electronic check,No,No,No,No,Yes,No,Yes,No,0,Offer E,2,Dissatisfaction,Yes,Churned,88,Limited range of services,1 | |
| 1293,Carnelian Bay,96140,No,No,No,2515.3,1044.42,No,Yes,1943,98.35,3559.7200000000003,4997,0.0,0,55,Male,No,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.17,27,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,99,Lack of affordable download/upload speed,1 | |
| 1294,Tahoma,96142,No,No,Yes,305.95,0.0,No,No,1291,51.0,305.95,4630,0.0,0,20,Male,No,0,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,59,Yes,Mailed check,No,Yes,No,No,Yes,Yes,Yes,No,0,,2,Price,Yes,Churned,86,Long distance charges,1 | |
| 1295,Kings Beach,96143,Yes,No,No,365.4,87.24,No,No,4806,91.65,452.64,2140,0.0,0,55,Female,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.81,14,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,1,Offer E,2,Price,Yes,Churned,90,Extra data charges,1 | |
| 1296,South Lake Tahoe,96150,No,No,No,90.85,1.13,No,No,33038,90.85,91.97999999999999,5086,0.0,0,47,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,1.13,6,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,Price,Yes,Churned,80,Price too high,1 | |
| 1297,Truckee,96161,No,No,No,69.4,38.53,No,No,15783,69.4,107.93,2847,0.0,0,62,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,38.53,20,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,84,Product dissatisfaction,1 | |
| 1298,Los Angeles,90001,No,Yes,No,742.95,41.68,No,Yes,54492,94.45,784.63,3676,0.0,0,66,Female,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,5.21,8,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,No,No,0,Offer E,1,Competitor,Yes,Churned,83,Service dissatisfaction,1 | |
| 1299,Los Angeles,90004,Yes,No,No,20.15,3.09,No internet service,No internet service,67852,20.15,23.24,4277,0.0,0,55,Female,Yes,1,Month-to-month,1,Yes,No,No,,No,3.09,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,2,Price,Yes,Churned,70,Lack of self-service on Website,1 | |
| 1300,Los Angeles,90005,No,Yes,No,4816.7,946.0000000000001,No,No,43019,95.7,5762.7,4287,0.0,0,65,Male,No,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.92,11,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,73,Network reliability,1 | |
| 1301,Los Angeles,90010,No,No,No,1834.95,455.78000000000003,No,No,1957,74.95,2290.73,2934,0.0,0,48,Female,No,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.53,15,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,2,Other,Yes,Churned,76,Don't know,1 | |
| 1302,Los Angeles,90011,No,No,Yes,305.1,0.0,No,Yes,101215,47.95,305.1,2240,0.0,0,23,Female,No,0,Month-to-month,6,No,No phone service,DSL,DSL,Yes,0.0,71,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,80,Competitor had better devices,1 | |
| 1303,Los Angeles,90013,No,No,No,155.65,10.92,Yes,No,9732,63.6,166.57,3155,0.0,0,57,Female,No,0,Month-to-month,3,Yes,Yes,DSL,DSL,Yes,3.64,25,Yes,Electronic check,No,No,No,Yes,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,70,Competitor offered higher download speeds,1 | |
| 1304,Los Angeles,90020,No,No,No,108.7,0.0,Yes,No,42394,36.85,108.7,5825,0.0,0,44,Male,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,21,Yes,Mailed check,No,Yes,No,Yes,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,91,Competitor offered more data,1 | |
| 1305,Los Angeles,90024,No,No,No,44.1,4.41,No,No,44150,44.1,48.510000000000005,5955,0.0,0,31,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,4.41,30,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Competitor,Yes,Churned,70,Competitor made better offer,1 | |
| 1306,Los Angeles,90027,No,No,No,712.75,0.0,No,Yes,48727,50.75,722.75,4883,0.0,10,38,Male,No,0,Month-to-month,14,No,No phone service,DSL,Cable,No,0.0,6,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,82,Competitor had better devices,1 | |
| 1307,Los Angeles,90028,Yes,Yes,No,6405,2141.71,No,Yes,30568,104.4,8546.71,4412,0.0,0,77,Female,Yes,0,One year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.11,17,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,No,Yes,1,,1,Competitor,Yes,Churned,84,Competitor had better devices,1 | |
| 1308,Los Angeles,90029,Yes,Yes,No,1637.4,0.0,No,No,41713,39.3,1637.4,2296,0.0,0,66,Female,Yes,0,Month-to-month,40,No,No phone service,DSL,Cable,Yes,0.0,3,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,1,,3,Competitor,Yes,Churned,99,Competitor offered higher download speeds,1 | |
| 1309,Los Angeles,90038,No,No,No,6145.85,869.42,No,Yes,32562,106.45,7015.27,5902,0.0,0,57,Female,No,0,One year,58,Yes,No,Fiber optic,Fiber Optic,Yes,14.99,12,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,82,Competitor offered higher download speeds,1 | |
| 1310,Los Angeles,90041,No,No,Yes,1740.7,642.6,No,No,27866,96.05,2383.3,5581,0.0,0,23,Female,No,0,Month-to-month,18,Yes,No,Fiber optic,Fiber Optic,Yes,35.7,26,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 1311,Los Angeles,90042,No,No,No,552.95,132.92999999999998,No,No,64672,75.1,685.88,5514,0.0,0,35,Female,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.99,23,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,96,Competitor offered more data,1 | |
| 1312,Los Angeles,90044,No,Yes,No,93.7,82.86,No,No,87383,44.7,176.56,4618,0.0,0,72,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,41.43,20,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,98,Competitor offered more data,1 | |
| 1313,Los Angeles,90048,No,No,No,1046.5,81.7,Yes,Yes,21739,55.0,1158.2,4539,0.0,30,55,Male,No,0,Month-to-month,19,Yes,No,DSL,Cable,No,4.3,23,Yes,Credit card (automatic),No,No,Yes,Yes,No,No,No,No,0,Offer D,2,Competitor,Yes,Churned,73,Competitor offered more data,1 | |
| 1314,Los Angeles,90056,Yes,No,No,834.2,100.54,No,No,8115,74.35,934.74,5075,0.0,0,35,Male,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.14,19,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer D,2,Competitor,Yes,Churned,80,Competitor made better offer,1 | |
| 1315,Los Angeles,90058,Yes,No,No,4134.85,370.89,Yes,Yes,3642,104.7,4505.740000000001,2371,0.0,0,35,Female,Yes,0,One year,39,Yes,No,Fiber optic,Fiber Optic,Yes,9.51,7,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,68,Competitor made better offer,1 | |
| 1316,Los Angeles,90059,No,No,No,899.8,609.9,No,No,38128,55.7,1509.6999999999998,4519,0.0,0,60,Female,No,0,Month-to-month,15,Yes,Yes,DSL,DSL,Yes,40.66,8,Yes,Mailed check,Yes,No,No,No,No,No,No,No,0,Offer D,2,Price,Yes,Churned,73,Price too high,1 | |
| 1317,Los Angeles,90071,No,No,No,108.05,30.85,No internet service,No internet service,21,19.85,138.9,3799,0.0,0,57,Female,No,0,Month-to-month,5,Yes,No,No,,No,6.17,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Price,Yes,Churned,99,Product dissatisfaction,1 | |
| 1318,Compton,90221,No,No,No,70.3,15.92,No,No,51387,70.3,86.22,5963,0.0,0,57,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,15.92,11,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,88,Service dissatisfaction,1 | |
| 1319,Downey,90240,Yes,Yes,No,851.75,60.099999999999994,No,No,24908,85.55,911.85,3336,0.0,0,77,Male,Yes,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.01,27,No,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer D,1,Attitude,Yes,Churned,81,Lack of self-service on Website,1 | |
| 1320,El Segundo,90245,No,No,No,575.45,99.47999999999999,No,Yes,16041,94.5,684.9300000000001,3469,0.0,10,53,Male,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,No,16.58,17,No,Mailed check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,2,Dissatisfaction,Yes,Churned,100,Network reliability,1 | |
| 1321,Huntington Park,90255,Yes,Yes,No,1375.15,158.88,No,No,78114,85.35,1534.0300000000002,5769,0.0,0,66,Female,Yes,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.93,27,Yes,Credit card (automatic),No,No,No,No,No,Yes,No,Yes,1,Offer D,2,Dissatisfaction,Yes,Churned,66,Limited range of services,1 | |
| 1322,Lawndale,90260,No,No,No,152.7,58.08,No,No,33300,79.65,210.77999999999997,5082,0.0,0,56,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,29.04,21,Yes,Mailed check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Price,Yes,Churned,100,Lack of affordable download/upload speed,1 | |
| 1323,Malibu,90263,No,Yes,No,195.05,63.82,No,No,11,79.6,258.87,4322,0.0,0,80,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Cable,Yes,31.91,30,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer E,3,Price,Yes,Churned,94,Long distance charges,1 | |
| 1324,Pacific Palisades,90272,No,Yes,No,1660,534.28,No,No,22548,90.6,2194.2799999999997,2373,0.0,0,68,Male,No,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.12,25,Yes,Electronic check,Yes,No,No,No,Yes,No,No,No,0,Offer D,1,Price,Yes,Churned,87,Extra data charges,1 | |
| 1325,Topanga,90290,No,No,No,20.2,43.52,No internet service,No internet service,5451,20.2,63.72,3061,0.0,0,48,Female,No,0,Month-to-month,1,Yes,No,No,,No,43.52,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Price,Yes,Churned,98,Price too high,1 | |
| 1326,Venice,90291,Yes,No,No,6981.35,1551.66,No,Yes,31021,106.05,8533.01,5602,0.0,0,30,Male,Yes,0,Two year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.51,52,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,83,Product dissatisfaction,1 | |
| 1327,Santa Monica,90402,No,No,No,3615.6,480.59999999999997,No,No,11509,99.15,4126.2,4188,0.0,30,54,Female,No,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,No,13.35,7,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,75,Service dissatisfaction,1 | |
| 1328,Santa Monica,90405,Yes,No,No,2184.35,0.0,No,Yes,26099,55.9,2184.35,5632,0.0,0,50,Female,Yes,0,Month-to-month,39,No,No phone service,DSL,DSL,Yes,0.0,13,No,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,3,,1,Dissatisfaction,Yes,Churned,67,Lack of self-service on Website,1 | |
| 1329,Torrance,90501,No,No,Yes,1852.85,267.96,No,No,40705,82.35,2120.81,2902,0.0,0,25,Male,No,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.76,48,Yes,Electronic check,No,Yes,No,No,No,No,Yes,No,0,Offer D,1,Dissatisfaction,Yes,Churned,90,Network reliability,1 | |
| 1330,Torrance,90502,No,No,No,77.15,0.0,Yes,Yes,17058,40.4,77.15,3620,0.0,0,34,Male,No,0,Month-to-month,2,No,No phone service,DSL,DSL,Yes,0.0,8,Yes,Credit card (automatic),No,Yes,Yes,Yes,No,No,No,No,0,Offer E,3,Other,Yes,Churned,86,Don't know,1 | |
| 1331,Whittier,90602,No,No,No,338.1,116.44,No,No,26265,75.35,454.54,2220,0.0,0,42,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.11,9,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,92,Attitude of service provider,1 | |
| 1332,Whittier,90603,No,No,No,3030.6,892.85,No,Yes,19109,85.15,3923.45,5928,0.0,0,37,Male,No,0,One year,35,Yes,No,Fiber optic,Fiber Optic,Yes,25.51,16,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,81,Attitude of support person,1 | |
| 1333,La Palma,90623,Yes,No,No,3124.5,660.66,No,Yes,15505,93.8,3785.16,5080,0.0,0,48,Female,Yes,0,One year,33,Yes,No,Fiber optic,Fiber Optic,Yes,20.02,27,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,5,,3,Attitude,Yes,Churned,76,Attitude of support person,1 | |
| 1334,Cerritos,90703,No,No,No,930.45,1143.0,No internet service,No internet service,51556,20.4,2073.45,5398,0.0,0,49,Male,No,0,One year,45,Yes,No,No,,No,25.4,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,3,Price,Yes,Churned,87,Attitude of support person,1 | |
| 1335,Lakewood,90712,Yes,Yes,No,673.1,67.89999999999999,No,No,30173,94.7,741.0,3591,0.0,0,78,Male,Yes,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.7,17,Yes,Credit card (automatic),Yes,Yes,No,No,No,Yes,Yes,No,0,,1,Attitude,Yes,Churned,75,Attitude of service provider,1 | |
| 1336,Lakewood,90713,No,No,No,208.7,0.0,No,No,27563,30.5,208.7,4667,0.0,0,47,Male,No,0,Month-to-month,6,No,No phone service,DSL,DSL,Yes,0.0,14,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,93,Attitude of service provider,1 | |
| 1337,San Pedro,90732,No,Yes,No,237.75,145.02,No,No,21279,77.0,382.77,3128,0.0,0,74,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.34,20,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,96,Attitude of service provider,1 | |
| 1338,Seal Beach,90740,No,No,No,221.35,363.66,No internet service,No internet service,24180,20.1,585.01,4500,0.0,0,62,Female,No,3,Month-to-month,11,Yes,No,No,,No,33.06,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,2,Attitude,Yes,Churned,95,Attitude of support person,1 | |
| 1339,Sunset Beach,90742,No,No,No,75.3,26.06,No,Yes,1107,75.3,101.36,2176,0.0,0,53,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,26.06,3,No,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,66,Competitor made better offer,1 | |
| 1340,Long Beach,90802,Yes,Yes,No,4062.2,790.4000000000001,Yes,No,38427,99.2,4852.6,5098,0.0,0,74,Female,Yes,0,One year,40,Yes,No,Fiber optic,Fiber Optic,Yes,19.76,22,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,1,,3,Other,Yes,Churned,69,Moved,1 | |
| 1341,Long Beach,90808,No,Yes,No,4042.3,1719.26,No,No,37417,85.5,5811.56,3645,0.0,50,65,Male,No,0,Month-to-month,47,Yes,No,Fiber optic,Fiber Optic,No,36.58,20,No,Mailed check,Yes,No,No,No,No,Yes,Yes,No,0,,3,Other,Yes,Churned,68,Moved,1 | |
| 1342,Long Beach,90810,No,No,No,164.85,337.53999999999996,No internet service,No internet service,35656,20.05,502.39,5595,0.0,0,62,Female,No,0,Month-to-month,7,Yes,No,No,,No,48.22,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Other,Yes,Churned,89,Moved,1 | |
| 1343,Long Beach,90822,No,No,No,70.4,29.63,No,No,425,70.4,100.03,4238,0.0,0,40,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,29.63,15,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,70,Competitor had better devices,1 | |
| 1344,Duarte,91010,Yes,No,Yes,331.3,252.98000000000002,No,No,27414,49.75,584.28,5651,0.0,0,24,Male,Yes,0,One year,7,Yes,No,DSL,DSL,Yes,36.14,85,Yes,Electronic check,Yes,No,No,No,No,No,Yes,Yes,4,Offer E,1,Competitor,Yes,Churned,75,Competitor offered higher download speeds,1 | |
| 1345,Montrose,91020,No,Yes,No,1147.45,119.85000000000001,No,No,7527,75.3,1267.3,4526,0.0,0,70,Female,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,7.99,27,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,99,Competitor offered more data,1 | |
| 1346,South Pasadena,91030,Yes,No,No,1078.9,282.37,No,No,23984,94.0,1361.27,2120,0.0,0,64,Female,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.67,18,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,Offer D,1,Competitor,Yes,Churned,67,Competitor made better offer,1 | |
| 1347,Tujunga,91042,No,No,No,7804.15,1518.22,Yes,Yes,26753,118.35,9322.369999999999,6255,0.0,0,53,Male,No,0,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.66,27,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,91,Competitor had better devices,1 | |
| 1348,Pasadena,91104,No,No,No,226.45,0.0,No,No,38460,30.45,226.45,4549,0.0,0,55,Male,No,0,Month-to-month,8,No,No phone service,DSL,Cable,No,0.0,4,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,94,Competitor had better devices,1 | |
| 1349,Pasadena,91105,Yes,No,Yes,4364.1,494.56,No,No,10253,96.1,4858.660000000001,5606,0.0,0,19,Female,Yes,0,Month-to-month,44,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.24,59,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,4,,2,Competitor,Yes,Churned,87,Competitor offered higher download speeds,1 | |
| 1350,Pasadena,91107,Yes,Yes,No,2433.9,1194.24,No,Yes,32369,104.25,3628.1400000000003,2104,0.0,0,70,Male,Yes,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.76,11,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,3,Offer C,1,Competitor,Yes,Churned,80,Competitor offered higher download speeds,1 | |
| 1351,San Marino,91108,No,Yes,No,1217.25,181.2,No,No,13158,80.2,1398.45,4958,0.0,0,75,Male,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.08,5,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,76,Competitor offered higher download speeds,1 | |
| 1352,Northridge,91324,Yes,No,No,1743.5,83.47,No,Yes,25751,104.2,1826.97,2365,0.0,0,38,Female,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.91,15,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,1,Competitor,Yes,Churned,79,Competitor offered more data,1 | |
| 1353,Canyon Country,91351,No,Yes,No,69.65,7.23,No,No,59259,69.65,76.88000000000001,5844,0.0,0,70,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,7.23,2,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Other,Yes,Churned,78,Don't know,1 | |
| 1354,Valencia,91355,No,No,No,713.1,183.06,No,No,24977,80.8,896.1600000000001,3890,0.0,0,39,Male,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,20.34,7,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,3,Competitor,Yes,Churned,90,Competitor offered more data,1 | |
| 1355,Woodland Hills,91367,No,No,Yes,526.7,274.47,No,No,36123,80.3,811.1700000000001,3949,0.0,10,21,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,No,39.21,42,Yes,Mailed check,No,No,No,No,Yes,No,Yes,No,0,,2,Competitor,Yes,Churned,75,Competitor made better offer,1 | |
| 1356,Castaic,91384,Yes,Yes,No,3021.6,1139.3999999999999,No,No,22177,84.1,4161.0,2987,0.0,0,71,Male,Yes,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.65,15,Yes,Electronic check,No,No,No,No,No,Yes,No,Yes,1,Offer C,1,Competitor,Yes,Churned,79,Competitor made better offer,1 | |
| 1357,Panorama City,91402,No,No,No,191.35,106.92,Yes,No,66249,69.35,298.27,3520,0.0,0,48,Male,No,0,Month-to-month,3,Yes,No,DSL,Cable,Yes,35.64,6,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,2,Other,Yes,Churned,98,Price too high,1 | |
| 1358,Van Nuys,91411,Yes,Yes,No,2718.3,878.56,No,No,23646,79.6,3596.86,3980,0.0,0,79,Female,Yes,0,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.84,15,Yes,Mailed check,No,Yes,No,No,No,No,No,Yes,1,Offer C,1,Dissatisfaction,Yes,Churned,66,Product dissatisfaction,1 | |
| 1359,Burbank,91501,No,Yes,No,36.45,0.0,No,No,18112,36.45,36.45,5303,0.0,0,79,Female,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,26,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Dissatisfaction,Yes,Churned,96,Service dissatisfaction,1 | |
| 1360,North Hollywood,91605,No,No,No,2001.5,870.76,No,Yes,57146,89.4,2872.26,5438,0.0,0,39,Male,No,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,39.58,12,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,No,0,Offer D,2,Dissatisfaction,Yes,Churned,99,Lack of self-service on Website,1 | |
| 1361,Azusa,91702,Yes,Yes,No,3825.85,1800.5700000000002,No,No,57775,80.35,5716.42,5915,0.0,90,73,Female,Yes,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,No,38.31,7,No,Electronic check,Yes,No,No,No,No,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,95,Network reliability,1 | |
| 1362,El Monte,91731,Yes,Yes,No,933.3,0.0,No,Yes,30211,40.65,933.3,3843,0.0,0,74,Female,Yes,0,Month-to-month,24,No,No phone service,DSL,Cable,Yes,0.0,29,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,No,Yes,1,Offer C,1,Dissatisfaction,Yes,Churned,85,Limited range of services,1 | |
| 1363,Rancho Cucamonga,91737,Yes,No,No,3184.25,0.0,Yes,Yes,23079,60.45,3184.25,5650,0.0,0,61,Male,Yes,0,One year,53,No,No phone service,DSL,DSL,Yes,0.0,13,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Price,Yes,Churned,98,Lack of affordable download/upload speed,1 | |
| 1364,Rancho Cucamonga,91739,Yes,No,No,764.95,232.0,No,No,12937,84.9,996.95,2656,0.0,0,58,Female,Yes,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.0,30,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,1,Price,Yes,Churned,85,Long distance charges,1 | |
| 1365,La Puente,91744,Yes,No,Yes,145.4,17.0,No,No,84965,73.55,162.4,5799,0.0,0,27,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,8.5,59,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,Yes,Yes,1,,1,Competitor,Yes,Churned,97,Extra data charges,1 | |
| 1366,Hacienda Heights,91745,Yes,No,Yes,156.25,90.8,No internet service,No internet service,53686,20.15,247.05,4785,0.0,0,24,Female,Yes,0,Month-to-month,8,Yes,No,No,,No,11.35,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,Price,Yes,Churned,98,Price too high,1 | |
| 1367,La Puente,91746,Yes,No,No,1604.5,0.0,No,Yes,30802,34.7,1604.5,5995,0.0,0,31,Female,Yes,0,One year,48,No,No phone service,DSL,DSL,Yes,0.0,22,No,Mailed check,No,Yes,Yes,No,No,No,No,Yes,1,,2,Dissatisfaction,Yes,Churned,90,Product dissatisfaction,1 | |
| 1368,Pomona,91767,Yes,Yes,No,4533.9,595.12,Yes,Yes,46626,107.55,5269.0199999999995,4423,0.0,140,80,Female,Yes,0,One year,43,Yes,Yes,Fiber optic,Cable,No,13.84,18,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,No,Yes,1,,2,Dissatisfaction,Yes,Churned,93,Service dissatisfaction,1 | |
| 1369,Rosemead,91770,Yes,Yes,No,1587.55,242.56,No,Yes,61623,98.75,1830.11,3392,0.0,0,69,Male,Yes,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.16,7,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,1,,2,Attitude,Yes,Churned,87,Lack of self-service on Website,1 | |
| 1370,San Gabriel,91775,Yes,No,No,842.9,135.04,No,Yes,23444,101.15,977.9399999999999,2750,0.0,0,47,Female,Yes,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,16.88,6,No,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,76,Network reliability,1 | |
| 1371,Alhambra,91801,No,No,Yes,1761.45,110.8,No,Yes,54382,88.7,1872.25,4115,0.0,0,20,Male,No,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.54,59,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,Offer D,1,Other,Yes,Churned,86,Don't know,1 | |
| 1372,Boulevard,91905,No,No,No,164.5,16.64,No,No,1509,79.75,181.14,5172,0.0,0,44,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,8.32,16,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Competitor,Yes,Churned,98,Don't know,1 | |
| 1373,Campo,91906,No,No,No,2724.6,299.43,No,No,3133,94.55,3024.0299999999997,4464,0.0,0,48,Female,No,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.09,6,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,89,Don't know,1 | |
| 1374,Chula Vista,91914,No,Yes,No,318.5,150.25,No,No,2606,69.05,468.75,3368,0.0,0,71,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,30.05,11,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,74,Poor expertise of online support,1 | |
| 1375,Imperial Beach,91932,Yes,No,No,4990.25,2422.6800000000003,Yes,Yes,26662,96.25,7532.93,4751,0.0,120,63,Male,Yes,0,Two year,52,Yes,Yes,Fiber optic,Fiber Optic,No,46.59,26,Yes,Bank transfer (automatic),No,No,Yes,Yes,No,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,97,Poor expertise of phone support,1 | |
| 1376,Jacumba,91934,No,Yes,No,3744.05,1408.22,No,Yes,699,101.1,5152.27,4424,0.0,0,73,Male,No,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.06,19,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,Offer C,1,Competitor,Yes,Churned,87,Competitor had better devices,1 | |
| 1377,Jamul,91935,No,No,No,7220.35,1410.3600000000001,Yes,No,8759,104.7,8630.710000000001,6350,0.0,0,52,Male,No,0,One year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.44,3,Yes,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer A,3,Competitor,Yes,Churned,71,Competitor offered higher download speeds,1 | |
| 1378,Borrego Springs,92004,No,No,Yes,2139.2,323.2,No,No,2863,55.25,2462.3999999999996,2810,0.0,0,20,Male,No,1,Month-to-month,40,Yes,No,DSL,DSL,Yes,8.08,76,Yes,Mailed check,Yes,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,65,Competitor offered more data,1 | |
| 1379,Carlsbad,92008,No,No,No,521.3,6.8999999999999995,No,No,35582,90.1,528.1999999999999,5656,0.0,0,53,Female,No,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.15,3,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,71,Competitor made better offer,1 | |
| 1380,El Cajon,92019,No,No,No,608,165.32999999999998,No,Yes,40995,53.75,773.3299999999999,3407,0.0,0,60,Male,No,0,Month-to-month,11,Yes,Yes,DSL,DSL,Yes,15.03,13,No,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,99,Competitor had better devices,1 | |
| 1381,El Cajon,92021,No,No,No,577.6,15.600000000000001,No,No,61872,89.3,593.2,5800,0.0,0,43,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,2.6,22,No,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Other,Yes,Churned,100,Don't know,1 | |
| 1382,Fallbrook,92028,Yes,No,Yes,292.85,69.78,No,No,42239,95.2,382.63,4176,0.0,20,21,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,No,23.26,42,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,5,,1,Competitor,Yes,Churned,86,Competitor offered higher download speeds,1 | |
| 1383,Julian,92036,No,Yes,No,198,0.0,No,No,3577,45.7,198.0,3561,0.0,0,79,Female,No,0,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,15,No,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,3,Competitor,Yes,Churned,73,Competitor offered higher download speeds,1 | |
| 1384,Lakeside,92040,Yes,No,No,609.9,383.28,No,No,42277,74.5,993.18,3683,0.0,0,51,Male,Yes,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,47.91,23,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,1,,2,Competitor,Yes,Churned,88,Competitor offered higher download speeds,1 | |
| 1385,Oceanside,92056,No,No,No,79.65,22.48,No,No,52895,79.65,102.13000000000001,2119,0.0,0,57,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,22.48,5,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Competitor,Yes,Churned,71,Competitor offered more data,1 | |
| 1386,Santee,92071,Yes,Yes,No,2812.2,460.03999999999996,Yes,No,53510,101.3,3272.24,4994,0.0,0,67,Female,Yes,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.43,20,Yes,Credit card (automatic),No,No,No,Yes,Yes,Yes,No,Yes,1,Offer C,3,Competitor,Yes,Churned,68,Competitor offered more data,1 | |
| 1387,Solana Beach,92075,Yes,No,No,80.05,39.79,No,No,12173,80.05,119.84,2943,0.0,0,53,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,39.79,7,Yes,Mailed check,No,No,No,No,Yes,No,No,Yes,1,,3,Competitor,Yes,Churned,82,Competitor offered more data,1 | |
| 1388,San Marcos,92078,Yes,No,Yes,2698.35,116.0,No,Yes,6760,89.2,2814.35,5292,0.0,0,25,Male,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.0,48,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,91,Competitor made better offer,1 | |
| 1389,Rancho Santa Fe,92091,Yes,No,No,1465.75,267.71,No,No,1072,83.65,1863.46,3427,0.0,130,59,Male,Yes,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,No,14.09,25,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,88,Competitor made better offer,1 | |
| 1390,San Diego,92105,Yes,No,No,146.3,190.2,No internet service,No internet service,73006,19.5,336.5,5579,0.0,0,62,Female,Yes,0,Month-to-month,6,Yes,No,No,,No,31.7,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,Competitor,Yes,Churned,67,Price too high,1 | |
| 1391,San Diego,92106,No,No,No,51.25,6.44,Yes,No,18525,51.25,57.69,2180,0.0,0,58,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,6.44,4,No,Mailed check,No,No,No,Yes,No,No,No,No,0,,1,Competitor,Yes,Churned,94,Product dissatisfaction,1 | |
| 1392,San Diego,92109,No,No,No,45.6,11.73,No,No,46086,45.6,57.33,3037,0.0,0,31,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,11.73,24,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,88,Service dissatisfaction,1 | |
| 1393,San Diego,92111,No,No,No,267.35,293.34000000000003,Yes,No,46828,49.65,560.69,4248,0.0,0,49,Female,No,0,Month-to-month,6,Yes,No,DSL,DSL,Yes,48.89,22,Yes,Bank transfer (automatic),No,No,No,Yes,No,No,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,88,Lack of self-service on Website,1 | |
| 1394,San Diego,92121,Yes,No,No,288.05,467.1,No internet service,No internet service,4258,20.0,755.1500000000001,4672,0.0,0,59,Male,Yes,3,Month-to-month,15,Yes,No,No,,No,31.14,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,1,Competitor,Yes,Churned,73,Network reliability,1 | |
| 1395,San Diego,92124,Yes,No,Yes,853,0.0,No,No,30206,34.0,853.0,5024,0.0,0,19,Female,Yes,0,Month-to-month,25,No,No phone service,DSL,Cable,Yes,0.0,82,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,Yes,1,Offer C,1,Competitor,Yes,Churned,93,Limited range of services,1 | |
| 1396,San Diego,92126,Yes,Yes,No,934.1,111.19999999999999,Yes,Yes,74232,92.5,1145.3,2415,0.0,100,72,Male,Yes,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,No,11.12,30,Yes,Mailed check,No,Yes,Yes,Yes,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,77,Lack of affordable download/upload speed,1 | |
| 1397,San Diego,92129,Yes,No,No,1222.8,231.78999999999996,No,No,47224,88.35,1454.59,3740,0.0,0,52,Female,Yes,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,17.83,10,No,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,81,Long distance charges,1 | |
| 1398,San Diego,92130,Yes,No,No,5293.2,316.05,Yes,Yes,28201,107.95,5609.25,5785,0.0,0,38,Female,Yes,0,Two year,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.45,10,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,2,Competitor,Yes,Churned,92,Extra data charges,1 | |
| 1399,Indian Wells,92210,No,Yes,No,74.45,39.61,No,No,3873,74.45,114.06,4291,0.0,0,75,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.61,16,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,67,Price too high,1 | |
| 1400,Palm Desert,92211,No,No,Yes,2345.2,120.99,No,No,19702,64.75,2466.1899999999996,5554,0.0,0,26,Female,No,0,Month-to-month,37,Yes,No,DSL,Cable,Yes,3.27,71,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer C,1,Attitude,Yes,Churned,80,Product dissatisfaction,1 | |
| 1401,Blythe,92225,No,No,No,2335.3,162.24,No,Yes,24659,89.8,2497.54,3452,0.0,0,49,Male,No,0,Month-to-month,26,Yes,No,Fiber optic,Fiber Optic,Yes,6.24,25,No,Electronic check,No,Yes,Yes,No,Yes,No,No,No,0,Offer C,1,Competitor,Yes,Churned,71,Service dissatisfaction,1 | |
| 1402,Coachella,92236,No,No,No,1115.15,417.72,No,Yes,23170,95.5,1532.8700000000001,3538,0.0,0,61,Female,No,0,One year,12,Yes,No,Fiber optic,Fiber Optic,Yes,34.81,16,No,Mailed check,No,No,Yes,No,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,88,Lack of self-service on Website,1 | |
| 1403,Imperial,92251,No,Yes,No,291.4,0.0,Yes,No,14546,29.65,401.4,5702,0.0,110,76,Female,No,0,Month-to-month,10,No,No phone service,DSL,Cable,No,0.0,20,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,2,Other,Yes,Churned,89,Network reliability,1 | |
| 1404,Joshua Tree,92252,Yes,No,No,453.75,184.4,No,Yes,8141,84.5,638.15,5141,0.0,0,64,Male,Yes,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.88,8,Yes,Electronic check,Yes,No,Yes,No,No,No,No,Yes,3,Offer E,1,Competitor,Yes,Churned,98,Don't know,1 | |
| 1405,Niland,92257,No,No,Yes,1597.25,514.62,No,Yes,2753,90.7,2111.87,2931,0.0,0,26,Male,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.59,26,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,89,Competitor had better devices,1 | |
| 1406,Palm Springs,92262,No,Yes,No,235.5,16.62,No,No,24924,70.3,252.12,5165,0.0,0,69,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,5.54,16,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,98,Competitor offered higher download speeds,1 | |
| 1407,Parker Dam,92267,No,No,Yes,5639.05,2347.38,No,Yes,131,103.95,7986.43,6117,0.0,0,20,Female,No,0,One year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.47,82,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,99,Competitor offered more data,1 | |
| 1408,Seeley,92273,No,No,No,799.65,56.3,No,No,1632,74.75,855.9499999999999,5578,0.0,0,39,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.63,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,69,Competitor made better offer,1 | |
| 1409,Thermal,92274,No,No,Yes,50.8,22.82,Yes,No,17018,50.8,73.62,4535,0.0,0,20,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,22.82,27,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,2,Competitor,Yes,Churned,68,Don't know,1 | |
| 1410,Vidal,92280,No,No,No,144.55,78.06,No,No,50,80.25,232.61,5055,0.0,10,42,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,39.03,30,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,80,Competitor had better devices,1 | |
| 1411,Westmorland,92281,Yes,No,No,2447.95,722.24,No,Yes,2388,78.9,3170.1899999999996,5949,0.0,0,62,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.57,11,Yes,Electronic check,No,No,Yes,No,No,No,No,Yes,1,Offer C,3,Competitor,Yes,Churned,90,Competitor offered higher download speeds,1 | |
| 1412,Winterhaven,92283,No,No,Yes,3050.15,1582.92,No,No,3663,84.75,4633.07,5272,0.0,0,22,Male,No,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.97,42,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer C,3,Competitor,Yes,Churned,76,Competitor offered higher download speeds,1 | |
| 1413,Landers,92285,No,No,No,4517.25,870.79,No,No,2182,85.45,5388.04,4753,0.0,0,38,Male,No,0,Month-to-month,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.43,29,No,Bank transfer (automatic),No,No,No,No,Yes,No,No,No,0,,1,Other,Yes,Churned,90,Competitor offered higher download speeds,1 | |
| 1414,Angelus Oaks,92305,Yes,No,No,19.9,45.77,No internet service,No internet service,301,19.9,65.67,5441,0.0,0,46,Male,Yes,1,Month-to-month,1,Yes,No,No,,No,45.77,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,Offer E,1,Competitor,Yes,Churned,67,Competitor offered more data,1 | |
| 1415,Apple Valley,92308,No,Yes,No,1200.15,262.68,No,Yes,28819,99.45,1462.8300000000002,2819,0.0,0,76,Male,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.89,26,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,,3,Competitor,Yes,Churned,98,Competitor offered more data,1 | |
| 1416,Barstow,92311,No,No,No,70.6,27.12,No,No,31293,70.6,97.72,4063,0.0,0,48,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,27.12,23,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,85,Competitor offered more data,1 | |
| 1417,Big Bear City,92314,No,No,No,389.6,101.0,No,No,9899,81.0,500.6,3718,0.0,10,61,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,No,20.2,23,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,96,Competitor made better offer,1 | |
| 1418,Bloomington,92316,No,No,No,523.5,235.92000000000002,No,No,25995,84.85,759.4200000000001,3420,0.0,0,61,Male,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,39.32,12,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,72,Competitor made better offer,1 | |
| 1419,Ludlow,92338,No,Yes,No,2277.65,236.34,No,No,23,89.15,2513.9900000000002,4074,0.0,0,68,Female,No,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.09,12,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer C,1,Other,Yes,Churned,89,Price too high,1 | |
| 1420,Green Valley Lake,92341,Yes,Yes,No,24.8,0.0,No,No,317,24.8,24.8,5377,0.0,0,77,Female,Yes,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,19,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,73,Product dissatisfaction,1 | |
| 1421,Highland,92346,No,No,No,6903.1,1550.72,Yes,No,48245,105.65,8453.82,4870,0.0,0,30,Male,No,0,One year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.23,73,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,No,0,,1,Other,Yes,Churned,98,Service dissatisfaction,1 | |
| 1422,Newberry Springs,92365,No,No,No,1008.7,163.01999999999998,No,No,2899,80.85,1171.72,5964,0.0,0,40,Male,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,12.54,20,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,85,Lack of self-service on Website,1 | |
| 1423,Redlands,92374,Yes,No,No,853.1,238.59,No,No,36675,89.45,1091.69,4971,0.0,0,62,Female,Yes,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,26.51,18,No,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,3,Offer E,2,Competitor,Yes,Churned,91,Network reliability,1 | |
| 1424,Rialto,92377,No,No,No,794.25,337.5,No,No,18518,72.15,1211.75,2457,0.0,80,49,Male,No,0,Month-to-month,10,Yes,Yes,DSL,DSL,No,33.75,11,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,98,Limited range of services,1 | |
| 1425,Shoshone,92384,No,No,No,160.8,83.28,Yes,Yes,87,76.4,244.08,3005,0.0,0,39,Female,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,41.64,25,No,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer E,2,Price,Yes,Churned,100,Lack of affordable download/upload speed,1 | |
| 1426,Wrightwood,92397,No,Yes,No,1174.35,542.2,No,No,4253,61.6,1716.55,3866,0.0,0,67,Female,No,0,Month-to-month,20,Yes,Yes,DSL,DSL,Yes,27.11,27,Yes,Mailed check,No,No,No,No,No,Yes,No,No,0,,1,Price,Yes,Churned,85,Long distance charges,1 | |
| 1427,Yermo,92398,Yes,No,No,741.7,172.62,No,Yes,1195,79.9,914.32,4748,0.0,0,35,Male,Yes,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,19.18,27,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,100,Extra data charges,1 | |
| 1428,Yucaipa,92399,No,Yes,No,3019.25,814.4,No,No,41575,96.15,3833.65,2246,0.0,0,67,Male,No,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.45,18,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,No,No,0,Offer C,2,Price,Yes,Churned,79,Price too high,1 | |
| 1429,San Bernardino,92404,Yes,No,No,4759.75,2986.9,Yes,Yes,53636,65.3,7746.65,5591,0.0,0,57,Female,Yes,0,Two year,70,Yes,Yes,DSL,DSL,Yes,42.67,24,No,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,Yes,1,Offer A,1,Dissatisfaction,Yes,Churned,85,Product dissatisfaction,1 | |
| 1430,San Bernardino,92411,No,No,No,19.65,17.25,No internet service,No internet service,23146,19.65,36.9,5717,0.0,0,43,Male,No,0,Month-to-month,1,Yes,No,No,,No,17.25,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,69,Service dissatisfaction,1 | |
| 1431,Riverside,92505,No,No,Yes,84.65,22.3,No,No,38446,84.65,146.95000000000002,4261,0.0,40,25,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,No,22.3,51,Yes,Mailed check,No,No,No,No,Yes,No,No,No,0,,1,Dissatisfaction,Yes,Churned,79,Lack of self-service on Website,1 | |
| 1432,Riverside,92509,Yes,Yes,No,69.55,12.46,No,No,63999,69.55,82.00999999999999,5948,0.0,0,76,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,12.46,22,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,2,Dissatisfaction,Yes,Churned,67,Network reliability,1 | |
| 1433,Lake Elsinore,92530,No,No,No,347.25,0.0,No,No,38519,31.05,347.25,5131,0.0,0,46,Female,No,0,Month-to-month,13,No,No phone service,DSL,Cable,Yes,0.0,16,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,2,Other,Yes,Churned,97,Don't know,1 | |
| 1434,Aguanga,92536,No,No,No,354.05,241.43,No,No,2433,51.0,595.48,3736,0.0,0,56,Male,No,0,Month-to-month,7,Yes,No,DSL,Cable,Yes,34.49,22,Yes,Mailed check,Yes,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,90,Attitude of service provider,1 | |
| 1435,Homeland,92548,Yes,No,Yes,44.35,40.42,No,No,4283,44.35,84.77000000000001,4599,0.0,0,27,Female,Yes,3,Month-to-month,1,Yes,No,DSL,Cable,Yes,40.42,59,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,90,Attitude of support person,1 | |
| 1436,Moreno Valley,92557,No,No,No,586.05,202.44,No,No,46214,79.7,788.49,3109,0.0,0,31,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,28.92,16,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Attitude,Yes,Churned,98,Attitude of support person,1 | |
| 1437,San Jacinto,92582,No,No,No,3092.65,361.8,No,No,4456,55.0,3454.4500000000003,5282,0.0,0,43,Male,No,2,Month-to-month,54,Yes,Yes,DSL,Cable,Yes,6.7,16,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,,1,Other,Yes,Churned,84,Don't know,1 | |
| 1438,San Jacinto,92583,No,Yes,No,415.55,136.75,No,Yes,21349,84.85,572.3,3305,0.0,20,66,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,No,27.35,27,Yes,Mailed check,No,No,Yes,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,74,Attitude of service provider,1 | |
| 1439,Temecula,92590,No,Yes,No,73.65,39.88,No,No,3070,73.65,113.53,5443,0.0,0,80,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.88,19,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Attitude,Yes,Churned,86,Attitude of service provider,1 | |
| 32,Lakewood,90712,No,No,No,50,93.68,No,No,30173,44.35,174.93,2570,0.0,0,45,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,46.84,3,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Other,Yes,Churned,76,Don't know,1 | |
| 1440,Temecula,92591,Yes,No,No,2405.05,1099.56,Yes,Yes,25655,73.9,3504.61,5374,0.0,0,33,Male,Yes,0,One year,33,Yes,No,DSL,DSL,Yes,33.32,4,Yes,Mailed check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,3,Offer C,1,Competitor,Yes,Churned,73,Attitude of service provider,1 | |
| 1441,Temecula,92592,Yes,No,No,4458.15,1067.55,No,Yes,46171,77.75,5525.7,4398,0.0,0,38,Female,Yes,0,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.41,4,Yes,Electronic check,No,No,Yes,No,No,No,No,Yes,5,,2,Competitor,Yes,Churned,79,Attitude of support person,1 | |
| 1442,Irvine,92620,Yes,Yes,No,474.9,172.26,No,No,26419,84.35,647.16,5721,0.0,0,78,Female,Yes,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.71,17,Yes,Electronic check,No,No,No,No,No,Yes,No,Yes,1,,3,Other,Yes,Churned,77,Deceased,1 | |
| 1443,Capistrano Beach,92624,No,No,No,668.4,258.48,No,No,7465,84.95,926.88,4437,0.0,0,35,Female,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,32.31,6,No,Electronic check,Yes,No,No,No,Yes,No,No,No,0,,1,Other,Yes,Churned,81,Moved,1 | |
| 1444,Corona Del Mar,92625,No,No,No,926.25,494.34,Yes,No,13422,73.85,1420.59,3634,0.0,0,40,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,44.94,25,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,2,Other,Yes,Churned,66,Moved,1 | |
| 1445,Costa Mesa,92627,Yes,No,No,2541.25,0.0,No,No,62069,51.8,2591.25,5375,0.0,50,57,Male,Yes,0,One year,49,No,No phone service,DSL,DSL,No,0.0,5,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,2,,2,Other,Yes,Churned,67,Moved,1 | |
| 1446,Dana Point,92629,Yes,Yes,No,46,7.74,No,No,27730,46.0,53.74,4531,0.0,0,69,Female,Yes,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,7.74,19,No,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,67,Competitor had better devices,1 | |
| 1447,Lake Forest,92630,No,Yes,No,1156.1,258.45,No,No,59176,79.4,1414.55,3621,0.0,0,78,Male,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,17.23,12,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,,1,Competitor,Yes,Churned,74,Competitor offered higher download speeds,1 | |
| 1448,Huntington Beach,92648,Yes,Yes,No,1167.8,734.4,No,No,42663,71.8,1902.1999999999998,3327,0.0,0,78,Male,Yes,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,45.9,5,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,86,Competitor offered more data,1 | |
| 1449,Laguna Beach,92651,Yes,Yes,No,3912.9,1083.28,No,No,25206,88.4,4996.18,2674,0.0,0,68,Male,Yes,0,One year,44,Yes,Yes,Fiber optic,Cable,Yes,24.62,14,No,Mailed check,No,Yes,No,No,No,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,99,Competitor made better offer,1 | |
| 1450,Newport Beach,92660,No,No,No,221.7,119.45,No,No,28687,46.0,341.15,4846,0.0,0,56,Female,No,1,Month-to-month,5,Yes,No,DSL,DSL,Yes,23.89,14,No,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,85,Competitor had better devices,1 | |
| 1451,Silverado,92676,No,No,No,201.1,39.92,No,No,1859,51.75,241.01999999999998,3865,0.0,0,39,Male,No,0,Month-to-month,4,Yes,Yes,DSL,DSL,Yes,9.98,13,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,83,Competitor had better devices,1 | |
| 1452,Trabuco Canyon,92679,Yes,No,No,2838.7,865.5,No,No,32268,94.4,3784.2,2792,0.0,80,52,Male,Yes,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,No,28.85,6,Yes,Electronic check,Yes,Yes,No,No,Yes,No,No,Yes,1,Offer C,1,Competitor,Yes,Churned,71,Competitor offered higher download speeds,1 | |
| 1453,Mission Viejo,92692,No,No,No,70.15,2.24,No,No,46227,70.15,72.39,3208,0.0,0,34,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,2.24,6,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,96,Competitor offered higher download speeds,1 | |
| 1454,Anaheim,92805,No,No,No,296.1,0.0,No,No,68802,34.7,296.1,5352,0.0,0,43,Male,No,0,Month-to-month,9,No,No phone service,DSL,DSL,Yes,0.0,9,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 1455,Anaheim,92807,No,No,No,81.1,22.86,No,No,36301,81.1,103.96,2075,0.0,0,53,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,22.86,24,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,3,Competitor,Yes,Churned,85,Competitor offered more data,1 | |
| 1456,Brea,92821,Yes,No,Yes,20.55,37.92,No internet service,No internet service,34055,20.55,58.47,3797,0.0,0,25,Female,Yes,2,Month-to-month,1,Yes,No,No,,No,37.92,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,Attitude,Yes,Churned,78,Competitor offered more data,1 | |
| 1457,Brea,92823,No,No,No,6428.4,2515.0299999999997,Yes,Yes,1408,106.6,8943.43,4183,0.0,0,39,Female,No,0,Two year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.23,28,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,68,Competitor offered more data,1 | |
| 1458,Fullerton,92833,Yes,No,No,6252.9,2909.29,Yes,Yes,46105,106.75,9202.189999999999,4508,0.0,40,47,Male,Yes,0,Month-to-month,59,Yes,Yes,Fiber optic,Fiber Optic,No,49.31,21,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,No,No,Yes,7,,1,Competitor,Yes,Churned,81,Competitor made better offer,1 | |
| 1459,Garden Grove,92841,No,No,No,240.45,48.449999999999996,No,No,31428,89.45,288.9,3591,0.0,0,56,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,16.15,13,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,84,Competitor made better offer,1 | |
| 1460,Garden Grove,92844,No,No,No,315.3,90.53999999999999,Yes,No,23481,97.9,405.84000000000003,4330,0.0,0,40,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,30.18,7,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,No,0,,3,Price,Yes,Churned,86,Price too high,1 | |
| 1461,Orange,92865,No,No,No,55.7,48.22,No,No,18058,55.7,103.92,4629,0.0,0,62,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,48.22,22,Yes,Mailed check,No,No,No,No,No,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,79,Product dissatisfaction,1 | |
| 1462,Orange,92868,No,No,No,973.45,401.44,No,Yes,23172,79.8,1374.89,5067,0.0,0,61,Male,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,30.88,3,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,75,Service dissatisfaction,1 | |
| 1463,Yorba Linda,92887,Yes,No,No,669.85,0.0,No,Yes,20893,39.05,669.85,2601,0.0,0,46,Female,Yes,0,Month-to-month,18,No,No phone service,DSL,Cable,Yes,0.0,30,Yes,Electronic check,No,No,Yes,No,Yes,No,No,Yes,1,,3,Dissatisfaction,Yes,Churned,66,Lack of self-service on Website,1 | |
| 1464,Camarillo,93010,Yes,Yes,No,267.4,22.14,Yes,No,42853,83.9,289.53999999999996,3464,0.0,0,75,Female,Yes,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,7.38,11,Yes,Mailed check,No,No,No,Yes,Yes,No,No,Yes,3,,1,Dissatisfaction,Yes,Churned,68,Network reliability,1 | |
| 1465,Moorpark,93021,No,Yes,No,69.85,43.45,No,No,32984,69.85,153.3,5056,0.0,40,70,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,43.45,30,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,68,Limited range of services,1 | |
| 1466,Oxnard,93030,No,No,No,53.55,1.59,No,No,79736,53.55,55.14,2326,0.0,0,61,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,1.59,14,Yes,Mailed check,No,No,No,No,Yes,No,No,No,0,,1,Price,Yes,Churned,79,Lack of affordable download/upload speed,1 | |
| 1467,Piru,93040,Yes,No,No,6579.05,383.6,Yes,Yes,1459,93.9,6962.650000000001,6173,0.0,0,38,Female,Yes,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.48,14,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,1,Offer A,1,Price,Yes,Churned,95,Long distance charges,1 | |
| 1468,Santa Paula,93060,Yes,No,No,7856,1609.5600000000002,Yes,Yes,32511,113.15,9465.56,4610,0.0,0,48,Male,Yes,0,Two year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.67,22,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,1,Price,Yes,Churned,90,Extra data charges,1 | |
| 1469,Simi Valley,93065,Yes,Yes,No,2169.75,474.76000000000005,No,No,64802,84.95,2644.51,4316,0.0,0,65,Female,Yes,0,Month-to-month,26,Yes,No,Fiber optic,Fiber Optic,Yes,18.26,3,No,Electronic check,No,Yes,No,No,No,Yes,Yes,Yes,1,Offer C,3,Price,Yes,Churned,75,Price too high,1 | |
| 1470,Somis,93066,Yes,No,No,896.9,126.5,No,No,2966,80.5,1023.4,5119,0.0,0,42,Male,Yes,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.5,27,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,3,Offer D,1,Dissatisfaction,Yes,Churned,75,Product dissatisfaction,1 | |
| 1471,Summerland,93067,No,No,No,19.3,49.2,No internet service,No internet service,576,19.3,68.5,4266,0.0,0,61,Male,No,0,Month-to-month,1,Yes,No,No,,No,49.2,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Dissatisfaction,Yes,Churned,99,Service dissatisfaction,1 | |
| 1472,Santa Barbara,93105,No,No,No,49.65,4.18,No,Yes,25771,49.65,93.83000000000001,5338,0.0,40,60,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,No,4.18,8,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,97,Lack of self-service on Website,1 | |
| 1473,Santa Barbara,93108,No,No,No,2460.15,2079.2000000000003,Yes,Yes,12741,54.35,4539.35,2793,0.0,0,52,Female,No,0,Two year,46,Yes,No,DSL,DSL,Yes,45.2,17,No,Credit card (automatic),No,No,Yes,Yes,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,83,Network reliability,1 | |
| 1474,Santa Barbara,93110,No,No,No,370.65,196.56,No,No,15757,88.45,567.21,2456,0.0,0,32,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,49.14,15,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,Other,Yes,Churned,98,Don't know,1 | |
| 1475,Avenal,93204,No,Yes,No,1910.6,1014.42,Yes,No,14697,90.5,2925.02,5014,0.0,0,71,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.11,27,Yes,Bank transfer (automatic),No,No,No,Yes,Yes,No,No,No,0,,1,Other,Yes,Churned,71,Don't know,1 | |
| 1476,Buttonwillow,93206,Yes,No,No,890.6,157.23,Yes,Yes,2078,94.85,1047.83,3016,0.0,0,54,Male,Yes,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,17.47,6,Yes,Mailed check,No,Yes,Yes,Yes,Yes,No,No,Yes,1,,2,Other,Yes,Churned,72,Don't know,1 | |
| 1477,California Hot Springs,93207,Yes,No,No,529.5,247.94,No,No,226,69.95,777.44,3296,0.0,0,49,Male,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,35.42,3,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,9,,2,Dissatisfaction,Yes,Churned,90,Poor expertise of online support,1 | |
| 1478,Corcoran,93212,No,No,Yes,48.6,6.54,No,No,23506,48.6,55.14,4207,0.0,0,22,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,6.54,52,Yes,Credit card (automatic),Yes,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,83,Poor expertise of phone support,1 | |
| 1479,Exeter,93221,No,Yes,No,2109.35,0.0,No,No,13333,55.8,2189.35,4272,0.0,80,72,Female,No,0,Month-to-month,40,No,No phone service,DSL,Cable,No,0.0,6,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,No,0,,1,Attitude,Yes,Churned,90,Attitude of support person,1 | |
| 1480,Farmersville,93223,Yes,No,Yes,2265.25,754.87,No,No,8644,80.15,3020.12,5189,0.0,0,29,Male,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.03,47,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,1,Offer C,3,Attitude,Yes,Churned,83,Attitude of support person,1 | |
| 1481,Fellows,93224,No,No,No,220.6,142.53,No,No,626,75.5,363.13,5948,0.0,0,30,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.51,85,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,79,Attitude of service provider,1 | |
| 1482,Ivanhoe,93235,No,No,Yes,20.2,10.98,No internet service,No internet service,4517,20.2,31.18,5394,0.0,0,28,Male,No,0,Month-to-month,1,Yes,No,No,,No,10.98,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,87,Attitude of service provider,1 | |
| 1483,Lebec,93243,Yes,No,No,229.5,105.53999999999999,No,No,1247,74.75,335.03999999999996,3972,0.0,0,39,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.18,13,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,65,Attitude of service provider,1 | |
| 1484,Lemon Cove,93244,No,No,No,2470.1,374.44000000000005,Yes,Yes,293,104.05,2844.54,5963,0.0,0,49,Male,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.28,2,Yes,Mailed check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,93,Attitude of support person,1 | |
| 1485,Maricopa,93252,No,No,Yes,1244.5,221.26,No,No,4357,96.65,1465.76,2110,0.0,0,28,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.02,41,Yes,Electronic check,Yes,Yes,No,No,Yes,No,No,No,0,Offer D,1,Competitor,Yes,Churned,65,Attitude of support person,1 | |
| 1486,New Cuyama,93254,No,Yes,No,20.05,19.87,No internet service,No internet service,798,20.05,39.92,3491,0.0,0,69,Male,No,0,Month-to-month,1,Yes,No,No,,No,19.87,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,91,Attitude of support person,1 | |
| 1487,Onyx,93255,No,No,No,3994.45,1354.8600000000001,No,Yes,655,103.45,5349.3099999999995,4811,0.0,0,52,Female,No,0,Month-to-month,39,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.74,28,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer C,2,Competitor,Yes,Churned,83,Attitude of service provider,1 | |
| 1488,Richgrove,93261,Yes,No,No,19.9,7.49,No internet service,No internet service,2956,19.9,27.39,4633,0.0,0,33,Female,Yes,1,Month-to-month,1,Yes,No,No,,No,7.49,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,Attitude,Yes,Churned,73,Attitude of service provider,1 | |
| 1489,Shafter,93263,Yes,No,No,667.7,0.0,No,No,15177,46.35,667.7,5360,0.0,0,53,Male,Yes,0,Month-to-month,14,No,No phone service,DSL,DSL,Yes,0.0,12,No,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,Offer D,3,Attitude,Yes,Churned,76,Attitude of service provider,1 | |
| 1490,Stratford,93266,No,No,No,19.95,17.61,No internet service,No internet service,1729,19.95,37.56,2051,0.0,0,62,Male,No,0,Month-to-month,1,Yes,No,No,,No,17.61,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,83,Attitude of support person,1 | |
| 1491,Taft,93268,No,No,No,79.6,19.32,No,No,14937,79.6,98.91999999999999,2199,0.0,0,40,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,19.32,22,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,3,Attitude,Yes,Churned,98,Attitude of support person,1 | |
| 1492,Tipton,93272,No,No,Yes,75.9,44.56,Yes,No,2951,75.9,120.46000000000001,3389,0.0,0,23,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,44.56,27,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,3,Competitor,Yes,Churned,66,Attitude of support person,1 | |
| 1493,Tulare,93274,Yes,No,No,76.2,35.15,No,Yes,56101,76.2,161.35,5973,0.0,50,53,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,35.15,14,No,Electronic check,No,No,Yes,No,No,No,No,Yes,1,,3,Other,Yes,Churned,83,Don't know,1 | |
| 1494,Visalia,93277,No,No,No,19.25,12.81,No internet service,No internet service,44741,19.25,32.06,5437,0.0,0,35,Male,No,7,Month-to-month,1,Yes,No,No,,No,12.81,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Attitude,Yes,Churned,80,Attitude of service provider,1 | |
| 1495,Woody,93287,Yes,No,No,3588.4,450.66,Yes,Yes,88,84.3,4039.06,2514,0.0,0,58,Female,Yes,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.73,22,Yes,Electronic check,No,No,Yes,Yes,No,No,No,Yes,1,,3,Attitude,Yes,Churned,100,Attitude of service provider,1 | |
| 1496,Visalia,93292,No,No,No,522.95,182.63,No,No,30395,79.0,705.58,3735,0.0,0,63,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,26.09,2,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,2,Attitude,Yes,Churned,92,Attitude of support person,1 | |
| 1497,Bakersfield,93312,No,No,Yes,70.25,23.0,No,No,40836,70.25,93.25,4133,0.0,0,27,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,23.0,59,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,89,Attitude of support person,1 | |
| 1498,San Luis Obispo,93401,No,Yes,No,865.55,168.5,No,Yes,27047,84.6,1034.05,3320,0.0,0,70,Female,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,16.85,30,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,,3,Attitude,Yes,Churned,94,Attitude of support person,1 | |
| 1499,Bradley,93426,Yes,No,No,409.9,310.42,No internet service,No internet service,1363,24.1,720.3199999999999,4648,0.0,0,31,Female,Yes,2,Month-to-month,17,Yes,Yes,No,,No,18.26,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer D,1,Price,Yes,Churned,86,Attitude of service provider,1 | |
| 1500,Lompoc,93436,No,No,No,60,43.48,Yes,No,51737,60.0,113.47999999999999,4531,0.0,10,64,Female,No,2,Month-to-month,1,Yes,No,DSL,DSL,No,43.48,16,Yes,Electronic check,Yes,Yes,No,Yes,No,No,No,No,0,Offer E,1,Attitude,Yes,Churned,93,Attitude of service provider,1 | |
| 1501,Lompoc,93437,No,No,No,649.65,198.08,No,No,6165,86.55,847.73,4193,0.0,0,47,Male,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.76,2,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,80,Attitude of service provider,1 | |
| 1502,Los Alamos,93440,Yes,Yes,No,20.85,22.86,No internet service,No internet service,1328,20.85,43.71,3817,0.0,0,80,Female,Yes,0,Month-to-month,1,Yes,No,No,,No,22.86,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,3,Attitude,Yes,Churned,97,Attitude of support person,1 | |
| 1503,Nipomo,93444,No,No,No,2011.4,0.0,No,Yes,15405,50.75,2011.4,4119,0.0,0,35,Female,No,0,Month-to-month,39,No,No phone service,DSL,DSL,Yes,0.0,4,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer C,3,Attitude,Yes,Churned,94,Attitude of support person,1 | |
| 1504,Oceano,93445,Yes,Yes,No,6205.5,982.5200000000001,Yes,No,7435,105.5,7188.02,5067,0.0,0,73,Female,Yes,0,One year,58,Yes,No,Fiber optic,Fiber Optic,Yes,16.94,19,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,100,Attitude of support person,1 | |
| 1505,Pismo Beach,93449,No,Yes,No,503.6,176.46,No,No,8564,85.15,680.0600000000001,5831,0.0,0,73,Male,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,29.41,30,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,No,No,No,0,Offer E,2,Attitude,Yes,Churned,90,Attitude of service provider,1 | |
| 1506,Solvang,93463,Yes,No,No,1152.7,599.28,Yes,No,7958,54.2,1751.98,5102,0.0,0,48,Male,Yes,0,Month-to-month,22,Yes,No,DSL,DSL,Yes,27.24,21,Yes,Electronic check,Yes,No,No,Yes,No,No,No,Yes,1,Offer D,2,Attitude,Yes,Churned,87,Attitude of service provider,1 | |
| 1507,Templeton,93465,Yes,No,Yes,7674.55,2931.6000000000004,Yes,Yes,7918,109.5,10756.150000000001,4191,0.0,150,21,Female,Yes,0,One year,70,Yes,Yes,Fiber optic,Fiber Optic,No,41.88,59,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,2,Attitude,Yes,Churned,100,Attitude of service provider,1 | |
| 1508,Mojave,93501,Yes,No,No,2157.95,895.65,No,Yes,4882,104.4,3053.6,3796,0.0,0,45,Male,Yes,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.65,3,No,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,2,Attitude,Yes,Churned,77,Attitude of support person,1 | |
| 1509,Big Pine,93513,Yes,Yes,No,7548.1,3170.8599999999997,No,No,1826,105.1,10718.96,5725,0.0,0,79,Male,Yes,0,Month-to-month,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.66,8,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 1510,Caliente,93518,No,No,No,75.7,9.05,No,No,1022,75.7,84.75,4884,0.0,0,39,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,9.05,21,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,3,Attitude,Yes,Churned,93,Attitude of support person,1 | |
| 1511,Johannesburg,93528,Yes,Yes,No,1951,95.39999999999999,No,Yes,207,90.8,2046.4,2312,0.0,0,79,Female,Yes,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.77,17,No,Electronic check,No,No,Yes,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,87,Attitude of service provider,1 | |
| 1512,Keene,93531,Yes,No,Yes,384.5,39.92,No,No,1436,97.95,424.42,2570,0.0,0,21,Female,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.98,51,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,4,Offer E,3,Attitude,Yes,Churned,72,Attitude of service provider,1 | |
| 1513,Lake Hughes,93532,No,No,Yes,3432.9,886.08,Yes,No,2771,108.15,4318.9800000000005,2541,0.0,0,22,Male,No,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.69,73,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer C,1,Attitude,Yes,Churned,69,Attitude of service provider,1 | |
| 1514,Lancaster,93536,No,No,No,463.05,38.400000000000006,No,No,49309,80.5,511.45000000000005,2181,0.0,10,45,Male,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,No,6.4,26,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,,2,Attitude,Yes,Churned,96,Attitude of support person,1 | |
| 1515,Lone Pine,93545,Yes,Yes,No,2867.75,275.13,Yes,No,1910,104.3,3142.88,3444,0.0,0,73,Female,Yes,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.19,27,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,No,Yes,5,Offer C,1,Competitor,Yes,Churned,75,Attitude of support person,1 | |
| 1516,Olancha,93549,No,No,Yes,71.35,35.28,No,No,318,71.35,106.63,5730,0.0,0,23,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,35.28,51,Yes,Mailed check,No,No,No,No,No,No,Yes,No,0,,3,Attitude,Yes,Churned,92,Attitude of support person,1 | |
| 1517,Pearblossom,93553,No,No,No,1132.35,111.67,Yes,Yes,1613,89.4,1244.02,2226,0.0,0,42,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.59,15,No,Electronic check,No,Yes,Yes,Yes,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,75,Attitude of service provider,1 | |
| 1518,Badger,93603,No,No,No,20.6,47.26,No internet service,No internet service,273,20.6,67.86,3618,0.0,0,56,Male,No,0,Month-to-month,1,Yes,No,No,,No,47.26,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,90,Attitude of service provider,1 | |
| 1519,Biola,93606,No,No,No,1931.75,41.61,No,No,807,99.95,1973.36,3670,0.0,0,54,Male,No,0,Month-to-month,19,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.19,18,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,76,Attitude of service provider,1 | |
| 1520,Clovis,93612,No,No,No,818.05,495.0,No,No,33856,81.0,1313.05,2946,0.0,0,46,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.5,19,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,Offer D,2,Attitude,Yes,Churned,95,Attitude of support person,1 | |
| 1521,Dinuba,93618,Yes,Yes,No,916.75,492.18,No,No,24206,70.15,1498.93,5101,0.0,90,77,Female,Yes,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,No,37.86,19,Yes,Electronic check,No,No,No,No,No,No,No,Yes,2,,2,Other,Yes,Churned,85,Don't know,1 | |
| 1522,Hume,93628,No,No,No,70.15,42.09,No,No,93,70.15,112.24000000000001,5773,0.0,0,53,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,42.09,9,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,97,Attitude of support person,1 | |
| 1523,Madera,93638,Yes,Yes,No,6581.9,134.64,No,No,49247,96.55,6716.54,5957,0.0,0,68,Female,Yes,0,One year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.98,19,Yes,Credit card (automatic),Yes,Yes,No,No,No,Yes,No,Yes,5,,1,Attitude,Yes,Churned,86,Attitude of service provider,1 | |
| 1524,Riverdale,93656,No,No,Yes,3692.85,174.72000000000003,Yes,Yes,5729,95.55,3867.5699999999997,2767,0.0,0,29,Female,No,0,One year,39,Yes,No,Fiber optic,Fiber Optic,Yes,4.48,71,Yes,Electronic check,Yes,No,Yes,Yes,Yes,No,Yes,No,0,Offer C,1,Attitude,Yes,Churned,73,Attitude of service provider,1 | |
| 1525,Selma,93662,No,Yes,No,69.65,31.13,No,No,26213,69.65,100.78,4741,0.0,0,70,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,31.13,5,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Attitude,Yes,Churned,82,Attitude of service provider,1 | |
| 1526,Shaver Lake,93664,No,Yes,No,89.3,30.23,No,No,642,89.3,119.53,3067,0.0,0,68,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,30.23,30,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer E,1,Competitor,Yes,Churned,85,Attitude of support person,1 | |
| 1527,Tranquillity,93668,No,No,No,3078.1,997.92,Yes,Yes,1130,87.55,4076.02,2558,0.0,0,42,Female,No,0,Month-to-month,36,Yes,No,Fiber optic,Fiber Optic,Yes,27.72,24,Yes,Electronic check,No,No,Yes,Yes,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,92,Attitude of support person,1 | |
| 1528,Fresno,93702,No,Yes,No,1426.75,286.65,Yes,Yes,47999,96.3,1863.4,2933,0.0,150,76,Female,No,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,No,19.11,8,Yes,Mailed check,Yes,No,Yes,Yes,No,Yes,No,No,0,,1,Attitude,Yes,Churned,72,Attitude of support person,1 | |
| 1529,Fresno,93711,No,No,Yes,474.8,172.45000000000002,No,No,36274,85.2,647.25,4109,0.0,0,26,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.49,46,Yes,Electronic check,No,No,No,No,Yes,No,Yes,No,0,Offer E,3,Attitude,Yes,Churned,87,Attitude of service provider,1 | |
| 1530,Fresno,93720,No,No,Yes,446.1,0.0,No,No,45087,35.1,446.1,3104,0.0,0,28,Female,No,0,Month-to-month,13,No,No phone service,DSL,Cable,Yes,0.0,53,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer D,3,Attitude,Yes,Churned,79,Attitude of service provider,1 | |
| 1531,Fresno,93726,Yes,No,No,416.3,125.55,No,No,39148,81.3,541.85,3819,0.0,0,33,Male,Yes,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.11,26,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,2,Attitude,Yes,Churned,100,Attitude of service provider,1 | |
| 1532,Salinas,93901,No,No,No,35.85,59.62,No internet service,No internet service,35739,19.6,95.47,2843,0.0,0,31,Female,No,5,Month-to-month,2,Yes,No,No,,No,29.81,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Attitude,Yes,Churned,66,Attitude of support person,1 | |
| 1533,Salinas,93908,Yes,No,Yes,1451.6,811.92,No,No,13027,85.45,2263.52,3670,0.0,0,29,Female,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.76,26,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,3,Attitude,Yes,Churned,94,Attitude of support person,1 | |
| 1534,Carmel By The Sea,93921,Yes,No,No,71,18.84,No,No,2966,71.0,89.84,4207,0.0,0,57,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,18.84,19,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,2,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 1535,Chualar,93925,No,Yes,No,746.5,109.62,No,No,1140,85.05,886.12,5095,0.0,30,68,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,No,12.18,6,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer E,3,Attitude,Yes,Churned,74,Attitude of service provider,1 | |
| 1536,Greenfield,93927,No,No,Yes,44.4,7.14,No,No,14204,44.4,51.54,4067,0.0,0,29,Male,No,3,Month-to-month,1,Yes,No,DSL,DSL,Yes,7.14,52,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,Offer E,3,Attitude,Yes,Churned,82,Attitude of service provider,1 | |
| 1537,San Lucas,93954,Yes,Yes,No,70.3,39.1,No,No,521,70.3,109.4,4962,0.0,0,80,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,39.1,27,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,100,Attitude of service provider,1 | |
| 1538,Seaside,93955,Yes,No,No,79.35,23.63,No,No,38244,79.35,102.97999999999999,3492,0.0,0,30,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,23.63,52,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,Yes,2,Offer E,2,Attitude,Yes,Churned,77,Attitude of support person,1 | |
| 1539,Burlingame,94010,No,No,No,809.75,12.06,No,No,40346,90.8,821.81,2578,0.0,0,53,Female,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,1.34,9,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,Attitude,Yes,Churned,70,Attitude of support person,1 | |
| 1540,Daly City,94014,Yes,No,No,1470.95,329.79999999999995,No,No,47453,70.45,1800.75,4773,0.0,0,47,Male,Yes,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,16.49,8,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,87,Attitude of support person,1 | |
| 1541,Portola Valley,94028,No,Yes,No,3264.45,0.0,No,No,6601,45.25,3264.45,5824,0.0,0,79,Male,No,0,One year,70,No,No phone service,DSL,DSL,Yes,0.0,20,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,2,Attitude,Yes,Churned,97,Attitude of service provider,1 | |
| 1542,Mountain View,94040,No,No,No,246.3,15.600000000000001,No,No,32143,75.8,271.90000000000003,5475,0.0,10,63,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,No,5.2,23,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,93,Attitude of service provider,1 | |
| 1543,Redwood City,94061,No,Yes,No,1389.2,114.2,No,No,35737,71.3,1503.4,3684,0.0,0,78,Male,No,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,5.71,22,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer D,2,Attitude,Yes,Churned,98,Attitude of service provider,1 | |
| 1544,Redwood City,94063,Yes,Yes,No,1474.75,414.53999999999996,No,No,32368,69.1,1889.29,3853,0.0,0,76,Male,Yes,0,Month-to-month,21,Yes,No,Fiber optic,Fiber Optic,Yes,19.74,18,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer D,2,Attitude,Yes,Churned,67,Attitude of support person,1 | |
| 1545,South San Francisco,94080,Yes,No,No,1460.65,304.47,No,Yes,60599,88.25,1765.1200000000001,4041,0.0,0,31,Female,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.91,9,No,Electronic check,No,No,Yes,No,Yes,No,No,Yes,7,,2,Other,Yes,Churned,68,Deceased,1 | |
| 1546,Sunnyvale,94089,No,No,No,153.05,75.52,No,No,16985,70.0,228.57,2928,0.0,0,31,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,37.76,10,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,3,Other,Yes,Churned,81,Moved,1 | |
| 1547,San Francisco,94104,No,No,No,2119.5,190.26000000000002,No,No,384,97.35,2309.76,4321,0.0,0,63,Female,No,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.06,10,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,Other,Yes,Churned,89,Moved,1 | |
| 1548,San Francisco,94112,Yes,No,No,135,200.25,No internet service,No internet service,73117,25.9,335.25,2102,0.0,0,34,Male,Yes,1,Month-to-month,5,Yes,Yes,No,,No,40.05,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,1,Other,Yes,Churned,83,Moved,1 | |
| 1549,San Francisco,94114,No,No,No,1400.55,215.76,No,No,30587,55.65,1676.31,4126,0.0,60,43,Male,No,0,Month-to-month,24,Yes,Yes,DSL,DSL,No,8.99,5,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,97,Competitor had better devices,1 | |
| 1550,San Francisco,94115,No,No,No,69.65,49.24,No,No,33122,69.65,118.89000000000001,2418,0.0,0,52,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,49.24,8,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,77,Competitor offered higher download speeds,1 | |
| 1551,San Francisco,94117,No,No,No,1060.2,452.1,No,Yes,38756,100.6,1512.3000000000002,4001,0.0,0,41,Female,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.21,3,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,77,Competitor offered more data,1 | |
| 1552,San Francisco,94121,No,Yes,No,86,28.82,No,No,42476,86.0,114.82,5359,0.0,0,65,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,28.82,22,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,82,Competitor made better offer,1 | |
| 1553,San Francisco,94122,No,No,No,5785.5,1579.4,No,Yes,55504,106.95,7364.9,5550,0.0,0,44,Female,No,0,One year,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.8,4,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,90,Competitor had better devices,1 | |
| 1554,San Francisco,94127,No,No,No,79.45,0.0,No,No,20643,29.6,79.45,2734,0.0,0,46,Male,No,0,Month-to-month,3,No,No phone service,DSL,Cable,Yes,0.0,3,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,76,Competitor had better devices,1 | |
| 1555,San Francisco,94132,Yes,Yes,No,2816.65,0.0,Yes,Yes,26297,59.9,2966.65,4011,0.0,150,80,Male,Yes,0,One year,46,No,No phone service,DSL,DSL,No,0.0,15,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,No,Yes,1,,3,Competitor,Yes,Churned,80,Competitor offered higher download speeds,1 | |
| 1556,Palo Alto,94303,Yes,No,No,4783.5,2431.8700000000003,No,No,45499,95.6,7215.370000000001,5732,0.0,0,53,Female,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.63,9,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,2,,1,Competitor,Yes,Churned,69,Competitor offered higher download speeds,1 | |
| 1557,Palo Alto,94306,No,No,No,470.6,0.0,No,Yes,24492,41.6,470.6,3119,0.0,0,39,Male,No,0,One year,11,No,No phone service,DSL,DSL,Yes,0.0,5,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,2,Competitor,Yes,Churned,81,Competitor offered higher download speeds,1 | |
| 1558,San Mateo,94403,No,No,No,4740,635.4,No,No,37926,100.85,5375.4,4898,0.0,0,34,Male,No,0,Month-to-month,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.12,3,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,70,Competitor offered more data,1 | |
| 1559,Angwin,94508,Yes,No,No,1448.8,0.0,No,Yes,3641,40.2,1448.8,3627,0.0,0,52,Male,Yes,1,Month-to-month,37,No,No phone service,DSL,DSL,Yes,0.0,23,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,Yes,1,,2,Competitor,Yes,Churned,80,Competitor offered more data,1 | |
| 1560,Antioch,94509,Yes,No,No,4254.85,1940.4,No,No,90891,84.5,6195.25,4639,0.0,0,55,Male,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.6,20,No,Electronic check,No,No,No,No,Yes,No,No,Yes,1,Offer B,3,Competitor,Yes,Churned,85,Competitor offered more data,1 | |
| 1561,Byron,94514,No,Yes,No,1101.85,229.04,No,No,10153,78.95,1330.8899999999999,5203,0.0,0,65,Female,No,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.36,6,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,88,Competitor made better offer,1 | |
| 1562,Clayton,94517,No,No,No,20.2,11.25,No internet service,No internet service,14239,20.2,31.45,5418,0.0,0,45,Male,No,0,Month-to-month,1,Yes,No,No,,No,11.25,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,2,Competitor,Yes,Churned,99,Competitor made better offer,1 | |
| 1563,Concord,94521,No,Yes,No,3969.35,791.0099999999999,No,Yes,39888,85.2,4760.36,4661,0.0,0,78,Female,No,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.83,12,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,No,0,,1,Price,Yes,Churned,72,Price too high,1 | |
| 1564,Martinez,94553,Yes,Yes,No,1237.85,361.66,No,Yes,46677,98.0,1599.51,3714,0.0,0,78,Male,Yes,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,27.82,4,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,Offer D,1,Dissatisfaction,Yes,Churned,99,Product dissatisfaction,1 | |
| 1565,Fremont,94555,Yes,No,No,498.1,196.8,No,Yes,33883,94.45,694.9000000000001,4580,0.0,0,43,Male,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,39.36,24,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,77,Service dissatisfaction,1 | |
| 1566,Moraga,94556,No,Yes,No,294.45,106.28999999999999,No,Yes,16510,105.0,400.74,5960,0.0,0,68,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.43,18,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,Offer E,3,Attitude,Yes,Churned,87,Lack of self-service on Website,1 | |
| 1567,Napa,94558,Yes,Yes,No,2381.55,241.27999999999997,No,Yes,63947,93.85,2622.83,2591,0.0,0,73,Female,Yes,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.28,26,Yes,Electronic check,No,Yes,Yes,No,No,Yes,No,Yes,1,Offer C,2,Dissatisfaction,Yes,Churned,86,Network reliability,1 | |
| 1568,Oakley,94561,Yes,Yes,No,613.4,368.4,No,No,27607,84.0,981.8,4819,0.0,0,75,Female,Yes,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.05,22,Yes,Electronic check,No,No,No,No,No,Yes,No,Yes,1,,3,Dissatisfaction,Yes,Churned,91,Limited range of services,1 | |
| 1569,Pope Valley,94567,Yes,No,No,442.2,0.0,No,Yes,494,48.75,452.2,4359,0.0,10,51,Female,Yes,0,Month-to-month,9,No,No phone service,DSL,DSL,No,0.0,10,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,,2,Price,Yes,Churned,97,Lack of affordable download/upload speed,1 | |
| 1570,Dublin,94568,No,No,Yes,84.85,36.07,No,Yes,29636,84.85,120.91999999999999,3086,0.0,0,25,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,36.07,41,Yes,Electronic check,No,No,Yes,No,Yes,No,Yes,No,0,,1,Competitor,Yes,Churned,77,Long distance charges,1 | |
| 1571,Port Costa,94569,No,No,No,654.85,95.64,Yes,No,173,56.65,750.49,3043,0.0,0,42,Male,No,0,Month-to-month,12,Yes,No,DSL,Cable,Yes,7.97,10,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,,1,Price,Yes,Churned,90,Extra data charges,1 | |
| 1572,Rodeo,94572,No,No,Yes,3160.55,241.5,Yes,Yes,8506,73.9,3402.05,2774,0.0,0,22,Female,No,0,One year,42,Yes,No,DSL,DSL,Yes,5.75,53,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,Offer B,2,Price,Yes,Churned,71,Price too high,1 | |
| 1573,Saint Helena,94574,Yes,No,Yes,740.3,1165.23,No internet service,No internet service,9423,24.5,1870.48,5194,35.05,0,21,Female,Yes,0,Two year,33,Yes,Yes,No,,No,35.31,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,Price,Yes,Churned,77,Product dissatisfaction,1 | |
| 1574,Union City,94587,No,No,No,2806.9,196.23,No,Yes,66472,89.9,2961.9500000000003,2031,41.18,0,54,Female,No,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.33,11,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,85,Service dissatisfaction,1 | |
| 1575,Pleasanton,94588,Yes,Yes,No,1422.65,89.64000000000001,No,No,28568,78.55,1512.2900000000002,3521,0.0,0,66,Male,Yes,0,Month-to-month,18,Yes,No,Fiber optic,Fiber Optic,Yes,4.98,18,No,Electronic check,No,No,No,No,No,Yes,No,Yes,1,Offer D,3,Attitude,Yes,Churned,84,Lack of self-service on Website,1 | |
| 1576,Oakland,94601,Yes,No,No,4138.05,1455.3,Yes,Yes,54876,99.45,5702.89,4624,30.46,140,50,Male,Yes,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,No,34.65,9,Yes,Electronic check,No,Yes,Yes,Yes,No,Yes,Yes,Yes,1,Offer B,2,Dissatisfaction,Yes,Churned,96,Network reliability,1 | |
| 1577,Oakland,94602,No,Yes,No,102.5,0.0,No,No,28900,25.2,102.5,4694,0.0,0,73,Male,No,0,Month-to-month,4,No,No phone service,DSL,DSL,Yes,0.0,19,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,3,Other,Yes,Churned,72,Don't know,1 | |
| 1578,Oakland,94603,No,No,No,872.65,510.96,Yes,No,31392,74.05,1335.0,4149,48.61,0,57,Female,No,0,One year,12,Yes,Yes,DSL,DSL,Yes,42.58,22,No,Mailed check,No,No,No,Yes,Yes,Yes,Yes,No,0,,3,Other,Yes,Churned,94,Don't know,1 | |
| 1579,Emeryville,94608,No,Yes,No,757.1,257.85,Yes,No,24589,55.0,1014.95,3167,0.0,0,73,Female,No,0,Month-to-month,15,Yes,Yes,DSL,DSL,Yes,17.19,19,No,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,Offer D,1,Other,Yes,Churned,94,Don't know,1 | |
| 1580,Oakland,94611,Yes,No,Yes,608.8,134.61,Yes,No,36517,89.75,717.39,3807,26.02,0,25,Male,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,19.23,52,Yes,Electronic check,No,Yes,No,Yes,Yes,No,No,Yes,1,,2,Dissatisfaction,Yes,Churned,90,Poor expertise of online support,1 | |
| 1581,Albany,94706,Yes,No,Yes,1139.2,298.2,No,No,15882,85.15,1398.92,4550,38.48,0,27,Male,Yes,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.3,42,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,2,Dissatisfaction,Yes,Churned,100,Poor expertise of phone support,1 | |
| 1582,Richmond,94801,Yes,Yes,No,279.55,96.93,No,No,28450,94.6,376.48,3019,0.0,0,70,Male,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.31,27,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,1,Offer E,1,Competitor,Yes,Churned,87,Competitor had better devices,1 | |
| 1583,Richmond,94804,No,No,Yes,1483.25,327.04,No,No,39089,94.25,1950.29,2827,0.0,140,27,Male,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,No,20.44,59,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,73,Competitor offered higher download speeds,1 | |
| 1584,Richmond,94805,Yes,No,Yes,4653.85,1738.75,No,Yes,13984,72.45,6378.370000000001,4415,14.23,0,24,Male,Yes,0,One year,65,Yes,Yes,DSL,Cable,Yes,26.75,51,No,Credit card (automatic),Yes,Yes,Yes,No,No,Yes,Yes,Yes,1,Offer B,1,Competitor,Yes,Churned,68,Competitor offered more data,1 | |
| 1585,San Rafael,94901,No,No,Yes,4400.75,1405.32,No,Yes,40239,105.2,5765.92,2317,40.15,0,26,Female,No,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.46,52,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,89,Competitor made better offer,1 | |
| 1586,Rohnert Park,94928,Yes,No,No,460.25,51.54,No,No,42544,82.85,462.84000000000003,4458,48.95,0,34,Male,Yes,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.59,28,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,3,,1,Competitor,Yes,Churned,78,Competitor had better devices,1 | |
| 1587,Larkspur,94939,Yes,Yes,No,5485.5,2086.08,No,Yes,6773,103.85,7571.58,5860,0.0,0,74,Male,Yes,0,Month-to-month,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.36,23,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,,1,Competitor,Yes,Churned,87,Competitor had better devices,1 | |
| 1588,Novato,94945,Yes,No,No,404.2,35.0,No,No,16429,83.6,414.76,4565,24.44,0,54,Female,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,7.0,23,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,93,Competitor offered higher download speeds,1 | |
| 1589,Olema,94950,No,No,Yes,7176.55,1478.32,Yes,Yes,248,108.45,8645.19,4454,9.68,0,24,Male,No,0,One year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.74,73,No,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,3,Competitor,Yes,Churned,65,Competitor offered higher download speeds,1 | |
| 1590,Sausalito,94965,Yes,No,No,242.95,94.83,No,No,11213,91.5,347.78,5646,0.0,10,33,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,No,31.61,20,Yes,Credit card (automatic),No,Yes,No,No,No,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,76,Competitor offered higher download speeds,1 | |
| 1591,Woodacre,94973,Yes,No,No,866.45,219.12,Yes,No,1449,80.85,1061.85,4306,23.72,0,57,Male,Yes,0,Month-to-month,12,Yes,No,Fiber optic,Fiber Optic,Yes,18.26,18,No,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,Yes,3,,1,Competitor,Yes,Churned,87,Competitor offered more data,1 | |
| 1592,Aptos,95003,No,No,No,2076.2,0.0,No,Yes,24227,49.05,2055.91,4044,20.29,0,64,Female,No,0,Month-to-month,43,No,No phone service,DSL,DSL,Yes,0.0,12,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,92,Competitor offered more data,1 | |
| 1593,Ben Lomond,95005,Yes,Yes,No,7299.65,3207.56,No,Yes,6407,105.3,10507.21,6284,0.0,0,70,Male,Yes,0,Month-to-month,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.17,29,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,,3,Competitor,Yes,Churned,79,Competitor offered more data,1 | |
| 1594,Boulder Creek,95006,No,Yes,No,2291.2,1191.5,No,No,10520,88.95,3482.7,3878,0.0,0,71,Male,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.66,23,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer C,2,Competitor,Yes,Churned,100,Competitor made better offer,1 | |
| 1595,Campbell,95008,Yes,Yes,No,7491.75,3225.4199999999996,Yes,Yes,44976,110.85,10717.17,4281,0.0,0,66,Male,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.87,13,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,No,Yes,1,,1,Competitor,Yes,Churned,74,Competitor made better offer,1 | |
| 1596,Cupertino,95014,Yes,No,Yes,7723.9,1174.6000000000001,Yes,Yes,54431,114.2,8849.96,5947,48.54,0,21,Female,Yes,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.78,48,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,1,Price,Yes,Churned,73,Price too high,1 | |
| 1597,Davenport,95017,Yes,Yes,No,1032,0.0,No,No,857,36.5,1062.0,4564,0.0,30,68,Male,Yes,0,Month-to-month,27,No,No phone service,DSL,DSL,No,0.0,25,No,Bank transfer (automatic),No,No,No,No,No,Yes,No,Yes,1,Offer C,1,Dissatisfaction,Yes,Churned,93,Product dissatisfaction,1 | |
| 1598,Felton,95018,No,No,No,70.75,26.0,No,No,8728,70.75,96.75,3963,0.0,0,56,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,26.0,8,No,Mailed check,No,No,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,93,Service dissatisfaction,1 | |
| 1599,Hollister,95023,No,No,Yes,130.75,0.0,No,Yes,47514,40.15,130.75,4710,0.0,0,19,Male,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,26,Yes,Mailed check,No,No,Yes,No,Yes,No,No,No,0,,3,Competitor,Yes,Churned,75,Lack of self-service on Website,1 | |
| 1600,Morgan Hill,95037,Yes,Yes,No,2653.65,181.25,No,No,41707,94.45,2834.9,2233,0.0,0,73,Male,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.25,21,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,1,,1,Competitor,Yes,Churned,71,Network reliability,1 | |
| 1601,Santa Clara,95050,Yes,No,No,3457.9,882.36,No,Yes,36349,97.35,4335.3,4544,4.96,0,39,Female,Yes,0,Month-to-month,36,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.51,27,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,No,No,Yes,3,,2,Dissatisfaction,Yes,Churned,86,Limited range of services,1 | |
| 1602,Watsonville,95076,No,No,No,45.3,0.0,No,No,81141,45.3,45.3,4954,0.0,0,34,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,18,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,69,Lack of affordable download/upload speed,1 | |
| 1603,San Jose,95111,No,No,No,178.1,52.1,No,Yes,57748,94.95,230.2,4493,0.0,0,61,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,26.05,2,No,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,87,Long distance charges,1 | |
| 1604,San Jose,95113,No,No,No,480.6,61.92,No,No,561,44.55,524.3100000000001,4162,18.21,0,33,Female,No,1,Month-to-month,12,Yes,No,DSL,DSL,No,5.16,16,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Price,Yes,Churned,89,Extra data charges,1 | |
| 1605,San Jose,95121,Yes,No,No,23.45,0.0,No,No,37127,23.45,23.45,4517,0.0,0,55,Male,Yes,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,21,Yes,Electronic check,No,No,No,No,No,No,No,Yes,3,Offer E,2,Price,Yes,Churned,90,Price too high,1 | |
| 1606,San Jose,95127,No,No,No,29.7,0.0,No,No,60620,29.7,29.7,3383,0.0,0,30,Male,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,69,No,Mailed check,Yes,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,74,Product dissatisfaction,1 | |
| 1607,San Jose,95129,Yes,No,Yes,6039.9,544.57,No,No,37570,101.1,6584.469999999999,4160,0.0,0,21,Female,Yes,0,Month-to-month,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.23,48,No,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,4,Offer B,2,Dissatisfaction,Yes,Churned,87,Service dissatisfaction,1 | |
| 1608,San Jose,95132,No,No,No,151.3,67.67999999999999,No,No,40568,50.65,218.98000000000002,2876,0.0,0,51,Female,No,0,Month-to-month,3,Yes,Yes,DSL,Cable,Yes,22.56,3,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,76,Lack of self-service on Website,1 | |
| 1609,San Jose,95135,No,No,No,55.4,13.01,No,No,15798,55.4,68.41,2294,0.0,0,37,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,13.01,4,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,70,Network reliability,1 | |
| 1610,San Jose,95136,Yes,Yes,No,90.6,13.02,No,No,36944,90.6,103.61999999999999,2905,0.0,0,77,Female,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.02,30,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,1,Offer E,2,Other,Yes,Churned,93,Don't know,1 | |
| 1611,San Jose,95139,Yes,Yes,No,156.35,8.38,No,No,7023,86.85,204.73,5204,0.0,40,73,Male,Yes,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,No,4.19,11,Yes,Mailed check,No,No,No,No,Yes,No,No,Yes,3,,1,Competitor,Yes,Churned,78,Competitor had better devices,1 | |
| 1612,Stockton,95209,Yes,Yes,No,2952.85,647.5699999999999,No,Yes,30814,99.05,3600.42,3179,0.0,0,65,Female,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.33,6,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,82,Competitor offered higher download speeds,1 | |
| 1613,Acampo,95220,No,No,Yes,5916.45,1751.8799999999999,Yes,No,6317,111.25,7667.0599999999995,4861,1.27,0,20,Female,No,0,One year,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.69,52,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer B,1,Competitor,Yes,Churned,90,Competitor offered more data,1 | |
| 1614,Angels Camp,95222,No,No,Yes,113.35,10.66,No,Yes,4264,55.1,124.00999999999999,4235,0.0,0,19,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,5.33,52,Yes,Mailed check,Yes,No,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,70,Competitor made better offer,1 | |
| 1615,Sheep Ranch,95250,Yes,No,No,1359,397.15000000000003,No,Yes,88,102.25,1756.15,2003,0.0,0,36,Male,Yes,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.55,28,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,66,Competitor had better devices,1 | |
| 1616,Vallecito,95251,No,Yes,No,1777.9,622.6300000000001,No,Yes,460,95.9,2400.53,2851,0.0,0,65,Male,No,0,Month-to-month,19,Yes,No,Fiber optic,Fiber Optic,Yes,32.77,4,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,68,Competitor had better devices,1 | |
| 1617,Woodbridge,95258,No,Yes,No,4504.55,668.34,Yes,No,4176,95.05,5172.89,5214,0.0,0,78,Female,No,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.22,11,Yes,Electronic check,No,Yes,No,Yes,Yes,No,No,No,0,,2,Competitor,Yes,Churned,65,Competitor offered higher download speeds,1 | |
| 1618,Columbia,95310,No,No,No,259.8,121.6,Yes,No,2144,53.85,368.44,5435,22.96,10,34,Female,No,0,Month-to-month,5,Yes,No,DSL,Cable,No,24.32,22,No,Credit card (automatic),Yes,No,No,Yes,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,74,Competitor offered higher download speeds,1 | |
| 1619,Delhi,95315,Yes,Yes,No,5568.35,1955.2,No,Yes,10159,104.2,7523.55,5648,0.0,0,69,Male,Yes,0,Month-to-month,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.6,23,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,68,Competitor offered higher download speeds,1 | |
| 1620,Denair,95316,Yes,No,No,2203.65,453.17999999999995,No,No,5513,50.25,2628.34,4873,28.49,0,30,Female,Yes,0,Month-to-month,42,Yes,Yes,DSL,Cable,Yes,10.79,41,Yes,Electronic check,No,No,No,No,No,No,No,Yes,2,Offer B,2,Competitor,Yes,Churned,97,Competitor offered more data,1 | |
| 1621,Groveland,95321,No,No,No,2369.05,1210.5,No,Yes,3680,99.5,3560.05,5932,19.5,0,35,Female,No,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,48.42,8,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,90,Competitor offered more data,1 | |
| 1622,Hughson,95326,No,No,No,672.55,220.68,No,No,6822,71.0,884.8799999999999,2236,8.35,0,49,Female,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,24.52,9,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,81,Competitor offered more data,1 | |
| 1623,Jamestown,95327,No,No,No,1573.7,652.16,No,Yes,9559,93.2,2190.16,5497,35.7,0,40,Female,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,40.76,7,Yes,Credit card (automatic),No,Yes,Yes,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,75,Competitor made better offer,1 | |
| 1624,Lathrop,95330,Yes,No,No,126.05,158.8,No internet service,No internet service,10834,19.35,284.85,3864,0.0,0,53,Male,Yes,0,Month-to-month,5,Yes,No,No,,No,31.76,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Competitor,Yes,Churned,97,Competitor made better offer,1 | |
| 1625,Livingston,95334,No,No,Yes,64.55,96.03,No internet service,No internet service,12672,19.85,160.57999999999998,2158,0.0,0,29,Male,No,0,Month-to-month,3,Yes,No,No,,No,32.01,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,93,Price too high,1 | |
| 1626,Modesto,95350,Yes,No,No,3243.45,115.63,Yes,Yes,52872,104.2,3342.0699999999997,5000,17.01,0,51,Female,Yes,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.73,13,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,4,,1,Dissatisfaction,Yes,Churned,68,Product dissatisfaction,1 | |
| 1627,Modesto,95354,No,No,No,79.25,19.98,No,No,27135,79.25,99.23,5533,0.0,0,49,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,19.98,5,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Dissatisfaction,Yes,Churned,83,Service dissatisfaction,1 | |
| 1628,Modesto,95355,No,No,No,44.9,41.78,No,No,47613,44.9,86.68,2632,0.0,0,30,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,41.78,59,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,76,Lack of self-service on Website,1 | |
| 1629,Modesto,95358,Yes,No,No,659.65,220.3,No,No,30668,70.1,845.26,2457,34.69,0,42,Male,Yes,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,22.03,19,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,2,Dissatisfaction,Yes,Churned,92,Network reliability,1 | |
| 1630,Oakdale,95361,No,No,Yes,118.5,0.0,No,Yes,25384,29.65,118.5,4207,0.0,0,27,Male,No,0,Month-to-month,4,No,No phone service,DSL,DSL,Yes,0.0,48,Yes,Electronic check,No,No,Yes,No,No,No,Yes,No,0,Offer E,3,Dissatisfaction,Yes,Churned,71,Limited range of services,1 | |
| 1631,Pinecrest,95364,No,No,No,3365.85,2112.59,No,No,235,77.85,5478.4400000000005,5107,0.0,0,47,Male,No,0,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.13,25,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer B,1,Price,Yes,Churned,100,Lack of affordable download/upload speed,1 | |
| 1632,Planada,95365,No,No,No,195.3,160.6,No,No,4150,54.3,435.9,5834,0.0,80,64,Male,No,0,Month-to-month,4,Yes,No,DSL,DSL,No,40.15,19,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,2,Price,Yes,Churned,87,Long distance charges,1 | |
| 1633,Riverbank,95367,No,Yes,No,997.65,39.82,No,No,16525,95.15,1037.47,4074,0.0,0,67,Female,No,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.62,22,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,2,Price,Yes,Churned,71,Extra data charges,1 | |
| 1634,Tuolumne,95379,Yes,No,No,5275.8,893.9399999999999,Yes,Yes,3979,110.85,6164.8099999999995,3344,4.93,0,42,Male,Yes,0,One year,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.02,17,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,1,Price,Yes,Churned,97,Price too high,1 | |
| 1635,Vernalis,95385,No,No,Yes,80.5,35.77,No,No,274,80.5,116.27000000000001,2734,0.0,0,24,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,35.77,69,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,85,Product dissatisfaction,1 | |
| 1636,Santa Rosa,95401,No,No,Yes,305.55,119.92,No,No,36125,72.2,425.47,5668,0.0,0,20,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.98,71,Yes,Bank transfer (automatic),No,No,No,No,No,No,Yes,No,0,Offer E,2,Dissatisfaction,Yes,Churned,89,Service dissatisfaction,1 | |
| 1637,Santa Rosa,95404,No,No,No,900.5,792.2,Yes,No,35057,51.5,1657.3600000000001,5659,35.34,0,36,Male,No,0,Month-to-month,17,Yes,No,DSL,Cable,Yes,46.6,2,No,Mailed check,No,No,No,Yes,No,No,No,No,0,Offer D,1,Dissatisfaction,Yes,Churned,94,Lack of self-service on Website,1 | |
| 1638,Santa Rosa,95407,No,Yes,No,3856.75,1682.1599999999999,No,No,30876,89.55,5538.91,3802,0.0,0,74,Male,No,0,Month-to-month,43,Yes,No,Fiber optic,Fiber Optic,Yes,39.12,6,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,73,Network reliability,1 | |
| 1639,Annapolis,95412,Yes,No,No,1625,368.97,Yes,No,747,77.5,2055.58,5353,18.39,80,34,Male,Yes,0,One year,21,Yes,Yes,DSL,Cable,No,17.57,14,No,Mailed check,Yes,Yes,No,Yes,Yes,No,No,Yes,1,Offer D,2,Other,Yes,Churned,74,Don't know,1 | |
| 1640,Caspar,95420,Yes,No,No,3959.35,766.9200000000001,No,Yes,333,95.25,4698.969999999999,2075,27.3,0,37,Male,Yes,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.26,29,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,No,No,Yes,1,Offer B,1,Attitude,Yes,Churned,89,Attitude of service provider,1 | |
| 1641,Clearlake,95422,No,Yes,No,3969.4,1691.88,No,No,13485,85.0,5661.280000000001,2097,0.0,0,77,Male,No,0,Month-to-month,46,Yes,No,Fiber optic,Fiber Optic,Yes,36.78,29,No,Electronic check,Yes,No,No,No,No,Yes,Yes,No,0,,1,Attitude,Yes,Churned,71,Attitude of support person,1 | |
| 1642,Comptche,95427,Yes,No,No,470.95,5.6000000000000005,Yes,No,371,85.75,432.39,3608,44.16,0,38,Female,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,1.12,22,Yes,Electronic check,No,No,No,Yes,Yes,No,No,Yes,1,Offer E,1,Attitude,Yes,Churned,71,Attitude of support person,1 | |
| 1643,Eldridge,95431,No,Yes,No,560.6,284.1,No,No,363,98.25,844.7,3330,0.0,0,79,Female,No,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.35,29,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,3,Attitude,Yes,Churned,83,Attitude of support person,1 | |
| 1644,Fulton,95439,No,Yes,No,25.7,0.0,No,No,476,25.7,25.7,4095,0.0,0,68,Female,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,9,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,83,Attitude of service provider,1 | |
| 1645,Graton,95444,Yes,No,Yes,506.9,62.64999999999999,No,No,390,69.0,569.55,5672,0.0,0,25,Female,Yes,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,8.95,73,Yes,Electronic check,No,No,No,No,No,No,Yes,Yes,1,Offer E,2,Attitude,Yes,Churned,65,Attitude of service provider,1 | |
| 1646,Hopland,95449,No,No,Yes,80.35,59.38,No,No,1373,46.05,149.73,4662,0.0,10,27,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,No,29.69,52,No,Bank transfer (automatic),No,No,No,No,No,No,Yes,No,0,Offer E,3,Attitude,Yes,Churned,72,Attitude of service provider,1 | |
| 1647,Lakeport,95453,Yes,Yes,No,76.4,41.16,No,No,11180,76.4,117.56,2426,0.0,0,76,Female,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,41.16,6,Yes,Mailed check,No,Yes,No,No,No,No,No,Yes,6,,2,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 1648,Laytonville,95454,No,No,No,514,141.0,No,Yes,2706,100.5,655.0,5180,0.0,0,54,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.2,29,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,3,Competitor,Yes,Churned,85,Competitor made better offer,1 | |
| 1649,Lucerne,95458,Yes,Yes,No,880.2,0.0,No,No,3002,40.05,880.2,2061,0.0,0,80,Male,Yes,2,Month-to-month,22,No,No phone service,DSL,Cable,Yes,0.0,18,No,Mailed check,Yes,No,No,No,No,Yes,No,Yes,5,,1,Other,Yes,Churned,75,Moved,1 | |
| 1650,Mendocino,95460,No,No,No,69.95,27.58,No,No,2229,69.95,97.53,5066,0.0,0,48,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,27.58,16,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Other,Yes,Churned,79,Moved,1 | |
| 1651,Navarro,95463,No,No,No,93.3,7.99,No,No,148,93.3,101.28999999999999,2578,0.0,0,59,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.99,30,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,Other,Yes,Churned,65,Moved,1 | |
| 1652,Nice,95464,No,No,No,169.05,122.37,No,Yes,2223,49.15,301.42,5598,0.0,10,47,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,No,40.79,29,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,68,Competitor had better devices,1 | |
| 1653,Yorkville,95494,No,No,No,35.05,0.0,No,No,335,35.05,35.05,3706,0.0,0,62,Female,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,22,No,Mailed check,No,No,No,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 1654,The Sea Ranch,95497,No,Yes,No,73,20.55,No,No,752,73.0,93.55,4116,0.0,0,72,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,20.55,5,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,76,Competitor offered more data,1 | |
| 1655,Bridgeville,95526,No,Yes,No,2716.3,1271.49,No,Yes,695,83.85,3987.79,2583,0.0,0,78,Male,No,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.53,2,Yes,Credit card (automatic),No,Yes,Yes,No,No,No,No,No,0,,2,Competitor,Yes,Churned,79,Competitor made better offer,1 | |
| 1656,Burnt Ranch,95527,No,No,No,70.1,17.37,No,No,485,70.1,87.47,3706,0.0,0,43,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,17.37,25,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,84,Competitor had better devices,1 | |
| 1657,Garberville,95542,No,Yes,No,142.35,25.04,No,No,2423,70.65,167.39,2189,0.0,0,67,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,12.52,25,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,74,Competitor had better devices,1 | |
| 1658,Hydesville,95547,No,No,No,33.2,64.06,No internet service,No internet service,1201,20.35,97.26,5627,0.0,0,62,Male,No,0,Month-to-month,2,Yes,No,No,,No,32.03,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,65,Competitor offered higher download speeds,1 | |
| 1659,Miranda,95553,No,No,Yes,287.4,100.17,No,Yes,867,99.0,397.57,5236,0.0,10,29,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,No,33.39,59,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,77,Competitor offered higher download speeds,1 | |
| 1660,Petrolia,95558,No,No,No,2254.2,371.8,No,No,300,83.95,2626.0,5869,0.0,0,36,Male,No,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.3,20,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,85,Competitor offered higher download speeds,1 | |
| 1661,Redway,95560,No,No,Yes,7752.3,2269.96,Yes,Yes,1851,116.2,10022.26,4495,0.0,0,25,Male,No,0,Two year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.88,71,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,2,Other,Yes,Churned,82,Don't know,1 | |
| 1662,Rio Dell,95562,Yes,No,No,6585.35,2876.92,No,No,3284,93.7,9462.27,4296,0.0,0,55,Female,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.52,17,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,Yes,2,Offer A,3,Competitor,Yes,Churned,100,Competitor offered more data,1 | |
| 1663,Smith River,95567,No,No,No,19.7,1.91,No internet service,No internet service,2020,19.7,21.61,5707,0.0,0,42,Male,No,0,Month-to-month,1,Yes,No,No,,No,1.91,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,90,Competitor offered more data,1 | |
| 1664,Whitethorn,95589,No,No,Yes,413.65,176.1,No,No,743,75.55,589.75,4600,0.0,0,20,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.22,58,No,Electronic check,No,No,No,No,No,No,Yes,No,0,,2,Competitor,Yes,Churned,79,Competitor made better offer,1 | |
| 1665,Amador City,95601,No,No,No,714.15,205.92,No,No,222,77.65,920.0699999999999,3847,0.0,0,40,Female,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,22.88,23,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,No,0,,2,Competitor,Yes,Churned,96,Competitor made better offer,1 | |
| 1666,Auburn,95602,No,Yes,No,2497.2,1238.38,No,No,18197,95.0,3795.58,4232,0.0,60,74,Female,No,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,No,47.63,26,Yes,Electronic check,Yes,Yes,No,No,No,Yes,No,No,0,,1,Price,Yes,Churned,90,Price too high,1 | |
| 1667,Clarksburg,95612,No,No,No,5643.4,2698.9199999999996,Yes,No,1417,105.4,8342.32,4406,0.0,0,31,Male,No,0,One year,54,Yes,No,Fiber optic,Fiber Optic,Yes,49.98,26,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer B,1,Dissatisfaction,Yes,Churned,87,Product dissatisfaction,1 | |
| 1668,Cool,95614,No,No,No,197.7,74.86,No,Yes,3674,95.85,272.56,3790,0.0,0,63,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,37.43,18,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,66,Service dissatisfaction,1 | |
| 1669,Diamond Springs,95619,No,No,No,79.15,24.48,No,No,4426,79.15,103.63000000000001,4243,0.0,0,64,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.48,24,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,85,Lack of self-service on Website,1 | |
| 1670,Elk Grove,95624,Yes,No,No,655.85,460.79999999999995,No internet service,No internet service,38534,19.65,1116.65,2486,0.0,0,42,Female,Yes,0,Month-to-month,30,Yes,No,No,,No,15.36,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,1,Attitude,Yes,Churned,79,Network reliability,1 | |
| 1671,Elmira,95625,No,No,No,303.15,110.28,No,No,171,79.0,413.42999999999995,2085,0.0,0,61,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,27.57,27,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,3,Dissatisfaction,Yes,Churned,69,Limited range of services,1 | |
| 1672,Fair Oaks,95628,Yes,No,No,1574.45,713.1500000000001,Yes,No,40750,91.85,2287.6000000000004,5643,0.0,0,30,Female,Yes,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,41.95,51,No,Electronic check,Yes,No,No,Yes,Yes,No,No,Yes,1,Offer D,1,Price,Yes,Churned,89,Lack of affordable download/upload speed,1 | |
| 1673,Grizzly Flats,95636,No,Yes,No,6441.4,2063.4,Yes,Yes,659,106.0,8614.8,5507,0.0,110,68,Female,No,0,One year,60,Yes,Yes,Fiber optic,Fiber Optic,No,34.39,17,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,No,No,0,,3,Price,Yes,Churned,78,Long distance charges,1 | |
| 1674,Jackson,95642,No,No,No,49.9,39.6,Yes,No,6202,49.9,89.5,3113,0.0,0,34,Male,No,1,Month-to-month,1,Yes,No,DSL,DSL,Yes,39.6,17,Yes,Mailed check,No,No,No,Yes,No,No,No,No,0,,2,Price,Yes,Churned,72,Extra data charges,1 | |
| 1675,Kirkwood,95646,No,No,No,1358.85,88.14,No,No,129,100.35,1412.9,2008,34.09,0,54,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.78,26,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,Offer D,1,Price,Yes,Churned,69,Price too high,1 | |
| 1676,Lotus,95651,Yes,Yes,No,2869.85,599.64,No,No,485,74.95,3469.49,5165,0.0,0,66,Female,Yes,0,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.78,30,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,5,,1,Dissatisfaction,Yes,Churned,82,Product dissatisfaction,1 | |
| 1677,Mather,95655,Yes,Yes,No,49.25,8.38,Yes,No,929,49.25,57.63,4478,0.0,0,71,Male,Yes,1,Month-to-month,1,Yes,No,DSL,DSL,Yes,8.38,19,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,Yes,3,,3,Dissatisfaction,Yes,Churned,84,Service dissatisfaction,1 | |
| 1678,Orangevale,95662,Yes,No,Yes,5071.05,1707.0,Yes,No,32040,103.7,6741.4400000000005,5897,36.61,0,28,Male,Yes,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.14,69,No,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,1,Offer B,1,Competitor,Yes,Churned,82,Lack of self-service on Website,1 | |
| 1679,Pleasant Grove,95668,Yes,No,No,5769.6,3206.45,No,Yes,901,89.75,8957.33,6110,18.72,0,39,Male,Yes,0,One year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.33,16,No,Electronic check,Yes,Yes,Yes,No,No,No,No,Yes,5,Offer B,1,Dissatisfaction,Yes,Churned,72,Network reliability,1 | |
| 1680,Rescue,95672,No,No,No,20.3,26.37,No internet service,No internet service,3815,20.3,46.67,3830,0.0,0,44,Female,No,0,Month-to-month,1,Yes,No,No,,No,26.37,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Price,Yes,Churned,67,Don't know,1 | |
| 1681,Roseville,95678,Yes,Yes,No,700.85,242.61999999999998,No,Yes,30614,101.95,943.47,2016,0.0,0,65,Male,Yes,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.66,3,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,2,,1,Other,Yes,Churned,74,Don't know,1 | |
| 1682,Sloughhouse,95683,No,Yes,No,181.7,41.98,No,No,4731,94.0,223.67999999999998,5569,0.0,0,65,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.99,22,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,1,Other,Yes,Churned,93,Don't know,1 | |
| 1683,Sutter Creek,95685,No,No,No,4016.85,635.4,No,No,4610,89.3,4607.62,4880,44.63,0,41,Female,No,0,Month-to-month,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.12,24,Yes,Credit card (automatic),No,Yes,No,No,Yes,No,No,No,0,Offer B,2,Dissatisfaction,Yes,Churned,97,Poor expertise of online support,1 | |
| 1684,Walnut Grove,95690,No,No,No,74.3,39.66,No,No,2344,74.3,113.96,5996,0.0,0,31,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,39.66,8,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,69,Poor expertise of phone support,1 | |
| 1685,Wheatland,95692,No,No,No,44.65,0.0,Yes,No,3600,44.65,44.65,3704,0.0,0,49,Male,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,19,Yes,Mailed check,No,Yes,No,Yes,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,66,Competitor had better devices,1 | |
| 1686,Wilton,95693,Yes,No,No,1095.3,388.96000000000004,No,No,5889,84.05,1460.29,4745,23.97,0,40,Male,Yes,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,29.92,21,No,Electronic check,Yes,No,No,No,No,Yes,Yes,Yes,5,Offer D,1,Competitor,Yes,Churned,77,Competitor offered higher download speeds,1 | |
| 1687,Winters,95694,No,No,No,788.8,170.7,No,No,8406,80.7,971.0799999999999,3492,38.42,50,54,Male,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,No,17.07,3,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,Offer D,1,Competitor,Yes,Churned,77,Competitor offered more data,1 | |
| 1688,Dutch Flat,95714,No,No,Yes,364.55,104.64,No,No,350,101.7,467.71,2777,1.48,0,28,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.16,85,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,91,Competitor made better offer,1 | |
| 1689,Kyburz,95720,No,No,No,20.4,22.12,No internet service,No internet service,183,20.4,42.519999999999996,3663,0.0,0,31,Female,No,0,Month-to-month,1,Yes,No,No,,No,22.12,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,Price,Yes,Churned,92,Don't know,1 | |
| 1690,Rancho Cordova,95742,Yes,No,No,4213.35,1846.23,Yes,Yes,299,102.6,6056.65,2098,2.93,0,36,Male,Yes,0,One year,41,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.03,10,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,1,Competitor,Yes,Churned,84,Competitor had better devices,1 | |
| 1691,Elk Grove,95758,Yes,No,No,7723.7,3361.1400000000003,No,Yes,47065,106.0,11084.84,4072,0.0,0,60,Male,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.34,12,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,3,Offer A,3,Competitor,Yes,Churned,81,Competitor offered higher download speeds,1 | |
| 1692,Woodland,95776,No,No,No,154.65,78.12,Yes,No,15022,55.1,232.77,4412,0.0,0,43,Female,No,2,Month-to-month,3,Yes,No,DSL,Cable,Yes,26.04,16,Yes,Mailed check,Yes,No,No,Yes,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 1693,Sacramento,95820,No,No,No,7348.8,1854.72,Yes,Yes,37031,106.5,9203.52,4859,0.0,0,58,Male,No,0,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.88,11,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,3,Competitor,Yes,Churned,81,Competitor offered higher download speeds,1 | |
| 1694,Sacramento,95825,Yes,No,No,2954.5,1501.44,No,Yes,30715,91.05,4525.9400000000005,3590,0.0,70,51,Female,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,No,46.92,9,Yes,Bank transfer (automatic),No,No,Yes,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,80,Competitor offered more data,1 | |
| 1695,Sacramento,95829,Yes,Yes,No,3807.35,911.37,No,No,11396,77.5,4718.72,5748,0.0,0,69,Female,Yes,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.87,9,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,96,Competitor offered more data,1 | |
| 1696,Sacramento,95837,Yes,No,No,3937.45,0.0,No,Yes,264,54.2,3937.45,4481,0.0,0,51,Female,Yes,0,Two year,72,No,No phone service,DSL,Cable,Yes,0.0,15,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer A,3,Competitor,Yes,Churned,66,Competitor offered more data,1 | |
| 1697,Antelope,95843,No,No,No,418.4,236.16,No,No,36432,69.25,654.56,5816,0.0,0,50,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,39.36,5,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,77,Competitor made better offer,1 | |
| 1698,Bangor,95914,No,No,No,50.5,39.58,No,Yes,626,50.5,90.08,2077,0.0,0,35,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,39.58,28,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,,3,Competitor,Yes,Churned,83,Competitor made better offer,1 | |
| 1699,Brownsville,95919,No,Yes,No,74.4,11.08,No,No,1237,74.4,85.48,3429,0.0,0,68,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.08,12,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,89,Price too high,1 | |
| 1700,Chico,95928,No,No,No,2587.7,208.01,Yes,No,32848,79.45,2795.71,2872,0.0,0,37,Male,No,0,One year,31,Yes,Yes,DSL,DSL,Yes,6.71,3,Yes,Mailed check,No,Yes,No,Yes,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,67,Product dissatisfaction,1 | |
| 1701,Dobbins,95935,No,No,No,6219.6,2386.12,Yes,Yes,614,104.65,8645.720000000001,5411,0.0,40,34,Male,No,0,One year,58,Yes,Yes,Fiber optic,Fiber Optic,No,41.14,25,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,2,Dissatisfaction,Yes,Churned,66,Service dissatisfaction,1 | |
| 1702,Forbestown,95941,Yes,Yes,No,4871.05,421.59000000000003,No,Yes,452,100.05,5292.64,5166,0.0,0,68,Male,Yes,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.97,19,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,1,,1,Attitude,Yes,Churned,91,Lack of self-service on Website,1 | |
| 1703,Gridley,95948,No,No,No,4398.15,1888.48,Yes,No,9763,100.55,6286.629999999999,3486,0.0,0,41,Male,No,0,Month-to-month,44,Yes,No,Fiber optic,Fiber Optic,Yes,42.92,23,No,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,No,0,,2,Dissatisfaction,Yes,Churned,81,Network reliability,1 | |
| 1704,Grimes,95950,No,No,No,167.3,33.52,No,No,531,95.65,200.82000000000002,5332,0.0,0,34,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,16.76,27,No,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,82,Limited range of services,1 | |
| 1705,Orland,95963,No,No,No,94.4,18.34,No,Yes,13706,94.4,112.74000000000001,5764,0.0,0,49,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,18.34,6,No,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,3,Price,Yes,Churned,77,Lack of affordable download/upload speed,1 | |
| 1706,Quincy,95971,No,No,No,55,32.74,No,No,6189,55.0,87.74000000000001,3809,0.0,0,47,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,32.74,26,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,,1,Price,Yes,Churned,98,Long distance charges,1 | |
| 1707,Rough And Ready,95975,No,No,No,101.45,10.38,No,Yes,1601,101.45,111.83,4390,0.0,0,32,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.38,7,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,77,Extra data charges,1 | |
| 1708,Strawberry Valley,95981,Yes,No,No,350.3,74.5,Yes,Yes,101,67.95,444.8,3889,0.0,20,39,Female,Yes,0,Month-to-month,5,Yes,Yes,DSL,DSL,No,14.9,4,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,No,No,Yes,1,,3,Price,Yes,Churned,69,Price too high,1 | |
| 1709,Taylorsville,95983,No,No,No,69.5,8.31,No,No,513,69.5,77.81,3365,0.0,0,41,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,8.31,27,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Dissatisfaction,Yes,Churned,91,Product dissatisfaction,1 | |
| 1710,Twain,95984,No,No,No,18.85,40.49,No internet service,No internet service,73,18.85,59.34,4132,0.0,0,53,Male,No,0,Month-to-month,1,Yes,No,No,,No,40.49,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Dissatisfaction,Yes,Churned,90,Service dissatisfaction,1 | |
| 1711,Williams,95987,No,No,No,69.2,23.72,No,No,4579,69.2,92.92,4073,0.0,0,44,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,23.72,19,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,82,Lack of self-service on Website,1 | |
| 1712,Redding,96001,No,No,No,69.65,28.7,No,No,31586,69.65,98.35000000000001,5258,0.0,0,30,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,28.7,69,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,1,Dissatisfaction,Yes,Churned,67,Network reliability,1 | |
| 1713,Redding,96002,Yes,Yes,No,4086.3,114.0,No,No,30338,101.85,4200.3,2837,0.0,0,76,Male,Yes,0,Month-to-month,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.85,3,No,Electronic check,Yes,No,No,No,Yes,Yes,No,Yes,1,,1,Other,Yes,Churned,84,Don't know,1 | |
| 1714,Adin,96006,No,No,No,82.3,33.41,No,Yes,615,82.3,115.71,4278,0.0,0,64,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,33.41,28,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,Offer E,1,Competitor,Yes,Churned,71,Competitor had better devices,1 | |
| 1715,Burney,96013,No,No,No,267.6,149.28,No,No,4552,79.25,426.88,4183,0.0,10,33,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,No,49.76,3,No,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,89,Competitor offered higher download speeds,1 | |
| 1716,Canby,96015,No,No,Yes,1115.2,467.48,No,No,417,84.6,1582.68,2659,0.0,0,27,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.96,42,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer D,1,Competitor,Yes,Churned,77,Competitor offered more data,1 | |
| 1717,Cassel,96016,Yes,No,No,5435.6,211.7,No,No,344,93.4,5647.3,5989,0.0,0,37,Female,Yes,0,Month-to-month,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.65,20,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,Yes,Yes,Yes,1,,1,Other,Yes,Churned,73,Don't know,1 | |
| 1718,Castella,96017,Yes,No,Yes,4186.3,287.28,No,No,228,94.2,4473.58,5458,0.0,0,25,Female,Yes,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.84,27,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,95,Competitor had better devices,1 | |
| 1719,Shasta Lake,96019,Yes,Yes,No,25.05,0.0,No,No,6277,25.05,25.05,2119,0.0,0,74,Male,Yes,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,18,No,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,1,Competitor,Yes,Churned,95,Competitor had better devices,1 | |
| 1720,Dunsmuir,96025,No,No,No,712.85,0.0,No,No,2602,25.1,712.85,2796,0.0,0,53,Female,No,0,Month-to-month,29,No,No phone service,DSL,Cable,Yes,0.0,22,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,81,Competitor offered higher download speeds,1 | |
| 1721,Etna,96027,No,No,Yes,48.95,34.4,No,Yes,2156,48.95,83.35,3913,0.0,0,22,Male,No,2,Month-to-month,1,Yes,No,DSL,Cable,Yes,34.4,52,No,Electronic check,No,No,Yes,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,65,Competitor offered higher download speeds,1 | |
| 1722,Flournoy,96029,No,No,No,45.3,28.37,No,No,84,45.3,103.67,5774,0.0,30,59,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,No,28.37,7,No,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,78,Competitor offered higher download speeds,1 | |
| 1723,Fort Jones,96032,No,No,No,167.3,28.28,No,Yes,2345,85.85,195.58,3273,0.0,0,58,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,14.14,28,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,67,Competitor offered more data,1 | |
| 1724,Greenview,96037,No,No,No,930.4,356.3,No,No,295,95.2,1286.7,4922,0.0,0,54,Male,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.63,18,No,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer D,2,Competitor,Yes,Churned,69,Competitor offered more data,1 | |
| 1725,Happy Camp,96039,No,No,No,5069.65,929.53,Yes,No,1294,100.6,5999.179999999999,5585,0.0,0,42,Male,No,0,One year,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.97,3,Yes,Bank transfer (automatic),No,No,No,Yes,Yes,Yes,Yes,No,0,,2,Competitor,Yes,Churned,82,Competitor offered more data,1 | |
| 1726,Hat Creek,96040,Yes,No,No,324.25,11.16,No,Yes,397,55.3,335.41,3878,0.0,0,49,Male,Yes,1,Month-to-month,6,Yes,No,DSL,DSL,Yes,1.86,19,Yes,Mailed check,No,Yes,Yes,No,No,No,No,Yes,1,Offer E,2,Competitor,Yes,Churned,99,Competitor made better offer,1 | |
| 1727,Hornbrook,96044,No,Yes,No,156.4,90.82,No,No,1026,74.85,247.22,5378,0.0,0,79,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.41,18,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,84,Competitor made better offer,1 | |
| 1728,Lewiston,96052,No,No,Yes,3626.1,1394.4,No,Yes,1845,102.35,5020.5,2473,0.0,0,26,Male,No,0,One year,35,Yes,No,Fiber optic,Fiber Optic,Yes,39.84,48,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,Price,Yes,Churned,80,Price too high,1 | |
| 1729,Los Molinos,96055,Yes,No,No,7968.85,1201.9,Yes,Yes,3756,115.65,9180.75,5563,0.0,10,51,Male,Yes,0,One year,70,Yes,Yes,Fiber optic,Fiber Optic,No,17.17,20,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,2,Dissatisfaction,Yes,Churned,99,Product dissatisfaction,1 | |
| 1730,Mcarthur,96056,No,No,No,152.45,32.28,Yes,Yes,1554,79.85,184.73,3280,0.0,0,46,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,16.14,2,Yes,Electronic check,No,No,Yes,Yes,No,No,No,No,0,Offer E,2,Dissatisfaction,Yes,Churned,91,Service dissatisfaction,1 | |
| 1731,Mill Creek,96061,No,No,Yes,1130.85,672.9,No,No,78,76.0,1803.75,4938,0.0,0,29,Male,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.86,52,Yes,Mailed check,No,No,No,No,No,No,Yes,No,0,Offer D,1,Dissatisfaction,Yes,Churned,74,Lack of self-service on Website,1 | |
| 1732,Mineral,96063,No,Yes,No,4323.45,681.24,No,Yes,124,104.75,5004.69,2984,0.0,0,69,Female,No,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.22,12,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,No,0,,1,Dissatisfaction,Yes,Churned,79,Network reliability,1 | |
| 1733,Montague,96064,No,No,No,703.55,327.87,No,No,4592,74.65,1031.42,5900,0.0,0,31,Female,No,0,Month-to-month,9,Yes,No,DSL,DSL,Yes,36.43,16,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,90,Limited range of services,1 | |
| 1734,Oak Run,96069,No,No,No,56.25,26.14,No,No,829,56.25,82.39,3065,0.0,0,49,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,26.14,22,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Price,Yes,Churned,71,Lack of affordable download/upload speed,1 | |
| 1735,Old Station,96071,Yes,No,Yes,2249.95,458.42999999999995,Yes,Yes,182,106.1,2708.3799999999997,3584,0.0,0,27,Male,Yes,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.83,59,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer D,1,Price,Yes,Churned,69,Long distance charges,1 | |
| 1736,Paskenta,96074,No,Yes,No,159.4,79.26,No,No,263,79.75,248.66000000000003,4038,0.0,10,74,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,39.63,23,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,No,No,0,Offer E,3,Price,Yes,Churned,77,Extra data charges,1 | |
| 1737,Platina,96076,No,No,No,68.65,12.4,No,No,215,68.65,81.05000000000001,3052,0.0,0,62,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,12.4,28,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,99,Price too high,1 | |
| 1738,Seiad Valley,96086,No,No,Yes,327.45,336.64,No internet service,No internet service,332,20.25,664.0899999999999,4327,0.0,0,24,Male,No,0,Month-to-month,16,Yes,No,No,,No,21.04,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,1,Price,Yes,Churned,83,Product dissatisfaction,1 | |
| 1739,Trinity Center,96091,Yes,Yes,No,1369.8,658.14,No,No,734,100.2,2027.94,3369,0.0,0,71,Female,Yes,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.01,19,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,Yes,1,,1,Dissatisfaction,Yes,Churned,97,Service dissatisfaction,1 | |
| 1740,Vina,96092,Yes,No,No,1107.25,519.45,No,No,439,74.9,1626.7,2510,0.0,0,39,Male,Yes,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.63,15,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,Offer D,2,Dissatisfaction,Yes,Churned,97,Lack of self-service on Website,1 | |
| 1741,Sierra City,96125,No,No,No,70.85,27.05,No,No,348,70.85,97.89999999999999,2874,0.0,0,51,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,27.05,23,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,Dissatisfaction,Yes,Churned,72,Network reliability,1 | |
| 1742,Sierraville,96126,No,No,No,134.7,75.44,No,No,227,69.8,210.14,2320,0.0,0,56,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,37.72,27,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer E,1,Other,Yes,Churned,74,Don't know,1 | |
| 1743,Susanville,96130,Yes,No,No,2978.3,0.0,Yes,Yes,19440,54.55,3028.3,6041,0.0,50,30,Male,Yes,0,Month-to-month,55,No,No phone service,DSL,DSL,No,0.0,42,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,69,Attitude of service provider,1 | |
| 1744,Wendel,96136,No,No,No,450.8,163.45000000000002,Yes,No,162,70.75,614.25,2248,0.0,0,57,Female,No,0,Month-to-month,7,Yes,No,DSL,DSL,Yes,23.35,6,Yes,Credit card (automatic),No,No,No,Yes,Yes,Yes,Yes,No,0,Offer E,1,Attitude,Yes,Churned,84,Attitude of support person,1 | |
| 1745,Carnelian Bay,96140,Yes,No,Yes,1215.6,566.28,No,Yes,1943,94.1,1781.8799999999999,2973,0.0,0,26,Female,Yes,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.56,52,No,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,,1,Other,Yes,Churned,75,Don't know,1 | |
| 1746,Homewood,96141,Yes,No,No,91.7,0.0,No,No,858,29.7,91.7,2613,0.0,0,46,Female,Yes,2,Month-to-month,3,No,No phone service,DSL,Cable,Yes,0.0,15,No,Credit card (automatic),Yes,No,No,No,No,No,No,Yes,1,Offer E,1,Attitude,Yes,Churned,84,Attitude of support person,1 | |
| 1747,Tahoe Vista,96148,No,Yes,No,7432.05,653.4,Yes,Yes,678,110.9,8085.45,4389,0.0,0,69,Male,No,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.9,25,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,No,No,0,,3,Attitude,Yes,Churned,93,Attitude of service provider,1 | |
| 1748,South Lake Tahoe,96150,Yes,No,No,4026.4,725.04,Yes,Yes,33038,105.0,4751.4400000000005,2341,0.0,0,60,Female,Yes,0,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.08,4,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,92,Attitude of service provider,1 | |
| 1749,Truckee,96161,No,No,Yes,25.3,0.0,No,No,15783,25.3,35.3,5421,0.0,10,20,Male,No,3,Month-to-month,1,No,No phone service,DSL,Cable,No,0.0,51,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,99,Attitude of service provider,1 | |
| 1750,Los Angeles,90001,No,No,Yes,1193.05,737.6600000000001,Yes,No,54492,55.15,1930.71,5866,0.0,0,22,Male,No,0,One year,22,Yes,No,DSL,DSL,Yes,33.53,59,Yes,Credit card (automatic),No,Yes,No,Yes,No,No,No,No,0,,3,Competitor,Yes,Churned,84,Attitude of support person,1 | |
| 1751,Los Angeles,90002,No,No,Yes,20.1,4.11,No internet service,No internet service,44586,20.1,24.21,4389,0.0,0,25,Male,No,0,Month-to-month,1,Yes,No,No,,No,4.11,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,1,Competitor,Yes,Churned,70,Competitor made better offer,1 | |
| 1752,Los Angeles,90005,Yes,No,No,69.9,4.99,No,No,43019,69.9,74.89,2100,0.0,0,49,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,4.99,28,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,84,Moved,1 | |
| 1753,Los Angeles,90010,No,No,No,4528,2134.52,No,No,1957,101.4,6662.52,3370,0.0,0,39,Male,No,0,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.64,27,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,79,Moved,1 | |
| 1754,Los Angeles,90014,No,No,No,80.8,41.77,No,No,3524,80.8,122.57,4424,0.0,0,34,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,41.77,15,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,3,Competitor,Yes,Churned,82,Moved,1 | |
| 1755,Los Angeles,90016,No,No,No,118.3,74.58,No,No,46984,62.05,192.88,5344,0.0,0,44,Male,No,0,Month-to-month,2,Yes,Yes,DSL,Cable,Yes,37.29,20,No,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,96,Competitor had better devices,1 | |
| 1756,Los Angeles,90017,No,Yes,No,76.45,3.84,No,No,20692,76.45,90.29,3763,0.0,10,74,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,No,3.84,13,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,95,Competitor offered higher download speeds,1 | |
| 1757,Los Angeles,90019,No,Yes,No,1094.5,408.12,No,No,67520,91.3,1502.62,4703,0.0,0,79,Female,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.01,18,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,2,Competitor,Yes,Churned,94,Competitor offered more data,1 | |
| 1758,Los Angeles,90020,Yes,Yes,No,573.75,287.4,No,Yes,42394,95.75,861.15,5750,0.0,0,69,Male,Yes,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,47.9,6,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,Offer E,3,Competitor,Yes,Churned,89,Competitor made better offer,1 | |
| 1759,Los Angeles,90026,Yes,No,Yes,2274.9,1404.88,Yes,No,73686,62.65,3679.78,3918,0.0,0,19,Female,Yes,0,Month-to-month,34,Yes,Yes,DSL,Cable,Yes,41.32,71,No,Electronic check,Yes,Yes,No,Yes,No,No,No,Yes,1,,1,Competitor,Yes,Churned,91,Competitor had better devices,1 | |
| 1760,Los Angeles,90027,No,No,No,74.5,13.61,No,No,48727,74.5,88.11,2016,0.0,0,33,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.61,25,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,69,Competitor had better devices,1 | |
| 1761,Los Angeles,90028,Yes,No,No,1068.85,320.7,No,Yes,30568,102.1,1389.55,3596,0.0,0,31,Female,Yes,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.07,22,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,Competitor,Yes,Churned,78,Competitor offered higher download speeds,1 | |
| 1762,Los Angeles,90036,No,No,Yes,762.25,228.16,No,No,32901,50.15,990.41,4254,0.0,0,21,Female,No,0,Month-to-month,16,Yes,No,DSL,DSL,Yes,14.26,53,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,69,Competitor offered higher download speeds,1 | |
| 1763,Los Angeles,90049,Yes,No,No,582.5,158.26999999999998,No,No,33523,86.5,760.77,3887,0.0,20,62,Female,Yes,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,No,22.61,11,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,1,Competitor,Yes,Churned,74,Competitor offered higher download speeds,1 | |
| 1764,Los Angeles,90059,No,Yes,No,2122.05,1158.57,No,No,38128,81.45,3280.62,2571,0.0,0,80,Male,No,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.91,5,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,3,Competitor,Yes,Churned,83,Competitor offered more data,1 | |
| 1765,Los Angeles,90062,Yes,No,No,69.15,2.2,No,No,29299,69.15,71.35000000000001,4179,0.0,0,54,Male,Yes,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,2.2,30,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,2,Competitor,Yes,Churned,87,Competitor offered more data,1 | |
| 1766,West Hollywood,90069,No,No,No,723.4,408.68999999999994,No,No,20408,79.55,1132.09,3246,0.0,0,40,Female,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,45.41,23,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,1,Competitor,Yes,Churned,81,Competitor offered more data,1 | |
| 1767,Downey,90241,No,No,No,4627.85,1417.92,Yes,Yes,40152,95.5,6045.77,2459,0.0,0,47,Female,No,0,Two year,48,Yes,No,Fiber optic,Fiber Optic,Yes,29.54,29,Yes,Mailed check,No,Yes,Yes,Yes,Yes,No,No,No,0,,2,Competitor,Yes,Churned,97,Competitor made better offer,1 | |
| 1768,Downey,90242,No,Yes,No,289.1,78.96000000000001,No,Yes,42459,91.05,368.06000000000006,2194,0.0,0,65,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.32,8,No,Electronic check,No,No,Yes,No,Yes,No,No,No,0,Offer E,2,Competitor,Yes,Churned,99,Competitor made better offer,1 | |
| 1769,Hermosa Beach,90254,Yes,Yes,No,172.85,35.46,No,Yes,18693,79.2,208.31,4225,0.0,0,78,Female,Yes,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.73,18,No,Electronic check,No,No,Yes,No,No,No,No,Yes,1,Offer E,3,Price,Yes,Churned,67,Price too high,1 | |
| 1770,Marina Del Rey,90292,No,No,Yes,85.5,0.0,No,No,18058,45.25,95.5,4566,0.0,10,28,Female,No,0,Month-to-month,2,No,No phone service,DSL,DSL,No,0.0,48,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,74,Product dissatisfaction,1 | |
| 1771,Inglewood,90304,No,Yes,No,1096.25,490.98,No,No,28680,74.3,1587.23,5342,0.0,0,75,Female,No,0,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.07,10,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,Dissatisfaction,Yes,Churned,71,Service dissatisfaction,1 | |
| 1772,Torrance,90502,Yes,No,No,228,48.87,No,No,17058,74.1,276.87,5657,0.0,0,55,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.29,24,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,1,,1,Dissatisfaction,Yes,Churned,69,Lack of self-service on Website,1 | |
| 1773,Torrance,90503,Yes,Yes,No,5746.15,2399.7000000000003,No,Yes,41979,100.6,8145.85,5247,0.0,0,73,Male,Yes,0,Month-to-month,57,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.1,3,No,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,1,Offer B,1,Dissatisfaction,Yes,Churned,74,Network reliability,1 | |
| 1774,Torrance,90504,No,No,Yes,209.1,103.47,No,No,31678,75.0,312.57,3190,0.0,0,27,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.49,52,No,Mailed check,No,No,No,No,No,No,Yes,No,0,,1,Dissatisfaction,Yes,Churned,88,Limited range of services,1 | |
| 1775,Whittier,90605,No,Yes,No,4481,1863.68,Yes,No,38181,70.2,6344.68,6080,0.0,0,80,Female,No,0,Two year,64,Yes,No,DSL,DSL,Yes,29.12,24,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,No,No,No,0,Offer B,1,Price,Yes,Churned,89,Lack of affordable download/upload speed,1 | |
| 1776,Buena Park,90620,No,Yes,No,154.85,19.72,No,No,44442,70.75,174.57,4407,0.0,0,74,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,9.86,21,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,96,Long distance charges,1 | |
| 1777,Pico Rivera,90660,No,No,No,593.75,558.96,Yes,No,63288,50.25,1272.71,3624,0.0,120,50,Male,No,0,Month-to-month,12,Yes,No,DSL,DSL,No,46.58,26,No,Bank transfer (automatic),No,No,No,Yes,No,No,No,No,0,,1,Price,Yes,Churned,67,Extra data charges,1 | |
| 1778,Bellflower,90706,No,Yes,No,3233.85,1794.4,No,No,72893,79.2,5028.25,3207,0.0,0,65,Female,No,0,Month-to-month,40,Yes,No,Fiber optic,Fiber Optic,Yes,44.86,4,Yes,Credit card (automatic),Yes,Yes,No,No,No,No,No,No,0,Offer B,1,Price,Yes,Churned,94,Price too high,1 | |
| 1779,Harbor City,90710,No,No,No,1062.1,306.48,No,Yes,24660,96.0,1368.58,5239,0.0,0,46,Female,No,0,Month-to-month,12,Yes,No,Fiber optic,Fiber Optic,Yes,25.54,27,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,89,Product dissatisfaction,1 | |
| 1780,Hawaiian Gardens,90716,No,No,No,5440.9,2258.8199999999997,Yes,No,14852,100.1,7699.719999999999,5763,0.0,0,38,Female,No,0,Month-to-month,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.83,9,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,75,Service dissatisfaction,1 | |
| 1781,Lomita,90717,Yes,No,No,235.1,170.84,Yes,No,21065,56.5,405.94,5758,0.0,0,38,Female,Yes,3,Month-to-month,4,Yes,No,DSL,DSL,Yes,42.71,56,No,Mailed check,No,Yes,No,Yes,No,No,No,Yes,5,,2,Dissatisfaction,Yes,Churned,99,Lack of self-service on Website,1 | |
| 1782,Paramount,90723,No,Yes,No,85,42.5,No,Yes,55306,85.0,127.5,2650,0.0,0,71,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,42.5,8,Yes,Electronic check,No,No,Yes,No,No,Yes,No,No,0,,2,Dissatisfaction,Yes,Churned,93,Network reliability,1 | |
| 1783,Long Beach,90802,Yes,No,No,3014.65,0.0,No,Yes,38427,59.3,3014.65,5633,0.0,0,51,Male,Yes,0,One year,51,No,No phone service,DSL,DSL,Yes,0.0,2,No,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,1,Other,Yes,Churned,95,Don't know,1 | |
| 1784,Long Beach,90805,No,No,No,184.4,39.08,No,No,91664,49.4,233.48000000000002,4455,0.0,10,44,Male,No,2,Month-to-month,4,Yes,No,DSL,Cable,No,9.77,16,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,1,Other,Yes,Churned,84,Don't know,1 | |
| 1785,Long Beach,90807,No,No,No,2010.55,1712.55,No,No,31556,55.0,3723.1,2220,0.0,0,60,Male,No,0,Month-to-month,35,Yes,No,DSL,Cable,Yes,48.93,14,No,Mailed check,No,No,No,No,Yes,No,No,No,0,,1,Other,Yes,Churned,100,Don't know,1 | |
| 1786,Long Beach,90810,No,No,No,69.2,10.08,No,No,35656,69.2,79.28,2637,0.0,0,51,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,10.08,18,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Dissatisfaction,Yes,Churned,81,Poor expertise of online support,1 | |
| 1787,Duarte,91010,No,No,No,2354.8,1755.98,Yes,Yes,27414,62.3,4110.780000000001,3818,0.0,0,46,Male,No,0,One year,38,Yes,No,DSL,Cable,Yes,46.21,14,Yes,Mailed check,No,No,Yes,Yes,No,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,83,Poor expertise of phone support,1 | |
| 1788,La Canada Flintridge,91011,Yes,Yes,No,3473.4,1826.6899999999998,No,No,20200,92.5,5300.09,4127,0.0,0,74,Male,Yes,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.37,4,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,3,,1,Competitor,Yes,Churned,95,Competitor had better devices,1 | |
| 1789,Pasadena,91103,No,No,No,220.1,118.14000000000001,No,No,27891,69.65,338.24,2421,0.0,0,53,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,39.38,23,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Competitor,Yes,Churned,84,Competitor offered higher download speeds,1 | |
| 1790,Pasadena,91107,No,No,No,6876.05,477.02000000000004,Yes,Yes,32369,111.6,7353.070000000001,4495,0.0,0,44,Male,No,0,Two year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.82,11,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,87,Competitor offered more data,1 | |
| 1791,San Marino,91108,No,No,No,501,209.11,No,No,13158,48.55,840.11,4444,0.0,130,43,Female,No,0,Month-to-month,11,Yes,No,DSL,DSL,No,19.01,8,No,Credit card (automatic),Yes,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,92,Competitor made better offer,1 | |
| 1792,Glendale,91203,No,No,No,20.2,48.25,No internet service,No internet service,14493,20.2,68.45,4197,0.0,0,62,Female,No,0,Month-to-month,1,Yes,No,No,,No,48.25,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,1,Price,Yes,Churned,69,Competitor had better devices,1 | |
| 1793,Glendale,91205,No,No,No,733.35,0.0,No,Yes,41390,39.65,733.35,2933,0.0,0,50,Male,No,0,Month-to-month,19,No,No phone service,DSL,DSL,Yes,0.0,21,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,78,Competitor had better devices,1 | |
| 1794,Glendale,91206,No,No,No,1334,144.48000000000002,No internet service,No internet service,31297,24.9,1478.48,5327,0.0,0,57,Male,No,0,One year,56,Yes,Yes,No,,No,2.58,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,Attitude,Yes,Churned,92,Competitor offered higher download speeds,1 | |
| 1795,Agoura Hills,91301,Yes,No,No,113.55,11.34,No,No,25303,56.7,124.89,5560,0.0,0,62,Male,Yes,3,Month-to-month,2,Yes,Yes,DSL,DSL,Yes,5.67,53,No,Mailed check,Yes,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,77,Competitor offered higher download speeds,1 | |
| 1796,Winnetka,91306,Yes,No,No,1348.9,78.82,Yes,No,43857,105.95,1427.72,5887,0.0,0,59,Female,Yes,0,One year,14,Yes,No,Fiber optic,Fiber Optic,Yes,5.63,23,No,Mailed check,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,3,,1,Competitor,Yes,Churned,84,Competitor offered higher download speeds,1 | |
| 1797,Pacoima,91331,Yes,Yes,No,308.7,112.44,No,No,97318,74.95,421.14,3716,0.0,0,76,Male,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.11,27,No,Electronic check,No,No,No,No,No,No,No,Yes,1,,2,Competitor,Yes,Churned,69,Competitor offered more data,1 | |
| 1798,Reseda,91335,No,No,No,438.25,0.0,Yes,No,68018,29.7,528.25,5518,0.0,90,56,Male,No,0,Month-to-month,15,No,No phone service,DSL,DSL,No,0.0,29,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,1,Competitor,Yes,Churned,82,Competitor offered more data,1 | |
| 1799,San Fernando,91340,Yes,No,No,50.35,0.0,No,Yes,33389,50.35,50.35,4526,0.0,0,40,Male,Yes,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,20,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer E,1,Competitor,Yes,Churned,65,Competitor offered more data,1 | |
| 1800,North Hills,91343,Yes,No,No,3147.5,0.0,Yes,Yes,57017,47.85,3147.5,6347,0.0,0,61,Female,Yes,0,Two year,64,No,No phone service,DSL,DSL,Yes,0.0,27,No,Electronic check,Yes,No,Yes,Yes,No,Yes,Yes,Yes,5,,1,Competitor,Yes,Churned,66,Competitor made better offer,1 | |
| 1801,Santa Clarita,91350,No,No,No,70.3,5.67,No,No,40077,70.3,75.97,4512,0.0,0,32,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,5.67,7,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,2,Other,Yes,Churned,78,Don't know,1 | |
| 1802,Valencia,91354,No,Yes,No,5617.75,491.15,No,No,17846,98.8,6108.9,5543,0.0,0,73,Male,No,0,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.93,21,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,No,0,Offer B,2,Price,Yes,Churned,69,Price too high,1 | |
| 1803,Tarzana,91356,No,No,No,1776.95,656.82,Yes,No,27424,99.85,2433.77,3068,0.0,0,34,Female,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.49,3,Yes,Bank transfer (automatic),No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,100,Product dissatisfaction,1 | |
| 1804,Thousand Oaks,91360,Yes,Yes,No,2483.05,66.56,No,No,42526,80.3,2549.61,5365,0.0,0,71,Male,Yes,0,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,Yes,2.08,25,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,Yes,1,,1,Dissatisfaction,Yes,Churned,94,Service dissatisfaction,1 | |
| 1805,Thousand Oaks,91362,No,Yes,No,5224.35,3008.94,No,No,33057,80.45,8373.29,5011,0.0,140,72,Female,No,0,Month-to-month,66,Yes,Yes,Fiber optic,Fiber Optic,No,45.59,24,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,79,Lack of self-service on Website,1 | |
| 1806,Panorama City,91402,No,No,Yes,620.35,214.26999999999998,No,No,66249,86.8,834.62,3780,0.0,0,22,Male,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.61,59,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer E,2,Competitor,Yes,Churned,66,Network reliability,1 | |
| 1807,Sherman Oaks,91423,Yes,Yes,No,519.15,242.64,No,No,29387,84.2,761.79,5834,0.0,0,76,Male,Yes,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,40.44,25,Yes,Electronic check,No,Yes,No,No,No,Yes,No,Yes,1,,2,Dissatisfaction,Yes,Churned,72,Limited range of services,1 | |
| 1808,Burbank,91501,No,No,No,1301.7,313.82,Yes,No,18112,99.0,1615.52,3493,0.0,0,31,Male,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.14,21,Yes,Mailed check,No,No,No,Yes,Yes,Yes,Yes,No,0,,1,Price,Yes,Churned,81,Lack of affordable download/upload speed,1 | |
| 1809,Burbank,91502,No,No,No,1129.75,535.04,No,Yes,11517,100.75,1664.79,2229,0.0,0,45,Female,No,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.64,28,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,2,Price,Yes,Churned,65,Long distance charges,1 | |
| 1810,North Hollywood,91601,Yes,No,No,865.8,198.0,No,Yes,36625,91.75,1063.8,4176,0.0,0,58,Female,Yes,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.0,7,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,Yes,1,Offer E,1,Price,Yes,Churned,91,Extra data charges,1 | |
| 1811,North Hollywood,91605,No,No,No,79.55,5.1,No,Yes,57146,79.55,84.64999999999999,5571,0.0,0,56,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.1,10,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer E,2,Price,Yes,Churned,93,Price too high,1 | |
| 1812,Chino,91710,No,No,No,6014.85,2523.96,Yes,Yes,75319,111.1,8588.810000000001,5527,0.0,50,56,Female,No,0,Month-to-month,54,Yes,Yes,Fiber optic,Fiber Optic,No,46.74,16,No,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,1,Dissatisfaction,Yes,Churned,93,Product dissatisfaction,1 | |
| 1813,Rancho Cucamonga,91730,Yes,No,No,2368.4,581.0,No,Yes,51970,89.1,2949.4,4793,0.0,0,36,Female,Yes,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.24,25,Yes,Electronic check,No,No,Yes,No,No,Yes,Yes,Yes,1,,1,Competitor,Yes,Churned,96,Service dissatisfaction,1 | |
| 1814,El Monte,91732,No,No,Yes,3545.35,889.48,No,Yes,62660,101.9,4434.83,4437,0.0,0,22,Female,No,0,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.04,59,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,Dissatisfaction,Yes,Churned,83,Lack of self-service on Website,1 | |
| 1815,South El Monte,91733,Yes,No,No,1301,127.82000000000001,Yes,No,45645,91.65,1428.82,4304,0.0,0,61,Female,Yes,1,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.13,12,Yes,Electronic check,No,No,No,Yes,Yes,No,No,Yes,1,,3,Dissatisfaction,Yes,Churned,65,Network reliability,1 | |
| 1816,Rancho Cucamonga,91737,No,Yes,No,372.45,51.44,No,Yes,23079,88.85,423.89,2754,0.0,0,69,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.86,4,Yes,Electronic check,No,No,Yes,No,No,Yes,No,No,0,,3,Other,Yes,Churned,74,Don't know,1 | |
| 1817,Glendora,91740,No,Yes,No,77.75,0.0,No,No,25135,25.3,77.75,3542,0.0,0,80,Female,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,30,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,Attitude,Yes,Churned,74,Attitude of support person,1 | |
| 1818,La Puente,91744,No,No,No,95.45,5.59,No,No,84965,95.45,101.04,5962,0.0,0,56,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.59,2,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,71,Attitude of support person,1 | |
| 1819,La Puente,91746,No,No,No,1135.7,70.59,No,No,30802,91.1,1286.29,5347,0.0,80,54,Male,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,No,5.43,26,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer D,2,Attitude,Yes,Churned,78,Attitude of support person,1 | |
| 1820,Rowland Heights,91748,Yes,No,No,2319.8,1891.8,Yes,No,46342,54.15,4211.6,2761,0.0,0,60,Female,Yes,0,One year,45,Yes,No,DSL,Cable,Yes,42.04,26,Yes,Credit card (automatic),No,Yes,No,Yes,No,No,No,Yes,1,,2,Attitude,Yes,Churned,92,Attitude of service provider,1 | |
| 1821,Montclair,91763,No,No,No,69.7,21.52,No,No,34447,69.7,91.22,4620,0.0,0,64,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,21.52,25,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,98,Attitude of service provider,1 | |
| 1822,Ontario,91764,No,No,No,573.3,287.52,No,No,49474,89.5,860.8199999999999,2898,0.0,0,58,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,47.92,25,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,1,Competitor,Yes,Churned,82,Attitude of service provider,1 | |
| 1823,San Dimas,91773,Yes,No,No,99.75,0.0,No,No,33878,35.15,99.75,2987,0.0,0,61,Male,Yes,0,Month-to-month,3,No,No phone service,DSL,Cable,Yes,0.0,13,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,Offer E,2,Attitude,Yes,Churned,83,Attitude of support person,1 | |
| 1824,San Gabriel,91775,No,No,Yes,871.4,179.52,No,No,23444,73.75,1050.92,2010,0.0,0,27,Male,No,1,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.96,59,Yes,Credit card (automatic),No,No,No,No,No,No,Yes,No,0,Offer D,3,Attitude,Yes,Churned,78,Attitude of support person,1 | |
| 1825,San Gabriel,91776,No,Yes,No,780.5,351.84,No,Yes,38041,101.35,1132.34,5546,0.0,0,78,Female,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.98,27,No,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,,3,Attitude,Yes,Churned,68,Attitude of support person,1 | |
| 1826,West Covina,91792,Yes,No,No,365.35,87.06,No,No,31622,55.9,482.41,4914,0.0,30,55,Female,Yes,3,Month-to-month,6,Yes,No,DSL,Cable,No,14.51,20,No,Credit card (automatic),Yes,Yes,No,No,No,No,No,Yes,1,Offer E,1,Attitude,Yes,Churned,87,Attitude of service provider,1 | |
| 1827,Alhambra,91801,Yes,Yes,No,334.65,123.89999999999999,No,Yes,54382,105.9,458.54999999999995,2715,0.0,0,71,Male,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.3,2,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,,2,Attitude,Yes,Churned,71,Attitude of service provider,1 | |
| 1828,Alpine,91901,No,No,No,43.95,34.48,No,No,16486,43.95,78.43,3238,0.0,0,55,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,34.48,9,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,3,Attitude,Yes,Churned,76,Attitude of service provider,1 | |
| 1829,Campo,91906,No,No,Yes,45.1,11.06,No,No,3133,45.1,56.160000000000004,4884,0.0,0,27,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,11.06,58,Yes,Bank transfer (automatic),No,No,No,No,No,No,Yes,No,0,Offer E,3,Other,Yes,Churned,77,Don't know,1 | |
| 1830,Guatay,91931,No,No,Yes,2868.05,1671.98,No,No,796,70.25,4540.030000000001,3407,0.0,0,25,Female,No,0,Month-to-month,41,Yes,No,Fiber optic,Fiber Optic,Yes,40.78,41,No,Bank transfer (automatic),No,No,No,No,No,No,Yes,No,0,,3,Attitude,Yes,Churned,69,Attitude of support person,1 | |
| 1831,Imperial Beach,91932,No,No,No,449.75,369.18,No,No,26662,55.35,818.9300000000001,2688,0.0,0,40,Male,No,3,Month-to-month,9,Yes,No,DSL,DSL,Yes,41.02,27,No,Electronic check,No,No,No,No,Yes,No,No,No,0,Offer E,1,Competitor,Yes,Churned,70,Attitude of support person,1 | |
| 1832,Mount Laguna,91948,Yes,Yes,No,4414.3,749.49,No,Yes,81,103.0,5163.79,2505,0.0,0,73,Male,Yes,0,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.43,26,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,1,Offer B,1,Competitor,Yes,Churned,99,Attitude of service provider,1 | |
| 1833,Spring Valley,91977,Yes,No,No,3361.05,516.78,Yes,Yes,56100,103.75,3977.83,3824,0.0,100,47,Female,Yes,0,One year,33,Yes,No,Fiber optic,Fiber Optic,No,15.66,24,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,1,Attitude,Yes,Churned,81,Attitude of service provider,1 | |
| 1834,Carlsbad,92008,No,No,No,69.35,22.03,No,No,35582,69.35,91.38,2843,0.0,0,57,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,22.03,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,2,Attitude,Yes,Churned,88,Attitude of service provider,1 | |
| 1835,Del Mar,92014,No,No,Yes,4092.85,1993.0400000000002,No,No,13945,73.85,6085.89,5276,0.0,0,22,Female,No,0,Month-to-month,56,Yes,No,Fiber optic,Fiber Optic,Yes,35.59,69,Yes,Electronic check,No,Yes,No,No,No,No,Yes,No,0,,3,Attitude,Yes,Churned,72,Attitude of support person,1 | |
| 1836,Encinitas,92024,Yes,No,No,216.75,45.06,No,No,47126,75.15,261.81,2270,0.0,0,33,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.02,29,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,1,,2,Attitude,Yes,Churned,78,Attitude of support person,1 | |
| 1837,Escondido,92027,No,No,Yes,69.6,46.21,No,No,48690,69.6,115.81,2072,0.0,0,27,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,46.21,58,Yes,Electronic check,No,No,No,No,No,No,Yes,No,0,,1,Competitor,Yes,Churned,87,Attitude of support person,1 | |
| 1838,Julian,92036,Yes,No,No,385,57.699999999999996,No,No,3577,80.15,442.7,5124,0.0,0,57,Male,Yes,1,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.54,19,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,84,Attitude of service provider,1 | |
| 1839,Palomar Mountain,92060,Yes,No,No,30.5,0.0,No,No,234,30.5,30.5,5171,0.0,0,37,Female,Yes,1,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,19,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,Yes,1,,1,Attitude,Yes,Churned,74,Attitude of service provider,1 | |
| 1840,Poway,92064,Yes,No,No,6859.5,2071.3,No,No,47969,98.3,8950.8,4794,0.0,20,34,Male,Yes,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,No,29.59,3,No,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer A,2,Competitor,Yes,Churned,98,Attitude of service provider,1 | |
| 1841,Solana Beach,92075,No,No,Yes,5121.3,249.12,No,Yes,12173,107.4,5370.42,4956,0.0,0,20,Female,No,0,Month-to-month,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.19,47,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,2,Attitude,Yes,Churned,89,Attitude of support person,1 | |
| 1842,San Marcos,92078,No,Yes,No,1127.2,57.85,No,No,6760,82.0,1185.05,3363,0.0,0,79,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.45,25,Yes,Electronic check,No,No,No,No,No,Yes,No,No,0,,2,Attitude,Yes,Churned,99,Attitude of support person,1 | |
| 1843,San Diego,92103,Yes,No,No,1747.85,425.52,No,No,30202,75.4,2173.37,2325,0.0,0,55,Female,Yes,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.73,29,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,1,,3,Attitude,Yes,Churned,74,Attitude of support person,1 | |
| 1844,San Diego,92104,Yes,Yes,No,2754.45,1237.14,No,Yes,47689,101.25,3991.59,4853,0.0,0,72,Female,Yes,0,Month-to-month,27,Yes,No,Fiber optic,Fiber Optic,Yes,45.82,13,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,No,Yes,1,,1,Attitude,Yes,Churned,77,Attitude of service provider,1 | |
| 1845,San Diego,92109,No,Yes,No,2196.15,461.5,No,No,46086,89.5,2657.65,4849,0.0,0,69,Male,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.46,3,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,90,Attitude of service provider,1 | |
| 1846,San Diego,92110,No,Yes,No,1692.6,111.97999999999999,No,No,24169,74.4,1804.58,2407,0.0,0,79,Female,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,No,5.09,23,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,81,Attitude of service provider,1 | |
| 1847,San Diego,92111,No,No,Yes,20.5,19.85,No internet service,No internet service,46828,20.5,40.35,3731,0.0,0,22,Male,No,0,Month-to-month,1,Yes,No,No,,No,19.85,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,2,Attitude,Yes,Churned,84,Attitude of support person,1 | |
| 1848,San Diego,92113,No,No,No,265.35,191.28,No,No,47431,74.35,456.63,3622,0.0,0,52,Male,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.82,13,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Attitude,Yes,Churned,73,Attitude of support person,1 | |
| 1849,San Diego,92114,Yes,Yes,No,1836.25,454.86,Yes,No,66838,99.75,2291.11,5857,0.0,0,68,Female,Yes,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.27,15,No,Bank transfer (automatic),No,No,No,Yes,Yes,Yes,No,Yes,1,,2,Attitude,Yes,Churned,68,Attitude of support person,1 | |
| 1850,San Diego,92115,No,Yes,No,6418.9,1089.76,Yes,Yes,56887,111.95,7508.66,4060,0.0,0,77,Female,No,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.46,28,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,No,No,0,Offer B,3,Attitude,Yes,Churned,91,Attitude of service provider,1 | |
| 1851,San Diego,92123,No,Yes,No,679.85,0.0,No,No,25232,39.0,679.85,5692,0.0,0,68,Male,No,0,Month-to-month,16,No,No phone service,DSL,DSL,Yes,0.0,24,Yes,Mailed check,No,Yes,No,No,Yes,No,No,No,0,,1,Competitor,Yes,Churned,92,Attitude of service provider,1 | |
| 1852,San Diego,92130,Yes,No,No,2804.45,210.29999999999998,Yes,No,28201,94.1,3014.75,5255,0.0,0,63,Female,Yes,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.01,24,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,No,No,Yes,1,,3,Competitor,Yes,Churned,94,Attitude of service provider,1 | |
| 1853,Indio,92201,No,No,No,778.1,237.28,No,No,56307,95.65,1015.38,5335,0.0,0,53,Female,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.66,12,No,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,3,Attitude,Yes,Churned,95,Attitude of support person,1 | |
| 1854,Indian Wells,92210,Yes,Yes,No,4367.35,1855.9999999999998,No,No,3873,88.05,6323.35,5813,0.0,100,79,Female,Yes,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,No,37.12,4,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,1,Offer B,3,Competitor,Yes,Churned,87,Competitor made better offer,1 | |
| 1855,Beaumont,92223,Yes,No,No,2728.6,1312.8200000000002,Yes,No,17721,66.5,4041.42,2517,0.0,0,49,Female,Yes,0,One year,41,Yes,No,DSL,DSL,Yes,32.02,28,Yes,Bank transfer (automatic),No,Yes,No,Yes,No,Yes,Yes,Yes,1,,3,Other,Yes,Churned,65,Moved,1 | |
| 1856,Cabazon,92230,No,No,Yes,106.85,0.0,No,No,2355,35.45,106.85,2095,0.0,0,29,Male,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,85,Yes,Mailed check,Yes,Yes,No,No,No,No,No,No,0,,1,Other,Yes,Churned,70,Moved,1 | |
| 1857,Calipatria,92233,No,No,No,130.1,139.71,No,No,7857,49.9,269.81,5585,0.0,0,63,Male,No,0,Month-to-month,3,Yes,No,DSL,Cable,Yes,46.57,16,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,,3,Other,Yes,Churned,73,Moved,1 | |
| 1858,Desert Hot Springs,92241,No,No,No,4036.85,1507.6,No,Yes,5529,104.5,5544.45,2832,0.0,0,51,Male,No,0,Month-to-month,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.69,15,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,1,Competitor,Yes,Churned,93,Competitor had better devices,1 | |
| 1859,El Centro,92243,No,Yes,No,256.25,71.46000000000001,No,No,43712,75.05,327.71000000000004,3553,0.0,0,68,Female,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.82,30,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,83,Competitor offered higher download speeds,1 | |
| 1860,Heber,92249,No,No,No,1917.1,430.09999999999997,No,Yes,3535,81.0,2347.2,5701,0.0,0,47,Male,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.7,24,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer D,2,Competitor,Yes,Churned,78,Competitor offered more data,1 | |
| 1861,Holtville,92250,Yes,Yes,No,74.45,31.27,No,No,8062,74.45,115.72,2394,0.0,10,73,Female,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,No,31.27,11,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,2,Other,Yes,Churned,94,Competitor made better offer,1 | |
| 1862,Imperial,92251,No,No,Yes,272.15,72.12,Yes,No,14546,60.4,344.27,5730,0.0,0,28,Female,No,0,Month-to-month,4,Yes,No,DSL,Cable,Yes,18.03,59,Yes,Mailed check,Yes,Yes,No,Yes,No,No,No,No,0,,1,Competitor,Yes,Churned,90,Competitor had better devices,1 | |
| 1863,Ocotillo,92259,Yes,No,No,70.65,37.68,No,No,471,70.65,108.33000000000001,3463,0.0,0,64,Male,Yes,2,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,37.68,26,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,,1,Competitor,Yes,Churned,82,Competitor had better devices,1 | |
| 1864,Palm Springs,92264,No,No,No,727.8,115.19999999999999,Yes,No,18884,59.8,843.0,4581,0.0,0,44,Male,No,0,One year,12,Yes,No,DSL,Cable,Yes,9.6,23,Yes,Electronic check,No,No,No,Yes,Yes,No,No,No,0,Offer D,3,Competitor,Yes,Churned,69,Competitor offered higher download speeds,1 | |
| 1865,Seeley,92273,No,No,No,403.35,377.28000000000003,No,No,1632,44.2,780.6300000000001,2029,0.0,0,40,Female,No,0,Month-to-month,9,Yes,No,DSL,Cable,Yes,41.92,29,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,87,Competitor offered higher download speeds,1 | |
| 1866,Vidal,92280,No,Yes,No,75.75,8.35,No,No,50,75.75,84.1,5571,0.0,0,79,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.35,23,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,1,Competitor,Yes,Churned,97,Competitor offered higher download speeds,1 | |
| 1867,White Water,92282,No,No,Yes,6886.25,2512.5,No,Yes,805,102.95,9398.75,5620,0.0,0,28,Female,No,0,Month-to-month,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.5,30,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,No,No,No,0,Offer A,1,Competitor,Yes,Churned,70,Competitor offered more data,1 | |
| 1868,Apple Valley,92307,Yes,Yes,No,306.6,42.44,No,No,31876,74.4,369.04,5839,0.0,20,75,Male,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,No,10.61,8,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,2,Competitor,Yes,Churned,77,Competitor offered more data,1 | |
| 1869,Los Angeles,90001,Yes,No,No,29.85,0.0,No,No,54492,29.85,29.85,3964,0.0,0,36,Female,Yes,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,10,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,3,,No,Joined,27,,0 | |
| 1870,Los Angeles,90002,No,No,No,1889.5,581.06,No,Yes,44586,56.95,2470.56,3441,0.0,0,46,Male,No,0,One year,34,Yes,No,DSL,DSL,Yes,17.09,16,No,Mailed check,Yes,No,Yes,No,No,No,No,No,0,,3,,No,Stayed,61,,0 | |
| 1871,Los Angeles,90004,No,No,No,1840.75,0.0,Yes,Yes,67852,42.3,1840.75,4307,0.0,0,53,Male,No,0,One year,45,No,No phone service,DSL,DSL,Yes,0.0,10,No,Bank transfer (automatic),Yes,No,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,66,,0 | |
| 1872,Los Angeles,90007,No,No,No,1949.4,649.88,No,No,45025,89.1,2599.28,4459,0.0,0,42,Male,No,3,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.54,53,Yes,Credit card (automatic),No,Yes,No,No,Yes,No,No,No,0,Offer D,4,,No,Stayed,43,,0 | |
| 1873,Los Angeles,90008,No,No,No,301.9,0.0,No,No,30852,29.75,301.9,2013,0.0,0,42,Female,No,0,Month-to-month,10,No,No phone service,DSL,DSL,Yes,0.0,8,No,Mailed check,Yes,No,No,No,No,No,No,No,0,Offer D,3,,No,Stayed,51,,0 | |
| 1874,Los Angeles,90011,No,No,No,3487.95,493.52,No,No,101215,56.15,3981.47,4529,0.0,0,48,Male,No,0,One year,62,Yes,No,DSL,DSL,Yes,7.96,8,No,Bank transfer (automatic),Yes,Yes,No,No,No,No,No,No,0,Offer B,4,,No,Stayed,58,,0 | |
| 1875,Los Angeles,90012,Yes,No,No,587.45,385.84,No,No,30596,49.95,1123.29,5764,0.0,150,37,Male,Yes,2,Month-to-month,13,Yes,No,DSL,DSL,No,29.68,22,Yes,Mailed check,Yes,No,No,No,No,No,No,Yes,1,Offer D,3,,No,Stayed,76,,0 | |
| 1876,Los Angeles,90013,No,No,Yes,326.8,521.92,No internet service,No internet service,9732,18.95,848.72,4726,0.0,0,21,Male,No,0,Two year,16,Yes,No,No,,No,32.62,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,39,,0 | |
| 1877,Los Angeles,90014,Yes,No,No,5681.1,330.02000000000004,No,Yes,3524,100.35,6011.120000000001,6432,0.0,0,39,Male,Yes,0,One year,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.69,10,No,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,7,Offer B,3,,No,Stayed,71,,0 | |
| 1878,Los Angeles,90016,No,No,Yes,2686.05,260.0,Yes,Yes,46984,105.5,2946.05,5822,0.0,0,27,Male,No,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,10.4,48,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,75,,0 | |
| 1879,Los Angeles,90017,Yes,No,No,7895.15,2292.87,Yes,Yes,20692,113.25,10188.02,5141,0.0,0,48,Female,Yes,0,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.23,3,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,7,Offer A,4,,No,Stayed,43,,0 | |
| 1880,Los Angeles,90018,No,No,No,1022.95,1172.6000000000001,No internet service,No internet service,47143,20.65,2195.55,5186,0.0,0,57,Female,No,0,One year,52,Yes,No,No,,No,22.55,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,35,,0 | |
| 1881,Los Angeles,90019,No,No,No,7382.25,1041.57,No,Yes,67520,106.7,8423.82,4479,0.0,0,61,Male,No,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.67,7,No,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,73,,0 | |
| 1882,Los Angeles,90021,No,No,No,1862.9,136.29,No,Yes,3012,90.05,2029.19,5982,0.0,30,30,Female,No,0,Month-to-month,21,Yes,No,Fiber optic,Fiber Optic,No,6.49,73,Yes,Electronic check,No,Yes,Yes,No,No,Yes,Yes,No,0,Offer D,3,,No,Stayed,57,,0 | |
| 1883,Los Angeles,90023,Yes,No,No,202.25,132.48,No internet service,No internet service,47487,19.8,334.73,5279,0.0,0,45,Male,Yes,0,One year,12,Yes,No,No,,No,11.04,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer D,4,,No,Stayed,77,,0 | |
| 1884,Los Angeles,90025,Yes,No,Yes,3505.1,2840.8399999999997,Yes,No,41175,59.9,6345.94,6407,0.0,0,25,Female,Yes,0,Two year,58,Yes,Yes,DSL,Cable,Yes,48.98,76,Yes,Credit card (automatic),No,Yes,No,Yes,No,No,No,Yes,1,Offer B,3,,No,Stayed,53,,0 | |
| 1885,Los Angeles,90026,Yes,No,No,2970.3,259.21,Yes,No,73686,59.6,3229.51,4986,0.0,0,42,Male,Yes,2,Month-to-month,49,Yes,No,DSL,Cable,Yes,5.29,30,No,Credit card (automatic),Yes,Yes,No,Yes,No,No,No,Yes,3,Offer B,3,,No,Stayed,79,,0 | |
| 1886,Los Angeles,90027,No,No,Yes,1530.6,582.3,No,No,48727,55.3,2112.8999999999996,2725,0.0,0,25,Female,No,0,Month-to-month,30,Yes,No,DSL,Cable,Yes,19.41,27,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,No,No,No,0,,4,,No,Stayed,65,,0 | |
| 1887,Los Angeles,90031,Yes,No,No,6369.45,786.24,Yes,Yes,38415,90.25,7155.69,5974,0.0,0,36,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,10.92,28,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,21,,0 | |
| 1888,Los Angeles,90033,Yes,Yes,No,6766.95,3338.42,Yes,Yes,49431,96.35,10105.369999999999,5309,0.0,0,69,Female,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.02,12,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,3,,4,,No,Stayed,38,,0 | |
| 1889,Los Angeles,90034,Yes,Yes,No,181.65,66.2,No,Yes,58218,95.5,257.85,4449,0.0,10,79,Male,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,33.1,11,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,No,Yes,10,Offer E,5,,No,Joined,69,,0 | |
| 1890,Los Angeles,90035,Yes,No,No,1874.45,1085.67,Yes,Yes,27799,66.15,2960.12,3213,0.0,0,46,Female,Yes,0,One year,27,Yes,No,DSL,DSL,Yes,40.21,13,No,Mailed check,Yes,Yes,Yes,Yes,No,No,No,Yes,5,,3,,No,Stayed,66,,0 | |
| 1891,Los Angeles,90036,No,No,No,20.2,24.48,No internet service,No internet service,32901,20.2,44.68,5526,0.0,0,35,Male,No,0,Month-to-month,1,Yes,No,No,,No,24.48,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Joined,77,,0 | |
| 1892,Los Angeles,90037,No,Yes,No,45.25,11.89,No,No,56709,45.25,57.14,3144,0.0,0,71,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,11.89,12,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,3,,No,Joined,40,,0 | |
| 1893,Los Angeles,90038,Yes,No,No,7251.7,1703.52,Yes,No,32562,99.9,8955.22,5915,0.0,0,60,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.66,26,No,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,No,No,Yes,7,,4,,No,Stayed,79,,0 | |
| 1894,Los Angeles,90040,No,No,Yes,3548.3,1952.2399999999998,No,Yes,9805,74.8,5500.54,3395,0.0,0,19,Female,No,0,Month-to-month,46,Yes,No,Fiber optic,Fiber Optic,Yes,42.44,69,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,Offer B,3,,No,Stayed,41,,0 | |
| 1895,Los Angeles,90043,Yes,No,No,475.7,261.70000000000005,No,No,44764,49.55,737.4000000000001,2392,0.0,0,53,Male,Yes,0,One year,10,Yes,No,DSL,DSL,Yes,26.17,7,No,Mailed check,No,Yes,No,No,No,No,No,Yes,6,Offer D,3,,No,Stayed,22,,0 | |
| 1896,Los Angeles,90044,Yes,No,No,4872.35,2056.6,No,No,87383,69.2,7008.950000000001,4715,0.0,80,52,Female,Yes,0,Two year,70,Yes,Yes,DSL,DSL,No,29.38,23,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,No,No,Yes,8,,3,,No,Stayed,25,,0 | |
| 1897,Los Angeles,90045,Yes,No,Yes,418.25,148.58,No internet service,No internet service,39334,20.75,566.83,3646,0.0,0,28,Female,Yes,0,One year,17,Yes,No,No,,No,8.74,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,Offer D,4,,No,Stayed,64,,0 | |
| 1898,Los Angeles,90046,No,No,No,4861.45,807.66,Yes,Yes,49839,79.85,5669.11,4595,0.0,0,36,Female,No,0,Two year,63,Yes,Yes,DSL,DSL,Yes,12.82,17,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,No,0,Offer B,3,,No,Stayed,70,,0 | |
| 1899,Los Angeles,90047,Yes,No,No,981.45,153.26999999999998,Yes,No,47107,76.2,1134.72,2569,0.0,0,42,Female,Yes,0,Month-to-month,13,Yes,Yes,DSL,DSL,Yes,11.79,29,Yes,Electronic check,Yes,Yes,No,Yes,Yes,No,No,Yes,1,Offer D,5,,No,Stayed,41,,0 | |
| 1900,Los Angeles,90048,No,No,No,3906.7,1332.8,No,No,21739,84.5,5239.5,6434,0.0,0,49,Female,No,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.2,24,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer B,5,,No,Stayed,71,,0 | |
| 1901,Los Angeles,90049,No,No,Yes,97,81.5,No,No,33523,49.25,178.5,3805,0.0,0,22,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,40.75,71,No,Mailed check,No,Yes,No,No,No,No,No,No,0,,5,,No,Joined,57,,0 | |
| 1902,Los Angeles,90057,No,No,Yes,4217.8,1516.32,Yes,No,44004,79.75,5734.12,4142,0.0,0,23,Male,No,0,Two year,52,Yes,Yes,DSL,Cable,Yes,29.16,73,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,49,,0 | |
| 1903,Los Angeles,90058,Yes,No,No,4254.1,2751.7200000000003,Yes,Yes,3642,64.15,7045.820000000001,5128,0.0,40,64,Female,Yes,0,Two year,69,Yes,Yes,DSL,Cable,No,39.88,17,Yes,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,Yes,7,,3,,No,Stayed,62,,0 | |
| 1904,Los Angeles,90059,No,Yes,No,3838.75,540.94,No,No,38128,90.25,4379.6900000000005,2223,0.0,0,65,Female,No,0,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.58,26,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer B,4,,No,Stayed,52,,0 | |
| 1905,Los Angeles,90062,Yes,Yes,No,1752.65,765.0,Yes,No,29299,69.5,2517.65,3154,0.0,0,65,Female,Yes,0,Month-to-month,25,Yes,Yes,DSL,DSL,Yes,30.6,2,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,No,No,Yes,9,,4,,No,Stayed,25,,0 | |
| 1906,Los Angeles,90064,Yes,Yes,No,4456.35,2934.0,Yes,Yes,24505,74.85,7390.35,5153,0.0,0,72,Female,Yes,0,One year,60,Yes,No,DSL,Cable,Yes,48.9,16,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,No,Yes,9,Offer B,3,,No,Stayed,59,,0 | |
| 1907,Los Angeles,90066,Yes,No,No,6311.2,90.08999999999999,No,No,55204,99.65,6401.29,4572,0.0,0,44,Female,Yes,0,One year,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.43,16,Yes,Credit card (automatic),Yes,No,No,No,Yes,Yes,Yes,Yes,2,Offer B,3,,No,Stayed,79,,0 | |
| 1908,Los Angeles,90067,Yes,Yes,No,7076.35,1438.1399999999999,Yes,Yes,2527,108.45,8514.49,4582,0.0,0,77,Male,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.79,9,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,No,Yes,3,,5,,No,Stayed,74,,0 | |
| 1909,Los Angeles,90068,Yes,No,No,894.3,857.14,No internet service,No internet service,21728,24.95,1751.44,5408,0.0,0,61,Female,Yes,0,Two year,34,Yes,Yes,No,,No,25.21,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,3,,No,Stayed,62,,0 | |
| 1910,West Hollywood,90069,No,No,No,7853.7,681.84,Yes,Yes,20408,107.5,8595.539999999999,4708,0.0,60,40,Female,No,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,No,9.47,21,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,53,,0 | |
| 1911,Los Angeles,90071,Yes,No,No,4707.1,1793.05,No,Yes,21,100.5,6500.150000000001,4488,0.0,0,34,Female,Yes,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.15,14,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,3,Offer B,3,,No,Stayed,70,,0 | |
| 1912,Los Angeles,90077,No,No,Yes,5450.7,2572.8,No,No,10470,89.9,8023.5,6292,0.0,0,27,Male,No,0,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.88,52,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,No,No,0,Offer B,3,,No,Stayed,35,,0 | |
| 1913,Bell,90201,Yes,No,No,2962,0.0,No,Yes,105285,42.1,2962.0,6091,0.0,0,36,Male,Yes,0,Two year,72,No,No phone service,DSL,Cable,Yes,0.0,17,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,Yes,7,Offer A,4,,No,Stayed,29,,0 | |
| 1914,Beverly Hills,90210,Yes,No,No,957.1,809.46,Yes,Yes,21397,54.4,1766.56,4948,0.0,0,43,Female,Yes,0,One year,18,Yes,No,DSL,Cable,Yes,44.97,7,Yes,Credit card (automatic),No,No,Yes,Yes,No,No,No,Yes,2,Offer D,5,,No,Stayed,33,,0 | |
| 1915,Beverly Hills,90212,No,No,No,244.1,116.97,Yes,No,11355,75.3,361.07,5387,0.0,0,53,Female,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,38.99,20,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer E,3,,No,Joined,35,,0 | |
| 1916,Compton,90220,Yes,No,No,3650.35,1857.44,No,No,47305,78.9,5507.79,3817,0.0,0,32,Male,Yes,0,One year,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.52,30,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,8,Offer B,5,,No,Stayed,61,,0 | |
| 1917,Compton,90221,No,No,No,2497.2,792.67,Yes,Yes,51387,79.2,3359.87,4984,0.0,70,61,Female,No,0,Two year,31,Yes,No,DSL,DSL,No,25.57,27,No,Mailed check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,78,,0 | |
| 1918,Compton,90222,Yes,No,No,930.9,1347.5,No internet service,No internet service,29825,20.15,2278.4,5849,0.0,0,37,Female,Yes,0,Two year,50,Yes,No,No,,No,26.95,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,Offer B,4,,No,Stayed,20,,0 | |
| 1919,Culver City,90230,No,No,Yes,887.35,483.8,No,Yes,31963,79.85,1371.15,5983,0.0,0,29,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,48.38,42,Yes,Mailed check,Yes,No,Yes,No,No,No,No,No,0,,3,,No,Stayed,38,,0 | |
| 1920,Culver City,90232,No,No,No,49.05,25.77,Yes,No,15195,49.05,74.82,3178,0.0,0,39,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,25.77,5,No,Mailed check,No,No,No,Yes,No,No,No,No,0,,3,,No,Joined,30,,0 | |
| 1921,Downey,90240,Yes,No,Yes,1090.65,293.8,No internet service,No internet service,24908,20.4,1384.45,5482,0.0,0,24,Female,Yes,0,One year,52,Yes,No,No,,No,5.65,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer B,3,,No,Stayed,26,,0 | |
| 1922,Downey,90241,Yes,Yes,No,7099,1045.12,Yes,Yes,40152,111.6,8144.12,4881,0.0,0,71,Male,Yes,0,Two year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.33,10,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,No,Yes,9,Offer B,4,,No,Stayed,69,,0 | |
| 1923,Downey,90242,Yes,No,No,1424.6,3021.2599999999998,No internet service,No internet service,42459,24.25,4445.86,4444,0.0,0,40,Male,Yes,0,Two year,62,Yes,Yes,No,,No,48.73,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,Offer B,5,,No,Stayed,33,,0 | |
| 1924,El Segundo,90245,No,No,No,177.4,118.64999999999999,Yes,No,16041,64.5,356.05,5613,0.0,60,51,Female,No,3,Month-to-month,3,Yes,No,DSL,DSL,No,39.55,56,Yes,Bank transfer (automatic),Yes,No,No,Yes,No,Yes,Yes,No,0,Offer E,3,,No,Joined,54,,0 | |
| 1925,Gardena,90247,No,Yes,No,6139.5,2639.28,No,Yes,47758,110.5,8778.78,4463,0.0,0,73,Female,No,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.13,29,No,Electronic check,Yes,Yes,Yes,No,Yes,Yes,No,No,0,,4,,No,Stayed,21,,0 | |
| 1926,Gardena,90248,No,No,No,2688.85,93.38,No,No,9960,55.65,2782.23,2867,0.0,0,50,Female,No,0,One year,46,Yes,No,DSL,Cable,Yes,2.03,7,No,Credit card (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer B,5,,No,Stayed,56,,0 | |
| 1927,Gardena,90249,Yes,No,No,482.25,310.24,No,No,26442,54.65,792.49,5614,0.0,0,62,Female,Yes,1,Month-to-month,8,Yes,No,DSL,DSL,Yes,38.78,18,No,Mailed check,Yes,Yes,No,No,No,No,No,Yes,1,Offer E,3,,No,Stayed,43,,0 | |
| 1928,Hawthorne,90250,No,Yes,No,2111.3,1158.3,No,No,93315,74.75,3269.6000000000004,3033,0.0,0,80,Male,No,0,Month-to-month,30,Yes,No,DSL,DSL,Yes,38.61,5,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,No,No,0,,4,,No,Stayed,55,,0 | |
| 1929,Hermosa Beach,90254,Yes,No,No,1216.6,1012.05,No internet service,No internet service,18693,25.9,2228.6499999999996,5741,0.0,0,48,Female,Yes,0,One year,45,Yes,Yes,No,,No,22.49,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,Offer B,4,,No,Stayed,78,,0 | |
| 1930,Lawndale,90260,Yes,No,Yes,565.35,0.0,No,No,33300,50.55,565.35,3443,0.0,0,23,Female,Yes,1,Month-to-month,11,No,No phone service,DSL,Cable,Yes,0.0,41,No,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,28,,0 | |
| 1931,Malibu,90263,No,No,No,4327.5,1686.3,Yes,Yes,11,103.8,6123.8,4005,0.0,110,38,Female,No,0,Month-to-month,42,Yes,No,Fiber optic,Fiber Optic,No,40.15,28,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,37,,0 | |
| 1932,Malibu,90265,Yes,No,No,973.35,138.17999999999998,No internet service,No internet service,19630,20.15,1111.53,5422,0.0,0,31,Female,Yes,0,Two year,49,Yes,No,No,,No,2.82,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,5,,No,Stayed,37,,0 | |
| 1933,Manhattan Beach,90266,No,No,No,918.75,43.29,No,No,33758,99.3,962.04,3540,0.0,0,30,Male,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.81,69,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,Offer E,3,,No,Stayed,69,,0 | |
| 1934,Maywood,90270,Yes,No,No,2215.45,858.5500000000001,No,No,28094,62.15,3074.0,5255,0.0,0,51,Female,Yes,0,One year,35,Yes,No,DSL,DSL,Yes,24.53,30,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,No,No,Yes,1,Offer C,4,,No,Stayed,39,,0 | |
| 1935,Pacific Palisades,90272,Yes,No,Yes,1057,1822.08,No internet service,No internet service,22548,20.65,2879.08,4124,0.0,0,24,Female,Yes,0,Two year,48,Yes,No,No,,No,37.96,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,5,,No,Stayed,25,,0 | |
| 1936,Palos Verdes Peninsula,90274,Yes,No,No,927.1,1401.62,No internet service,No internet service,24979,19.95,2328.72,5480,0.0,0,56,Female,Yes,0,Two year,46,Yes,No,No,,No,30.47,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,80,,0 | |
| 1937,Rancho Palos Verdes,90275,Yes,No,No,1009.25,0.0,No,No,41263,33.75,1009.25,3664,0.0,0,47,Male,Yes,0,Month-to-month,29,No,No phone service,DSL,DSL,Yes,0.0,22,No,Mailed check,No,No,No,No,Yes,No,No,Yes,4,Offer C,3,,No,Stayed,62,,0 | |
| 1938,Redondo Beach,90277,Yes,No,No,2570.2,185.70000000000002,No,Yes,34191,82.05,2875.8999999999996,5036,0.0,120,32,Male,Yes,3,Month-to-month,30,Yes,No,Fiber optic,Fiber Optic,No,6.19,21,No,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,Yes,5,Offer C,3,,No,Stayed,9,,0 | |
| 1939,Redondo Beach,90278,No,Yes,No,74.7,27.65,Yes,No,37322,74.7,102.35,4182,0.0,0,79,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,27.65,2,No,Electronic check,No,No,No,Yes,No,No,No,No,0,,5,,No,Joined,60,,0 | |
| 1940,South Gate,90280,Yes,No,No,5714.25,410.52,Yes,Yes,96267,84.0,6124.77,5825,0.0,0,57,Male,Yes,0,Two year,66,Yes,Yes,DSL,DSL,Yes,6.22,26,Yes,Mailed check,Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,4,,No,Stayed,24,,0 | |
| 1941,Topanga,90290,No,No,No,7107,2715.7000000000003,No,Yes,5451,111.05,9822.7,5261,0.0,0,50,Female,No,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.78,14,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,38,,0 | |
| 1942,Venice,90291,No,No,No,7459.05,1766.16,No,Yes,31021,100.9,9225.210000000001,5781,0.0,0,52,Male,No,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.53,12,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer A,3,,No,Stayed,54,,0 | |
| 1943,Playa Del Rey,90293,Yes,No,No,4748.7,344.34999999999997,Yes,No,11264,66.85,5093.05,4117,0.0,0,50,Male,Yes,0,One year,71,Yes,Yes,DSL,DSL,Yes,4.85,26,Yes,Credit card (automatic),Yes,Yes,No,Yes,No,No,No,Yes,1,Offer A,4,,No,Stayed,26,,0 | |
| 1944,Inglewood,90302,No,No,No,1107.2,1471.6000000000001,No internet service,No internet service,30779,21.0,2578.8,4158,0.0,0,62,Male,No,0,Two year,52,Yes,No,No,,No,28.3,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,66,,0 | |
| 1945,Inglewood,90304,No,No,Yes,20.2,41.1,No internet service,No internet service,28680,20.2,61.3,2710,0.0,0,19,Male,No,0,Month-to-month,1,Yes,No,No,,No,41.1,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Joined,77,,0 | |
| 1946,Inglewood,90305,Yes,No,No,19.45,16.44,No internet service,No internet service,13779,19.45,35.89,5612,0.0,0,38,Female,Yes,2,Month-to-month,1,Yes,No,No,,No,16.44,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,3,,No,Joined,26,,0 | |
| 1947,Santa Monica,90401,No,No,No,3605.6,150.1,Yes,Yes,5221,95.0,3755.7,4741,0.0,0,34,Male,No,0,One year,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.95,21,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,No,No,No,0,Offer C,5,,No,Stayed,63,,0 | |
| 1948,Santa Monica,90402,Yes,Yes,No,3027.25,0.0,No,Yes,11509,45.55,3027.25,6238,0.0,0,65,Female,Yes,0,One year,66,No,No phone service,DSL,Cable,Yes,0.0,9,No,Bank transfer (automatic),No,Yes,Yes,No,Yes,No,No,No,0,Offer A,5,,No,Stayed,28,,0 | |
| 1949,Santa Monica,90404,No,No,No,100.2,0.0,No,No,19975,24.3,100.2,4015,0.0,0,35,Male,No,0,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,21,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,3,,No,Stayed,61,,0 | |
| 1950,Santa Monica,90405,Yes,No,Yes,7303.05,1859.04,No,No,26099,104.15,9162.09,4594,0.0,0,25,Female,Yes,0,One year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.82,59,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer A,3,,No,Stayed,21,,0 | |
| 1951,Torrance,90501,No,No,No,927.65,0.0,No,No,40705,30.15,927.65,3585,0.0,0,60,Female,No,0,One year,32,No,No phone service,DSL,DSL,Yes,0.0,18,No,Mailed check,Yes,No,No,No,No,No,No,No,0,Offer C,4,,No,Stayed,60,,0 | |
| 1952,Torrance,90502,No,No,No,3921.3,1772.46,No,No,17058,94.35,5693.76,5845,0.0,0,50,Male,No,0,One year,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.22,7,No,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,53,,0 | |
| 1953,Torrance,90503,Yes,No,No,1363.25,3564.0,No internet service,No internet service,41979,19.4,4927.25,5234,0.0,0,38,Male,Yes,0,Two year,72,Yes,No,No,,No,49.5,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer A,5,,No,Stayed,23,,0 | |
| 1954,Torrance,90505,No,No,No,3042.25,1759.6800000000003,Yes,Yes,34873,57.95,4801.93,6078,0.0,0,35,Female,No,0,One year,52,Yes,No,DSL,DSL,Yes,33.84,5,No,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,28,,0 | |
| 1955,Whittier,90601,No,No,No,3954.1,1141.65,No,Yes,32050,91.65,5095.75,3826,0.0,0,36,Female,No,0,Month-to-month,43,Yes,No,Fiber optic,Fiber Optic,Yes,26.55,12,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,No,0,,5,,No,Stayed,65,,0 | |
| 1956,Whittier,90603,Yes,No,No,3423.5,0.0,Yes,No,19109,54.6,3423.5,4850,0.0,0,48,Female,Yes,0,Two year,64,No,No phone service,DSL,DSL,Yes,0.0,30,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,35,,0 | |
| 1957,Whittier,90604,Yes,No,No,248.4,99.89999999999999,No,No,37887,89.85,348.3,4648,0.0,0,38,Male,Yes,2,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,33.3,12,No,Electronic check,Yes,Yes,No,No,Yes,No,No,Yes,1,Offer E,3,,No,Joined,22,,0 | |
| 1958,Whittier,90605,No,No,No,1126.35,0.0,No,No,38181,31.05,1126.35,4871,0.0,0,61,Female,No,0,Two year,36,No,No phone service,DSL,Cable,Yes,0.0,27,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,Offer C,4,,No,Stayed,54,,0 | |
| 1959,Buena Park,90620,No,No,No,835.15,1296.42,No internet service,No internet service,44442,20.65,2131.57,5918,0.0,0,53,Female,No,0,Two year,41,Yes,No,No,,No,31.62,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,59,,0 | |
| 1960,Buena Park,90621,Yes,No,No,2151.6,1300.5900000000001,Yes,No,33528,85.2,3482.19,3796,0.0,30,33,Male,Yes,1,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,No,48.17,15,Yes,Credit card (automatic),No,Yes,No,Yes,No,No,No,Yes,1,Offer C,3,,No,Stayed,28,,0 | |
| 1961,La Palma,90623,Yes,No,Yes,5515.45,2372.72,No,Yes,15505,99.8,7888.17,4606,0.0,0,27,Female,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.37,71,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,43,,0 | |
| 1962,Cypress,90630,No,No,No,112.75,46.32,No internet service,No internet service,47344,20.7,159.07,5346,0.0,0,31,Female,No,0,Month-to-month,6,Yes,No,No,,No,7.72,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Stayed,47,,0 | |
| 1963,La Mirada,90638,Yes,No,Yes,350.35,179.48000000000002,No,No,47568,50.7,529.83,3097,0.0,0,20,Female,Yes,2,Month-to-month,7,Yes,No,DSL,DSL,Yes,25.64,71,No,Mailed check,Yes,No,No,No,No,No,No,Yes,1,,3,,No,Stayed,59,,0 | |
| 1964,Montebello,90640,Yes,No,Yes,62.9,159.56,No internet service,No internet service,62425,20.85,222.46,3172,0.0,0,27,Female,Yes,1,Month-to-month,4,Yes,No,No,,No,39.89,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,76,,0 | |
| 1965,Norwalk,90650,No,No,No,3027.65,1572.1200000000001,Yes,No,103214,88.95,4599.77,5087,0.0,0,59,Male,No,0,Two year,33,Yes,No,Fiber optic,Fiber Optic,Yes,47.64,18,Yes,Electronic check,Yes,No,No,Yes,Yes,No,No,No,0,Offer C,3,,No,Stayed,32,,0 | |
| 1966,Santa Fe Springs,90670,Yes,No,No,1723.95,133.92000000000002,No internet service,No internet service,16271,23.55,1857.8700000000001,5901,0.0,0,46,Male,Yes,0,Two year,72,Yes,Yes,No,,No,1.86,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer A,3,,No,Stayed,59,,0 | |
| 1967,Stanton,90680,No,No,No,19.75,15.77,No internet service,No internet service,29694,19.75,35.519999999999996,2484,0.0,0,45,Male,No,0,Month-to-month,1,Yes,No,No,,No,15.77,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,68,,0 | |
| 1968,Artesia,90701,No,Yes,No,3985.35,0.0,No,No,16398,56.45,3985.35,5372,0.0,0,73,Male,No,0,One year,71,No,No phone service,DSL,DSL,Yes,0.0,20,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,No,0,Offer A,3,,No,Stayed,68,,0 | |
| 1969,Cerritos,90703,No,No,No,1215.65,379.73,No,No,51556,85.95,1595.38,5886,0.0,0,49,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.21,22,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,5,,No,Stayed,58,,0 | |
| 1970,Bellflower,90706,No,No,No,3260.1,2182.8599999999997,Yes,No,72893,50.55,5442.959999999999,6064,0.0,0,60,Male,No,0,Two year,67,Yes,No,DSL,DSL,Yes,32.58,8,No,Bank transfer (automatic),No,No,No,Yes,No,No,No,No,0,Offer A,5,,No,Stayed,63,,0 | |
| 1971,Lakewood,90713,No,No,No,1188.2,1097.79,No internet service,No internet service,27563,25.7,2285.99,2017,0.0,0,42,Female,No,0,Two year,43,Yes,Yes,No,,No,25.53,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,79,,0 | |
| 1972,Lakewood,90715,No,No,No,1778.5,552.92,No,No,20890,75.0,2331.42,2221,0.0,0,37,Female,No,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,24.04,22,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,,4,,No,Stayed,29,,0 | |
| 1973,Hawaiian Gardens,90716,Yes,No,Yes,1277.75,2319.36,No internet service,No internet service,14852,20.2,3597.11,4557,0.0,0,23,Female,Yes,0,Two year,64,Yes,No,No,,No,36.24,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,51,,0 | |
| 1974,Lomita,90717,No,No,No,1170.55,325.46999999999997,No internet service,No internet service,21065,19.6,1496.02,4393,0.0,0,58,Male,No,0,Two year,57,Yes,No,No,,No,5.71,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,40,,0 | |
| 1975,Paramount,90723,Yes,Yes,No,6425.65,1474.56,Yes,Yes,55306,88.05,7900.209999999999,6102,0.0,0,71,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,20.48,6,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,3,,No,Stayed,8,,0 | |
| 1976,San Pedro,90732,Yes,No,No,5971.25,1066.8899999999999,No,No,21279,101.05,7038.139999999999,6311,0.0,0,35,Female,Yes,0,Two year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.49,21,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,60,,0 | |
| 1977,Seal Beach,90740,No,No,No,5289.05,1937.28,No,No,24180,84.3,7226.33,5044,0.0,0,34,Male,No,0,One year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.27,12,Yes,Credit card (automatic),Yes,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,53,,0 | |
| 1978,Sunset Beach,90742,Yes,Yes,No,1756.2,2181.12,No internet service,No internet service,1107,23.95,3937.3199999999997,4329,0.0,0,66,Male,Yes,0,Two year,71,Yes,Yes,No,,No,30.72,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,Offer A,3,,No,Stayed,52,,0 | |
| 1979,Surfside,90743,Yes,No,No,6416.7,858.0,Yes,No,174,99.05,7274.7,5878,0.0,0,56,Female,Yes,0,Two year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.2,13,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,No,No,Yes,5,,3,,No,Stayed,59,,0 | |
| 1980,Wilmington,90744,No,No,No,61.35,106.94999999999999,No internet service,No internet service,53323,19.6,168.29999999999998,2543,0.0,0,42,Male,No,0,One year,3,Yes,No,No,,No,35.65,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,33,,0 | |
| 1981,Carson,90746,No,No,No,1929.95,836.4,No,Yes,25566,64.5,2766.35,4320,0.0,0,52,Male,No,0,One year,30,Yes,No,DSL,Cable,No,27.88,6,No,Credit card (automatic),No,Yes,Yes,No,Yes,No,No,No,0,Offer C,5,,No,Stayed,30,,0 | |
| 1982,Long Beach,90802,Yes,No,No,1071.4,126.6,Yes,Yes,38427,69.5,1198.0,3128,0.0,0,50,Male,Yes,1,Month-to-month,15,Yes,No,DSL,Cable,Yes,8.44,21,Yes,Mailed check,No,Yes,Yes,Yes,No,Yes,Yes,Yes,1,,4,,No,Stayed,35,,0 | |
| 1983,Long Beach,90803,Yes,No,No,564.35,239.52,Yes,No,31352,68.55,803.87,3123,0.0,0,33,Female,Yes,1,Month-to-month,8,Yes,No,DSL,Cable,Yes,29.94,17,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,58,,0 | |
| 1984,Long Beach,90805,Yes,No,Yes,7930.55,403.9,No,Yes,91664,108.15,8334.45,5192,0.0,0,27,Female,Yes,0,One year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.77,48,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,4,Offer A,4,,No,Stayed,41,,0 | |
| 1985,Long Beach,90806,Yes,No,No,5215.25,2678.4,Yes,Yes,49647,86.1,7893.65,5769,0.0,0,51,Male,Yes,0,Two year,62,Yes,No,DSL,DSL,Yes,43.2,23,No,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,62,,0 | |
| 1986,Long Beach,90807,Yes,No,Yes,113.5,33.12,No internet service,No internet service,31556,19.7,146.62,4293,0.0,0,29,Female,Yes,3,Month-to-month,6,Yes,No,No,,No,5.52,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,3,,No,Stayed,43,,0 | |
| 1987,Long Beach,90808,Yes,No,No,1152.8,563.0799999999999,No,No,37417,80.9,1715.8799999999999,2563,0.0,0,33,Female,Yes,1,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,Yes,40.22,19,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,Yes,7,,5,,No,Stayed,46,,0 | |
| 1988,Long Beach,90810,No,No,Yes,1821.95,422.4,No,No,35656,84.15,2304.35,3549,0.0,60,23,Female,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,No,19.2,41,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,No,0,,3,,No,Stayed,32,,0 | |
| 1989,Long Beach,90813,Yes,No,No,419.9,1057.3200000000002,No internet service,No internet service,63136,20.15,1477.2200000000003,2173,0.0,0,37,Male,Yes,0,One year,22,Yes,No,No,,No,48.06,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,5,,No,Stayed,72,,0 | |
| 1990,Long Beach,90814,Yes,No,No,1024,372.96,No,Yes,19034,64.25,1396.96,5511,0.0,0,38,Male,Yes,0,Two year,16,Yes,No,DSL,DSL,Yes,23.31,27,No,Mailed check,Yes,No,Yes,No,Yes,No,No,Yes,9,,4,,No,Stayed,77,,0 | |
| 1991,Long Beach,90815,No,No,No,251.6,321.0,No internet service,No internet service,38902,25.7,572.6,3611,0.0,0,44,Male,No,0,Two year,10,Yes,Yes,No,,No,32.1,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,8,,0 | |
| 1992,Long Beach,90822,No,No,No,764.55,351.52,No,No,425,56.0,1116.07,5156,0.0,0,63,Female,No,1,Month-to-month,13,Yes,No,DSL,DSL,Yes,27.04,10,Yes,Electronic check,Yes,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,22,,0 | |
| 1993,Arcadia,91006,No,No,No,135.2,31.34,No,No,30028,69.7,166.54,3056,0.0,0,54,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,15.67,8,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,5,,No,Joined,43,,0 | |
| 1994,Arcadia,91007,No,No,No,3958.25,346.62,Yes,Yes,30933,73.9,4304.87,5644,0.0,0,35,Male,No,0,Two year,53,Yes,Yes,DSL,DSL,Yes,6.54,4,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,No,Yes,Yes,No,0,,4,,No,Stayed,55,,0 | |
| 1995,Duarte,91010,Yes,No,Yes,233.9,21.119999999999997,No internet service,No internet service,27414,20.6,255.02,4047,0.0,0,21,Female,Yes,0,One year,11,Yes,No,No,,No,1.92,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,3,,No,Stayed,29,,0 | |
| 1996,La Canada Flintridge,91011,Yes,No,No,1363.45,2129.34,No internet service,No internet service,20200,19.9,3492.79,5570,0.0,0,40,Male,Yes,0,Two year,69,Yes,No,No,,No,30.86,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer A,5,,No,Stayed,54,,0 | |
| 1997,Montrose,91020,Yes,No,No,6254.45,435.59999999999997,Yes,Yes,7527,89.05,6690.05,6212,0.0,0,39,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,6.05,30,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,7,Offer A,4,,No,Stayed,54,,0 | |
| 1998,South Pasadena,91030,Yes,No,No,321.4,728.64,No internet service,No internet service,23984,20.4,1050.04,3990,0.0,0,59,Female,Yes,2,Month-to-month,16,Yes,No,No,,No,45.54,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer D,4,,No,Stayed,62,,0 | |
| 1999,Sunland,91040,Yes,No,No,3539.25,653.6,Yes,Yes,18752,84.25,4192.85,4382,0.0,0,61,Male,Yes,0,One year,43,Yes,No,Fiber optic,Fiber Optic,Yes,15.2,21,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,No,No,No,Yes,6,,3,,No,Stayed,51,,0 | |
| 2000,Pasadena,91101,Yes,No,No,1181.75,72.38,Yes,Yes,16812,81.95,1254.13,2564,0.0,0,48,Male,Yes,0,Two year,14,Yes,No,DSL,Cable,Yes,5.17,25,No,Mailed check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,Offer D,3,,No,Stayed,52,,0 | |
| 2001,Pasadena,91104,No,No,No,654.55,1151.04,No internet service,No internet service,38460,20.55,1805.59,5358,0.0,0,61,Female,No,0,One year,32,Yes,No,No,,No,35.97,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,,No,Stayed,77,,0 | |
| 2002,Pasadena,91105,Yes,No,No,780.2,391.68,No internet service,No internet service,10253,24.7,1171.88,3421,0.0,0,49,Female,Yes,0,Month-to-month,34,Yes,Yes,No,,No,11.52,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,Offer C,4,,No,Stayed,72,,0 | |
| 2003,San Marino,91108,Yes,No,Yes,1559.25,62.85000000000001,No,Yes,13158,105.35,1622.1,2721,0.0,0,19,Female,Yes,3,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.19,59,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,6,Offer D,3,,No,Stayed,66,,0 | |
| 2004,Glendale,91201,Yes,No,Yes,1252,1175.47,No internet service,No internet service,23981,20.55,2427.4700000000003,5110,0.0,0,22,Male,Yes,0,One year,61,Yes,No,No,,No,19.27,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,4,,No,Stayed,42,,0 | |
| 2005,Glendale,91203,No,No,Yes,45.3,47.36,No,No,14493,45.3,92.66,3575,0.0,0,25,Female,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,47.36,41,No,Mailed check,No,No,No,No,No,No,No,No,0,,5,,No,Joined,48,,0 | |
| 2006,Glendale,91205,Yes,No,No,2453.3,1612.05,No,Yes,41390,74.75,4065.3500000000004,5344,0.0,0,35,Male,Yes,0,One year,33,Yes,No,DSL,Cable,Yes,48.85,30,No,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,7,Offer C,3,,No,Stayed,26,,0 | |
| 2007,Glendale,91208,No,No,No,1023.85,78.8,No,No,16910,51.8,1102.65,2764,0.0,0,45,Male,No,0,Month-to-month,20,Yes,No,DSL,DSL,Yes,3.94,18,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer D,4,,No,Stayed,24,,0 | |
| 2008,La Crescenta,91214,No,No,Yes,82.15,0.0,Yes,No,29110,30.4,82.15,3108,0.0,0,19,Male,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,59,No,Electronic check,No,No,No,Yes,No,No,No,No,0,,4,,No,Joined,55,,0 | |
| 2009,Agoura Hills,91301,No,No,No,244.8,430.69000000000005,No internet service,No internet service,25303,19.65,675.49,2024,0.0,0,61,Female,No,0,One year,13,Yes,No,No,,No,33.13,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,49,,0 | |
| 2010,Calabasas,91302,Yes,No,No,2379.1,1931.6,No,No,23661,56.6,4310.7,3359,0.0,0,62,Female,Yes,0,Month-to-month,40,Yes,Yes,DSL,DSL,Yes,48.29,23,No,Credit card (automatic),No,Yes,No,No,No,No,No,Yes,5,,5,,No,Stayed,72,,0 | |
| 2011,Canoga Park,91303,Yes,No,Yes,3173.35,2068.3,Yes,No,23519,71.9,5241.65,4106,0.0,0,24,Male,Yes,0,One year,43,Yes,Yes,DSL,DSL,Yes,48.1,51,Yes,Credit card (automatic),Yes,No,No,Yes,No,Yes,Yes,Yes,5,Offer B,3,,No,Stayed,23,,0 | |
| 2012,Winnetka,91306,Yes,No,No,1375.4,363.63,No internet service,No internet service,43857,19.75,1739.0300000000002,5325,0.0,0,38,Female,Yes,0,Two year,69,Yes,No,No,,No,5.27,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer A,4,,No,Stayed,72,,0 | |
| 2013,West Hills,91307,Yes,No,No,8129.3,1343.52,No,Yes,23637,109.7,9472.82,5945,0.0,0,42,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.66,3,No,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,7,Offer A,4,,No,Stayed,74,,0 | |
| 2014,Chatsworth,91311,Yes,No,No,1192.7,1508.63,No internet service,No internet service,35325,19.3,2701.33,4149,0.0,0,33,Male,Yes,0,Two year,59,Yes,No,No,,No,25.57,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer B,3,,No,Stayed,28,,0 | |
| 2015,Encino,91316,Yes,No,No,1901.65,571.4,Yes,No,27614,96.55,2473.05,4382,0.0,0,32,Female,Yes,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,28.57,15,Yes,Electronic check,Yes,Yes,No,Yes,Yes,No,No,No,0,Offer D,3,,No,Stayed,36,,0 | |
| 2016,Newbury Park,91320,Yes,No,Yes,587.4,27.36,No internet service,No internet service,37779,24.1,614.76,4634,0.0,0,19,Male,Yes,3,Two year,24,Yes,Yes,No,,No,1.14,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer C,3,,No,Stayed,26,,0 | |
| 2017,Newhall,91321,No,No,Yes,6519.75,2839.08,Yes,Yes,30742,111.35,9358.83,6047,0.0,0,19,Male,No,0,Month-to-month,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.12,51,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,5,,No,Stayed,62,,0 | |
| 2018,Northridge,91324,Yes,No,No,8041.65,839.52,Yes,Yes,25751,112.25,8881.17,4099,0.0,0,42,Male,Yes,3,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.66,28,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,Offer A,4,,No,Stayed,55,,0 | |
| 2019,Northridge,91325,No,No,Yes,20.75,7.57,No internet service,No internet service,32307,20.75,28.32,3358,0.0,0,29,Male,No,1,Month-to-month,1,Yes,No,No,,No,7.57,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,25,,0 | |
| 2020,Porter Ranch,91326,Yes,No,No,2681.15,540.54,Yes,No,28067,101.9,3221.69,3795,0.0,0,55,Female,Yes,0,One year,27,Yes,No,Fiber optic,Fiber Optic,Yes,20.02,27,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,Yes,Yes,No,0,Offer C,3,,No,Stayed,69,,0 | |
| 2021,Pacoima,91331,No,No,No,1112.3,23.66,Yes,No,97318,80.05,1135.96,4400,0.0,0,51,Female,No,0,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,Yes,1.69,21,Yes,Credit card (automatic),No,Yes,No,Yes,No,No,No,No,0,Offer D,5,,No,Stayed,53,,0 | |
| 2022,Reseda,91335,Yes,No,No,7405.5,1776.42,No,Yes,68018,105.55,9181.92,5010,0.0,0,55,Male,Yes,3,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.02,53,No,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,3,Offer A,3,,No,Stayed,63,,0 | |
| 2023,San Fernando,91340,No,No,No,1033.95,415.09,No,No,33389,78.3,1599.04,5566,0.0,150,55,Male,No,3,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,No,31.93,22,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,Offer D,3,,No,Stayed,26,,0 | |
| 2024,Sylmar,91342,No,No,No,2958.95,74.8,No,No,81986,68.85,3033.75,2053,0.0,0,41,Male,No,0,Month-to-month,44,Yes,No,Fiber optic,Fiber Optic,Yes,1.7,28,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer B,3,,No,Stayed,51,,0 | |
| 2025,North Hills,91343,No,No,No,2684.85,1395.57,Yes,No,57017,79.95,4080.42,3118,0.0,0,64,Female,No,0,One year,33,Yes,No,Fiber optic,Fiber Optic,Yes,42.29,13,Yes,Bank transfer (automatic),No,Yes,No,Yes,No,No,No,No,0,Offer C,3,,No,Stayed,52,,0 | |
| 2026,Granada Hills,91344,Yes,No,No,4179.2,0.0,Yes,Yes,48867,55.45,4179.2,4556,0.0,0,30,Male,Yes,0,Two year,72,No,No phone service,DSL,Cable,Yes,0.0,47,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,32,,0 | |
| 2027,Canyon Country,91351,Yes,No,Yes,6654.1,2591.36,Yes,Yes,59259,102.45,9245.460000000001,6398,0.0,0,22,Male,Yes,0,One year,64,Yes,No,Fiber optic,Fiber Optic,Yes,40.49,69,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,10,Offer B,3,,No,Stayed,58,,0 | |
| 2028,Valencia,91354,No,No,No,25.25,0.0,No,No,17846,25.25,25.25,5858,0.0,0,40,Female,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,2,No,Electronic check,No,No,No,No,No,No,No,No,0,,4,,No,Joined,73,,0 | |
| 2029,Valencia,91355,No,No,No,1124.2,916.22,No internet service,No internet service,24977,19.75,2040.42,5411,0.0,0,32,Male,No,2,Two year,61,Yes,No,No,,No,15.02,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,76,,0 | |
| 2030,Tarzana,91356,Yes,No,Yes,540.05,803.88,No internet service,No internet service,27424,20.0,1343.9299999999998,3800,0.0,0,23,Female,Yes,0,One year,29,Yes,No,No,,No,27.72,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,Offer C,5,,No,Stayed,34,,0 | |
| 2031,Thousand Oaks,91360,Yes,Yes,No,1975.85,979.57,No,No,42526,86.8,2955.42,5788,0.0,0,66,Male,Yes,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.59,2,No,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,3,,No,Stayed,38,,0 | |
| 2032,Westlake Village,91361,Yes,No,No,3437.45,0.0,No,Yes,18735,58.75,3437.45,4115,0.0,0,45,Female,Yes,0,Month-to-month,57,No,No phone service,DSL,Cable,Yes,0.0,22,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer B,3,,No,Stayed,38,,0 | |
| 2033,Thousand Oaks,91362,Yes,No,No,3139.8,0.0,Yes,Yes,33057,45.25,3139.8,5041,0.0,0,46,Male,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,17,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,11,Offer A,4,,No,Stayed,22,,0 | |
| 2034,Woodland Hills,91364,Yes,No,No,3789.2,0.0,Yes,Yes,25988,56.6,3789.2,5500,0.0,0,38,Male,Yes,0,Two year,66,No,No phone service,DSL,DSL,Yes,0.0,29,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,1,,4,,No,Stayed,77,,0 | |
| 2035,Woodland Hills,91367,Yes,No,No,5324.5,2702.05,Yes,Yes,36123,84.2,8026.55,5256,0.0,0,51,Male,Yes,0,Two year,65,Yes,Yes,DSL,DSL,Yes,41.57,16,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,8,Offer B,5,,No,Stayed,33,,0 | |
| 2036,Oak Park,91377,No,No,Yes,624.6,319.36,No,No,14814,80.0,943.96,2165,0.0,0,24,Female,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,39.92,73,Yes,Bank transfer (automatic),No,No,No,No,Yes,No,No,No,0,,4,,No,Stayed,22,,0 | |
| 2037,Castaic,91384,Yes,No,No,1836.9,2281.23,No internet service,No internet service,22177,24.75,4118.13,4642,0.0,0,55,Female,Yes,0,Two year,71,Yes,Yes,No,,No,32.13,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,3,,No,Stayed,51,,0 | |
| 2038,Van Nuys,91401,Yes,No,No,20.2,44.69,No internet service,No internet service,40376,20.2,64.89,4160,0.0,0,32,Male,Yes,0,One year,1,Yes,No,No,,No,44.69,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,5,,No,Joined,21,,0 | |
| 2039,Sherman Oaks,91403,No,No,No,219.35,200.64,No internet service,No internet service,22085,19.35,419.99,4451,0.0,0,53,Female,No,0,One year,12,Yes,No,No,,No,16.72,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,5,,No,Stayed,57,,0 | |
| 2040,Van Nuys,91405,No,No,Yes,1288.75,0.0,No,No,51348,50.6,1288.75,4806,0.0,0,28,Male,No,0,One year,24,No,No phone service,DSL,DSL,Yes,0.0,46,Yes,Mailed check,Yes,No,No,No,Yes,Yes,Yes,No,0,Offer C,3,,No,Stayed,32,,0 | |
| 2041,Van Nuys,91406,Yes,No,Yes,2545.75,1219.5400000000002,Yes,Yes,50047,81.15,3765.29,5643,0.0,0,26,Female,Yes,0,One year,31,Yes,No,DSL,DSL,Yes,39.34,41,Yes,Mailed check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,54,,0 | |
| 2042,Sherman Oaks,91423,No,No,No,2723.15,959.0999999999999,Yes,No,29387,89.9,3682.25,3233,0.0,0,62,Male,No,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.97,2,Yes,Credit card (automatic),No,No,No,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,33,,0 | |
| 2043,Encino,91436,Yes,No,Yes,4107.25,1370.05,Yes,No,13129,85.3,5607.3,5698,0.0,130,22,Female,Yes,0,Two year,47,Yes,Yes,DSL,DSL,No,29.15,52,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,6,Offer B,3,,No,Stayed,30,,0 | |
| 2044,Burbank,91501,No,No,No,5760.65,959.0400000000001,Yes,No,18112,108.0,6719.69,6370,0.0,0,49,Male,No,0,Two year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.76,4,Yes,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,73,,0 | |
| 2045,Burbank,91502,No,No,No,4747.5,2041.5,Yes,No,11517,93.5,6789.0,6367,0.0,0,64,Male,No,0,Month-to-month,50,Yes,No,Fiber optic,Fiber Optic,Yes,40.83,21,Yes,Credit card (automatic),Yes,Yes,No,Yes,No,Yes,Yes,No,0,Offer B,4,,No,Stayed,70,,0 | |
| 2046,Burbank,91505,No,No,No,1566.9,3049.92,No internet service,No internet service,29245,20.25,4616.82,5733,0.0,0,62,Female,No,0,Two year,72,Yes,No,No,,No,42.36,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,49,,0 | |
| 2047,Burbank,91506,No,No,No,702,131.37,No internet service,No internet service,18539,25.15,833.37,5491,0.0,0,47,Female,No,0,Month-to-month,29,Yes,Yes,No,,No,4.53,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,46,,0 | |
| 2048,North Hollywood,91602,No,No,No,299.05,0.0,Yes,No,16996,29.6,299.05,3180,0.0,0,41,Female,No,0,Two year,10,No,No phone service,DSL,Cable,Yes,0.0,29,Yes,Mailed check,No,No,No,Yes,No,No,No,No,0,Offer D,3,,No,Stayed,62,,0 | |
| 2049,Studio City,91604,Yes,No,No,1305.95,302.04,No,No,26157,73.15,1607.99,4283,0.0,0,42,Male,Yes,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.78,23,Yes,Electronic check,No,No,No,No,No,No,No,Yes,5,Offer D,4,,No,Stayed,73,,0 | |
| 2110,Escondido,92026,No,No,No,4176.7,0.0,Yes,No,43436,60.05,4135.49,5388,41.21,0,62,Male,No,0,Two year,69,No,No phone service,DSL,Cable,Yes,0.0,18,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,22,,0 | |
| 2050,North Hollywood,91606,No,No,No,284.35,642.72,No internet service,No internet service,45358,19.75,927.07,4272,0.0,0,40,Male,No,0,Two year,16,Yes,No,No,,No,40.17,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,5,,No,Stayed,53,,0 | |
| 2051,Valley Village,91607,No,No,No,6350.5,596.8799999999999,Yes,Yes,27453,86.6,6947.38,4530,0.0,0,37,Female,No,0,Two year,72,Yes,Yes,DSL,Cable,Yes,8.29,13,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,37,,0 | |
| 2052,Rancho Cucamonga,91701,No,No,No,7878.3,2527.92,Yes,Yes,39064,109.2,10406.220000000001,4551,0.0,0,49,Male,No,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.11,22,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,26,,0 | |
| 2053,Azusa,91702,Yes,No,No,3187.65,1031.56,Yes,No,57775,74.7,4219.21,5246,0.0,0,38,Female,Yes,0,One year,41,Yes,No,DSL,DSL,Yes,25.16,11,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,Yes,Yes,Yes,10,Offer B,4,,No,Stayed,56,,0 | |
| 2054,Baldwin Park,91706,Yes,Yes,No,6126.15,2490.8,No,Yes,76890,94.4,8616.95,5348,0.0,0,77,Female,Yes,0,Month-to-month,65,Yes,No,Fiber optic,Fiber Optic,Yes,38.32,25,No,Electronic check,Yes,Yes,Yes,No,No,Yes,Yes,Yes,2,,4,,No,Stayed,7,,0 | |
| 2055,Chino Hills,91709,No,Yes,No,731.3,136.63,No,Yes,66754,54.8,867.93,5557,0.0,0,68,Female,No,0,Month-to-month,13,Yes,No,DSL,DSL,Yes,10.51,20,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,,4,,No,Stayed,7,,0 | |
| 2056,Chino,91710,No,Yes,No,273.4,145.6,No,No,75319,75.35,419.0,4033,0.0,0,66,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,36.4,29,No,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,3,,No,Stayed,40,,0 | |
| 2057,Claremont,91711,No,No,No,2531.8,1539.55,No,Yes,34716,65.0,4211.35,5043,0.0,140,35,Male,No,0,One year,41,Yes,Yes,DSL,DSL,No,37.55,30,No,Mailed check,No,No,Yes,No,No,Yes,Yes,No,0,Offer B,4,,No,Stayed,57,,0 | |
| 2058,Covina,91724,No,No,Yes,4298.45,269.64,No,Yes,25068,99.0,4568.09,2887,0.0,0,28,Male,No,0,One year,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.42,48,Yes,Electronic check,Yes,Yes,Yes,No,No,Yes,Yes,No,0,Offer B,3,,No,Stayed,46,,0 | |
| 2059,Rancho Cucamonga,91730,Yes,No,Yes,4619.55,1074.57,No,Yes,51970,93.5,5694.12,5561,0.0,0,27,Female,Yes,0,One year,51,Yes,No,Fiber optic,Fiber Optic,Yes,21.07,46,Yes,Electronic check,Yes,Yes,Yes,No,Yes,No,No,Yes,2,Offer B,3,,No,Stayed,68,,0 | |
| 2060,South El Monte,91733,No,No,No,2633.3,1199.36,Yes,Yes,45645,83.7,3832.66,3945,0.0,0,56,Male,No,0,One year,32,Yes,Yes,DSL,DSL,Yes,37.48,15,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,71,,0 | |
| 2061,Rancho Cucamonga,91737,No,No,Yes,193.05,19.8,No internet service,No internet service,23079,19.85,212.85000000000002,3768,0.0,0,29,Male,No,0,Month-to-month,10,Yes,No,No,,No,1.98,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,58,,0 | |
| 2062,Rancho Cucamonga,91739,Yes,No,Yes,4103.9,0.0,Yes,Yes,12937,59.55,4103.9,4478,0.0,0,19,Female,Yes,0,Two year,67,No,No phone service,DSL,DSL,Yes,0.0,52,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,56,,0 | |
| 2063,Glendora,91740,Yes,No,No,7008.15,1220.6100000000001,Yes,Yes,25135,115.1,8228.76,6090,0.0,0,42,Female,Yes,1,Two year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.01,12,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,Offer B,3,,No,Stayed,38,,0 | |
| 2064,Glendora,91741,No,No,No,5791.1,990.0,Yes,Yes,24973,114.35,6791.1,5068,0.0,10,46,Male,No,0,One year,50,Yes,Yes,Fiber optic,Fiber Optic,No,19.8,21,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,33,,0 | |
| 2065,Hacienda Heights,91745,Yes,Yes,No,1228.65,0.0,No,Yes,53686,45.0,1228.65,3094,0.0,0,69,Female,Yes,0,Month-to-month,29,No,No phone service,DSL,Cable,Yes,0.0,23,Yes,Electronic check,Yes,No,Yes,No,No,Yes,No,Yes,5,,3,,No,Stayed,50,,0 | |
| 2066,La Verne,91750,Yes,Yes,No,4925.35,2089.62,No,No,35530,89.85,7014.97,4429,0.0,0,79,Male,Yes,0,Month-to-month,57,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.66,9,Yes,Electronic check,No,Yes,No,No,No,Yes,No,Yes,1,,5,,No,Stayed,36,,0 | |
| 2067,Mira Loma,91752,No,No,No,1520.1,0.0,Yes,No,18980,49.85,1520.1,2539,0.0,0,35,Female,No,0,Two year,31,No,No phone service,DSL,DSL,Yes,0.0,10,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,67,,0 | |
| 2068,Monterey Park,91754,Yes,No,No,5032.25,1509.3,Yes,Yes,33280,113.3,6541.55,4885,0.0,0,57,Female,Yes,0,One year,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.54,4,No,Mailed check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,3,,No,Stayed,61,,0 | |
| 2069,Monterey Park,91755,Yes,No,No,5526.75,2878.5899999999997,Yes,Yes,26933,88.1,8405.34,5152,0.0,0,62,Female,Yes,0,Two year,61,Yes,Yes,DSL,DSL,Yes,47.19,28,No,Mailed check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,4,,No,Stayed,40,,0 | |
| 2070,Mt Baldy,91759,No,No,No,1195.25,2358.0,No internet service,No internet service,47,24.9,3553.25,4297,0.0,0,64,Male,No,0,Two year,50,Yes,Yes,No,,No,47.16,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,68,,0 | |
| 2071,Ontario,91761,No,Yes,No,2007.25,151.05,Yes,No,56280,105.0,2178.3,3524,0.0,20,67,Female,No,0,Month-to-month,19,Yes,No,Fiber optic,Fiber Optic,No,7.95,12,Yes,Mailed check,Yes,Yes,No,Yes,Yes,Yes,No,No,0,,3,,No,Stayed,59,,0 | |
| 2072,Montclair,91763,Yes,No,No,1732.95,582.9100000000001,No internet service,No internet service,34447,24.25,2315.86,5409,0.0,0,30,Female,Yes,0,Two year,71,Yes,Yes,No,,No,8.21,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,59,,0 | |
| 2073,Diamond Bar,91765,Yes,No,No,3450.15,2809.5299999999997,Yes,No,46532,59.75,6259.68,4012,0.0,0,50,Male,Yes,0,Two year,57,Yes,No,DSL,Cable,Yes,49.29,22,Yes,Electronic check,Yes,Yes,No,Yes,No,No,No,Yes,1,Offer B,3,,No,Stayed,68,,0 | |
| 2074,Pomona,91767,Yes,Yes,No,2172.05,551.1999999999999,Yes,No,46626,107.05,2723.25,5328,0.0,0,68,Male,Yes,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.56,3,No,Electronic check,No,Yes,No,Yes,Yes,Yes,No,Yes,3,,3,,No,Stayed,65,,0 | |
| 2075,San Gabriel,91775,Yes,Yes,No,1339.8,901.95,No,No,23444,64.95,2241.75,4604,0.0,0,79,Male,Yes,0,Month-to-month,21,Yes,No,DSL,DSL,Yes,42.95,30,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,Yes,No,Yes,5,,4,,No,Stayed,23,,0 | |
| 2076,San Gabriel,91776,No,No,No,771.95,0.0,Yes,Yes,38041,55.0,771.95,4900,0.0,0,47,Male,No,0,Month-to-month,14,No,No phone service,DSL,DSL,Yes,0.0,4,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer D,3,,No,Stayed,23,,0 | |
| 2077,Temple City,91780,No,No,Yes,244.75,215.10000000000002,No,No,32718,50.55,459.85,2739,0.0,0,24,Female,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,43.02,42,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,54,,0 | |
| 2078,Upland,91784,No,No,Yes,322.9,41.88,No,No,23331,55.15,364.78,5377,0.0,0,29,Female,No,0,Month-to-month,6,Yes,No,DSL,Cable,No,6.98,30,No,Mailed check,Yes,Yes,No,No,No,No,No,No,0,Offer E,4,,No,Stayed,42,,0 | |
| 2079,Upland,91786,No,No,No,498.25,455.6,No,No,48827,51.2,953.85,5765,0.0,0,44,Female,No,0,Month-to-month,10,Yes,No,DSL,DSL,Yes,45.56,17,No,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer D,4,,No,Stayed,47,,0 | |
| 2080,Walnut,91789,No,No,Yes,25.4,32.73,No internet service,No internet service,45118,25.4,58.129999999999995,4556,0.0,0,21,Female,No,1,Month-to-month,1,Yes,Yes,No,,No,32.73,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Joined,38,,0 | |
| 2081,West Covina,91790,No,No,Yes,3687.75,360.4,No,No,44099,54.45,4048.15,5310,0.0,0,24,Female,No,0,Month-to-month,68,Yes,Yes,DSL,DSL,Yes,5.3,59,No,Mailed check,Yes,No,No,No,No,No,No,No,0,,3,,No,Stayed,24,,0 | |
| 2082,West Covina,91792,No,No,No,1783.6,433.84,No,No,31622,76.0,2217.44,2031,0.0,0,64,Female,No,0,One year,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.72,5,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer D,4,,No,Stayed,41,,0 | |
| 2083,Alhambra,91801,No,No,No,927.15,83.0,No,No,54382,44.35,1010.15,3460,0.0,0,35,Female,No,0,Month-to-month,20,Yes,No,DSL,Cable,Yes,4.15,18,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,4,,No,Stayed,59,,0 | |
| 2084,Campo,91906,No,No,Yes,2021.2,1343.3000000000002,No,Yes,3133,61.2,3364.5,2075,0.0,0,24,Male,No,0,One year,35,Yes,No,DSL,DSL,Yes,38.38,82,No,Mailed check,Yes,Yes,Yes,No,No,No,No,No,0,,3,,No,Stayed,70,,0 | |
| 2085,Chula Vista,91910,Yes,No,No,1940.8,382.48999999999995,Yes,Yes,74025,86.8,2413.29,3200,0.0,90,51,Male,Yes,0,One year,23,Yes,No,Fiber optic,Fiber Optic,No,16.63,22,No,Mailed check,No,Yes,Yes,Yes,No,No,No,Yes,2,Offer D,4,,No,Stayed,54,,0 | |
| 2086,Chula Vista,91911,No,Yes,No,567.8,48.36,No,No,71126,89.35,616.16,2578,0.0,0,77,Female,No,0,Month-to-month,6,Yes,No,Fiber optic,Fiber Optic,Yes,8.06,19,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer E,3,,No,Stayed,75,,0 | |
| 2087,Chula Vista,91913,No,No,No,220.35,224.52,No internet service,No internet service,12884,19.7,444.87,5715,0.0,0,43,Female,No,0,Month-to-month,12,Yes,No,No,,No,18.71,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,71,,0 | |
| 2088,Chula Vista,91914,No,No,No,20.25,40.46,No internet service,No internet service,2606,20.25,60.71,5384,0.0,0,44,Male,No,0,Month-to-month,1,Yes,No,No,,No,40.46,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Joined,57,,0 | |
| 2089,Chula Vista,91915,Yes,No,No,5436.45,667.4,No,Yes,9278,76.05,6103.849999999999,5841,0.0,0,38,Female,Yes,1,Two year,71,Yes,No,Fiber optic,Fiber Optic,Yes,9.4,10,No,Electronic check,No,No,Yes,No,No,No,No,Yes,6,,5,,No,Stayed,26,,0 | |
| 2090,Descanso,91916,Yes,Yes,No,3437.5,74.2,No,Yes,1587,100.8,3511.7,3318,0.0,0,73,Male,Yes,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.12,3,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,4,,5,,No,Stayed,38,,0 | |
| 2091,Dulzura,91917,Yes,No,No,3015.75,554.4,No,Yes,727,74.55,3570.15,3718,0.0,0,32,Male,Yes,3,Month-to-month,40,Yes,Yes,DSL,DSL,Yes,13.86,75,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,5,Offer B,5,,No,Stayed,64,,0 | |
| 2092,Imperial Beach,91932,No,No,No,1509.8,1067.2,No,No,26662,64.9,2707.0,3314,0.0,130,34,Male,No,0,One year,23,Yes,No,DSL,Cable,No,46.4,23,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,50,,0 | |
| 2093,Jamul,91935,No,No,No,356.65,127.68,Yes,Yes,8759,90.4,484.33,3314,0.0,0,55,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,31.92,4,Yes,Electronic check,No,No,Yes,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,35,,0 | |
| 2094,La Mesa,91941,Yes,No,No,4109,0.0,Yes,Yes,44652,60.3,4109.0,4864,0.0,0,44,Female,Yes,0,Two year,68,No,No phone service,DSL,DSL,Yes,0.0,15,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,8,,4,,No,Stayed,24,,0 | |
| 2095,La Mesa,91942,No,No,No,3141.7,48.26,No,No,24005,81.85,3189.96,3571,0.0,0,44,Male,No,2,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.27,13,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,,5,,No,Stayed,55,,0 | |
| 2096,Lemon Grove,91945,Yes,No,No,1229.1,2097.16,No internet service,No internet service,24961,24.8,3326.2599999999998,5320,0.0,0,42,Male,Yes,3,Two year,52,Yes,Yes,No,,No,40.33,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer B,5,,No,Stayed,76,,0 | |
| 2097,National City,91950,Yes,No,No,2054.4,941.34,Yes,Yes,62355,75.55,2995.7400000000002,5625,0.0,0,60,Male,Yes,0,Two year,29,Yes,No,DSL,DSL,Yes,32.46,7,No,Mailed check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,7,,5,,No,Stayed,44,,0 | |
| 2098,Pine Valley,91962,Yes,Yes,No,3741.85,1075.4,No,No,1604,101.15,4817.25,4036,0.0,0,71,Male,Yes,1,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.3,27,No,Electronic check,No,Yes,No,No,Yes,Yes,No,Yes,9,,5,,No,Stayed,78,,0 | |
| 2099,Potrero,91963,No,No,No,3682.45,121.44,No,Yes,905,78.75,3843.89,2257,0.0,40,51,Male,No,0,One year,48,Yes,Yes,DSL,Cable,No,2.53,6,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,69,,0 | |
| 2100,Spring Valley,91977,No,No,No,19.25,9.44,No internet service,No internet service,56100,19.25,28.689999999999998,4745,0.0,0,34,Female,No,0,Month-to-month,1,Yes,No,No,,No,9.44,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Joined,66,,0 | |
| 2101,Spring Valley,91978,No,No,No,1886.25,132.0,Yes,No,7863,89.05,2018.25,5479,0.0,0,40,Female,No,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,6.0,8,Yes,Electronic check,Yes,No,No,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,75,,0 | |
| 2102,Tecate,91980,No,No,Yes,4895.1,1068.55,Yes,Yes,91,115.05,5952.89,4115,10.76,0,25,Female,No,0,Two year,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.85,26,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,57,,0 | |
| 2103,Bonsall,92003,Yes,Yes,No,341.6,47.800000000000004,No,No,3849,69.35,389.40000000000003,5437,0.0,0,67,Female,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,9.56,13,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Stayed,41,,0 | |
| 2104,Cardiff By The Sea,92007,Yes,No,Yes,5686.4,1363.23,Yes,No,10375,110.05,7029.35,5604,20.28,0,23,Male,Yes,0,One year,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.73,41,No,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,6,,3,,No,Stayed,56,,0 | |
| 2105,Carlsbad,92008,No,No,No,1355.1,1577.62,No internet service,No internet service,35582,19.9,2890.54,5308,42.18,0,49,Male,No,0,Two year,71,Yes,No,No,,No,22.22,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,28,,0 | |
| 2106,El Cajon,92019,Yes,No,No,3236.35,834.75,Yes,No,40995,91.5,4120.3099999999995,3617,40.79,90,64,Male,Yes,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,No,23.85,10,Yes,Credit card (automatic),No,No,No,Yes,Yes,No,No,Yes,2,,4,,No,Stayed,78,,0 | |
| 2107,El Cajon,92021,Yes,No,No,4264,0.0,Yes,Yes,61872,60.0,4238.33,5471,25.67,0,63,Female,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,16,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,,4,,No,Stayed,43,,0 | |
| 2111,Escondido,92027,Yes,No,No,5138.1,2305.6800000000003,Yes,No,48690,102.7,7443.780000000001,4044,0.0,0,30,Female,Yes,0,Month-to-month,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.34,71,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,63,,0 | |
| 2112,Fallbrook,92028,Yes,Yes,No,880.05,320.65,Yes,No,42239,82.9,1200.6999999999998,4413,0.0,0,68,Female,Yes,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,29.15,2,Yes,Electronic check,No,No,No,Yes,Yes,No,No,Yes,9,Offer D,4,,No,Stayed,21,,0 | |
| 2113,Julian,92036,Yes,Yes,No,973.65,0.0,No,No,3577,35.9,1013.65,5444,0.0,40,75,Female,Yes,3,Month-to-month,28,No,No phone service,DSL,DSL,No,0.0,58,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,3,,5,,No,Stayed,34,,0 | |
| 2114,La Jolla,92037,No,Yes,No,1470.05,18.02,No,Yes,42617,82.65,1488.07,3754,0.0,0,79,Female,No,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.06,25,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,Offer D,4,,No,Stayed,26,,0 | |
| 2115,Lakeside,92040,Yes,No,No,739.35,316.4,No internet service,No internet service,42277,19.85,1053.46,4177,2.29,0,37,Female,Yes,1,Two year,35,Yes,No,No,,No,9.04,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,3,,No,Stayed,46,,0 | |
| 2116,Oceanside,92054,No,No,No,161.95,248.16,No internet service,No internet service,98239,19.2,410.11,5272,0.0,0,31,Female,No,0,One year,8,Yes,No,No,,No,31.02,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,4,,No,Stayed,40,,0 | |
| 2117,Oceanside,92056,No,No,No,4422.95,1017.9799999999999,No,Yes,52895,94.9,5416.849999999999,5316,24.08,0,31,Male,No,0,One year,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.13,22,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,No,No,No,0,,4,,No,Stayed,50,,0 | |
| 2118,Poway,92064,No,No,No,6148.45,1483.76,Yes,Yes,47969,88.15,7595.92,5531,36.29,0,63,Female,No,0,Two year,68,Yes,Yes,DSL,DSL,Yes,21.82,2,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,46,,0 | |
| 2119,Ramona,92065,No,No,Yes,3565.65,707.04,No,No,33104,94.8,4242.43,2807,30.26,0,20,Female,No,0,Month-to-month,36,Yes,No,Fiber optic,Fiber Optic,Yes,19.64,71,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,22,,0 | |
| 2120,Rancho Santa Fe,92067,No,Yes,No,1830.1,637.44,Yes,No,7615,54.65,2477.54,4045,0.0,10,69,Female,No,0,Month-to-month,32,Yes,No,DSL,DSL,No,19.92,14,No,Bank transfer (automatic),No,Yes,No,Yes,No,No,No,No,0,,5,,No,Stayed,56,,0 | |
| 2121,San Marcos,92069,Yes,No,No,6223.8,2178.28,Yes,Yes,52664,85.75,8397.48,4487,4.6,0,59,Female,Yes,0,Two year,71,Yes,Yes,DSL,Cable,Yes,30.68,18,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,,3,,No,Stayed,57,,0 | |
| 2122,Santa Ysabel,92070,Yes,No,Yes,4508.65,1531.2,No,Yes,1143,67.45,5998.179999999999,4172,41.67,0,22,Female,Yes,1,Month-to-month,66,Yes,Yes,DSL,DSL,Yes,23.2,59,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,Yes,6,,3,,No,Stayed,26,,0 | |
| 2123,Santee,92071,No,No,No,1328.15,2227.05,No internet service,No internet service,53510,20.5,3539.5800000000004,5997,15.62,0,50,Male,No,0,One year,63,Yes,No,No,,No,35.35,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,28,,0 | |
| 2124,Solana Beach,92075,No,No,No,865,271.01,No internet service,No internet service,12173,20.25,1089.23,3972,46.78,0,39,Female,No,0,One year,41,Yes,No,No,,No,6.61,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,25,,0 | |
| 2125,San Marcos,92078,No,Yes,No,72.1,7.77,No,No,6760,72.1,79.86999999999999,4432,0.0,0,72,Female,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.77,22,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Joined,50,,0 | |
| 2126,Vista,92083,Yes,No,Yes,1303.5,1646.3999999999999,No internet service,No internet service,62036,19.45,2935.41,5540,14.49,0,26,Female,Yes,0,Two year,70,Yes,No,No,,No,23.52,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,4,,No,Stayed,57,,0 | |
| 2127,Vista,92084,No,No,No,996.85,0.0,No,No,44692,44.95,1011.01,3248,25.84,40,47,Female,No,0,Month-to-month,23,No,No phone service,DSL,DSL,No,0.0,14,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,65,,0 | |
| 2128,Warner Springs,92086,Yes,Yes,No,6430.9,240.64,No,Yes,1205,97.0,6671.54,4053,0.0,0,69,Female,Yes,0,One year,64,Yes,No,Fiber optic,Fiber Optic,Yes,3.76,11,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,Yes,No,Yes,9,,3,,No,Stayed,68,,0 | |
| 2129,Rancho Santa Fe,92091,Yes,No,No,2278.75,166.5,Yes,Yes,1072,62.8,2428.28,5229,16.97,0,57,Male,Yes,0,Two year,37,Yes,Yes,DSL,DSL,Yes,4.5,9,Yes,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,Yes,6,,3,,No,Stayed,66,,0 | |
| 2130,San Diego,92101,No,No,Yes,681.4,221.34,No,No,27505,44.6,902.74,2130,0.0,0,27,Male,No,0,One year,17,Yes,No,DSL,Cable,Yes,13.02,73,No,Mailed check,No,No,No,No,No,No,No,No,0,,4,,No,Stayed,67,,0 | |
| 2131,San Diego,92102,No,Yes,No,574.35,114.52,No,No,47140,89.15,688.87,2415,0.0,0,72,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,16.36,28,Yes,Electronic check,No,No,No,No,Yes,Yes,No,No,0,,5,,No,Stayed,25,,0 | |
| 2132,San Diego,92106,No,Yes,No,889,155.52,No,No,18525,54.1,1044.52,2276,0.0,0,70,Female,No,0,Month-to-month,16,Yes,Yes,DSL,DSL,Yes,9.72,29,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer D,3,,No,Stayed,38,,0 | |
| 2133,San Diego,92107,Yes,No,Yes,6823.4,2571.52,Yes,No,27959,105.25,9371.25,5682,23.67,0,29,Male,Yes,0,Two year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.18,30,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,5,,4,,No,Stayed,72,,0 | |
| 2134,San Diego,92109,Yes,No,No,4016.75,555.66,No,No,46086,97.1,4675.85,2170,46.56,150,62,Male,Yes,0,One year,42,Yes,Yes,Fiber optic,Fiber Optic,No,13.23,23,No,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,71,,0 | |
| 2135,San Diego,92110,No,No,No,83.75,61.1,No internet service,No internet service,24169,20.2,144.85,5169,0.0,0,59,Male,No,1,Month-to-month,5,Yes,No,No,,No,12.22,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Stayed,58,,0 | |
| 2136,San Diego,92111,No,No,No,3959.15,420.65999999999997,Yes,No,46828,98.8,4352.72,5584,27.09,0,64,Female,No,0,Two year,41,Yes,No,Fiber optic,Fiber Optic,Yes,10.26,2,Yes,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,69,,0 | |
| 2137,San Diego,92113,Yes,No,No,2878.55,1065.46,No,Yes,47431,50.3,3933.78,5232,10.23,0,61,Male,Yes,0,One year,58,Yes,No,DSL,DSL,Yes,18.37,18,No,Credit card (automatic),No,No,Yes,No,No,No,No,Yes,10,,5,,No,Stayed,30,,0 | |
| 2138,San Diego,92114,No,No,No,945.7,2100.43,No internet service,No internet service,66838,20.55,3046.13,5404,0.0,0,34,Female,No,0,Two year,47,Yes,No,No,,No,44.69,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,53,,0 | |
| 2139,San Diego,92115,No,No,No,1373.05,483.12,Yes,No,56887,75.9,1840.6,4668,15.57,0,51,Male,No,0,Month-to-month,18,Yes,No,Fiber optic,Fiber Optic,Yes,26.84,20,Yes,Bank transfer (automatic),No,No,No,Yes,No,No,No,No,0,,4,,No,Stayed,62,,0 | |
| 2140,San Diego,92117,Yes,No,Yes,1406,84.41,No,No,51213,59.95,1603.8600000000001,5379,26.55,140,25,Male,Yes,0,Month-to-month,23,Yes,No,DSL,DSL,No,3.67,69,Yes,Bank transfer (automatic),Yes,No,No,No,No,Yes,Yes,Yes,5,,4,,No,Stayed,42,,0 | |
| 2141,Coronado,92118,No,No,No,19.15,22.37,No internet service,No internet service,24093,19.15,41.519999999999996,2577,0.0,0,35,Female,No,0,Month-to-month,1,Yes,No,No,,No,22.37,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,51,,0 | |
| 2142,San Diego,92119,Yes,No,No,6962.85,2465.12,No,Yes,21866,98.65,9427.970000000001,5101,0.0,0,60,Male,Yes,0,One year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.72,10,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,8,,5,,No,Stayed,28,,0 | |
| 2143,San Diego,92120,Yes,No,No,8126.65,1245.6000000000001,Yes,Yes,25569,112.6,9372.25,6486,0.0,0,47,Male,Yes,1,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.3,14,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,,3,,No,Stayed,70,,0 | |
| 2144,San Diego,92121,Yes,No,No,690.25,1129.26,No internet service,No internet service,4258,20.6,1819.51,5212,0.0,0,63,Male,Yes,0,One year,33,Yes,No,No,,No,34.22,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,,5,,No,Stayed,52,,0 | |
| 2145,San Diego,92123,No,No,No,830.8,0.0,Yes,No,25232,35.75,830.8,5531,0.0,0,44,Male,No,0,Two year,24,No,No phone service,DSL,Cable,Yes,0.0,20,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,64,,0 | |
| 2146,San Diego,92124,Yes,No,No,5608.4,1149.68,Yes,Yes,30206,99.75,6758.08,5926,0.0,0,45,Female,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.53,19,Yes,Credit card (automatic),No,Yes,Yes,Yes,No,Yes,Yes,Yes,9,,4,,No,Stayed,68,,0 | |
| 2147,San Diego,92126,No,No,Yes,3646.8,808.08,No,No,74232,96.1,4454.88,2640,0.0,0,28,Male,No,0,Month-to-month,37,Yes,No,Fiber optic,Fiber Optic,Yes,21.84,41,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,75,,0 | |
| 2148,San Diego,92127,No,No,Yes,3662.25,107.07000000000001,Yes,Yes,20046,85.1,3799.32,2319,0.0,30,29,Female,No,0,One year,43,Yes,Yes,DSL,DSL,No,2.49,53,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,5,,0 | |
| 2149,San Diego,92128,No,No,No,25.35,0.0,No,No,42733,25.35,25.35,4193,0.0,0,31,Male,No,0,Month-to-month,1,No,No phone service,DSL,DSL,Yes,0.0,13,No,Mailed check,No,No,No,No,No,No,No,No,0,,4,,No,Joined,51,,0 | |
| 2150,San Diego,92130,No,No,No,5308.7,1430.45,Yes,Yes,28201,89.65,6739.15,6149,0.0,0,52,Female,No,0,Two year,61,Yes,Yes,DSL,DSL,Yes,23.45,8,No,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,48,,0 | |
| 2151,San Diego,92131,No,No,No,1410.25,845.07,Yes,Yes,29283,86.75,2255.32,5863,0.0,0,41,Male,No,0,One year,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.71,4,No,Electronic check,No,No,Yes,Yes,No,No,No,No,0,,5,,No,Stayed,29,,0 | |
| 2152,San Diego,92139,Yes,No,No,3339.05,542.4300000000001,Yes,Yes,36351,86.2,3881.4800000000005,5325,0.0,0,53,Female,Yes,0,One year,41,Yes,No,Fiber optic,Fiber Optic,Yes,13.23,16,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,No,No,No,Yes,3,,3,,No,Stayed,62,,0 | |
| 2153,San Ysidro,92173,Yes,Yes,No,4732.35,0.0,Yes,Yes,28488,64.8,4732.35,4886,0.0,0,78,Male,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,24,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,1,Offer A,3,,No,Stayed,68,,0 | |
| 2154,Indio,92203,No,No,No,5067.45,475.68,No,Yes,2743,108.1,5543.13,5994,0.0,0,59,Male,No,0,Two year,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.91,4,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,76,,0 | |
| 2155,Banning,92220,No,No,No,2348.45,0.0,Yes,Yes,25859,54.75,2428.45,3179,0.0,80,51,Female,No,0,One year,42,No,No phone service,DSL,DSL,No,0.0,13,Yes,Electronic check,Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,62,,0 | |
| 2156,Beaumont,92223,No,No,No,4063,1976.48,No,Yes,17721,90.4,6039.48,4751,0.0,0,50,Male,No,0,Month-to-month,44,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.92,16,Yes,Mailed check,No,No,Yes,No,No,Yes,Yes,No,0,,4,,No,Stayed,63,,0 | |
| 2157,Blythe,92225,No,No,No,44,15.66,No,No,24659,44.0,59.66,4020,0.0,0,62,Male,No,2,Month-to-month,1,Yes,No,DSL,DSL,Yes,15.66,29,No,Electronic check,No,No,No,No,No,No,No,No,0,,5,,No,Joined,29,,0 | |
| 2158,Brawley,92227,No,No,No,2595.25,949.59,No,No,23394,95.6,3544.84,2026,0.0,0,49,Female,No,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.17,24,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,21,,0 | |
| 2159,Cabazon,92230,Yes,Yes,No,2309.55,906.39,Yes,Yes,2355,84.8,3215.94,5352,0.0,0,77,Male,Yes,0,Month-to-month,27,Yes,Yes,DSL,DSL,Yes,33.57,21,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,No,Yes,5,,3,,No,Stayed,75,,0 | |
| 2160,Calexico,92231,No,Yes,No,89.3,47.82,No,No,27804,44.3,137.12,3805,0.0,0,73,Female,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,23.91,22,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,,No,Joined,44,,0 | |
| 2161,Calipatria,92233,No,No,No,367.55,608.57,No internet service,No internet service,7857,19.9,976.1200000000001,3245,0.0,0,47,Female,No,0,Month-to-month,19,Yes,No,No,,No,32.03,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,21,,0 | |
| 2162,Cathedral City,92234,Yes,Yes,No,3944.5,1776.18,No,No,43141,95.05,5820.68,2677,0.0,100,76,Female,Yes,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,No,42.29,10,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,10,,4,,No,Stayed,34,,0 | |
| 2163,Coachella,92236,No,No,No,5965.95,876.4799999999999,Yes,Yes,23170,90.05,6842.429999999999,5813,0.0,0,61,Female,No,0,Two year,66,Yes,Yes,DSL,DSL,Yes,13.28,24,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,74,,0 | |
| 2164,Desert Center,92239,Yes,Yes,No,3694.7,829.9499999999999,Yes,Yes,964,109.9,4524.65,5655,0.0,0,78,Male,Yes,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.15,20,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,No,Yes,7,,3,,No,Stayed,59,,0 | |
| 2165,Desert Hot Springs,92241,No,Yes,No,1803.7,0.0,Yes,Yes,5529,54.6,1803.7,5322,0.0,0,74,Male,No,0,Month-to-month,33,No,No phone service,DSL,Cable,Yes,0.0,11,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,No,No,0,Offer C,4,,No,Stayed,30,,0 | |
| 2166,Earp,92242,Yes,No,No,415.1,409.86,No internet service,No internet service,1564,20.05,824.96,3742,0.0,0,44,Female,Yes,0,One year,23,Yes,No,No,,No,17.82,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,4,,No,Stayed,9,,0 | |
| 2167,El Centro,92243,No,No,No,624.15,1401.6,No internet service,No internet service,43712,19.75,2025.75,4691,0.0,0,46,Female,No,0,One year,32,Yes,No,No,,No,43.8,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,46,,0 | |
| 2168,Heber,92249,No,No,No,237.7,295.35,No internet service,No internet service,3535,20.05,533.05,5355,0.0,0,52,Female,No,0,One year,11,Yes,No,No,,No,26.85,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,48,,0 | |
| 2169,Imperial,92251,Yes,No,No,3848.8,3045.72,Yes,No,14546,55.9,6914.52,5160,0.0,20,49,Female,Yes,0,One year,68,Yes,No,DSL,Cable,No,44.79,14,No,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,Yes,9,,3,,No,Stayed,77,,0 | |
| 2170,Joshua Tree,92252,No,No,No,419.4,542.2,No internet service,No internet service,8141,19.7,961.6,2120,0.0,0,62,Male,No,0,Two year,20,Yes,No,No,,No,27.11,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,56,,0 | |
| 2171,La Quinta,92253,No,No,No,1468.75,2191.6800000000003,No internet service,No internet service,23971,19.8,3660.4300000000003,5368,0.0,0,39,Male,No,0,Two year,72,Yes,No,No,,No,30.44,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,3,,No,Stayed,9,,0 | |
| 2172,Mecca,92254,Yes,No,No,5812,325.79999999999995,No,Yes,8768,95.4,6137.8,4149,0.0,0,59,Male,Yes,0,One year,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.43,29,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,No,No,Yes,5,Offer B,4,,No,Stayed,46,,0 | |
| 2173,Morongo Valley,92256,Yes,Yes,No,2861.45,1019.52,No,No,3499,93.95,3880.97,2844,0.0,0,71,Male,Yes,1,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,Yes,31.86,23,Yes,Mailed check,No,Yes,No,No,Yes,Yes,Yes,Yes,9,Offer C,5,,No,Stayed,62,,0 | |
| 2174,Palm Desert,92260,Yes,No,No,1066.15,1631.16,No internet service,No internet service,29340,24.45,2697.3100000000004,2438,0.0,0,55,Female,Yes,0,One year,46,Yes,Yes,No,,No,35.46,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer B,4,,No,Stayed,76,,0 | |
| 2175,Palm Springs,92262,Yes,No,No,2149.05,156.31,No,No,24924,74.95,2305.36,3483,0.0,0,62,Female,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.39,17,Yes,Electronic check,No,No,No,No,No,No,No,Yes,3,,5,,No,Stayed,80,,0 | |
| 2176,Palm Springs,92264,No,No,Yes,4473,77.01,Yes,Yes,18884,87.35,4550.01,4899,0.0,0,21,Male,No,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,No,1.51,52,Yes,Electronic check,No,Yes,Yes,Yes,No,No,No,No,0,Offer B,5,,No,Stayed,28,,0 | |
| 2177,Palo Verde,92266,Yes,Yes,No,3545.05,604.8,No,No,291,70.65,4149.85,5523,0.0,0,72,Female,Yes,0,Month-to-month,48,Yes,No,Fiber optic,Fiber Optic,Yes,12.6,21,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,10,,3,,No,Stayed,71,,0 | |
| 2178,Parker Dam,92267,Yes,No,No,1195.75,640.48,No,No,131,73.25,1836.23,3624,0.0,0,58,Female,Yes,1,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,40.03,20,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,6,Offer D,3,,No,Stayed,22,,0 | |
| 2179,Pioneertown,92268,Yes,No,Yes,6858.9,3166.8,Yes,Yes,354,98.7,10025.7,5582,0.0,0,23,Male,Yes,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.24,42,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,No,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,57,,0 | |
| 2180,Rancho Mirage,92270,Yes,No,Yes,1024.7,1337.6,No internet service,No internet service,12465,24.8,2362.3,3021,0.0,0,27,Female,Yes,2,Two year,40,Yes,Yes,No,,No,33.44,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer B,5,,No,Stayed,72,,0 | |
| 2181,Salton City,92275,Yes,No,No,132.25,33.5,No internet service,No internet service,799,24.3,165.75,3181,0.0,0,41,Female,Yes,3,Month-to-month,5,Yes,Yes,No,,No,6.7,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,5,,No,Stayed,20,,0 | |
| 2182,Thousand Palms,92276,No,No,No,515.45,192.22,No,No,6242,69.85,707.6700000000001,5501,0.0,0,61,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,27.46,4,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,3,,No,Stayed,51,,0 | |
| 2183,Twentynine Palms,92277,No,No,No,2830.45,1447.68,Yes,Yes,17178,100.55,4378.13,3055,0.0,100,46,Male,No,0,One year,29,Yes,Yes,Fiber optic,Fiber Optic,No,49.92,23,No,Credit card (automatic),No,Yes,Yes,Yes,No,Yes,Yes,No,0,,5,,No,Stayed,77,,0 | |
| 2184,Twentynine Palms,92278,Yes,No,No,1110.5,674.52,No internet service,No internet service,14104,25.7,1785.02,3037,0.0,0,54,Male,Yes,0,One year,44,Yes,Yes,No,,No,15.33,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer B,3,,No,Stayed,80,,0 | |
| 2185,Vidal,92280,No,No,No,449.3,0.0,No,Yes,50,40.7,449.3,2164,0.0,0,31,Female,No,0,Month-to-month,10,No,No phone service,DSL,DSL,Yes,0.0,24,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,No,0,Offer D,5,,No,Stayed,26,,0 | |
| 2186,Westmorland,92281,Yes,Yes,No,2838.55,1624.15,No,No,2388,51.65,4462.700000000001,4763,0.0,0,75,Female,Yes,0,Month-to-month,55,Yes,Yes,DSL,Cable,Yes,29.53,29,No,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,5,,3,,No,Stayed,24,,0 | |
| 2187,White Water,92282,Yes,Yes,No,5376.4,1515.8,No,Yes,805,105.1,6892.2,4621,0.0,0,79,Male,Yes,0,One year,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.15,9,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,4,,4,,No,Stayed,47,,0 | |
| 2188,Winterhaven,92283,Yes,No,Yes,858.6,65.0,No,No,3663,85.95,923.6,4922,0.0,0,20,Female,Yes,2,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.5,76,No,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer D,3,,No,Stayed,20,,0 | |
| 2189,Yucca Valley,92284,No,No,Yes,1395.05,273.24,No,No,20486,75.6,1668.29,4030,0.0,0,27,Male,No,0,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.18,42,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer D,5,,No,Stayed,78,,0 | |
| 2190,Landers,92285,Yes,No,No,3975.7,2819.28,Yes,No,2182,58.25,6934.98,4620,0.0,140,49,Female,Yes,0,One year,68,Yes,Yes,DSL,DSL,No,41.46,30,No,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,Yes,4,Offer A,3,,No,Stayed,74,,0 | |
| 2191,Amboy,92304,Yes,No,No,4784.45,0.0,Yes,Yes,42,65.2,4784.45,5092,0.0,0,56,Female,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,30,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,27,,0 | |
| 2192,Angelus Oaks,92305,No,No,No,119.5,25.18,No,Yes,301,53.45,144.68,3477,0.0,0,30,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,12.59,76,No,Electronic check,Yes,No,Yes,No,No,No,No,No,0,,4,,No,Joined,25,,0 | |
| 2193,Apple Valley,92308,Yes,No,Yes,899.45,1453.8600000000001,No internet service,No internet service,28819,19.75,2353.3100000000004,2011,0.0,0,21,Male,Yes,0,Two year,41,Yes,No,No,,No,35.46,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer B,4,,No,Stayed,53,,0 | |
| 2194,Baker,92309,No,No,No,1183.8,0.0,Yes,Yes,904,44.45,1183.8,3080,0.0,0,46,Female,No,0,Month-to-month,26,No,No phone service,DSL,Cable,Yes,0.0,29,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,No,No,No,0,,4,,No,Stayed,26,,0 | |
| 2195,Fort Irwin,92310,Yes,No,Yes,720.05,453.96,No internet service,No internet service,9465,20.85,1174.01,5744,0.0,0,26,Male,Yes,0,One year,36,Yes,No,No,,No,12.61,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,4,,No,Stayed,78,,0 | |
| 2196,Barstow,92311,Yes,No,No,8468.2,2214.0,Yes,Yes,31293,114.05,10682.2,4842,0.0,0,52,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.75,3,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,39,,0 | |
| 2197,Grand Terrace,92313,Yes,No,No,3161.2,869.05,Yes,No,11024,89.85,4050.25,4945,0.0,20,30,Male,Yes,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,No,24.83,51,Yes,Bank transfer (automatic),No,No,No,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,78,,0 | |
| 2198,Big Bear City,92314,No,No,No,55.05,14.65,Yes,Yes,9899,55.05,69.7,2962,0.0,0,59,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,14.65,15,No,Mailed check,No,No,Yes,Yes,No,No,No,No,0,,4,,No,Joined,32,,0 | |
| 2199,Big Bear Lake,92315,Yes,No,No,1882.55,743.2,Yes,Yes,5447,112.95,2625.75,2683,0.0,0,49,Female,Yes,1,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.45,12,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,8,Offer D,3,,No,Stayed,70,,0 | |
| 2200,Bloomington,92316,No,Yes,No,5070.4,1217.16,No,No,25995,101.55,6287.5599999999995,5348,0.0,0,76,Female,No,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.84,14,No,Credit card (automatic),Yes,No,No,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,22,,0 | |
| 2201,Calimesa,92320,Yes,No,No,6049.5,615.6,Yes,Yes,7334,114.65,6665.1,4488,0.0,0,63,Female,Yes,0,One year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.4,26,Yes,Mailed check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,7,Offer B,4,,No,Stayed,67,,0 | |
| 2202,Cedar Glen,92321,No,No,No,1166.7,764.1,No,No,455,64.8,1930.8000000000002,2466,0.0,0,45,Female,No,3,Month-to-month,18,Yes,Yes,DSL,DSL,Yes,42.45,28,No,Electronic check,Yes,No,No,No,No,Yes,Yes,No,0,Offer D,4,,No,Stayed,37,,0 | |
| 2203,Colton,92324,Yes,No,No,2937.65,1775.8799999999999,No,No,52202,80.4,4713.53,5544,0.0,0,59,Female,Yes,0,Month-to-month,36,Yes,No,Fiber optic,Fiber Optic,Yes,49.33,23,No,Electronic check,No,No,No,No,No,Yes,Yes,Yes,8,,3,,No,Stayed,35,,0 | |
| 2204,Death Valley,92328,Yes,No,No,1270.25,276.64,No internet service,No internet service,443,25.05,1546.8899999999999,5674,0.0,0,30,Female,Yes,0,Two year,52,Yes,Yes,No,,No,5.32,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer B,4,,No,Stayed,42,,0 | |
| 2205,Essex,92332,Yes,No,Yes,759.55,177.12,No,Yes,115,94.75,936.67,5505,0.0,0,26,Male,Yes,3,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,22.14,82,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,Yes,4,,5,,No,Stayed,44,,0 | |
| 2206,Fawnskin,92333,Yes,No,No,7611.55,1962.0,Yes,No,414,105.5,9573.55,5534,0.0,0,47,Male,Yes,0,Two year,72,Yes,No,Fiber optic,Fiber Optic,Yes,27.25,19,No,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,8,Offer A,3,,No,Stayed,25,,0 | |
| 2207,Fontana,92335,No,No,No,1642.75,257.92,No internet service,No internet service,82630,24.7,1900.67,5655,0.0,0,53,Female,No,0,One year,64,Yes,Yes,No,,No,4.03,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,32,,0 | |
| 2208,Fontana,92336,No,Yes,No,1545.4,1099.56,Yes,Yes,54586,69.75,2644.96,3509,0.0,0,78,Female,No,0,Month-to-month,22,Yes,No,DSL,DSL,Yes,49.98,28,Yes,Mailed check,Yes,No,Yes,Yes,No,Yes,Yes,No,0,Offer D,3,,No,Stayed,32,,0 | |
| 2209,Fontana,92337,Yes,No,No,3582.4,0.0,Yes,Yes,29847,60.2,3582.4,5359,0.0,0,34,Male,Yes,0,Month-to-month,60,No,No phone service,DSL,DSL,Yes,0.0,2,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,10,Offer B,5,,No,Stayed,76,,0 | |
| 2210,Forest Falls,92339,Yes,No,Yes,1417.9,1225.49,No internet service,No internet service,958,24.4,2643.3900000000003,4900,0.0,0,20,Female,Yes,0,Two year,61,Yes,Yes,No,,No,20.09,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer B,5,,No,Stayed,23,,0 | |
| 2211,Green Valley Lake,92341,No,No,No,2494.65,930.96,No,Yes,317,104.15,3465.61,5813,0.0,40,48,Female,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,No,38.79,4,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,5,,No,Stayed,61,,0 | |
| 2212,Helendale,92342,Yes,No,No,2768.35,765.52,Yes,Yes,4948,92.9,3533.87,2037,0.0,0,35,Male,Yes,0,One year,28,Yes,No,Fiber optic,Fiber Optic,Yes,27.34,16,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,No,No,Yes,1,,3,,No,Stayed,51,,0 | |
| 2213,Hesperia,92345,Yes,No,Yes,2369.3,478.2,Yes,Yes,68515,80.8,2847.5,4274,0.0,0,24,Female,Yes,0,Two year,30,Yes,No,DSL,DSL,Yes,15.94,53,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,4,Offer C,5,,No,Stayed,46,,0 | |
| 2214,Highland,92346,Yes,No,No,38,68.76,No internet service,No internet service,48245,20.0,106.76,4823,0.0,0,45,Male,Yes,0,Month-to-month,2,Yes,No,No,,No,34.38,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,4,,No,Joined,77,,0 | |
| 2215,Hinkley,92347,No,No,No,75.1,4.53,No,No,1933,75.1,79.63,4120,0.0,0,61,Male,No,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.53,28,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,,No,Joined,28,,0 | |
| 2216,Lake Arrowhead,92352,No,No,No,100.9,93.0,No internet service,No internet service,9793,19.65,193.9,2231,0.0,0,52,Male,No,2,Month-to-month,6,Yes,No,No,,No,15.5,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,34,,0 | |
| 2217,Loma Linda,92354,Yes,No,Yes,1614.05,1057.44,No,No,18068,69.45,2671.49,4208,0.0,0,23,Female,Yes,0,Month-to-month,24,Yes,No,DSL,DSL,Yes,44.06,59,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,8,Offer C,5,,No,Stayed,35,,0 | |
| 2218,Mentone,92359,Yes,Yes,No,8404.9,1538.64,Yes,Yes,7324,116.05,10063.539999999999,4404,0.0,120,75,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,No,21.37,13,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,64,,0 | |
| 2219,Needles,92363,No,No,Yes,2799.75,0.0,Yes,No,5488,40.05,2799.75,5055,0.0,0,25,Male,No,0,Two year,70,No,No phone service,DSL,DSL,Yes,0.0,59,Yes,Mailed check,No,No,No,Yes,No,Yes,Yes,No,0,Offer A,5,,No,Stayed,57,,0 | |
| 2220,Nipton,92364,Yes,Yes,No,6538.45,1292.16,Yes,Yes,162,102.1,7830.61,6270,0.0,0,66,Male,Yes,0,Two year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.19,8,No,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,28,,0 | |
| 2221,Newberry Springs,92365,Yes,No,No,6588.95,833.04,No,No,2899,89.7,7421.99,6016,0.0,0,32,Male,Yes,0,One year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.57,18,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,2,Offer A,3,,No,Stayed,76,,0 | |
| 2222,Oro Grande,92368,No,No,No,868.1,591.8,No internet service,No internet service,909,19.9,1459.9,2809,0.0,0,42,Female,No,0,Two year,44,Yes,No,No,,No,13.45,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,63,,0 | |
| 2223,Pinon Hills,92372,No,Yes,No,330.6,410.54999999999995,No internet service,No internet service,4280,20.65,741.15,4086,0.0,0,71,Female,No,0,One year,17,Yes,No,No,,No,24.15,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,40,,0 | |
| 2224,Redlands,92374,Yes,No,Yes,564.4,134.19,No,Yes,36675,70.05,698.5899999999999,4900,0.0,0,24,Male,Yes,0,Month-to-month,9,Yes,No,DSL,Cable,Yes,14.91,82,Yes,Mailed check,No,No,Yes,No,Yes,Yes,Yes,Yes,2,,3,,No,Stayed,69,,0 | |
| 2225,Rialto,92376,Yes,No,No,1315.35,24.48,Yes,No,75882,53.6,1459.83,2977,0.0,120,56,Male,Yes,0,Month-to-month,24,Yes,No,DSL,Cable,No,1.02,3,No,Mailed check,Yes,No,No,Yes,No,No,No,Yes,7,Offer C,3,,No,Stayed,47,,0 | |
| 2226,Shoshone,92384,Yes,Yes,No,2747.2,496.65,Yes,No,87,76.05,3243.85,5479,0.0,0,77,Male,Yes,1,Month-to-month,35,Yes,No,DSL,DSL,Yes,14.19,17,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,6,Offer C,5,,No,Stayed,38,,0 | |
| 2227,Sugarloaf,92386,Yes,No,No,554.05,113.53999999999999,Yes,Yes,1834,75.7,667.5899999999999,2950,0.0,0,47,Female,Yes,3,Month-to-month,7,Yes,No,DSL,DSL,Yes,16.22,53,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,No,No,Yes,8,,3,,No,Stayed,37,,0 | |
| 2228,Victorville,92394,Yes,No,No,225.75,448.35999999999996,No internet service,No internet service,12083,19.65,674.1099999999999,3372,0.0,0,48,Male,Yes,2,Two year,11,Yes,No,No,,No,40.76,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer D,3,,No,Stayed,33,,0 | |
| 2229,Yermo,92398,No,Yes,No,1671.6,463.6,No,No,1195,81.45,2135.2,2416,0.0,0,74,Female,No,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,23.18,21,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer D,5,,No,Stayed,27,,0 | |
| 2230,Yucaipa,92399,Yes,No,No,8003.8,2767.68,Yes,Yes,41575,108.5,10771.48,6288,0.0,0,50,Female,Yes,0,One year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.44,16,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,Offer A,4,,No,Stayed,56,,0 | |
| 2231,San Bernardino,92404,Yes,No,No,6130.85,3168.0,No,No,53636,84.5,9298.85,6202,0.0,0,62,Male,Yes,2,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.0,20,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,Yes,4,Offer A,5,,No,Stayed,50,,0 | |
| 2232,San Bernardino,92405,No,No,No,1415,481.05,No,No,24644,100.15,1896.05,2565,0.0,0,64,Female,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,No,32.07,28,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer D,3,,No,Stayed,65,,0 | |
| 2233,San Bernardino,92407,No,No,Yes,6201.95,3201.12,Yes,Yes,49355,88.6,9403.07,5842,0.0,0,26,Male,No,0,Two year,72,Yes,Yes,DSL,DSL,Yes,44.46,48,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,3,,No,Stayed,52,,0 | |
| 2234,San Bernardino,92408,Yes,No,No, ,0.0,Yes,Yes,12149,52.55,525.5,2578,0.0,0,43,Female,Yes,0,Two year,0,No,No phone service,DSL,Cable,Yes,0.0,20,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,No,No,Yes,2,,3,,No,Stayed,36,,0 | |
| 2235,San Bernardino,92411,Yes,No,No,6597.25,2565.99,No,Yes,23146,104.8,9163.24,4046,0.0,0,42,Male,Yes,3,Two year,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.73,76,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,4,Offer B,5,,No,Stayed,20,,0 | |
| 2236,Riverside,92501,No,No,No,114.15,54.04,No,No,18999,59.0,168.19,5810,0.0,0,63,Female,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,27.02,26,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,5,,No,Joined,33,,0 | |
| 2237,Riverside,92504,Yes,Yes,No,3902.6,2088.6400000000003,No,No,46550,64.05,5991.24,4001,0.0,0,73,Male,Yes,0,One year,61,Yes,Yes,DSL,DSL,Yes,34.24,20,No,Bank transfer (automatic),No,Yes,No,No,No,Yes,Yes,Yes,9,,4,,No,Stayed,29,,0 | |
| 2238,Riverside,92505,No,No,No,20.4,17.81,No internet service,No internet service,38446,20.4,38.209999999999994,2968,0.0,0,31,Male,No,0,Month-to-month,1,Yes,No,No,,No,17.81,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,46,,0 | |
| 2239,Riverside,92507,Yes,No,No,1785.65,808.0799999999999,Yes,No,48649,60.9,2593.73,3851,0.0,0,32,Male,Yes,0,Month-to-month,28,Yes,No,DSL,Cable,Yes,28.86,24,No,Mailed check,Yes,Yes,No,Yes,No,No,No,Yes,7,Offer C,3,,No,Stayed,76,,0 | |
| 2240,Riverside,92508,Yes,No,No,1397.65,819.7,No internet service,No internet service,17147,19.8,2217.3500000000004,4500,0.0,0,41,Female,Yes,0,Two year,70,Yes,No,No,,No,11.71,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,Offer A,4,,No,Stayed,30,,0 | |
| 2241,Lake Elsinore,92530,No,No,No,3899.05,761.94,Yes,Yes,38519,116.25,4660.99,4022,0.0,0,64,Male,No,0,One year,34,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.41,13,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer C,3,,No,Stayed,22,,0 | |
| 2242,Lake Elsinore,92532,Yes,Yes,No,5676,3123.29,No,No,4546,80.7,8799.29,4583,0.0,0,73,Female,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.99,17,Yes,Credit card (automatic),Yes,No,No,No,No,No,No,Yes,4,Offer A,3,,No,Stayed,54,,0 | |
| 2243,Aguanga,92536,Yes,No,No,4543.15,2080.4,No,No,2433,65.2,6623.549999999999,6316,0.0,0,50,Female,Yes,0,One year,70,Yes,Yes,DSL,DSL,Yes,29.72,12,No,Bank transfer (automatic),Yes,No,No,No,No,Yes,Yes,Yes,1,Offer A,3,,No,Stayed,20,,0 | |
| 2244,Anza,92539,Yes,No,No,4326.8,1661.92,Yes,Yes,3745,84.05,5988.72,6099,0.0,0,54,Female,Yes,2,Month-to-month,52,Yes,No,Fiber optic,Fiber Optic,Yes,31.96,26,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,No,No,No,Yes,1,Offer B,3,,No,Stayed,48,,0 | |
| 2245,Hemet,92543,No,No,Yes,5502.55,1825.05,Yes,Yes,29687,79.45,7407.6,5189,0.0,80,23,Male,No,0,Two year,69,Yes,Yes,DSL,DSL,No,26.45,46,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,No,0,Offer A,4,,No,Stayed,28,,0 | |
| 2246,Hemet,92545,No,No,No,851.8,518.3199999999999,No,Yes,25694,78.0,1370.12,4886,0.0,0,63,Male,No,2,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.12,23,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer D,5,,No,Stayed,23,,0 | |
| 2247,Moreno Valley,92551,No,No,No,19.85,16.47,No internet service,No internet service,22983,19.85,36.32,4905,0.0,0,47,Female,No,0,Month-to-month,1,Yes,No,No,,No,16.47,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,51,,0 | |
| 2248,Moreno Valley,92553,Yes,Yes,No,1818.3,650.8,Yes,Yes,61205,94.3,2469.1,2574,0.0,0,78,Male,Yes,0,One year,20,Yes,No,Fiber optic,Fiber Optic,Yes,32.54,5,No,Credit card (automatic),Yes,No,Yes,Yes,No,Yes,No,Yes,1,,3,,No,Stayed,32,,0 | |
| 2249,Moreno Valley,92555,No,No,Yes,6300.15,2199.0499999999997,No,Yes,12743,106.45,8499.199999999999,4842,0.0,0,21,Male,No,0,Month-to-month,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.05,73,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,65,,0 | |
| 2250,Mountain Center,92561,No,No,No,5916.95,140.0,Yes,No,1500,105.45,6056.95,4212,0.0,0,42,Female,No,0,Month-to-month,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.5,3,Yes,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,55,,0 | |
| 2251,Murrieta,92562,No,No,No,2852.4,86.10000000000001,Yes,Yes,36149,95.0,2938.5,3597,0.0,0,36,Male,No,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.87,29,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,No,0,Offer C,3,,No,Stayed,64,,0 | |
| 2252,Nuevo,92567,No,No,Yes,1546.3,795.76,Yes,No,7344,54.3,2492.06,5271,0.0,150,19,Female,No,0,One year,28,Yes,No,DSL,DSL,No,28.42,48,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,Offer C,3,,No,Stayed,30,,0 | |
| 2253,Perris,92570,Yes,Yes,No,302.6,27.1,No,No,36817,70.05,329.70000000000005,2064,0.0,0,79,Female,Yes,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,5.42,23,No,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,4,,No,Stayed,24,,0 | |
| 2254,San Jacinto,92582,No,No,No,265.45,467.52,No internet service,No internet service,4456,20.05,732.97,4996,0.0,0,34,Male,No,0,Month-to-month,12,Yes,No,No,,No,38.96,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,56,,0 | |
| 2255,San Jacinto,92583,Yes,No,No,6989.45,2611.66,No,Yes,21349,105.4,9601.11,5666,0.0,0,37,Male,Yes,2,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.98,16,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer A,5,,No,Stayed,45,,0 | |
| 2256,Menifee,92584,Yes,Yes,No,1442,1091.85,No,No,14068,51.6,2533.85,5495,0.0,0,77,Male,Yes,0,Month-to-month,29,Yes,Yes,DSL,DSL,Yes,37.65,9,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer C,5,,No,Stayed,39,,0 | |
| 2257,Sun City,92585,Yes,No,Yes,4713.4,2303.95,No,No,8692,85.5,7017.349999999999,6411,0.0,0,29,Male,Yes,2,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.89,52,No,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,Yes,1,Offer B,4,,No,Stayed,20,,0 | |
| 2258,Temecula,92590,No,No,No,4738.3,1628.12,No,Yes,3070,91.25,6366.42,4770,0.0,0,43,Male,No,0,One year,52,Yes,No,Fiber optic,Fiber Optic,Yes,31.31,12,No,Electronic check,Yes,No,Yes,No,Yes,No,No,No,0,Offer B,3,,No,Stayed,29,,0 | |
| 2259,Temecula,92591,Yes,Yes,No,8399.15,2216.16,Yes,Yes,25655,115.75,10725.31,5168,0.0,110,77,Male,Yes,1,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,No,30.78,17,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,1,Offer A,4,,No,Stayed,60,,0 | |
| 2260,Temecula,92592,Yes,No,No,5430.35,2537.5,Yes,No,46171,94.7,7967.85,5653,0.0,0,30,Male,Yes,3,One year,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,43.75,69,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,No,No,Yes,1,Offer B,4,,No,Stayed,49,,0 | |
| 2261,Wildomar,92595,Yes,No,No,686.95,729.75,No internet service,No internet service,19368,19.6,1416.7,3764,0.0,0,52,Male,Yes,3,Two year,35,Yes,No,No,,No,20.85,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer C,4,,No,Stayed,20,,0 | |
| 2262,Winchester,92596,No,Yes,No,5706.3,970.4799999999999,Yes,Yes,4093,99.9,6676.78,5840,0.0,0,80,Female,No,0,Two year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.33,16,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,No,No,No,0,,3,,No,Stayed,45,,0 | |
| 2263,Irvine,92602,Yes,No,No,490.65,494.40000000000003,No internet service,No internet service,2762,21.1,985.05,4368,0.0,0,51,Female,Yes,3,Two year,24,Yes,No,No,,No,20.6,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer C,5,,No,Stayed,46,,0 | |
| 2264,Irvine,92604,Yes,No,No,1360.25,3399.9,No internet service,No internet service,27369,20.05,4760.15,4485,0.0,0,47,Male,Yes,2,Two year,70,Yes,No,No,,No,48.57,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,Offer A,3,,No,Stayed,64,,0 | |
| 2265,Irvine,92606,No,No,Yes,174.45,75.4,No,No,17621,79.95,249.85,5213,0.0,0,25,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,37.7,73,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,5,,No,Joined,44,,0 | |
| 2266,Foothill Ranch,92610,Yes,Yes,No,7379.8,2183.48,Yes,Yes,10936,107.15,9613.28,4324,0.0,50,80,Male,Yes,1,One year,68,Yes,Yes,Fiber optic,Fiber Optic,No,32.11,12,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,No,No,0,Offer A,5,,No,Stayed,66,,0 | |
| 2267,Irvine,92614,No,No,No,1021.75,400.32,No,Yes,22499,89.55,1422.07,2325,0.0,0,60,Male,No,0,Month-to-month,12,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.36,22,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,Offer D,4,,No,Stayed,79,,0 | |
| 2268,Irvine,92618,Yes,No,No,5029.05,1332.4499999999998,No,No,6301,81.55,6361.5,4980,0.0,0,54,Female,Yes,0,Month-to-month,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.15,24,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,1,Offer B,4,,No,Stayed,41,,0 | |
| 2269,Irvine,92620,Yes,No,Yes,1955.4,290.07,No,Yes,26419,58.45,2245.4700000000003,4276,0.0,0,24,Female,Yes,0,One year,33,Yes,No,DSL,Cable,Yes,8.79,27,Yes,Mailed check,Yes,Yes,Yes,No,No,No,No,Yes,8,Offer C,4,,No,Stayed,21,,0 | |
| 2270,Capistrano Beach,92624,Yes,No,No,6744.2,3234.0299999999997,No,No,7465,95.65,9978.23,5251,0.0,0,32,Female,Yes,0,One year,69,Yes,No,Fiber optic,Fiber Optic,Yes,46.87,11,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,4,,3,,No,Stayed,45,,0 | |
| 2271,Corona Del Mar,92625,Yes,No,Yes,4946.7,840.0,Yes,Yes,13422,80.6,5786.7,5667,0.0,0,26,Female,Yes,0,Two year,60,Yes,No,DSL,Cable,Yes,14.0,42,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,,5,,No,Stayed,52,,0 | |
| 2272,Costa Mesa,92626,Yes,No,No,8248.5,1895.04,Yes,Yes,48207,113.1,10143.54,5308,0.0,0,43,Female,Yes,5,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.32,53,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,10,,3,,No,Stayed,23,,0 | |
| 2273,Costa Mesa,92627,No,No,No,601.6,270.27,No,No,62069,58.95,941.87,3880,0.0,70,52,Female,No,0,Month-to-month,11,Yes,Yes,DSL,Cable,No,24.57,10,Yes,Mailed check,No,No,No,No,No,Yes,Yes,No,0,Offer D,4,,No,Stayed,21,,0 | |
| 2274,Dana Point,92629,No,No,No,19.55,40.63,No internet service,No internet service,27730,19.55,60.18000000000001,3968,0.0,0,57,Female,No,0,Month-to-month,1,Yes,No,No,,No,40.63,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,80,,0 | |
| 2275,Huntington Beach,92647,Yes,No,No,2647.2,120.36,No,No,58764,78.95,2767.56,2074,0.0,0,59,Male,Yes,1,One year,34,Yes,No,Fiber optic,Fiber Optic,Yes,3.54,12,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,Yes,1,Offer C,3,,No,Stayed,43,,0 | |
| 2276,Huntington Beach,92649,No,No,Yes,6744.25,1743.9499999999998,Yes,No,32304,105.05,8488.2,5742,0.0,0,22,Female,No,0,One year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.83,59,Yes,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,73,,0 | |
| 2277,Laguna Beach,92651,Yes,Yes,No,5265.5,724.5,No,Yes,25206,101.9,5990.0,4184,0.0,0,80,Male,Yes,0,One year,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.49,17,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,No,No,Yes,9,,3,,No,Stayed,25,,0 | |
| 2278,Laguna Hills,92653,No,No,No,311.6,52.35,No internet service,No internet service,48273,19.75,363.95000000000005,4123,0.0,0,35,Male,No,0,Month-to-month,15,Yes,No,No,,No,3.49,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,29,,0 | |
| 2279,Midway City,92655,Yes,No,No,7966.9,2376.72,No,Yes,8660,110.3,10343.619999999999,5780,0.0,0,44,Male,Yes,4,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.01,51,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,10,,3,,No,Stayed,73,,0 | |
| 2280,Aliso Viejo,92656,Yes,No,Yes,8220.4,2497.68,Yes,Yes,41237,115.6,10858.08,5633,0.0,140,26,Female,Yes,3,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,No,34.69,59,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,65,,0 | |
| 2281,Newport Coast,92657,Yes,No,No,1153.25,1358.5,No internet service,No internet service,5597,19.35,2511.75,5248,0.0,0,46,Male,Yes,2,Two year,55,Yes,No,No,,No,24.7,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,,3,,No,Stayed,49,,0 | |
| 2282,Newport Beach,92660,Yes,No,Yes,514.75,587.42,No internet service,No internet service,28687,25.6,1102.17,5939,0.0,0,27,Female,Yes,2,Two year,23,Yes,Yes,No,,No,25.54,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,78,,0 | |
| 2283,Newport Beach,92662,Yes,No,No,3808,2400.16,No,Yes,3124,68.75,6208.16,6198,0.0,0,58,Female,Yes,0,One year,56,Yes,Yes,DSL,DSL,Yes,42.86,8,Yes,Bank transfer (automatic),Yes,No,Yes,No,No,Yes,Yes,Yes,2,,3,,No,Stayed,64,,0 | |
| 2284,Newport Beach,92663,No,No,Yes,19.9,11.83,No internet service,No internet service,22133,19.9,31.729999999999997,2010,0.0,0,22,Female,No,0,Month-to-month,1,Yes,No,No,,No,11.83,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,49,,0 | |
| 2285,San Clemente,92672,No,No,No,2708.2,1605.1200000000001,Yes,No,34946,70.6,4313.32,4993,0.0,0,55,Male,No,0,One year,38,Yes,No,DSL,DSL,Yes,42.24,22,No,Mailed check,Yes,Yes,No,Yes,Yes,No,No,No,0,Offer C,3,,No,Stayed,67,,0 | |
| 2286,San Clemente,92673,No,No,No,760.05,11.11,No,No,15297,70.2,771.16,2535,0.0,0,51,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,1.01,8,No,Electronic check,No,No,No,No,No,No,No,No,0,,5,,No,Stayed,34,,0 | |
| 2287,San Juan Capistrano,92675,No,No,No,49.3,14.97,Yes,No,34321,49.3,74.27,4209,0.0,10,54,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,No,14.97,5,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,3,,No,Joined,45,,0 | |
| 2288,Silverado,92676,Yes,No,No,6033.3,808.0799999999999,Yes,No,1859,107.25,6841.38,5800,0.0,0,53,Male,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.43,25,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,70,,0 | |
| 2289,Laguna Niguel,92677,Yes,No,Yes,89.05,42.3,No internet service,No internet service,62103,23.6,131.35,5587,0.0,0,19,Male,Yes,0,Month-to-month,3,Yes,Yes,No,,No,14.1,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer E,5,,No,Joined,27,,0 | |
| 2290,Trabuco Canyon,92679,Yes,No,No,516.15,36.19,No,No,32268,69.7,552.3399999999999,4326,0.0,0,63,Male,Yes,3,Month-to-month,7,Yes,No,DSL,Cable,Yes,5.17,51,No,Credit card (automatic),Yes,No,No,No,Yes,Yes,Yes,Yes,6,Offer E,3,,No,Stayed,50,,0 | |
| 2291,Westminster,92683,Yes,No,No,5861.75,2424.3100000000004,No,Yes,88230,99.5,8286.060000000001,4583,0.0,0,49,Male,Yes,1,Two year,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.09,16,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,3,,4,,No,Stayed,35,,0 | |
| 2292,Rancho Santa Margarita,92688,No,No,Yes,445.95,222.88,Yes,Yes,42193,64.3,668.8299999999999,4010,0.0,0,19,Male,No,0,Month-to-month,7,Yes,No,DSL,Cable,Yes,31.84,58,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,No,No,No,0,Offer E,4,,No,Stayed,40,,0 | |
| 2293,Mission Viejo,92691,Yes,No,Yes,4973.4,172.53,Yes,Yes,46371,70.85,5145.929999999999,5328,0.0,0,19,Male,Yes,0,Two year,71,Yes,No,DSL,Cable,Yes,2.43,58,Yes,Credit card (automatic),Yes,No,Yes,Yes,No,Yes,Yes,Yes,3,,4,,No,Stayed,25,,0 | |
| 2294,Mission Viejo,92692,Yes,No,Yes,1667.25,31.8,Yes,No,46227,101.9,1819.05,3707,0.0,120,23,Male,Yes,1,One year,15,Yes,No,Fiber optic,Fiber Optic,No,2.12,30,No,Electronic check,Yes,No,No,Yes,Yes,Yes,Yes,Yes,8,,3,,No,Stayed,28,,0 | |
| 2295,Ladera Ranch,92694,Yes,No,No,5357.75,2441.69,Yes,No,350,73.5,7799.4400000000005,5431,0.0,0,34,Male,Yes,0,Two year,71,Yes,Yes,DSL,DSL,Yes,34.39,5,No,Credit card (automatic),Yes,Yes,No,Yes,Yes,No,No,Yes,7,,3,,No,Stayed,31,,0 | |
| 2296,Santa Ana,92703,No,No,Yes,422.6,0.0,Yes,Yes,70011,40.4,422.6,2133,0.0,0,23,Female,No,0,One year,11,No,No phone service,DSL,DSL,Yes,0.0,59,Yes,Credit card (automatic),No,Yes,Yes,Yes,No,No,No,No,0,,5,,No,Stayed,62,,0 | |
| 2297,Santa Ana,92704,Yes,No,No,1103.25,1420.8,No internet service,No internet service,91188,19.25,2524.05,6134,0.0,0,32,Female,Yes,3,Two year,60,Yes,No,No,,No,23.68,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,,4,,No,Stayed,52,,0 | |
| 2298,Santa Ana,92705,No,Yes,No,2754,694.66,Yes,No,44117,59.6,3448.66,3155,0.0,0,74,Male,No,0,Two year,47,Yes,Yes,DSL,DSL,Yes,14.78,10,No,Bank transfer (automatic),No,Yes,No,Yes,No,No,No,No,0,,3,,No,Stayed,33,,0 | |
| 2299,Santa Ana,92706,No,No,No,697.25,55.0,Yes,Yes,37879,64.9,752.25,3206,0.0,0,55,Female,No,0,One year,11,Yes,No,DSL,Cable,Yes,5.0,23,No,Credit card (automatic),No,No,Yes,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,49,,0 | |
| 2300,Fountain Valley,92708,Yes,Yes,No,3204.4,1278.76,Yes,Yes,54548,110.85,4483.16,3906,0.0,0,76,Female,Yes,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.67,8,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,No,Yes,6,Offer C,4,,No,Stayed,58,,0 | |
| 2301,Tustin,92780,Yes,No,Yes,4747.65,1240.74,Yes,No,55062,81.05,5988.389999999999,4072,0.0,0,26,Male,Yes,0,Two year,61,Yes,No,DSL,Cable,No,20.34,51,Yes,Mailed check,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,2,,3,,No,Stayed,20,,0 | |
| 2302,Tustin,92782,Yes,No,Yes,3082.1,1131.19,No,Yes,17494,98.05,4213.29,4524,0.0,0,27,Male,Yes,3,One year,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.49,59,No,Bank transfer (automatic),Yes,No,Yes,No,Yes,No,No,Yes,3,Offer C,4,,No,Stayed,80,,0 | |
| 2303,Anaheim,92801,No,No,No,597.9,366.39,No,No,60553,70.5,964.29,3198,0.0,0,30,Male,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,40.71,52,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,,No,Stayed,37,,0 | |
| 2304,Anaheim,92802,Yes,Yes,No,3365.4,715.4000000000001,No,No,45086,94.55,4080.8,2631,0.0,0,68,Male,Yes,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.44,18,Yes,Electronic check,Yes,Yes,No,No,No,Yes,No,Yes,3,Offer C,3,,No,Stayed,69,,0 | |
| 2305,Anaheim,92804,No,No,No,38.8,19.22,No internet service,No internet service,81333,19.65,58.019999999999996,3007,0.0,0,59,Male,No,0,Month-to-month,2,Yes,No,No,,No,9.61,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,4,,No,Joined,65,,0 | |
| 2306,Anaheim,92808,Yes,No,No,19,28.28,No internet service,No internet service,19629,19.0,47.28,2400,0.0,0,62,Female,Yes,1,Month-to-month,1,Yes,No,No,,No,28.28,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,4,,No,Joined,44,,0 | |
| 2307,Brea,92821,No,No,No,61.7,46.11,No internet service,No internet service,34055,20.0,107.81,5575,0.0,0,40,Female,No,0,Month-to-month,3,Yes,No,No,,No,15.37,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Joined,21,,0 | |
| 2308,Fullerton,92831,No,No,No,3342.45,2404.48,No,No,34592,63.25,5876.93,6471,0.0,130,56,Male,No,0,Two year,52,Yes,No,DSL,Cable,No,46.24,10,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,No,No,No,0,,4,,No,Stayed,43,,0 | |
| 2309,Fullerton,92832,Yes,No,Yes,85.1,26.0,No internet service,No internet service,24502,20.1,111.1,2894,0.0,0,28,Male,Yes,0,One year,5,Yes,No,No,,No,5.2,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,42,,0 | |
| 2310,Fullerton,92833,Yes,No,No,7422.1,2077.92,No,Yes,46105,99.15,9500.02,5152,0.0,0,52,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.86,8,Yes,Electronic check,Yes,Yes,Yes,No,No,Yes,Yes,Yes,1,,3,,No,Stayed,46,,0 | |
| 2311,Fullerton,92835,Yes,No,Yes,6668.05,253.47,Yes,Yes,21157,90.4,6921.52,5633,0.0,0,25,Male,Yes,0,Two year,71,Yes,Yes,DSL,DSL,Yes,3.57,52,No,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,40,,0 | |
| 2312,Garden Grove,92840,Yes,No,No,8071.05,3443.7599999999998,Yes,Yes,50641,111.9,11514.81,6437,0.0,0,32,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.83,27,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,80,,0 | |
| 2313,Garden Grove,92841,Yes,No,No,1174.8,848.6999999999999,No internet service,No internet service,31428,24.9,2023.5,2026,0.0,0,56,Male,Yes,0,One year,46,Yes,Yes,No,,No,18.45,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,41,,0 | |
| 2314,Garden Grove,92843,Yes,No,Yes,5435,847.3499999999999,No,Yes,43491,83.5,6282.35,4652,0.0,0,19,Male,Yes,0,Two year,63,Yes,Yes,DSL,DSL,Yes,13.45,69,No,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,75,,0 | |
| 2315,Garden Grove,92844,No,No,No,2438.6,741.9,No,Yes,23481,84.3,3310.5,5393,0.0,130,52,Male,No,0,Month-to-month,30,Yes,No,Fiber optic,Fiber Optic,No,24.73,20,Yes,Credit card (automatic),Yes,Yes,Yes,No,No,No,No,No,0,Offer C,4,,No,Stayed,66,,0 | |
| 2316,Garden Grove,92845,No,No,No,45.6,37.44,No,No,15878,45.6,83.03999999999999,2352,0.0,0,36,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,37.44,9,No,Mailed check,No,No,No,No,No,No,No,No,0,,3,,No,Joined,50,,0 | |
| 2317,Villa Park,92861,No,No,No,916.15,0.0,Yes,Yes,5935,54.85,916.15,2136,0.0,0,45,Male,No,0,Two year,16,No,No phone service,DSL,DSL,Yes,0.0,27,No,Mailed check,Yes,Yes,Yes,Yes,Yes,No,No,No,0,,4,,No,Stayed,40,,0 | |
| 2318,Orange,92865,No,No,Yes,237.2,53.24,Yes,No,18058,65.55,290.44,5707,0.0,0,22,Male,No,0,Month-to-month,4,Yes,Yes,DSL,Cable,Yes,13.31,59,No,Mailed check,No,No,No,Yes,No,Yes,Yes,No,0,,4,,No,Stayed,46,,0 | |
| 2319,Orange,92866,Yes,No,No,4614.55,469.71000000000004,No,No,15396,90.35,5084.26,4965,0.0,0,53,Male,Yes,0,One year,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.21,30,Yes,Credit card (automatic),No,Yes,No,No,No,Yes,Yes,No,0,,3,,No,Stayed,26,,0 | |
| 2320,Orange,92867,Yes,No,No,1414.45,1524.9,No internet service,No internet service,40915,20.4,2939.3500000000004,5368,0.0,0,59,Male,Yes,0,Two year,65,Yes,No,No,,No,23.46,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,80,,0 | |
| 2321,Orange,92868,No,No,Yes,1170.5,613.12,Yes,No,23172,74.55,1783.62,2893,0.0,0,21,Male,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,38.32,82,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,70,,0 | |
| 2322,Orange,92869,No,No,No,47.7,62.9,No internet service,No internet service,37916,19.95,110.6,3488,0.0,0,47,Male,No,0,One year,2,Yes,No,No,,No,31.45,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,61,,0 | |
| 2323,Placentia,92870,Yes,No,No,4859.25,2497.44,No,No,48170,74.25,7356.6900000000005,4395,0.0,0,34,Female,Yes,1,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.84,17,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,1,,3,,No,Stayed,45,,0 | |
| 2324,Corona,92879,No,No,No,4903.2,1725.0,Yes,Yes,44875,108.65,6628.2,4210,0.0,0,51,Male,No,0,Two year,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.5,22,No,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,25,,0 | |
| 2325,Corona,92880,No,No,No,3608,147.52,Yes,Yes,16998,109.55,3755.52,5076,0.0,0,55,Female,No,0,One year,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.61,12,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,72,,0 | |
| 2326,Corona,92881,Yes,No,No,6094.25,872.64,Yes,Yes,21911,86.65,6963.6900000000005,5483,3.2,0,35,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,12.12,23,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,61,,0 | |
| 2327,Corona,92882,Yes,No,Yes,3084.9,837.9,Yes,Yes,60294,81.0,3922.8,3067,0.0,0,28,Male,Yes,0,Two year,38,Yes,No,DSL,Cable,Yes,22.05,73,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,75,,0 | |
| 2328,Corona,92883,No,No,No,2356.75,1866.0900000000001,Yes,No,13188,47.85,4204.450000000001,4138,18.39,0,48,Male,No,0,One year,51,Yes,No,DSL,DSL,Yes,36.59,20,No,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,4,,No,Stayed,56,,0 | |
| 2329,Yorba Linda,92886,Yes,No,No,8306.05,1576.08,Yes,Yes,39458,114.55,9900.529999999999,6158,21.6,40,47,Male,Yes,3,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,No,21.89,58,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,51,,0 | |
| 2330,Ventura,93004,No,No,No,1357.1,1361.58,No internet service,No internet service,27381,20.55,2701.54,4101,17.14,0,57,Male,No,2,Two year,66,Yes,No,No,,No,20.63,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,74,,0 | |
| 2331,Camarillo,93010,No,Yes,No,4860.35,2189.0,No,Yes,42853,109.8,7049.35,5720,0.0,0,71,Female,No,0,One year,44,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.75,2,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,No,No,0,,3,,No,Stayed,35,,0 | |
| 2332,Camarillo,93012,No,No,No,3418.2,1352.0,Yes,Yes,24945,69.5,4764.469999999999,4145,5.73,0,63,Male,No,0,Two year,50,Yes,Yes,DSL,DSL,Yes,27.04,2,No,Bank transfer (automatic),No,No,Yes,Yes,No,Yes,Yes,No,0,,5,,No,Stayed,76,,0 | |
| 2333,Carpinteria,93013,No,No,No,631.4,203.7,No,No,17409,48.85,803.01,3762,32.09,0,64,Female,No,0,Month-to-month,15,Yes,Yes,DSL,DSL,Yes,13.58,19,No,Mailed check,No,No,No,No,No,No,No,No,0,,4,,No,Stayed,78,,0 | |
| 2334,Fillmore,93015,No,No,No,186.3,0.0,No,No,16013,25.25,186.3,2372,0.0,0,55,Male,No,0,Month-to-month,8,No,No phone service,DSL,Cable,Yes,0.0,16,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,3,,No,Stayed,33,,0 | |
| 2335,Moorpark,93021,No,Yes,No,6976.75,767.58,Yes,Yes,32984,102.85,7804.33,5569,0.0,60,69,Female,No,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,No,11.63,5,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,No,No,0,Offer A,3,,No,Stayed,40,,0 | |
| 2336,Oak View,93022,No,No,No,4884.85,1611.3899999999999,Yes,No,6503,87.55,6494.41,4882,1.83,0,30,Female,No,0,Month-to-month,57,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.27,41,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,No,No,No,No,0,,3,,No,Stayed,43,,0 | |
| 2337,Ojai,93023,No,No,No,522.95,285.32,No,No,21633,78.55,761.08,4025,47.19,0,51,Female,No,0,Month-to-month,7,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.76,16,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,61,,0 | |
| 2338,Oxnard,93030,Yes,Yes,No,362.6,0.0,No,No,79736,34.55,362.6,5248,0.0,0,73,Male,Yes,3,Month-to-month,10,No,No phone service,DSL,Cable,Yes,0.0,53,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,No,Yes,1,,4,,No,Stayed,55,,0 | |
| 2339,Oxnard,93033,No,No,Yes,5755.8,1480.56,No,Yes,77791,92.05,7222.15,5801,14.21,0,27,Female,No,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.88,47,Yes,Electronic check,Yes,Yes,Yes,No,No,No,No,No,0,,3,,No,Stayed,71,,0 | |
| 2340,Oxnard,93035,Yes,No,No,3355.65,576.4,No,Yes,25322,85.05,3893.9,5904,38.15,0,56,Male,Yes,1,One year,40,Yes,No,Fiber optic,Fiber Optic,Yes,14.41,22,Yes,Electronic check,No,No,Yes,No,Yes,No,No,Yes,5,,4,,No,Stayed,50,,0 | |
| 2341,Piru,93040,No,No,No,406.95,317.4,No internet service,No internet service,1459,19.7,724.3499999999999,4404,0.0,0,49,Female,No,0,Two year,20,Yes,No,No,,No,15.87,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,76,,0 | |
| 2342,Santa Paula,93060,Yes,No,Yes,2395.7,745.25,Yes,No,32511,95.15,3220.95,3273,0.0,80,22,Female,Yes,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,No,29.81,52,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,52,,0 | |
| 2343,Simi Valley,93063,Yes,No,Yes,1968.1,415.15000000000003,No,Yes,49027,84.25,2374.95,2781,8.3,0,28,Male,Yes,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.05,51,No,Electronic check,No,Yes,Yes,No,No,No,No,Yes,1,,4,,No,Stayed,33,,0 | |
| 2344,Simi Valley,93065,Yes,Yes,No,6819.45,1683.66,No,Yes,64802,104.6,8503.11,5722,0.0,0,74,Female,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.51,15,No,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,No,Yes,7,Offer A,3,,No,Stayed,27,,0 | |
| 2345,Somis,93066,No,Yes,No,7943.45,3226.32,Yes,Yes,2966,111.65,11169.77,5388,0.0,0,72,Female,No,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.81,14,No,Electronic check,No,Yes,Yes,Yes,Yes,Yes,No,No,0,Offer A,5,,No,Stayed,75,,0 | |
| 2346,Santa Barbara,93103,Yes,No,No,2473.95,600.3000000000001,No,No,20893,55.0,3042.86,5928,31.39,0,48,Female,Yes,0,Month-to-month,46,Yes,Yes,DSL,DSL,Yes,13.05,15,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,Yes,9,,3,,No,Stayed,40,,0 | |
| 2347,Santa Barbara,93105,Yes,No,No,6562.9,1941.1200000000001,Yes,Yes,25771,89.85,8491.47,6046,12.55,0,41,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,26.96,9,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,,4,,No,Stayed,50,,0 | |
| 2348,Santa Barbara,93108,No,No,No,176.3,174.0,No internet service,No internet service,12741,20.35,350.3,4745,0.0,0,40,Male,No,0,One year,10,Yes,No,No,,No,17.4,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,38,,0 | |
| 2349,Santa Barbara,93109,No,No,No,2236.2,0.0,Yes,No,10986,54.55,2264.72,3533,11.48,40,31,Female,No,0,One year,40,No,No phone service,DSL,DSL,No,0.0,28,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,74,,0 | |
| 2350,Santa Barbara,93111,No,No,No,3109.9,311.55,Yes,Yes,16477,99.45,3378.07,2021,43.38,0,41,Male,No,0,Two year,31,Yes,No,Fiber optic,Fiber Optic,Yes,10.05,14,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,64,,0 | |
| 2351,Goleta,93117,Yes,No,No,4911.35,1863.88,Yes,Yes,49975,70.9,6725.860000000001,4114,49.37,0,48,Female,Yes,0,Two year,68,Yes,Yes,DSL,DSL,Yes,27.41,9,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,2,,4,,No,Stayed,50,,0 | |
| 2352,Arvin,93203,Yes,No,No,1620.2,1298.12,No internet service,No internet service,16206,25.4,2908.98,5668,9.34,0,50,Male,Yes,2,Two year,68,Yes,Yes,No,,No,19.09,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,4,,No,Stayed,72,,0 | |
| 2353,Buttonwillow,93206,No,Yes,No,4287.2,2338.2799999999997,No,Yes,2078,89.85,6625.48,5982,0.0,0,70,Female,No,0,One year,49,Yes,No,Fiber optic,Fiber Optic,Yes,47.72,21,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,No,No,0,,4,,No,Stayed,30,,0 | |
| 2354,California Hot Springs,93207,Yes,No,Yes,394.85,443.25,No internet service,No internet service,226,25.25,838.1,4667,0.0,0,21,Female,Yes,1,Month-to-month,15,Yes,Yes,No,,No,29.55,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,59,,0 | |
| 2355,Corcoran,93212,Yes,No,Yes,3442.15,716.0,Yes,Yes,23506,69.65,4158.15,4706,0.0,0,25,Male,Yes,0,One year,50,Yes,Yes,DSL,Cable,Yes,14.32,58,Yes,Electronic check,No,No,Yes,Yes,Yes,No,No,Yes,6,Offer B,4,,No,Stayed,27,,0 | |
| 2356,Ducor,93218,No,Yes,No,1732.6,761.52,No,No,823,70.0,2634.12,5242,0.0,140,74,Male,No,0,Month-to-month,24,Yes,No,Fiber optic,Fiber Optic,No,31.73,13,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer C,3,,No,Stayed,77,,0 | |
| 2357,Frazier Park,93222,Yes,No,No,655.3,411.25,No internet service,No internet service,1526,20.1,1027.94,4517,38.61,0,37,Male,Yes,3,Two year,35,Yes,No,No,,No,11.75,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,3,,No,Stayed,65,,0 | |
| 2358,Farmersville,93223,No,No,No,475.25,167.28,No internet service,No internet service,8644,24.8,605.47,5208,37.06,0,64,Female,No,0,Month-to-month,17,Yes,Yes,No,,No,9.84,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,5,,No,Stayed,66,,0 | |
| 2359,Frazier Park,93225,No,No,No,865.1,456.9,Yes,No,4498,95.1,1278.75,5787,43.25,0,32,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,45.69,11,Yes,Credit card (automatic),No,No,No,Yes,Yes,Yes,Yes,No,0,Offer D,3,,No,Stayed,33,,0 | |
| 2360,Glennville,93226,Yes,No,No,6132.7,2829.48,Yes,Yes,296,88.85,8962.18,5228,0.0,0,39,Male,Yes,0,Two year,68,Yes,Yes,DSL,Cable,Yes,41.61,14,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,42,,0 | |
| 2361,Hanford,93230,Yes,No,No,3597.5,445.95,No,Yes,53204,78.8,4020.1699999999996,4192,23.28,0,38,Male,Yes,0,One year,45,Yes,No,DSL,Cable,Yes,9.91,19,No,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,6,Offer B,4,,No,Stayed,37,,0 | |
| 2362,Ivanhoe,93235,Yes,No,No,697.65,79.55,No internet service,No internet service,4517,20.35,732.1299999999999,3078,45.07,0,56,Male,Yes,0,Month-to-month,37,Yes,No,No,,No,2.15,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,4,,No,Stayed,24,,0 | |
| 2363,Kettleman City,93239,No,No,No,428.7,35.5,No,No,1809,45.25,419.3,5369,44.9,0,46,Female,No,0,Month-to-month,10,Yes,No,DSL,DSL,No,3.55,29,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer D,5,,No,Stayed,38,,0 | |
| 2364,Lake Isabella,93240,No,No,Yes,20.05,18.15,No internet service,No internet service,5564,20.05,38.2,2798,0.0,0,23,Male,No,0,Month-to-month,1,Yes,No,No,,No,18.15,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,21,,0 | |
| 2365,Lamont,93241,Yes,No,No,4459.15,1132.95,No,No,15364,69.55,5568.49,5420,23.61,0,40,Male,Yes,0,Two year,65,Yes,Yes,DSL,DSL,Yes,17.43,30,Yes,Mailed check,Yes,Yes,No,No,No,Yes,Yes,Yes,10,Offer B,3,,No,Stayed,74,,0 | |
| 2366,Laton,93242,Yes,No,No,1167.6,2401.98,No internet service,No internet service,2900,19.5,3549.6899999999996,5864,19.89,0,33,Female,Yes,3,Two year,57,Yes,No,No,,No,42.14,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,Offer B,3,,No,Stayed,45,,0 | |
| 2367,Lebec,93243,No,No,No,238.1,37.5,No,Yes,1247,74.75,236.76,3319,38.84,0,48,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,12.5,4,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,,3,,No,Joined,21,,0 | |
| 2368,Lemoore,93245,No,No,Yes,1453.1,0.0,No,Yes,30419,30.2,1453.1,5214,0.0,0,22,Male,No,0,Month-to-month,49,No,No phone service,DSL,Cable,Yes,0.0,58,Yes,Bank transfer (automatic),No,No,Yes,No,No,No,No,No,0,Offer B,4,,No,Stayed,42,,0 | |
| 2369,Lost Hills,93249,Yes,No,Yes,4039.3,0.0,Yes,Yes,2502,57.8,4038.29,5640,1.01,0,22,Female,Yes,0,Two year,70,No,No phone service,DSL,Cable,Yes,0.0,85,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,4,,No,Stayed,42,,0 | |
| 2370,Mc Farland,93250,Yes,No,No,1039.45,601.55,No internet service,No internet service,10781,19.85,1626.33,4836,14.67,0,60,Female,Yes,0,One year,53,Yes,No,No,,No,11.35,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,Offer B,3,,No,Stayed,42,,0 | |
| 2371,Mc Kittrick,93251,Yes,No,No,1336.1,1765.43,No internet service,No internet service,302,25.55,3064.16,5794,37.37,0,37,Male,Yes,3,Two year,53,Yes,Yes,No,,No,33.31,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer B,3,,No,Stayed,46,,0 | |
| 2372,New Cuyama,93254,No,No,No,493.4,505.34,No internet service,No internet service,798,24.85,977.42,3534,21.32,0,49,Male,No,0,Month-to-month,22,Yes,Yes,No,,No,22.97,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,51,,0 | |
| 2373,Pixley,93256,No,Yes,No,7246.15,2874.95,Yes,Yes,4198,110.35,10121.099999999999,4295,0.0,0,80,Male,No,0,Two year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.23,27,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,No,No,0,,3,,No,Stayed,79,,0 | |
| 2374,Porterville,93257,No,No,No,1203.95,1140.48,No internet service,No internet service,65566,24.55,2308.3900000000003,5517,36.04,0,63,Female,No,0,One year,48,Yes,Yes,No,,No,23.76,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,41,,0 | |
| 2375,Richgrove,93261,No,No,No,313.6,142.5,No,Yes,2956,107.95,456.1,3449,0.0,0,57,Male,No,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.5,22,No,Mailed check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Joined,77,,0 | |
| 2376,Sequoia National Park,93262,Yes,No,No,3775.85,71.55,No,No,56,81.4,3847.4,5602,0.0,0,64,Male,Yes,0,Month-to-month,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.59,19,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,4,Offer B,5,,No,Stayed,55,,0 | |
| 2377,Springville,93265,Yes,No,No,4616.05,77.47,Yes,Yes,3546,73.8,4674.01,6301,49.51,30,57,Female,Yes,0,Two year,61,Yes,No,DSL,DSL,No,1.27,24,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,9,Offer B,4,,No,Stayed,58,,0 | |
| 2378,Stratford,93266,No,No,No,195.65,114.14999999999999,Yes,No,1729,64.4,309.8,5645,0.0,0,37,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,38.05,7,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,No,No,No,0,,4,,No,Joined,20,,0 | |
| 2379,Strathmore,93267,No,Yes,No,4188.4,1141.6,Yes,Yes,5689,103.75,5330.0,3568,0.0,0,74,Female,No,0,One year,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.54,24,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,No,No,0,,3,,No,Stayed,20,,0 | |
| 2380,Taft,93268,No,No,No,71.1,37.51,No,No,14937,71.1,108.60999999999999,3029,0.0,0,47,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,37.51,10,No,Mailed check,No,No,No,No,No,No,No,No,0,,5,,No,Joined,64,,0 | |
| 2381,Terra Bella,93270,No,No,No,49.9,14.93,Yes,No,5868,49.9,64.83,4667,0.0,0,33,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,14.93,4,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,3,,No,Joined,56,,0 | |
| 2382,Three Rivers,93271,No,No,No,1266.4,1752.36,No internet service,No internet service,2318,24.6,2970.85,4886,47.91,0,58,Male,No,0,One year,51,Yes,Yes,No,,No,34.36,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,75,,0 | |
| 2383,Tulare,93274,No,No,No,1623.4,0.0,No,No,56101,30.1,1611.68,6290,11.72,0,42,Male,No,0,One year,52,No,No phone service,DSL,Cable,Yes,0.0,14,No,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer B,3,,No,Stayed,51,,0 | |
| 2384,Tupman,93276,No,No,No,4149.45,2341.92,No,No,236,83.4,6491.61,4191,29.76,30,55,Male,No,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,No,45.92,12,No,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,Offer B,5,,No,Stayed,65,,0 | |
| 2385,Visalia,93277,No,No,No,20.45,11.61,No internet service,No internet service,44741,20.45,32.06,5384,0.0,0,53,Male,No,0,Month-to-month,1,Yes,No,No,,No,11.61,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,48,,0 | |
| 2386,Wasco,93280,Yes,No,No,2344.5,900.86,Yes,No,22760,75.25,3243.3700000000003,4258,1.99,0,55,Male,Yes,0,One year,31,Yes,Yes,DSL,DSL,Yes,29.06,22,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,No,Yes,Yes,Yes,7,,3,,No,Stayed,43,,0 | |
| 2387,Weldon,93283,No,No,No,1013.05,1985.75,No internet service,No internet service,1935,20.55,2998.8,3313,0.0,0,62,Male,No,0,One year,47,Yes,No,No,,No,42.25,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,56,,0 | |
| 2388,Woodlake,93286,No,Yes,No,417,756.58,No internet service,No internet service,8870,20.05,1173.58,4327,0.0,0,65,Female,No,0,One year,22,Yes,No,No,,No,34.39,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,21,,0 | |
| 2389,Woody,93287,Yes,No,No,20.65,35.24,No internet service,No internet service,88,20.65,55.89,4517,0.0,0,64,Female,Yes,0,Month-to-month,1,Yes,No,No,,No,35.24,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,4,,No,Joined,59,,0 | |
| 2390,Visalia,93291,Yes,No,Yes,6316.2,2329.92,Yes,Yes,36718,85.15,8646.119999999999,6322,0.0,0,19,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,32.36,52,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,,3,,No,Stayed,76,,0 | |
| 2391,Bakersfield,93301,Yes,Yes,No,4018.05,1987.6299999999999,No,No,12963,84.95,6085.68,3384,0.0,80,72,Male,Yes,1,One year,47,Yes,No,Fiber optic,Fiber Optic,No,42.29,22,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,No,Yes,1,,3,,No,Stayed,68,,0 | |
| 2392,Bakersfield,93304,Yes,No,Yes,4811.6,438.48,Yes,Yes,44588,66.5,5204.470000000001,4397,45.61,0,23,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,6.09,41,Yes,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,Yes,8,,3,,No,Stayed,49,,0 | |
| 2393,Bakersfield,93305,Yes,No,No,4189.7,2114.64,No,Yes,35643,63.3,6263.719999999999,4186,40.62,0,34,Male,Yes,0,Two year,66,Yes,Yes,DSL,DSL,Yes,32.04,19,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,No,No,Yes,5,,5,,No,Stayed,60,,0 | |
| 2394,Bakersfield,93306,No,No,No,2848.45,1442.3500000000001,No,No,53481,83.15,4271.96,2332,18.84,0,52,Male,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.21,6,No,Electronic check,No,No,No,No,Yes,No,No,No,0,,4,,No,Stayed,65,,0 | |
| 2395,Bakersfield,93307,No,No,No,2516.2,275.21,No,No,59195,84.9,2744.37,4388,47.04,0,56,Male,No,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.49,21,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,3,,No,Stayed,69,,0 | |
| 2396,Bakersfield,93308,No,No,No,33.6,33.4,No internet service,No internet service,44915,20.55,67.0,5629,0.0,0,30,Female,No,0,Month-to-month,2,Yes,No,No,,No,16.7,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,25,,0 | |
| 2397,Bakersfield,93309,No,No,No,208.45,152.04,No,No,58632,49.25,360.49,3272,0.0,0,34,Male,No,0,Month-to-month,4,Yes,No,DSL,Cable,Yes,38.01,5,No,Mailed check,No,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,37,,0 | |
| 2398,Bakersfield,93312,No,No,Yes,3739.8,2813.85,Yes,No,40836,59.6,6673.65,4372,0.0,120,19,Female,No,0,Two year,65,Yes,No,DSL,DSL,No,43.29,76,Yes,Mailed check,Yes,Yes,No,Yes,No,No,No,No,0,Offer B,4,,No,Stayed,75,,0 | |
| 2399,Bakersfield,93313,No,Yes,No,2964,928.53,Yes,No,25126,104.65,3892.5299999999997,3104,0.0,0,76,Male,No,0,One year,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.39,19,Yes,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,No,No,0,Offer C,4,,No,Stayed,31,,0 | |
| 2400,San Luis Obispo,93401,Yes,No,Yes,2263.4,97.15,No,Yes,27047,75.3,2360.55,4910,0.0,0,26,Male,Yes,0,Month-to-month,29,Yes,No,Fiber optic,Fiber Optic,Yes,3.35,59,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,Yes,10,,4,,No,Stayed,40,,0 | |
| 2401,Los Osos,93402,Yes,No,No,2211.8,195.17000000000002,No,Yes,14859,80.1,2406.9700000000003,4558,0.0,0,60,Male,Yes,2,Month-to-month,29,Yes,Yes,DSL,DSL,Yes,6.73,27,No,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,6,,4,,No,Stayed,70,,0 | |
| 2402,Arroyo Grande,93420,Yes,No,No,1683.7,227.8,Yes,Yes,24499,81.0,1911.5,4741,0.0,0,45,Female,Yes,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,11.39,21,Yes,Mailed check,No,No,Yes,Yes,No,No,No,Yes,6,Offer D,3,,No,Stayed,22,,0 | |
| 2403,Atascadero,93422,No,No,Yes,1519,2778.2,No internet service,No internet service,29539,24.7,4297.2,5138,0.0,0,23,Female,No,0,Two year,58,Yes,Yes,No,,No,47.9,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,54,,0 | |
| 2404,Avila Beach,93424,No,No,No,1164.05,668.0799999999999,Yes,No,812,86.0,1832.1299999999999,5494,0.0,0,53,Female,No,1,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.72,22,Yes,Mailed check,Yes,No,No,Yes,No,No,No,No,0,Offer D,3,,No,Stayed,33,,0 | |
| 2405,Bradley,93426,Yes,No,No,1710.9,2468.88,No internet service,No internet service,1363,25.4,4179.780000000001,5512,0.0,0,61,Male,Yes,0,Two year,72,Yes,Yes,No,,No,34.29,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer A,3,,No,Stayed,30,,0 | |
| 2406,Buellton,93427,No,No,Yes,4245.55,1736.5,No,No,4644,89.15,5982.05,5593,0.0,0,21,Male,No,0,Month-to-month,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.75,73,Yes,Credit card (automatic),Yes,No,No,No,Yes,No,No,No,0,Offer B,3,,No,Stayed,43,,0 | |
| 2407,Cambria,93428,Yes,No,No,4145.9,0.0,Yes,Yes,6526,58.25,4145.9,5224,0.0,0,40,Female,Yes,0,Two year,71,No,No phone service,DSL,Cable,Yes,0.0,29,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,Offer A,5,,No,Stayed,76,,0 | |
| 2408,Casmalia,93429,No,No,No,2664.3,1185.28,No,No,210,85.65,3849.58,2383,0.0,0,51,Male,No,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.04,28,Yes,Bank transfer (automatic),No,No,No,No,No,Yes,Yes,No,0,,3,,No,Stayed,26,,0 | |
| 2409,Cayucos,93430,No,No,No,1277.5,0.0,No,Yes,3220,50.35,1277.5,2510,0.0,0,47,Female,No,0,Month-to-month,26,No,No phone service,DSL,DSL,Yes,0.0,7,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,,5,,No,Stayed,48,,0 | |
| 2410,Creston,93432,Yes,Yes,No,5589.3,2333.08,No,Yes,1203,80.35,7922.38,5581,0.0,0,75,Male,Yes,0,Month-to-month,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.31,15,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,Yes,7,Offer A,4,,No,Stayed,28,,0 | |
| 2411,Grover Beach,93433,Yes,No,Yes,34.75,76.82,No internet service,No internet service,13106,20.2,111.57,3866,0.0,0,22,Male,Yes,0,One year,2,Yes,No,No,,No,38.41,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,3,,No,Joined,44,,0 | |
| 2412,Guadalupe,93434,Yes,No,Yes,1305.95,2852.3599999999997,No internet service,No internet service,5726,20.55,4158.3099999999995,4446,0.0,0,24,Male,Yes,0,Two year,61,Yes,No,No,,No,46.76,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,36,,0 | |
| 2413,Los Olivos,93441,Yes,Yes,No,204.55,14.94,No internet service,No internet service,1317,21.25,219.49,2302,0.0,0,70,Male,Yes,0,Month-to-month,9,Yes,No,No,,No,1.66,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,4,,No,Stayed,69,,0 | |
| 2414,Morro Bay,93442,No,No,No,605.9,116.16000000000001,No internet service,No internet service,10909,26.25,722.06,5676,0.0,0,47,Female,No,0,Two year,22,Yes,Yes,No,,No,5.28,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,64,,0 | |
| 2415,Nipomo,93444,Yes,No,Yes,356.1,239.54999999999998,No,No,15405,80.85,595.65,5109,0.0,0,20,Female,Yes,2,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,47.91,73,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,8,,5,,No,Stayed,69,,0 | |
| 2416,Paso Robles,93446,No,No,No,4805.65,1444.95,Yes,Yes,35586,74.2,6250.599999999999,4774,0.0,0,41,Male,No,0,Two year,65,Yes,Yes,DSL,DSL,Yes,22.23,18,Yes,Credit card (automatic),No,Yes,Yes,Yes,No,Yes,Yes,No,0,Offer B,3,,No,Stayed,39,,0 | |
| 2417,San Ardo,93450,No,No,No,92.75,158.9,No internet service,No internet service,670,20.35,251.65,2303,0.0,0,46,Male,No,0,Month-to-month,5,Yes,No,No,,No,31.78,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,76,,0 | |
| 2418,San Miguel,93451,Yes,No,No,1901.05,111.5,No,No,2666,75.5,2012.55,5985,0.0,0,51,Male,Yes,3,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,4.46,58,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,4,,3,,No,Stayed,33,,0 | |
| 2419,San Simeon,93452,Yes,No,Yes,5730.7,524.88,No,No,471,79.05,6335.58,4689,0.0,80,27,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,No,7.29,53,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,Yes,5,Offer A,3,,No,Stayed,40,,0 | |
| 2420,Santa Margarita,93453,Yes,No,Yes,2423.4,505.97999999999996,No,Yes,2687,90.15,2929.38,5750,0.0,0,25,Female,Yes,0,Month-to-month,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.74,59,No,Bank transfer (automatic),No,No,Yes,No,No,Yes,Yes,Yes,1,,4,,No,Stayed,67,,0 | |
| 2421,Santa Maria,93454,Yes,No,No,1653.45,0.0,No,Yes,30540,50.6,1653.45,3087,0.0,0,48,Male,Yes,2,Month-to-month,32,No,No phone service,DSL,DSL,Yes,0.0,19,No,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,10,,3,,No,Stayed,40,,0 | |
| 2422,Santa Maria,93455,No,No,Yes,3327.05,394.8,Yes,Yes,37364,110.45,3721.8500000000004,4983,0.0,0,19,Female,No,0,One year,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.16,27,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,45,,0 | |
| 2423,Santa Maria,93458,Yes,No,Yes,7085.5,2873.5,Yes,Yes,43684,101.0,9959.0,5025,0.0,0,26,Male,Yes,0,Two year,70,Yes,No,Fiber optic,Fiber Optic,Yes,41.05,59,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,9,Offer A,3,,No,Stayed,48,,0 | |
| 2424,Santa Ynez,93460,No,Yes,No,3344.1,567.42,No,No,5710,79.35,3911.52,2399,0.0,0,66,Male,No,0,Month-to-month,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.51,19,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,4,,No,Stayed,79,,0 | |
| 2425,Shandon,93461,Yes,Yes,No,6697.35,3492.72,Yes,Yes,1255,89.85,10190.07,5881,0.0,0,68,Female,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,48.51,17,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,No,0,Offer A,3,,No,Stayed,56,,0 | |
| 2426,Solvang,93463,No,No,No,2879.9,1680.25,Yes,Yes,7958,65.0,4560.15,3286,0.0,0,38,Female,No,0,Two year,47,Yes,Yes,DSL,DSL,No,35.75,13,Yes,Mailed check,Yes,No,Yes,Yes,No,No,No,No,0,Offer B,3,,No,Stayed,40,,0 | |
| 2427,Templeton,93465,No,No,No,137.1,70.82,No,Yes,7918,80.45,207.92,5602,0.0,0,35,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,35.41,25,Yes,Electronic check,Yes,No,Yes,No,No,No,No,No,0,,4,,No,Joined,67,,0 | |
| 2428,California City,93505,Yes,No,Yes,1551.6,814.35,No internet service,No internet service,8316,24.1,2365.95,5970,0.0,0,23,Female,Yes,0,Two year,61,Yes,Yes,No,,No,13.35,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer B,4,,No,Stayed,21,,0 | |
| 2429,Acton,93510,No,No,No,202.15,54.95,No,No,7831,44.05,257.1,5846,0.0,0,46,Female,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,10.99,29,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,5,,No,Stayed,74,,0 | |
| 2430,Benton,93512,Yes,Yes,No,7882.25,1141.2,Yes,Yes,340,110.8,9023.45,5933,0.0,0,69,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.85,2,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,No,Yes,8,Offer A,5,,No,Stayed,80,,0 | |
| 2431,Big Pine,93513,Yes,Yes,No,8196.4,1539.36,Yes,Yes,1826,114.95,9735.76,6268,0.0,0,75,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.38,2,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,3,Offer A,3,,No,Stayed,61,,0 | |
| 2432,Bishop,93514,No,Yes,No,202.9,124.32,No,Yes,13309,75.05,331.73,3545,5.49,10,74,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,No,41.44,13,No,Mailed check,No,No,Yes,No,No,No,No,No,0,Offer E,4,,No,Joined,56,,0 | |
| 2433,Boron,93516,Yes,No,No,855.1,765.5999999999999,No internet service,No internet service,2241,19.25,1620.6999999999998,2282,0.0,0,43,Male,Yes,0,Two year,48,Yes,No,No,,No,15.95,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,Offer B,4,,No,Stayed,46,,0 | |
| 2434,Bridgeport,93517,No,No,No,5817,2541.42,Yes,Yes,826,90.05,8358.42,4039,0.0,0,41,Female,No,0,One year,63,Yes,No,Fiber optic,Fiber Optic,Yes,40.34,8,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,No,No,No,0,Offer B,3,,No,Stayed,45,,0 | |
| 2435,Caliente,93518,No,No,No,1652.95,680.6700000000001,No,No,1022,56.7,2333.62,4472,0.0,0,35,Female,No,0,Month-to-month,27,Yes,No,DSL,DSL,Yes,25.21,9,Yes,Mailed check,Yes,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,79,,0 | |
| 2436,Darwin,93522,Yes,No,Yes,5600.15,1685.6,No,Yes,64,80.15,7285.75,5715,0.0,0,28,Male,Yes,0,Two year,70,Yes,No,DSL,DSL,Yes,24.08,46,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,10,Offer A,3,,No,Stayed,70,,0 | |
| 2437,Edwards,93523,Yes,No,No,515.75,349.85999999999996,Yes,Yes,7685,71.35,865.6099999999999,3459,0.0,0,47,Male,Yes,2,Month-to-month,7,Yes,No,DSL,Cable,Yes,49.98,25,Yes,Credit card (automatic),Yes,No,Yes,Yes,No,Yes,Yes,Yes,3,,3,,No,Stayed,30,,0 | |
| 2438,Independence,93526,No,No,Yes, ,131.6,No internet service,No internet service,734,20.25,334.1,5504,0.0,0,24,Male,No,0,Two year,0,Yes,No,No,,No,13.16,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,68,,0 | |
| 2439,Inyokern,93527,Yes,No,Yes,190.5,9.3,No,No,2213,90.35,199.8,5361,0.0,0,19,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,4.65,53,No,Electronic check,Yes,Yes,No,No,Yes,No,No,Yes,10,,3,,No,Joined,29,,0 | |
| 2440,June Lake,93529,No,No,No,1253.8,3005.64,No internet service,No internet service,618,19.7,4259.44,4601,0.0,0,50,Male,No,0,Two year,66,Yes,No,No,,No,45.54,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,3,,No,Stayed,36,,0 | |
| 2441,Keeler,93530,No,No,Yes,57.2,9.36,No internet service,No internet service,71,19.85,66.56,5634,0.0,0,22,Female,No,0,Month-to-month,3,Yes,No,No,,No,3.12,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,59,,0 | |
| 2442,Lake Hughes,93532,Yes,No,No,6563.4,691.1999999999999,Yes,No,2771,90.35,7254.599999999999,5794,0.0,0,41,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.6,25,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,No,No,No,Yes,9,Offer A,3,,No,Stayed,49,,0 | |
| 2443,Lancaster,93534,No,No,No,20.8,48.14,No internet service,No internet service,35109,20.8,68.94,3678,0.0,0,37,Male,No,0,Month-to-month,1,Yes,No,No,,No,48.14,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,4,,No,Joined,38,,0 | |
| 2444,Lee Vining,93541,Yes,No,No,4758.8,1054.8,Yes,Yes,504,66.85,5813.6,6264,0.0,0,56,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,14.65,20,No,Bank transfer (automatic),Yes,No,Yes,Yes,No,No,No,Yes,6,Offer A,3,,No,Stayed,32,,0 | |
| 2445,Littlerock,93543,Yes,No,No,1292.6,1174.55,No internet service,No internet service,11198,19.9,2467.1499999999996,6312,0.0,0,30,Male,Yes,0,Two year,65,Yes,No,No,,No,18.07,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer B,4,,No,Stayed,34,,0 | |
| 2446,Llano,93544,No,No,Yes,363.15,0.0,No,No,1220,35.8,363.15,2534,0.0,0,22,Female,No,0,Month-to-month,11,No,No phone service,DSL,DSL,Yes,0.0,52,Yes,Mailed check,No,No,No,No,Yes,No,No,No,0,Offer D,5,,No,Stayed,44,,0 | |
| 2447,Lone Pine,93545,No,No,No,1600.25,667.7,No,No,1910,78.85,2317.95,2444,0.0,50,56,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,No,30.35,10,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer D,5,,No,Stayed,75,,0 | |
| 2448,Mammoth Lakes,93546,No,No,Yes,275.7,509.88,No internet service,No internet service,8217,20.4,785.5799999999999,5068,0.0,0,23,Male,No,0,One year,14,Yes,No,No,,No,36.42,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,5,,No,Stayed,50,,0 | |
| 2449,Olancha,93549,No,No,No,3089.1,44.28,Yes,No,318,74.25,3133.38,3277,0.0,0,45,Male,No,0,Month-to-month,41,Yes,No,Fiber optic,Fiber Optic,Yes,1.08,6,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,Offer B,3,,No,Stayed,78,,0 | |
| 2450,Palmdale,93550,Yes,No,No,1175.6,770.95,No,No,67232,64.8,1946.55,3546,0.0,0,32,Male,Yes,0,One year,17,Yes,No,DSL,DSL,Yes,45.35,11,No,Mailed check,Yes,Yes,No,No,No,Yes,Yes,Yes,2,Offer D,4,,No,Stayed,70,,0 | |
| 2451,Palmdale,93551,No,No,No,237.3,489.83000000000004,No internet service,No internet service,34045,20.45,727.1300000000001,2642,0.0,0,63,Male,No,0,Month-to-month,11,Yes,No,No,,No,44.53,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,29,,0 | |
| 2452,Rosamond,93560,Yes,No,Yes,8065.65,2967.12,No,Yes,14931,110.65,11032.77,4259,0.0,0,24,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.21,73,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,5,Offer A,4,,No,Stayed,22,,0 | |
| 2453,Tehachapi,93561,Yes,No,No,92.5,0.0,No,No,25805,40.3,92.5,5651,0.0,0,59,Female,Yes,3,Month-to-month,3,No,No phone service,DSL,Cable,Yes,0.0,53,No,Mailed check,No,Yes,No,No,No,Yes,Yes,Yes,6,Offer E,4,,No,Joined,65,,0 | |
| 2454,Valyermo,93563,Yes,No,Yes,6152.3,2427.85,Yes,Yes,413,107.0,8580.15,4620,0.0,0,20,Female,Yes,0,One year,59,Yes,Yes,Fiber optic,Fiber Optic,No,41.15,48,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,7,Offer B,4,,No,Stayed,51,,0 | |
| 2455,Ahwahnee,93601,Yes,No,No,5154.5,1153.04,Yes,No,1968,73.35,6307.54,5124,0.0,0,30,Male,Yes,0,Two year,71,Yes,No,DSL,Cable,Yes,16.24,59,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,4,Offer A,5,,No,Stayed,68,,0 | |
| 2456,Auberry,93602,Yes,No,No,220.45,178.0,No,No,3464,44.8,398.45,2492,0.0,0,45,Female,Yes,2,Month-to-month,5,Yes,No,DSL,Cable,Yes,35.6,19,No,Mailed check,No,No,No,No,No,No,No,Yes,10,Offer E,3,,No,Stayed,64,,0 | |
| 2457,Badger,93603,Yes,No,No,1510.3,977.1299999999999,No,No,273,54.75,2487.43,3519,0.0,0,54,Male,Yes,6,Month-to-month,27,Yes,No,DSL,DSL,Yes,36.19,53,Yes,Credit card (automatic),Yes,Yes,No,No,No,No,No,Yes,5,,3,,No,Stayed,41,,0 | |
| 2458,Big Creek,93605,No,No,No,2588.95,0.0,Yes,No,273,40.6,2588.95,6406,0.0,0,48,Male,No,0,One year,63,No,No phone service,DSL,DSL,Yes,0.0,28,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,No,No,No,No,0,Offer B,3,,No,Stayed,80,,0 | |
| 2459,Cantua Creek,93608,Yes,No,No,3983.6,1745.28,No,No,1766,55.3,5728.88,6259,0.0,0,40,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,24.24,27,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,Yes,5,Offer A,4,,No,Stayed,64,,0 | |
| 2460,Caruthers,93609,Yes,No,No,2003.6,418.20000000000005,Yes,No,5446,60.85,2421.8,3012,0.0,0,59,Female,Yes,0,Month-to-month,34,Yes,Yes,DSL,DSL,Yes,12.3,26,Yes,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,Yes,5,,4,,No,Stayed,73,,0 | |
| 2461,Chowchilla,93610,Yes,No,No,1832.4,758.88,No,No,19391,78.4,2721.28,2506,0.0,130,54,Female,Yes,0,One year,24,Yes,Yes,DSL,DSL,No,31.62,12,No,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,Yes,4,,3,,No,Stayed,77,,0 | |
| 2462,Clovis,93611,No,No,No,4908.25,263.52,Yes,Yes,46858,69.65,5171.77,4262,0.0,0,53,Male,No,0,Two year,72,Yes,Yes,DSL,DSL,Yes,3.66,13,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,No,No,No,0,Offer A,5,,No,Stayed,32,,0 | |
| 2463,Clovis,93612,Yes,No,No,3590.2,0.0,Yes,Yes,33856,59.85,3590.2,5790,0.0,0,46,Female,Yes,0,Two year,60,No,No phone service,DSL,DSL,Yes,0.0,19,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,5,,No,Stayed,37,,0 | |
| 2464,Coarsegold,93614,No,No,No,5023,86.36,No,Yes,9395,76.9,5109.36,5355,0.0,0,60,Male,No,0,One year,68,Yes,Yes,DSL,Cable,Yes,1.27,13,Yes,Credit card (automatic),Yes,Yes,Yes,No,No,Yes,Yes,No,0,Offer A,4,,No,Stayed,53,,0 | |
| 2465,Cutler,93615,Yes,No,No,146.6,136.72,No internet service,No internet service,5519,19.85,283.32,3260,0.0,0,44,Female,Yes,0,Two year,8,Yes,No,No,,No,17.09,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,Offer E,5,,No,Stayed,65,,0 | |
| 2466,Del Rey,93616,No,No,Yes,2339.3,705.5,Yes,Yes,1965,67.65,3044.8,4263,0.0,0,22,Female,No,0,Two year,34,Yes,No,DSL,DSL,Yes,20.75,27,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,No,No,No,0,,3,,No,Stayed,40,,0 | |
| 2467,Dinuba,93618,No,No,Yes,298.7,0.0,No,No,24206,45.0,298.7,2270,0.0,0,25,Female,No,0,Month-to-month,6,No,No phone service,DSL,Cable,Yes,0.0,52,No,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,No,0,Offer E,5,,No,Stayed,72,,0 | |
| 2468,Dos Palos,93620,Yes,No,No,143.65,8.82,Yes,No,9388,64.2,182.47,4369,0.0,30,38,Male,Yes,0,Month-to-month,2,Yes,No,DSL,DSL,No,4.41,26,Yes,Mailed check,No,Yes,No,Yes,No,Yes,Yes,Yes,2,Offer E,4,,No,Joined,56,,0 | |
| 2469,Dunlap,93621,No,No,Yes,2548.65,532.58,Yes,No,506,81.7,3081.23,4850,0.0,0,24,Male,No,0,One year,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.18,76,No,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,5,,No,Stayed,68,,0 | |
| 2470,Firebaugh,93622,Yes,No,No,507.4,737.0,No internet service,No internet service,9491,25.55,1244.4,3235,0.0,0,47,Female,Yes,7,Month-to-month,20,Yes,Yes,No,,No,36.85,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,Offer D,4,,No,Stayed,35,,0 | |
| 2471,Fish Camp,93623,Yes,No,Yes,20,6.86,No internet service,No internet service,77,20.0,26.86,2358,0.0,0,21,Female,Yes,3,Month-to-month,1,Yes,No,No,,No,6.86,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,4,,No,Joined,33,,0 | |
| 2472,Fowler,93625,Yes,Yes,No,5411.4,1180.9,No,No,5635,75.65,6566.629999999999,4181,25.67,0,72,Female,Yes,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.87,3,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,4,Offer A,4,,No,Stayed,30,,0 | |
| 2473,Helm,93627,Yes,No,No,903.8,1152.84,No internet service,No internet service,152,23.8,2056.64,3970,0.0,0,39,Male,Yes,0,Two year,39,Yes,Yes,No,,No,29.56,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,5,,No,Stayed,30,,0 | |
| 2474,Hume,93628,Yes,No,No,3009.5,1702.92,Yes,No,93,64.2,4712.42,4699,0.0,0,61,Female,Yes,0,Two year,46,Yes,No,DSL,DSL,Yes,37.02,6,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,No,No,Yes,1,,4,,No,Stayed,41,,0 | |
| 2475,Kingsburg,93631,Yes,No,No,5468.45,3129.84,No,Yes,14088,76.8,8688.29,5120,0.0,90,45,Female,Yes,0,Two year,72,Yes,Yes,DSL,Cable,No,43.47,9,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,34,,0 | |
| 2476,Lakeshore,93634,No,No,No,1058.1,858.96,Yes,Yes,52,55.2,1917.06,2110,0.0,0,63,Male,No,0,Month-to-month,18,Yes,No,DSL,DSL,Yes,47.72,28,No,Credit card (automatic),No,No,Yes,Yes,No,No,No,No,0,Offer D,4,,No,Stayed,44,,0 | |
| 2477,Los Banos,93635,Yes,No,Yes,7616,2269.87,Yes,Yes,29124,108.55,9885.869999999999,4111,0.0,0,29,Male,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.97,73,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,10,Offer A,3,,No,Stayed,58,,0 | |
| 2478,North Fork,93643,Yes,No,No,1108.2,1412.46,No internet service,No internet service,3376,25.25,2520.66,3052,0.0,0,55,Female,Yes,0,Two year,42,Yes,Yes,No,,No,33.63,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,4,,No,Stayed,53,,0 | |
| 2479,Oakhurst,93644,Yes,No,Yes,938.65,0.0,No,No,8521,30.4,938.65,4697,0.0,0,23,Male,Yes,0,One year,34,No,No phone service,DSL,DSL,Yes,0.0,42,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,,4,,No,Stayed,33,,0 | |
| 2480,O Neals,93645,No,Yes,No,94.15,150.7,No internet service,No internet service,173,20.05,244.85,2154,0.0,0,65,Male,No,0,Month-to-month,5,Yes,No,No,,No,30.14,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Stayed,31,,0 | |
| 2481,Orange Cove,93646,No,No,Yes,2088.05,239.25,No,No,8449,84.6,2327.3,4874,0.0,0,23,Female,No,0,Month-to-month,25,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.57,59,Yes,Mailed check,No,No,No,No,Yes,No,No,No,0,Offer C,3,,No,Stayed,23,,0 | |
| 2482,Parlier,93648,Yes,No,No,5656.75,1927.2,Yes,Yes,12587,103.7,7603.95,5892,0.0,20,37,Female,Yes,3,One year,55,Yes,No,Fiber optic,Fiber Optic,No,35.04,57,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,10,,3,,No,Stayed,65,,0 | |
| 2483,Prather,93651,Yes,No,No,5986.45,649.5999999999999,Yes,No,1314,88.0,6636.049999999999,4867,0.0,0,30,Male,Yes,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.28,51,Yes,Credit card (automatic),Yes,Yes,No,Yes,No,No,No,Yes,9,,3,,No,Stayed,48,,0 | |
| 2484,Raisin City,93652,Yes,No,No,6751.35,1685.4299999999998,Yes,Yes,265,106.35,8436.78,5632,0.0,0,41,Female,Yes,0,Month-to-month,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.63,29,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,3,,5,,No,Stayed,35,,0 | |
| 2485,Raymond,93653,Yes,No,No,3566.6,1766.4399999999998,Yes,Yes,972,79.15,5333.04,3716,0.0,0,62,Male,Yes,0,Two year,43,Yes,No,DSL,DSL,Yes,41.08,18,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,63,,0 | |
| 2486,Reedley,93654,No,No,No,4889.3,782.08,No,Yes,25923,103.1,5671.38,5029,0.0,0,37,Male,No,0,One year,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.64,8,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,29,,0 | |
| 2487,Riverdale,93656,No,No,No,318.1,69.80000000000001,Yes,Yes,5729,63.95,387.90000000000003,3099,0.0,0,38,Male,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,13.96,5,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,No,No,No,0,Offer E,4,,No,Stayed,42,,0 | |
| 2488,Sanger,93657,No,No,No,1563.95,510.26000000000005,No internet service,No internet service,28991,25.8,2074.21,6201,0.0,0,55,Female,No,0,Two year,62,Yes,Yes,No,,No,8.23,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,34,,0 | |
| 2489,Shaver Lake,93664,Yes,No,No,372.45,443.8,No internet service,No internet service,642,25.55,816.25,2080,0.0,0,47,Female,Yes,1,Month-to-month,14,Yes,Yes,No,,No,31.7,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,65,,0 | |
| 2490,Sultana,93666,Yes,No,No,1442.6,0.0,Yes,Yes,306,44.85,1442.6,5569,0.0,0,35,Male,Yes,3,Month-to-month,34,No,No phone service,DSL,DSL,Yes,0.0,76,Yes,Electronic check,No,No,Yes,Yes,Yes,No,No,Yes,2,Offer C,4,,No,Stayed,49,,0 | |
| 2491,Tranquillity,93668,Yes,No,No,963.95,1257.8,No internet service,No internet service,1130,25.05,2221.75,3772,0.0,0,44,Male,Yes,1,Two year,38,Yes,Yes,No,,No,33.1,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer C,3,,No,Stayed,73,,0 | |
| 2492,Wishon,93669,Yes,No,No,5222.3,1337.0,Yes,Yes,327,74.1,6559.3,6325,0.0,0,46,Female,Yes,0,One year,70,Yes,No,DSL,DSL,Yes,19.1,21,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,7,,3,,No,Stayed,43,,0 | |
| 2493,Traver,93673,Yes,No,No,3340.55,39.96,No,No,646,88.8,3380.51,3746,0.0,0,33,Female,Yes,2,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.08,16,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,3,Offer C,4,,No,Stayed,31,,0 | |
| 2494,Fresno,93701,Yes,Yes,No,5774.55,1180.8,No,No,13858,93.25,6955.35,4353,0.0,0,70,Male,Yes,3,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.68,53,Yes,Electronic check,Yes,Yes,No,No,No,Yes,No,Yes,4,,3,,No,Stayed,70,,0 | |
| 2495,Fresno,93702,Yes,No,No,4487.3,871.1,Yes,Yes,47999,71.4,5358.400000000001,5327,0.0,0,47,Male,Yes,0,One year,62,Yes,No,DSL,DSL,Yes,14.05,25,No,Credit card (automatic),Yes,No,Yes,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,56,,0 | |
| 2496,Fresno,93704,No,No,Yes,2854.95,1530.36,Yes,Yes,26580,79.2,4425.3099999999995,4830,0.0,40,27,Male,No,0,Month-to-month,36,Yes,No,DSL,Cable,No,42.51,52,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer C,3,,No,Stayed,53,,0 | |
| 2497,Fresno,93705,No,No,No,905.55,61.599999999999994,No internet service,No internet service,35451,20.4,967.15,2404,0.0,0,36,Male,No,0,Two year,44,Yes,No,No,,No,1.4,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,55,,0 | |
| 2498,Fresno,93710,Yes,No,No,7589.8,473.76,No,Yes,29337,105.0,8063.56,5678,0.0,0,44,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.58,7,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,7,,3,,No,Stayed,70,,0 | |
| 2499,Fresno,93720,No,No,No,394.1,0.0,No,No,45087,30.85,394.1,2444,0.0,0,59,Female,No,0,Month-to-month,13,No,No phone service,DSL,Cable,Yes,0.0,7,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,,3,,No,Stayed,38,,0 | |
| 2500,Fresno,93722,Yes,No,Yes,295.95,519.45,No internet service,No internet service,60889,20.55,815.4000000000001,3009,0.0,0,23,Female,Yes,0,One year,15,Yes,No,No,,No,34.63,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,5,,No,Stayed,22,,0 | |
| 2501,Fresno,93725,No,No,No,5459.2,2713.1,Yes,Yes,21010,84.85,8172.299999999999,5434,0.0,0,57,Female,No,0,Two year,65,Yes,No,DSL,Cable,Yes,41.74,17,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,75,,0 | |
| 2502,Fresno,93726,Yes,No,No,444.75,0.0,Yes,No,39148,33.15,444.75,3882,0.0,0,54,Female,Yes,0,One year,12,No,No phone service,DSL,DSL,Yes,0.0,27,No,Credit card (automatic),Yes,No,No,Yes,No,No,No,Yes,7,,3,,No,Stayed,74,,0 | |
| 2503,Fresno,93727,Yes,No,No,6782.15,383.04,Yes,Yes,54701,92.0,7175.19,5883,0.0,10,55,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,No,5.32,5,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,8,,3,,No,Stayed,44,,0 | |
| 2504,Fresno,93728,Yes,No,Yes,6510.45,3234.2400000000002,Yes,Yes,16346,89.8,9744.69,5762,0.0,0,23,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,44.92,69,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,,3,,No,Stayed,66,,0 | |
| 2505,Salinas,93901,Yes,No,No,8476.5,884.8799999999999,Yes,Yes,35739,115.8,9361.38,5841,0.0,0,57,Female,Yes,2,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.29,24,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,39,,0 | |
| 2506,Salinas,93905,No,No,No,4461.85,1665.0400000000002,Yes,No,58548,85.15,6126.89,4322,0.0,0,63,Male,No,0,Two year,52,Yes,Yes,DSL,DSL,Yes,32.02,28,Yes,Mailed check,Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,69,,0 | |
| 2507,Salinas,93906,No,No,No,62,80.5,No internet service,No internet service,53946,24.85,142.5,5983,0.0,0,50,Male,No,0,Month-to-month,2,Yes,Yes,No,,No,40.25,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Joined,57,,0 | |
| 2508,Salinas,93907,No,No,No,352.65,41.6,Yes,No,22292,64.35,394.25,4771,0.0,0,63,Female,No,0,Month-to-month,5,Yes,No,DSL,DSL,Yes,8.32,22,Yes,Electronic check,Yes,No,No,Yes,Yes,No,No,No,0,Offer E,4,,No,Stayed,35,,0 | |
| 2509,Salinas,93908,No,No,No,1424.9,3291.8799999999997,No internet service,No internet service,13027,20.5,4716.78,4201,0.0,0,32,Female,No,0,Two year,68,Yes,No,No,,No,48.41,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,68,,0 | |
| 2510,Carmel By The Sea,93921,No,No,Yes,6309.65,3481.92,Yes,No,2966,86.05,9811.57,5965,0.0,20,22,Male,No,0,Two year,72,Yes,Yes,DSL,DSL,No,48.36,71,No,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,33,,0 | |
| 2511,Carmel Valley,93924,Yes,No,No,5898.6,2467.0800000000004,Yes,No,6691,89.0,8365.68,4488,0.0,0,59,Female,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.38,8,No,Electronic check,Yes,Yes,No,Yes,No,No,No,Yes,10,,3,,No,Stayed,53,,0 | |
| 2512,Chualar,93925,Yes,No,No,4719.75,0.0,Yes,Yes,1140,64.8,4719.75,4036,0.0,0,52,Male,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,18,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,72,,0 | |
| 2513,Gonzales,93926,No,No,No,457.3,1188.2,No internet service,No internet service,9023,19.8,1645.5,5823,0.0,0,63,Male,No,0,One year,26,Yes,No,No,,No,45.7,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,,No,Stayed,77,,0 | |
| 2514,Greenfield,93927,Yes,No,No,5822.3,1972.48,No,Yes,14204,93.4,7794.780000000001,6249,0.0,0,53,Male,Yes,1,Two year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.82,11,No,Bank transfer (automatic),Yes,No,Yes,No,No,Yes,Yes,Yes,2,,3,,No,Stayed,42,,0 | |
| 2515,Monterey,93940,Yes,No,No,2337.45,0.0,Yes,No,32857,39.0,2337.45,4987,0.0,0,61,Male,Yes,0,Two year,62,No,No phone service,DSL,Cable,Yes,0.0,4,Yes,Bank transfer (automatic),No,No,No,Yes,Yes,No,No,Yes,6,,4,,No,Stayed,54,,0 | |
| 2516,Pacific Grove,93950,No,No,No,104.3,123.05,No internet service,No internet service,15449,20.5,227.35,5263,0.0,0,44,Female,No,0,Month-to-month,5,Yes,No,No,,No,24.61,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,53,,0 | |
| 2517,San Lucas,93954,No,No,No,121.25,101.60999999999999,No internet service,No internet service,521,26.4,222.85999999999999,4315,0.0,0,44,Male,No,1,Two year,3,Yes,Yes,No,,No,33.87,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,77,,0 | |
| 2518,Seaside,93955,Yes,No,No,7015.9,1834.56,Yes,Yes,38244,98.2,8850.46,4332,0.0,0,32,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.48,3,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,No,No,Yes,1,,3,,No,Stayed,75,,0 | |
| 2519,Soledad,93960,Yes,No,Yes,5598,238.26,No,Yes,13003,97.55,5836.26,5833,0.0,0,26,Male,Yes,3,One year,57,Yes,No,Fiber optic,Fiber Optic,Yes,4.18,73,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,51,,0 | |
| 2520,Spreckels,93962,No,No,No,1269.1,2504.04,No internet service,No internet service,407,19.95,3773.14,6382,0.0,0,63,Male,No,1,Two year,66,Yes,No,No,,No,37.94,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,51,,0 | |
| 2521,Brisbane,94005,No,No,No,4634.35,1059.3,No,Yes,3635,99.7,5693.650000000001,3333,0.0,0,33,Male,No,2,Two year,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.54,12,No,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,38,,0 | |
| 2522,Burlingame,94010,No,No,Yes,113.95,0.0,No,No,40346,34.8,113.95,2496,0.0,0,25,Female,No,0,Month-to-month,3,No,No phone service,DSL,DSL,Yes,0.0,46,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,,4,,No,Joined,67,,0 | |
| 2523,Daly City,94015,No,No,No,3077,0.0,Yes,Yes,63337,60.15,3077.0,5404,0.0,0,48,Female,No,0,One year,51,No,No phone service,DSL,DSL,Yes,0.0,10,No,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,37,,0 | |
| 2524,Half Moon Bay,94019,No,No,Yes,4039.5,2277.0,Yes,Yes,17929,64.75,6436.5,6408,0.0,120,29,Female,No,0,One year,60,Yes,Yes,DSL,DSL,No,37.95,27,No,Electronic check,Yes,No,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,25,,0 | |
| 2525,La Honda,94020,No,No,No,1665.2,195.03,No,No,1622,54.65,1860.23,5201,0.0,0,62,Male,No,0,Month-to-month,33,Yes,Yes,DSL,DSL,Yes,5.91,5,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,Offer C,3,,No,Stayed,58,,0 | |
| 2526,Los Altos,94022,No,Yes,No,504.2,776.88,No internet service,No internet service,18486,19.3,1271.59,2269,9.49,0,65,Male,No,0,One year,26,Yes,No,No,,No,29.88,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,5,,No,Stayed,64,,0 | |
| 2527,Menlo Park,94025,Yes,No,No,7511.65,2347.01,Yes,Yes,39062,111.25,9858.66,5649,0.0,0,39,Female,Yes,0,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.03,23,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,37,,0 | |
| 2528,Atherton,94027,Yes,No,Yes,1782,0.0,Yes,No,6876,35.8,1782.0,4865,0.0,0,19,Female,Yes,0,One year,49,No,No phone service,DSL,Cable,Yes,0.0,82,Yes,Credit card (automatic),Yes,No,No,Yes,No,No,No,Yes,1,,4,,No,Stayed,69,,0 | |
| 2529,Portola Valley,94028,No,No,No,20.05,3.23,No internet service,No internet service,6601,20.05,23.28,5368,0.0,0,42,Male,No,0,Month-to-month,1,Yes,No,No,,No,3.23,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,52,,0 | |
| 2530,Millbrae,94030,No,Yes,No,609.65,184.03,No,Yes,20350,84.35,774.51,2107,29.17,10,66,Female,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,No,26.29,20,Yes,Electronic check,No,No,Yes,No,Yes,No,No,No,0,Offer E,3,,No,Stayed,38,,0 | |
| 2531,Montara,94037,No,Yes,No,2857.6,965.52,No,Yes,2346,110.5,3823.12,4997,0.0,0,70,Female,No,0,One year,27,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.76,4,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,No,No,0,Offer C,3,,No,Stayed,56,,0 | |
| 2532,Moss Beach,94038,Yes,No,Yes,3247.55,1591.37,No,No,3064,91.2,4838.92,5263,0.0,0,23,Male,Yes,3,One year,37,Yes,No,Fiber optic,Fiber Optic,Yes,43.01,51,No,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,Offer C,5,,No,Stayed,55,,0 | |
| 2533,Mountain View,94041,Yes,No,No,2823,643.5600000000001,Yes,Yes,13483,89.3,3466.56,2132,0.0,0,37,Male,Yes,3,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.76,57,No,Electronic check,Yes,No,Yes,Yes,No,No,No,Yes,1,Offer C,3,,No,Stayed,46,,0 | |
| 2534,Pacifica,94044,No,Yes,No,2619.25,35.84,No,Yes,38885,81.1,2635.84,2143,19.25,0,77,Male,No,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.12,5,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,Offer C,4,,No,Stayed,50,,0 | |
| 2535,Redwood City,94061,Yes,No,No,4965.1,2447.55,Yes,No,35737,81.2,7412.650000000001,6063,0.0,0,56,Female,Yes,0,One year,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.85,27,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,Yes,1,Offer B,3,,No,Stayed,64,,0 | |
| 2536,Redwood City,94062,No,No,No,2679.7,1249.8,No,No,25569,94.3,3929.5,4219,0.0,0,53,Male,No,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.66,28,Yes,Credit card (automatic),Yes,Yes,No,No,No,Yes,Yes,No,0,Offer C,3,,No,Stayed,75,,0 | |
| 2537,Redwood City,94063,Yes,No,Yes,8310.55,2401.93,Yes,Yes,32368,116.1,10842.48,5027,0.0,130,29,Male,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,No,33.83,27,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,42,,0 | |
| 2538,Redwood City,94065,No,No,No,5682.25,684.76,No,Yes,10658,105.55,6367.01,5731,0.0,0,33,Female,No,0,Two year,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,12.92,19,No,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer B,5,,No,Stayed,67,,0 | |
| 2539,San Carlos,94070,Yes,No,Yes,4914.9,878.9999999999999,No,No,28098,94.4,5793.9,5548,0.0,0,27,Male,Yes,0,Month-to-month,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.58,47,Yes,Credit card (automatic),Yes,Yes,No,No,No,Yes,Yes,Yes,1,Offer B,4,,No,Stayed,21,,0 | |
| 2540,San Gregorio,94074,No,No,Yes,27.55,54.34,No internet service,No internet service,291,19.5,81.89,4836,0.0,0,19,Female,No,0,Month-to-month,2,Yes,No,No,,No,27.17,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,74,,0 | |
| 2541,Sunnyvale,94087,Yes,No,No,6068.65,1909.6000000000001,No,Yes,50070,105.6,7978.25,4196,0.0,0,35,Female,Yes,0,One year,56,Yes,No,Fiber optic,Fiber Optic,Yes,34.1,13,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,Offer B,4,,No,Stayed,24,,0 | |
| 2542,Sunnyvale,94089,Yes,No,No,5398.6,3031.75,No,Yes,16985,81.35,8430.35,4219,0.0,0,60,Male,Yes,0,Two year,67,Yes,No,DSL,DSL,Yes,45.25,18,No,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,51,,0 | |
| 2543,San Francisco,94103,No,No,No,234.85,83.04,No,No,23036,56.4,317.89,5344,0.0,0,38,Male,No,0,Month-to-month,4,Yes,No,DSL,DSL,Yes,20.76,30,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,4,,No,Stayed,49,,0 | |
| 2544,San Francisco,94104,No,No,No,1231.85,794.01,Yes,No,384,65.35,2085.8599999999997,2051,0.0,60,61,Male,No,0,One year,19,Yes,No,DSL,DSL,No,41.79,6,Yes,Bank transfer (automatic),No,Yes,No,Yes,No,Yes,Yes,No,0,,4,,No,Stayed,39,,0 | |
| 2545,San Francisco,94105,No,No,Yes,170.9,366.96,No internet service,No internet service,2066,19.95,537.86,5919,0.0,0,26,Female,No,3,Month-to-month,8,Yes,No,No,,No,45.87,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,40,,0 | |
| 2546,San Francisco,94107,No,No,Yes,7984.15,2976.32,Yes,Yes,17372,111.25,10960.47,4361,0.0,0,29,Female,No,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.92,53,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,54,,0 | |
| 2547,San Francisco,94109,No,Yes,No,1288.3,25.049999999999997,No,No,56330,89.0,1267.6599999999999,4452,45.69,0,72,Female,No,0,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.67,21,No,Credit card (automatic),No,Yes,No,No,Yes,No,No,No,0,,4,,No,Stayed,77,,0 | |
| 2548,San Francisco,94110,Yes,No,No,7848.5,840.24,No,Yes,74641,106.1,8688.74,6283,0.0,0,40,Male,Yes,1,One year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.67,26,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,72,,0 | |
| 2549,San Francisco,94111,No,No,No,267,199.07999999999998,No internet service,No internet service,3337,20.05,466.08,4018,0.0,0,42,Male,No,0,One year,12,Yes,No,No,,No,16.59,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,62,,0 | |
| 2550,San Francisco,94112,Yes,No,Yes,1798.9,2020.32,No internet service,No internet service,73117,25.2,3819.2200000000003,6499,0.0,0,22,Male,Yes,2,Two year,72,Yes,Yes,No,,No,28.06,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,62,,0 | |
| 2551,San Francisco,94115,No,Yes,No,1643.55,405.26000000000005,No,No,33122,75.4,2128.81,2491,0.0,80,67,Female,No,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,No,17.62,25,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,No,0,,4,,No,Stayed,49,,0 | |
| 2552,San Francisco,94116,No,No,No,4807.45,0.0,Yes,Yes,42959,65.55,4807.45,4266,0.0,0,45,Male,No,0,Two year,72,No,No phone service,DSL,Cable,Yes,0.0,10,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,24,,0 | |
| 2553,San Francisco,94117,No,No,No,2193,536.64,No,Yes,38756,80.7,2729.64,4501,0.0,0,37,Female,No,0,Month-to-month,26,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.64,22,Yes,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer C,3,,No,Stayed,28,,0 | |
| 2554,San Francisco,94118,No,No,No,2239.4,762.51,Yes,Yes,38955,104.55,3001.91,3471,0.0,0,48,Female,No,0,One year,21,Yes,No,Fiber optic,Fiber Optic,Yes,36.31,27,Yes,Mailed check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,20,,0 | |
| 2555,San Francisco,94121,Yes,No,Yes,1505.9,985.2,No internet service,No internet service,42476,24.15,2491.1000000000004,4501,0.0,0,23,Male,Yes,0,One year,60,Yes,Yes,No,,No,16.42,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer B,3,,No,Stayed,24,,0 | |
| 2556,San Francisco,94122,No,No,Yes,255.35,493.32,No internet service,No internet service,55504,20.45,748.67,4883,0.0,0,26,Male,No,0,Month-to-month,12,Yes,No,No,,No,41.11,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,80,,0 | |
| 2557,San Francisco,94123,Yes,No,Yes,1189.4,413.28,No,No,22920,75.4,1602.68,5432,0.0,0,25,Male,Yes,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.83,46,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,,5,,No,Stayed,51,,0 | |
| 2558,San Francisco,94124,Yes,No,No,4786.15,3092.04,No,No,33177,79.7,7908.19,4010,0.0,30,38,Female,Yes,0,One year,63,Yes,Yes,DSL,Cable,No,49.08,24,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer B,3,,No,Stayed,30,,0 | |
| 2559,San Francisco,94127,No,Yes,No,1820.9,515.46,No,No,20643,81.7,2306.48,5602,29.88,0,77,Female,No,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,23.43,22,No,Electronic check,Yes,Yes,No,No,No,No,No,No,0,,4,,No,Stayed,34,,0 | |
| 2560,San Francisco,94129,Yes,No,No,2404.15,1037.76,Yes,Yes,2240,76.3,3441.91,5324,0.0,0,54,Female,Yes,1,Month-to-month,32,Yes,No,DSL,Cable,Yes,32.43,19,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,1,Offer C,3,,No,Stayed,70,,0 | |
| 2561,San Francisco,94132,Yes,No,No,7039.45,1094.12,Yes,No,26297,103.75,8133.57,4121,0.0,0,32,Female,Yes,3,Two year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.09,53,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,6,,3,,No,Stayed,45,,0 | |
| 2562,San Francisco,94133,Yes,No,No,2538.05,1452.9,No,Yes,26831,86.45,3990.9500000000003,2923,0.0,0,53,Female,Yes,3,One year,30,Yes,No,Fiber optic,Fiber Optic,Yes,48.43,58,No,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,Offer C,3,,No,Stayed,24,,0 | |
| 2563,San Francisco,94134,No,No,No,1212.85,608.32,No,No,40137,75.1,1821.17,5176,0.0,0,44,Female,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,38.02,25,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,5,,No,Stayed,59,,0 | |
| 2564,Palo Alto,94301,No,No,No,2651.1,1150.05,Yes,No,16198,80.6,3801.1499999999996,5542,0.0,0,32,Male,No,0,Two year,33,Yes,No,Fiber optic,Fiber Optic,Yes,34.85,27,No,Bank transfer (automatic),No,Yes,No,Yes,No,No,No,No,0,Offer C,4,,No,Stayed,80,,0 | |
| 2565,Palo Alto,94303,Yes,No,No,1304.8,187.92,No internet service,No internet service,45499,19.3,1492.72,4035,0.0,0,54,Male,Yes,0,Two year,72,Yes,No,No,,No,2.61,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,3,,No,Stayed,42,,0 | |
| 2566,Stanford,94305,No,No,No,435.45,0.0,Yes,No,13386,33.6,435.45,2990,0.0,0,58,Female,No,0,One year,12,No,No phone service,DSL,DSL,Yes,0.0,19,Yes,Mailed check,Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,30,,0 | |
| 2567,Palo Alto,94306,Yes,Yes,No,308.05,57.36,No,No,24492,83.25,325.48,5251,39.93,0,73,Female,Yes,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,14.34,14,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,10,,3,,No,Stayed,37,,0 | |
| 2568,San Mateo,94401,Yes,No,No, ,310.9,No,Yes,32488,80.85,1119.4,2048,0.0,0,40,Female,Yes,0,Two year,0,Yes,No,DSL,DSL,Yes,31.09,5,No,Mailed check,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,8,,3,,No,Stayed,45,,0 | |
| 2569,San Mateo,94403,Yes,No,No,7118.9,2687.1000000000004,Yes,Yes,37926,108.05,9806.0,6047,0.0,0,32,Female,Yes,0,One year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.34,15,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,6,Offer B,3,,No,Stayed,69,,0 | |
| 2570,San Mateo,94404,No,No,No,320.45,41.1,No internet service,No internet service,31882,19.9,361.55,3366,0.0,0,46,Female,No,0,Month-to-month,15,Yes,No,No,,No,2.74,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,29,,0 | |
| 2571,Alameda,94501,No,No,No,531.55,1135.44,No internet service,No internet service,58555,21.05,1666.99,2050,0.0,0,55,Female,No,0,One year,24,Yes,No,No,,No,47.31,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,63,,0 | |
| 2572,Alameda,94502,No,No,No,382.2,0.0,No,No,13996,30.15,392.2,3540,0.0,10,50,Female,No,2,Month-to-month,13,No,No phone service,DSL,Cable,No,0.0,19,No,Electronic check,No,Yes,No,No,No,No,No,No,0,,5,,No,Stayed,22,,0 | |
| 2573,Danville,94506,No,No,Yes,2001,847.1999999999999,No,No,19777,79.85,2848.2,5128,0.0,0,23,Male,No,0,Month-to-month,24,Yes,No,Fiber optic,Fiber Optic,Yes,35.3,41,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,No,0,,4,,No,Stayed,43,,0 | |
| 2574,Alamo,94507,Yes,No,No,4919.7,0.0,Yes,Yes,15187,65.5,4919.7,4119,0.0,0,56,Female,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,4,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,6,,3,,No,Stayed,25,,0 | |
| 2575,Angwin,94508,Yes,No,No,5645.8,2286.9,No,No,3641,104.1,7932.700000000001,5795,0.0,0,62,Female,Yes,3,Month-to-month,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.35,76,Yes,Bank transfer (automatic),Yes,Yes,No,No,Yes,Yes,Yes,Yes,3,Offer B,4,,No,Stayed,57,,0 | |
| 2576,Benicia,94510,Yes,No,No,77.6,14.52,No internet service,No internet service,25578,20.5,92.11999999999999,5053,0.0,0,39,Male,Yes,2,Month-to-month,4,Yes,No,No,,No,3.63,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,4,,No,Stayed,34,,0 | |
| 2577,Bethel Island,94511,Yes,Yes,No,2896.55,183.36,No,Yes,2379,91.35,3052.9300000000003,2965,26.98,0,66,Female,Yes,1,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.73,30,Yes,Mailed check,No,No,Yes,No,Yes,No,No,Yes,9,Offer C,5,,No,Stayed,35,,0 | |
| 2578,Brentwood,94513,Yes,No,No,759.35,1656.55,No internet service,No internet service,26577,20.5,2415.9,2009,0.0,0,42,Male,Yes,1,Two year,35,Yes,No,No,,No,47.33,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,4,,No,Stayed,38,,0 | |
| 2579,Calistoga,94515,No,No,No,535.55,89.6,No,No,7384,75.6,635.15,2934,0.0,10,64,Female,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,No,11.2,17,No,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer E,3,,No,Stayed,31,,0 | |
| 2580,Clayton,94517,No,No,No,1253.15,816.42,Yes,No,14239,55.1,2069.57,2729,0.0,0,62,Male,No,0,Month-to-month,22,Yes,No,DSL,DSL,Yes,37.11,15,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,62,,0 | |
| 2581,Concord,94518,No,No,No,955.15,458.09999999999997,Yes,Yes,27394,58.95,1413.25,4497,0.0,0,57,Female,No,0,Month-to-month,15,Yes,No,DSL,DSL,Yes,30.54,11,No,Electronic check,Yes,No,Yes,Yes,No,No,No,No,0,,4,,No,Stayed,55,,0 | |
| 2582,Concord,94519,No,No,No,2162.6,245.3,No,No,18650,95.1,2407.9,3729,0.0,0,39,Male,No,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.15,17,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,61,,0 | |
| 2583,Concord,94521,Yes,No,No,1813.35,294.65000000000003,No internet service,No internet service,39888,25.45,2108.0,4993,0.0,0,33,Female,Yes,2,Two year,71,Yes,Yes,No,,No,4.15,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,3,,No,Stayed,37,,0 | |
| 2584,Pleasant Hill,94523,No,No,Yes,245.15,138.76,No,Yes,32685,56.75,383.90999999999997,2401,0.0,0,26,Male,No,0,Month-to-month,4,Yes,No,DSL,DSL,Yes,34.69,47,No,Electronic check,Yes,No,Yes,No,No,No,No,No,0,Offer E,3,,No,Stayed,51,,0 | |
| 2585,Crockett,94525,No,No,No,2028.8,630.0,Yes,Yes,3193,81.75,2658.8,5917,0.0,0,59,Male,No,0,Month-to-month,25,Yes,Yes,DSL,Cable,Yes,25.2,23,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,61,,0 | |
| 2586,Danville,94526,Yes,No,No,2723.75,853.12,No,No,32873,86.1,3706.87,4970,0.0,130,45,Female,Yes,3,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,No,26.66,57,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,7,,5,,No,Stayed,48,,0 | |
| 2587,El Cerrito,94530,Yes,Yes,No,220.45,0.0,No,No,23141,29.8,208.61999999999998,2587,11.83,0,80,Male,Yes,0,Month-to-month,7,No,No phone service,DSL,DSL,Yes,0.0,13,No,Bank transfer (automatic),Yes,No,No,No,No,No,No,Yes,10,Offer E,3,,No,Stayed,69,,0 | |
| 2588,Fairfield,94533,No,No,No,365.8,725.2199999999999,No internet service,No internet service,77683,20.5,1091.02,2259,0.0,0,41,Male,No,0,One year,17,Yes,No,No,,No,42.66,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,65,,0 | |
| 2589,Travis Afb,94535,Yes,Yes,No,551.95,179.2,No,No,9978,60.9,714.5699999999999,2136,16.58,0,76,Male,Yes,0,Month-to-month,8,Yes,No,DSL,DSL,Yes,22.4,23,No,Bank transfer (automatic),Yes,No,No,No,Yes,No,No,Yes,9,Offer E,3,,No,Stayed,27,,0 | |
| 2590,Fremont,94536,No,Yes,No,4054.2,2088.7999999999997,Yes,Yes,66543,73.25,6125.84,4011,17.16,0,80,Female,No,0,Two year,56,Yes,Yes,DSL,DSL,Yes,37.3,8,No,Bank transfer (automatic),Yes,No,Yes,Yes,No,Yes,No,No,0,,3,,No,Stayed,26,,0 | |
| 2591,Hayward,94542,No,No,No,60.65,58.739999999999995,No internet service,No internet service,11147,20.85,119.38999999999999,5868,0.0,0,50,Male,No,3,Month-to-month,3,Yes,No,No,,No,19.58,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,38,,0 | |
| 2592,Hayward,94544,No,No,No,5550.1,1292.2,Yes,Yes,72993,77.35,6842.3,4846,0.0,0,48,Female,No,0,Two year,71,Yes,No,DSL,DSL,Yes,18.2,28,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,No,0,Offer A,3,,No,Stayed,61,,0 | |
| 2593,Hercules,94547,Yes,No,No,4733.1,2311.33,No,No,22479,93.85,7074.43,5698,0.0,30,30,Male,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,No,47.17,26,Yes,Bank transfer (automatic),Yes,Yes,No,No,Yes,No,No,Yes,1,Offer B,3,,No,Stayed,62,,0 | |
| 2594,Lafayette,94549,No,No,Yes,4048.95,2753.2599999999998,Yes,Yes,23996,70.1,6802.209999999999,4474,0.0,0,26,Male,No,0,Two year,58,Yes,No,DSL,DSL,Yes,47.47,69,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,No,No,No,0,Offer B,4,,No,Stayed,58,,0 | |
| 2595,Castro Valley,94552,Yes,No,No,4542.35,488.52,Yes,No,13212,75.95,5030.870000000001,5446,0.0,0,40,Female,Yes,0,Two year,59,Yes,No,DSL,DSL,Yes,8.28,22,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,4,Offer B,3,,No,Stayed,46,,0 | |
| 2596,Moraga,94556,No,No,No,888.65,371.69,No,No,16510,75.25,1260.34,5902,0.0,0,34,Female,No,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.79,23,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,3,,No,Stayed,75,,0 | |
| 2597,Napa,94559,Yes,No,Yes,1916,1476.3,Yes,No,26894,54.95,3392.3,4858,0.0,0,20,Female,Yes,0,One year,35,Yes,No,DSL,Cable,Yes,42.18,59,Yes,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,Yes,5,,4,,No,Stayed,30,,0 | |
| 2598,Newark,94560,No,No,Yes,413,219.4,No internet service,No internet service,42491,19.5,632.4,5409,0.0,0,23,Female,No,0,Month-to-month,20,Yes,No,No,,No,10.97,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,28,,0 | |
| 2599,Oakley,94561,Yes,No,Yes,808.95,918.4000000000001,No internet service,No internet service,27607,19.6,1727.3500000000001,2630,0.0,0,21,Male,Yes,1,Two year,40,Yes,No,No,,No,22.96,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer B,5,,No,Stayed,34,,0 | |
| 2600,Orinda,94563,No,No,Yes,1886.4,987.8699999999999,No,No,17964,47.85,2944.27,5531,0.0,70,22,Female,No,0,One year,39,Yes,No,DSL,DSL,No,25.33,82,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,3,,No,Stayed,23,,0 | |
| 2601,Pittsburg,94565,Yes,No,No,1679.25,1522.08,No internet service,No internet service,78816,23.75,3201.33,4923,0.0,0,62,Female,Yes,1,Two year,72,Yes,Yes,No,,No,21.14,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,Offer A,5,,No,Stayed,67,,0 | |
| 2602,Pope Valley,94567,No,No,No,540.95,78.72,No,No,494,43.8,619.6700000000001,5706,0.0,0,54,Female,No,0,Month-to-month,12,Yes,No,DSL,DSL,Yes,6.56,17,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer D,4,,No,Stayed,26,,0 | |
| 2603,Dublin,94568,No,No,No,19.75,5.32,No internet service,No internet service,29636,19.75,25.07,3595,0.0,0,48,Male,No,0,Month-to-month,1,Yes,No,No,,No,5.32,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Joined,43,,0 | |
| 2604,Port Costa,94569,No,No,Yes,537.35,819.72,No internet service,No internet service,173,19.15,1357.0700000000002,4004,0.0,0,20,Male,No,2,Month-to-month,27,Yes,No,No,,No,30.36,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,51,,0 | |
| 2605,Rio Vista,94571,Yes,No,No,678.8,885.02,No internet service,No internet service,5246,19.6,1563.82,4669,0.0,0,53,Male,Yes,0,One year,34,Yes,No,No,,No,26.03,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,5,,No,Stayed,33,,0 | |
| 2606,Rodeo,94572,Yes,No,No,4513.65,237.44,No,Yes,8506,80.3,4751.089999999999,6203,0.0,0,56,Female,Yes,0,Two year,56,Yes,No,Fiber optic,Fiber Optic,Yes,4.24,15,No,Bank transfer (automatic),Yes,No,Yes,No,No,No,No,Yes,9,Offer B,3,,No,Stayed,67,,0 | |
| 2607,Saint Helena,94574,No,No,No,1423.85,2239.96,No internet service,No internet service,9423,24.35,3663.81,6190,0.0,0,31,Female,No,0,Two year,58,Yes,Yes,No,,No,38.62,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,3,,No,Stayed,51,,0 | |
| 2608,Deer Park,94576,Yes,No,No,555.4,571.5600000000001,No internet service,No internet service,223,25.25,1126.96,4386,0.0,0,30,Female,Yes,3,Two year,22,Yes,Yes,No,,No,25.98,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer D,3,,No,Stayed,75,,0 | |
| 2609,San Leandro,94577,Yes,No,Yes,225.55,185.7,No internet service,No internet service,41871,26.1,411.25,3179,0.0,0,27,Female,Yes,2,Two year,10,Yes,Yes,No,,No,18.57,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer D,5,,No,Stayed,63,,0 | |
| 2610,San Leandro,94578,No,No,Yes,268.45,20.93,No internet service,No internet service,36568,20.0,289.38,3037,0.0,0,23,Male,No,0,Two year,13,Yes,No,No,,No,1.61,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,63,,0 | |
| 2611,Suisun City,94585,Yes,No,Yes,1492.1,1563.84,No internet service,No internet service,39279,20.7,3055.9399999999996,6317,0.0,0,19,Male,Yes,0,Two year,72,Yes,No,No,,No,21.72,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer A,3,,No,Stayed,55,,0 | |
| 2612,Sunol,94586,No,No,Yes,132.4,47.04,Yes,No,790,70.3,179.44,4799,0.0,0,21,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,23.52,48,No,Electronic check,No,No,No,Yes,Yes,Yes,Yes,No,0,,3,,No,Joined,27,,0 | |
| 2613,Vallejo,94589,Yes,No,No,284.9,148.92,No,No,42209,69.55,433.81999999999994,3708,0.0,0,42,Male,Yes,1,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,37.23,23,Yes,Mailed check,No,No,No,No,No,No,No,Yes,1,,4,,No,Stayed,44,,0 | |
| 2614,Vallejo,94590,No,No,Yes,784.25,980.13,No internet service,No internet service,37218,19.85,1764.38,3408,0.0,0,28,Female,No,0,Two year,37,Yes,No,No,,No,26.49,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,27,,0 | |
| 2615,Vallejo,94591,No,No,No,417.7,722.19,No internet service,No internet service,51665,20.0,1139.89,2366,0.0,0,59,Male,No,0,Month-to-month,21,Yes,No,No,,No,34.39,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,47,,0 | |
| 2616,Vallejo,94592,Yes,Yes,No,5016.25,1594.77,No,No,159,95.85,6592.17,5325,18.85,0,69,Female,Yes,0,One year,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.09,12,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,No,Yes,1,,3,,No,Stayed,65,,0 | |
| 2617,Yountville,94599,Yes,Yes,No,485.2,1054.09,No internet service,No internet service,2873,20.75,1501.6499999999999,3418,37.64,0,69,Male,Yes,0,One year,23,Yes,No,No,,No,45.83,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,,5,,No,Stayed,45,,0 | |
| 2618,Oakland,94601,No,No,Yes,160.85,52.260000000000005,No,No,54876,50.15,213.11,2085,0.0,0,20,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,17.42,59,Yes,Mailed check,Yes,No,No,No,No,No,No,No,0,,3,,No,Joined,23,,0 | |
| 2619,Oakland,94602,Yes,No,No,4145.25,0.0,Yes,No,28900,58.65,4145.25,4151,0.0,0,31,Female,Yes,0,Two year,71,No,No phone service,DSL,Cable,Yes,0.0,8,No,Mailed check,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,3,Offer A,4,,No,Stayed,48,,0 | |
| 2620,Oakland,94603,No,No,No,827.45,277.2,Yes,No,31392,95.9,1104.65,5017,0.0,0,41,Male,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,30.8,3,Yes,Bank transfer (automatic),No,No,No,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,66,,0 | |
| 2621,Oakland,94605,No,No,No,49.5,16.99,No,No,42854,49.5,96.49,5262,0.0,30,56,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,No,16.99,8,No,Electronic check,No,Yes,No,No,No,No,No,No,0,,4,,No,Joined,59,,0 | |
| 2622,Emeryville,94608,Yes,No,No,5585.4,778.87,Yes,Yes,24589,80.1,6364.2699999999995,6045,0.0,0,36,Male,Yes,0,Two year,71,Yes,Yes,DSL,DSL,Yes,10.97,20,Yes,Mailed check,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,37,,0 | |
| 2623,Oakland,94609,No,No,No,1601.2,1019.52,No internet service,No internet service,21097,24.4,2620.7200000000003,5887,0.0,0,36,Female,No,0,One year,64,Yes,Yes,No,,No,15.93,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,24,,0 | |
| 2624,Oakland,94610,No,No,No,162.45,0.0,Yes,No,29964,40.05,162.45,2664,0.0,0,33,Male,No,0,Month-to-month,4,No,No phone service,DSL,DSL,Yes,0.0,13,Yes,Electronic check,No,No,No,Yes,No,Yes,Yes,No,0,,4,,No,Stayed,57,,0 | |
| 2625,Oakland,94611,No,No,No,470.2,321.54,No internet service,No internet service,36517,19.5,791.74,5652,0.0,0,33,Female,No,0,Month-to-month,23,Yes,No,No,,No,13.98,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,42,,0 | |
| 2626,Oakland,94612,Yes,No,No,2066,587.34,No,No,11702,51.05,2653.34,3154,0.0,0,59,Female,Yes,2,Month-to-month,39,Yes,No,DSL,DSL,Yes,15.06,11,No,Credit card (automatic),Yes,No,No,No,No,No,No,Yes,3,,3,,No,Stayed,63,,0 | |
| 2627,Oakland,94618,Yes,No,Yes,1426.45,941.6400000000001,Yes,No,15438,54.35,2398.09,5105,0.0,30,27,Male,Yes,0,One year,28,Yes,No,DSL,DSL,No,33.63,48,No,Mailed check,Yes,No,No,Yes,No,No,No,Yes,1,,5,,No,Stayed,70,,0 | |
| 2628,Oakland,94619,No,Yes,No,392.5,71.10000000000001,No,No,24518,84.7,422.40000000000003,2660,41.2,0,73,Female,No,0,Month-to-month,5,Yes,No,Fiber optic,Fiber Optic,Yes,14.22,4,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer E,4,,No,Stayed,54,,0 | |
| 2629,Oakland,94621,Yes,Yes,No,3861.45,1838.25,No,Yes,30751,86.1,5687.51,2701,12.19,0,67,Female,Yes,0,Month-to-month,45,Yes,No,Fiber optic,Fiber Optic,Yes,40.85,24,Yes,Electronic check,No,No,Yes,No,No,Yes,No,Yes,5,,4,,No,Stayed,41,,0 | |
| 2630,Berkeley,94702,No,No,No,2552.9,1067.08,No,No,15638,70.35,3619.98,5402,0.0,0,62,Male,No,0,Month-to-month,37,Yes,No,Fiber optic,Fiber Optic,Yes,28.84,25,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,3,,No,Stayed,32,,0 | |
| 2631,Berkeley,94703,Yes,Yes,No,6668.35,1477.2,Yes,Yes,19763,110.0,8145.55,4953,0.0,0,69,Female,Yes,0,Two year,60,Yes,No,Fiber optic,Fiber Optic,Yes,24.62,30,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,2,,5,,No,Stayed,59,,0 | |
| 2632,Berkeley,94705,No,No,No,4615.25,1891.75,No,Yes,12448,94.9,6507.0,4510,0.0,0,30,Female,No,0,One year,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.25,69,No,Credit card (automatic),Yes,No,Yes,No,Yes,No,No,No,0,Offer B,4,,No,Stayed,52,,0 | |
| 2633,Berkeley,94708,Yes,No,No,3557.7,510.50000000000006,No,No,10737,69.75,4068.2,4539,0.0,0,39,Female,Yes,3,Month-to-month,50,Yes,No,Fiber optic,Fiber Optic,Yes,10.21,23,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,8,Offer B,5,,No,Stayed,64,,0 | |
| 2634,Berkeley,94709,Yes,No,No,1957.1,365.85,Yes,No,10147,71.6,2462.95,3773,0.0,140,30,Male,Yes,2,Month-to-month,27,Yes,Yes,DSL,Cable,No,13.55,59,No,Bank transfer (automatic),No,No,No,Yes,Yes,Yes,Yes,Yes,1,,5,,No,Stayed,52,,0 | |
| 2635,Richmond,94801,Yes,No,No,1416.75,552.42,No internet service,No internet service,28450,23.65,1969.17,4671,0.0,0,49,Female,Yes,0,Two year,62,Yes,Yes,No,,No,8.91,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,4,,No,Stayed,21,,0 | |
| 2636,El Sobrante,94803,Yes,No,Yes,5924.4,442.33000000000004,Yes,Yes,25399,81.85,6366.73,4090,0.0,0,25,Female,Yes,0,Two year,71,Yes,No,DSL,DSL,Yes,6.23,58,No,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,4,Offer A,4,,No,Stayed,78,,0 | |
| 2637,Richmond,94804,No,No,No,1697.7,3242.5800000000004,No internet service,No internet service,39089,25.1,4940.280000000001,6025,0.0,0,39,Male,No,0,Two year,66,Yes,Yes,No,,No,49.13,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,4,,No,Stayed,48,,0 | |
| 2638,Richmond,94805,Yes,No,No,7849.85,2216.1200000000003,Yes,Yes,13984,114.7,10065.970000000001,5671,0.0,0,61,Male,Yes,1,Two year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.59,24,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,59,,0 | |
| 2639,San Pablo,94806,No,No,No,649.4,0.0,No,Yes,55720,49.15,649.4,3000,0.0,0,47,Female,No,0,Month-to-month,13,No,No phone service,DSL,DSL,Yes,0.0,27,No,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer D,3,,No,Stayed,78,,0 | |
| 2640,San Rafael,94901,Yes,No,No,4557.5,2586.08,No,No,40239,80.9,7143.58,5344,0.0,0,37,Male,Yes,0,One year,56,Yes,No,Fiber optic,Fiber Optic,Yes,46.18,24,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,3,,5,,No,Stayed,56,,0 | |
| 2641,Belvedere Tiburon,94920,No,No,No,360.35,704.8,No internet service,No internet service,13065,19.3,1065.15,2870,0.0,0,56,Female,No,0,One year,16,Yes,No,No,,No,44.05,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,48,,0 | |
| 2642,Bodega,94922,Yes,No,No,1046.5,322.0,No,No,584,70.2,1368.5,5819,0.0,0,60,Female,Yes,2,Month-to-month,14,Yes,No,Fiber optic,Fiber Optic,Yes,23.0,17,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,4,,No,Stayed,25,,0 | |
| 2643,Bolinas,94924,No,No,No,447.75,342.24,Yes,No,1573,54.25,789.99,2237,0.0,0,37,Female,No,0,One year,8,Yes,No,DSL,DSL,Yes,42.78,27,No,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,69,,0 | |
| 2644,Corte Madera,94925,Yes,No,Yes,4209.95,225.75,No,Yes,9038,99.3,4435.7,3280,0.0,0,29,Female,Yes,2,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.25,59,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,8,,3,,No,Stayed,73,,0 | |
| 2645,Rohnert Park,94928,No,No,No,3877.65,1111.76,Yes,Yes,42544,74.0,4989.41,5806,0.0,0,31,Female,No,0,One year,52,Yes,Yes,DSL,Cable,Yes,21.38,21,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,No,No,No,0,,3,,No,Stayed,39,,0 | |
| 2646,Dillon Beach,94929,No,No,No,152.3,84.57000000000001,Yes,No,330,50.25,236.87,2166,0.0,0,35,Male,No,0,Month-to-month,3,Yes,No,DSL,Cable,Yes,28.19,21,Yes,Mailed check,No,No,No,Yes,No,No,No,No,0,,3,,No,Joined,76,,0 | |
| 2647,Fairfax,94930,No,No,No,572.2,1337.48,No internet service,No internet service,8486,19.8,1909.68,5696,0.0,0,42,Male,No,0,One year,29,Yes,No,No,,No,46.12,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,69,,0 | |
| 2648,Inverness,94937,Yes,No,No,552.7,0.0,No,No,1004,35.5,632.7,2069,0.0,80,48,Female,Yes,3,Month-to-month,16,No,No phone service,DSL,Cable,No,0.0,53,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,Yes,1,Offer D,5,,No,Stayed,25,,0 | |
| 2649,Lagunitas,94938,No,No,No,3208.65,1353.1999999999998,Yes,Yes,821,80.75,4561.85,2047,0.0,0,41,Female,No,0,One year,40,Yes,Yes,DSL,DSL,Yes,33.83,19,Yes,Mailed check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,27,,0 | |
| 2650,Mill Valley,94941,No,No,No,620.75,1487.8799999999999,No internet service,No internet service,28727,19.55,2108.63,2691,0.0,0,47,Female,No,0,One year,36,Yes,No,No,,No,41.33,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,47,,0 | |
| 2651,Olema,94950,Yes,No,No,505.9,1177.28,No internet service,No internet service,248,20.05,1683.1799999999998,2403,0.0,0,49,Male,Yes,0,One year,26,Yes,No,No,,No,45.28,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,5,,No,Stayed,29,,0 | |
| 2652,Penngrove,94951,Yes,Yes,No,8046.85,1096.56,No,Yes,3777,112.4,9143.41,6144,0.0,0,80,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.23,2,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,No,Yes,5,Offer A,3,,No,Stayed,37,,0 | |
| 2653,Petaluma,94952,Yes,No,No,1815.3,1382.78,Yes,No,31930,50.2,3198.08,4352,0.0,0,33,Female,Yes,0,Month-to-month,34,Yes,No,DSL,DSL,Yes,40.67,7,No,Bank transfer (automatic),No,No,No,Yes,No,No,No,Yes,6,,5,,No,Stayed,54,,0 | |
| 2654,Petaluma,94954,No,No,No,612.95,76.5,Yes,No,35419,62.25,689.45,3415,0.0,0,32,Male,No,0,Month-to-month,10,Yes,No,DSL,DSL,Yes,7.65,17,No,Bank transfer (automatic),Yes,No,No,Yes,Yes,No,No,No,0,Offer D,3,,No,Stayed,76,,0 | |
| 2655,Point Reyes Station,94956,No,No,No,795.15,387.52,Yes,No,1885,55.7,1282.67,4978,0.0,100,52,Female,No,0,One year,14,Yes,No,DSL,DSL,No,27.68,26,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,,4,,No,Stayed,57,,0 | |
| 2656,San Geronimo,94963,Yes,No,No,973.1,307.38,No internet service,No internet service,548,19.65,1280.48,2021,0.0,0,63,Male,Yes,0,Two year,47,Yes,No,No,,No,6.54,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,5,,No,Stayed,77,,0 | |
| 2657,San Quentin,94964,Yes,No,No,2210.2,245.52,Yes,No,6448,89.25,2455.72,5436,0.0,0,36,Male,Yes,0,Month-to-month,24,Yes,No,Fiber optic,Fiber Optic,Yes,10.23,8,Yes,Electronic check,Yes,No,No,Yes,No,Yes,Yes,Yes,2,,3,,No,Stayed,77,,0 | |
| 2658,Stinson Beach,94970,No,Yes,No,1055.9,446.2,Yes,No,781,54.0,1502.1000000000001,5090,0.0,0,68,Male,No,0,One year,20,Yes,No,DSL,DSL,Yes,22.31,21,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,,4,,No,Stayed,20,,0 | |
| 2659,Woodacre,94973,No,No,No,1304.85,0.0,Yes,Yes,1449,56.75,1304.85,4574,0.0,0,62,Male,No,0,Two year,22,No,No phone service,DSL,DSL,Yes,0.0,19,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,55,,0 | |
| 2660,Aptos,95003,No,No,No,21.1,18.81,No internet service,No internet service,24227,21.1,39.91,2810,0.0,0,31,Male,No,0,Month-to-month,1,Yes,No,No,,No,18.81,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,52,,0 | |
| 2661,Aromas,95004,Yes,No,No,5580.8,2836.13,Yes,No,3373,96.65,8416.93,5266,0.0,0,35,Female,Yes,5,Month-to-month,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.07,53,Yes,Bank transfer (automatic),No,Yes,No,Yes,No,Yes,Yes,Yes,2,,3,,No,Stayed,52,,0 | |
| 2662,Ben Lomond,95005,Yes,No,No,1497.9,2114.1000000000004,No internet service,No internet service,6407,24.5,3602.7800000000007,4455,9.22,0,44,Female,Yes,0,One year,58,Yes,Yes,No,,No,36.45,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,4,,No,Stayed,47,,0 | |
| 2663,Brookdale,95007,No,Yes,No,4590.35,361.67,No,No,1007,79.2,4952.02,5400,0.0,0,71,Female,No,0,Two year,59,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.13,2,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,,5,,No,Stayed,25,,0 | |
| 2664,Campbell,95008,Yes,No,No,200.2,5.01,No,No,44976,69.55,171.40999999999997,5998,33.8,0,61,Female,Yes,2,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,1.67,19,Yes,Electronic check,No,No,No,No,No,No,No,Yes,3,,3,,No,Joined,59,,0 | |
| 2665,Capitola,95010,No,No,No,614.45,477.12,No internet service,No internet service,9673,20.05,1081.8400000000001,3398,9.73,0,50,Male,No,0,Two year,32,Yes,No,No,,No,14.91,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,20,,0 | |
| 2666,Castroville,95012,Yes,Yes,No,4564.9,193.20000000000002,No,Yes,8582,98.85,4758.099999999999,2641,0.0,0,74,Male,Yes,0,Month-to-month,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.2,22,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,6,,5,,No,Stayed,41,,0 | |
| 2667,Cupertino,95014,Yes,No,No, ,228.29999999999998,No internet service,No internet service,54431,25.75,485.79999999999995,4950,0.0,0,39,Male,Yes,1,Two year,0,Yes,Yes,No,,No,22.83,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,5,,No,Stayed,48,,0 | |
| 2668,Felton,95018,Yes,No,No,1012.4,429.0,No internet service,No internet service,8728,19.6,1395.33,4848,46.07,0,41,Female,Yes,0,One year,52,Yes,No,No,,No,8.25,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,37,,0 | |
| 2669,Hollister,95023,No,No,No,2766.4,198.4,Yes,No,47514,87.65,3066.9300000000003,2426,47.87,150,53,Male,No,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,No,6.2,25,No,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,66,,0 | |
| 2670,Los Gatos,95032,No,No,No,1129.35,208.64,No,No,24443,74.75,1298.0,3574,39.99,0,35,Female,No,0,Month-to-month,16,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.04,16,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,5,,No,Stayed,27,,0 | |
| 2671,Los Gatos,95033,No,No,No,5680.9,384.54,No,Yes,10172,107.45,6050.679999999999,5446,14.76,0,62,Female,No,0,One year,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.54,6,No,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,24,,0 | |
| 2672,Milpitas,95035,No,No,No,2243.9,107.01,Yes,Yes,62848,75.35,2348.6700000000005,4422,2.24,0,30,Male,No,0,One year,29,Yes,No,DSL,Cable,Yes,3.69,27,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,77,,0 | |
| 2673,Morgan Hill,95037,Yes,No,Yes,4523.25,114.1,Yes,Yes,41707,64.95,4594.46,5669,42.89,0,24,Male,Yes,0,Two year,70,Yes,No,DSL,DSL,Yes,1.63,41,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,1,Offer A,3,,No,Stayed,78,,0 | |
| 2674,Moss Landing,95039,Yes,No,Yes,7159.7,2283.3599999999997,Yes,Yes,899,100.45,9426.939999999999,6171,16.12,0,25,Female,Yes,2,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.16,59,No,Electronic check,Yes,No,Yes,Yes,No,Yes,Yes,Yes,4,Offer A,3,,No,Stayed,34,,0 | |
| 2675,Mount Hermon,95041,Yes,No,Yes,2839.95,556.78,No,Yes,77,68.5,3358.3599999999997,3877,38.37,0,28,Male,Yes,0,One year,41,Yes,Yes,DSL,DSL,Yes,13.58,51,No,Bank transfer (automatic),No,Yes,Yes,No,Yes,No,No,Yes,4,,4,,No,Stayed,54,,0 | |
| 2676,Paicines,95043,No,No,No,80.55,5.93,No,No,813,80.55,146.48000000000002,3154,0.0,60,49,Male,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,5.93,19,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,4,,No,Joined,21,,0 | |
| 2677,San Juan Bautista,95045,Yes,No,No,580.1,85.12,Yes,Yes,3402,81.25,617.86,5928,47.36,0,38,Female,Yes,0,Month-to-month,7,Yes,No,DSL,DSL,Yes,12.16,9,No,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,4,,3,,No,Stayed,57,,0 | |
| 2678,Santa Clara,95050,Yes,No,No,6038.55,1225.4299999999998,Yes,No,36349,89.55,7230.219999999999,6194,33.76,0,60,Male,Yes,1,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.29,11,No,Electronic check,Yes,Yes,No,Yes,No,No,No,Yes,10,Offer A,3,,No,Stayed,69,,0 | |
| 2679,Santa Clara,95051,Yes,No,No,259.4,94.85,Yes,No,52986,55.7,354.25,3598,0.0,0,38,Male,Yes,1,Month-to-month,5,Yes,Yes,DSL,Cable,Yes,18.97,12,Yes,Mailed check,No,No,No,Yes,No,No,No,Yes,3,,3,,No,Stayed,46,,0 | |
| 2680,Santa Clara,95054,No,No,No,324.15,488.09999999999997,No internet service,No internet service,13031,24.8,799.4499999999999,3965,12.8,0,53,Male,No,3,Month-to-month,15,Yes,Yes,No,,No,32.54,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,57,,0 | |
| 2681,Santa Cruz,95060,Yes,No,Yes,417.65,772.0,No internet service,No internet service,43192,20.0,1179.92,3402,9.73,0,21,Female,Yes,3,Month-to-month,20,Yes,No,No,,No,38.6,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,3,,No,Stayed,70,,0 | |
| 2682,Santa Cruz,95064,Yes,No,No,5637.85,391.5,Yes,No,4563,105.2,6006.34,5546,23.01,0,50,Male,Yes,3,One year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.25,57,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,9,,5,,No,Stayed,68,,0 | |
| 2683,Santa Cruz,95065,No,No,No,839.4,2033.2199999999998,No internet service,No internet service,8365,19.55,2860.46,5293,12.16,0,32,Male,No,0,One year,42,Yes,No,No,,No,48.41,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,43,,0 | |
| 2684,Scotts Valley,95066,Yes,No,Yes,769.1,61.02,No,No,14574,79.75,830.12,4654,0.0,0,24,Female,Yes,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,6.78,59,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,3,,5,,No,Stayed,62,,0 | |
| 2685,Saratoga,95070,No,No,Yes,6253,2378.8799999999997,No,No,30589,97.45,8631.88,4769,0.0,0,24,Female,No,0,Two year,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.76,48,No,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,67,,0 | |
| 2686,Soquel,95073,Yes,No,No,1641.8,2744.82,No internet service,No internet service,9823,24.25,4340.87,4884,45.75,0,57,Female,Yes,0,Two year,69,Yes,Yes,No,,No,39.78,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer A,3,,No,Stayed,21,,0 | |
| 2687,Watsonville,95076,No,No,Yes,1678.05,2518.5,No internet service,No internet service,81141,24.6,4168.13,5294,28.42,0,24,Female,No,0,Two year,69,Yes,Yes,No,,No,36.5,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,5,,No,Stayed,66,,0 | |
| 2688,San Jose,95110,Yes,No,No,2058.5,972.0,No,No,18197,50.15,2993.4700000000003,2454,37.03,0,32,Male,Yes,0,Month-to-month,40,Yes,No,DSL,DSL,Yes,24.3,28,Yes,Mailed check,No,Yes,No,No,No,No,No,Yes,7,,4,,No,Stayed,71,,0 | |
| 2689,San Jose,95111,No,No,No,2424.5,0.0,No,Yes,57748,39.6,2386.04,5544,38.46,0,38,Male,No,0,Two year,60,No,No phone service,DSL,DSL,Yes,0.0,25,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,No,0,Offer B,3,,No,Stayed,32,,0 | |
| 2690,San Jose,95113,No,Yes,No,6293.45,2654.69,Yes,Yes,561,89.85,9088.14,4994,0.0,140,69,Female,No,0,Two year,71,Yes,Yes,DSL,DSL,No,37.39,22,No,Mailed check,Yes,Yes,Yes,Yes,Yes,Yes,No,No,0,Offer A,3,,No,Stayed,33,,0 | |
| 2691,San Jose,95117,Yes,No,No,3145.9,1532.48,No,No,29914,98.85,4678.38,3981,0.0,0,33,Male,Yes,0,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.89,9,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,Yes,Yes,3,,4,,No,Stayed,61,,0 | |
| 2692,San Jose,95118,No,No,No,2200.7,210.60000000000002,Yes,No,31926,53.85,2364.64,2380,46.66,0,60,Male,No,0,Two year,39,Yes,Yes,DSL,DSL,Yes,5.4,16,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,79,,0 | |
| 2693,San Jose,95119,No,No,No,914.4,1754.84,No internet service,No internet service,10155,24.25,2633.63,2997,35.61,0,36,Female,No,0,One year,38,Yes,Yes,No,,No,46.18,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,23,,0 | |
| 2694,San Jose,95120,No,No,No,4577.75,785.1999999999999,No,Yes,37090,89.45,5344.0599999999995,5386,18.89,0,32,Male,No,0,Two year,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.1,17,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,Offer B,3,,No,Stayed,35,,0 | |
| 2695,San Jose,95121,Yes,No,No,4997.5,1459.68,No,No,37127,105.25,6455.52,4275,1.66,0,57,Female,Yes,3,Month-to-month,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.41,53,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer B,3,,No,Stayed,79,,0 | |
| 2696,San Jose,95122,Yes,No,Yes,4144.8,0.0,Yes,Yes,59841,59.5,4121.08,4031,23.72,0,21,Male,Yes,0,Two year,70,No,No phone service,DSL,DSL,Yes,0.0,30,No,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,7,Offer A,4,,No,Stayed,27,,0 | |
| 2697,San Jose,95123,No,No,No,1493.55,76.0,No,No,59632,70.55,1551.95,5790,17.6,0,56,Male,No,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,No,3.8,26,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,,3,,No,Stayed,59,,0 | |
| 2698,San Jose,95124,No,No,No,4179.1,1062.5,Yes,Yes,45257,82.5,5220.25,5258,21.35,0,59,Female,No,0,One year,50,Yes,Yes,DSL,DSL,Yes,21.25,2,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,71,,0 | |
| 2699,San Jose,95126,Yes,No,No,1611,161.25,No,Yes,27023,61.6,1727.35,3807,44.9,0,46,Male,Yes,0,One year,25,Yes,No,DSL,Cable,Yes,6.45,19,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,Yes,5,,3,,No,Stayed,66,,0 | |
| 2700,San Jose,95127,No,No,No,593.05,537.36,No,No,60620,49.05,1101.09,4244,29.32,0,58,Male,No,0,Month-to-month,12,Yes,No,DSL,DSL,Yes,44.78,12,Yes,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,5,,No,Stayed,70,,0 | |
| 2701,San Jose,95130,Yes,No,Yes,1533.8,262.2,Yes,Yes,13481,66.25,1772.08,2072,23.92,0,29,Female,Yes,0,One year,23,Yes,No,DSL,DSL,Yes,11.4,58,Yes,Mailed check,Yes,Yes,Yes,Yes,No,No,No,Yes,4,,4,,No,Stayed,22,,0 | |
| 2702,San Jose,95131,No,No,Yes,529.8,557.82,No internet service,No internet service,26389,19.4,1087.62,3792,0.0,0,26,Male,No,0,Month-to-month,27,Yes,No,No,,No,20.66,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,39,,0 | |
| 2703,San Jose,95132,No,Yes,No,3865.6,2071.7599999999998,No,No,40568,86.05,5937.36,5527,0.0,0,70,Male,No,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.08,20,Yes,Credit card (automatic),No,No,No,No,Yes,No,No,No,0,,3,,No,Stayed,69,,0 | |
| 2704,San Jose,95133,Yes,No,No,515.75,1139.8400000000001,No internet service,No internet service,26032,19.15,1655.5900000000001,4347,0.0,0,45,Male,Yes,2,Two year,26,Yes,No,No,,No,43.84,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,5,,No,Stayed,58,,0 | |
| 2705,San Jose,95136,No,No,No,48.35,42.36,No internet service,No internet service,36944,19.25,90.71000000000001,4725,0.0,0,58,Male,No,1,Month-to-month,2,Yes,No,No,,No,21.18,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,45,,0 | |
| 2706,San Jose,95138,Yes,No,Yes,2070.05,1116.7,No,No,14792,81.95,3186.75,2817,0.0,0,23,Female,Yes,3,Month-to-month,26,Yes,No,Fiber optic,Fiber Optic,Yes,42.95,27,No,Electronic check,Yes,Yes,No,No,No,No,No,Yes,10,,3,,No,Stayed,72,,0 | |
| 2707,San Jose,95139,Yes,Yes,No,8333.95,330.48,Yes,Yes,7023,114.65,8664.43,5408,0.0,0,73,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.59,27,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,1,Offer A,3,,No,Stayed,29,,0 | |
| 2708,Mount Hamilton,95140,Yes,No,No,1209.25,2954.7,No internet service,No internet service,38,20.0,4163.95,5975,0.0,0,40,Female,Yes,2,Two year,63,Yes,No,No,,No,46.9,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,Offer B,5,,No,Stayed,56,,0 | |
| 2709,San Jose,95148,Yes,No,No,1396.25,1657.14,No internet service,No internet service,44103,19.8,3053.3900000000003,5406,0.0,0,52,Male,Yes,2,Two year,71,Yes,No,No,,No,23.34,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer A,4,,No,Stayed,20,,0 | |
| 2710,Stockton,95202,Yes,No,Yes,723.35,183.81,No,No,7071,65.15,907.1600000000001,5942,0.0,0,19,Male,Yes,2,Month-to-month,11,Yes,Yes,DSL,DSL,Yes,16.71,59,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,No,No,Yes,7,,3,,No,Stayed,42,,0 | |
| 2711,Stockton,95203,Yes,Yes,No,228.65,640.64,No internet service,No internet service,16357,19.65,869.29,2962,0.0,0,73,Male,Yes,0,One year,14,Yes,No,No,,No,45.76,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,5,,No,Stayed,66,,0 | |
| 2712,Stockton,95204,No,No,No,1161.75,481.39,Yes,Yes,30476,88.95,1643.1399999999999,5407,0.0,0,30,Female,No,0,Two year,13,Yes,Yes,DSL,DSL,Yes,37.03,52,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,27,,0 | |
| 2713,Stockton,95205,No,No,No,98.35,101.46000000000001,No internet service,No internet service,34138,20.2,199.81,3478,0.0,0,38,Male,No,2,Month-to-month,6,Yes,No,No,,No,16.91,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,75,,0 | |
| 2714,Stockton,95206,Yes,Yes,No,775.3,315.04,No,No,49657,75.2,1090.34,5193,0.0,0,65,Male,Yes,1,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.64,22,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,8,,5,,No,Stayed,28,,0 | |
| 2715,Stockton,95207,Yes,No,Yes,1074.65,23.04,No,No,49965,56.8,1097.69,5558,0.0,0,19,Male,Yes,0,Month-to-month,18,Yes,Yes,DSL,DSL,Yes,1.28,30,No,Credit card (automatic),No,Yes,No,No,No,No,No,Yes,5,,5,,No,Stayed,59,,0 | |
| 2716,Stockton,95210,Yes,No,Yes,2324.7,617.6,No,No,40611,75.5,2942.2999999999997,3131,0.0,0,21,Female,Yes,0,Month-to-month,32,Yes,No,Fiber optic,Fiber Optic,Yes,19.3,47,Yes,Bank transfer (automatic),Yes,No,No,No,No,No,No,Yes,6,Offer C,3,,No,Stayed,76,,0 | |
| 2717,Stockton,95212,No,No,No,1072.6,0.0,Yes,No,6951,35.6,1072.6,3898,0.0,0,46,Male,No,0,One year,29,No,No phone service,DSL,DSL,Yes,0.0,8,No,Mailed check,Yes,No,No,Yes,No,No,No,No,0,Offer C,4,,No,Stayed,74,,0 | |
| 2718,Stockton,95215,No,No,No,170.5,60.300000000000004,No,No,23789,60.25,300.8,4830,0.0,70,62,Female,No,0,Month-to-month,3,Yes,Yes,DSL,DSL,No,20.1,29,Yes,Electronic check,No,No,No,No,Yes,No,No,No,0,,4,,No,Joined,31,,0 | |
| 2719,Angels Camp,95222,No,No,No,1677.85,0.0,No,No,4264,40.35,1677.85,2454,0.0,0,59,Female,No,0,Month-to-month,41,No,No phone service,DSL,Cable,Yes,0.0,21,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,Offer B,5,,No,Stayed,79,,0 | |
| 2720,Arnold,95223,No,No,No,18.85,7.8,No internet service,No internet service,5159,18.85,26.650000000000002,5084,0.0,0,59,Female,No,0,Month-to-month,1,Yes,No,No,,No,7.8,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,37,,0 | |
| 2721,Avery,95224,No,No,No,370.4,39.27,No,No,115,54.85,409.66999999999996,3481,0.0,0,57,Male,No,0,Month-to-month,7,Yes,No,DSL,DSL,Yes,5.61,24,No,Mailed check,No,No,No,No,Yes,No,No,No,0,,3,,No,Stayed,20,,0 | |
| 2722,Burson,95225,Yes,No,No,3410.6,219.44,No,Yes,27,64.3,3630.04,4405,0.0,0,36,Female,Yes,0,One year,52,Yes,No,DSL,DSL,Yes,4.22,18,Yes,Mailed check,Yes,No,Yes,No,Yes,No,No,No,0,Offer B,4,,No,Stayed,73,,0 | |
| 2723,Campo Seco,95226,Yes,No,No,1138.8,904.9499999999999,No internet service,No internet service,75,24.65,2043.75,3043,0.0,0,48,Female,Yes,1,Two year,45,Yes,Yes,No,,No,20.11,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,Offer B,4,,No,Stayed,67,,0 | |
| 2724,Clements,95227,Yes,No,No,5264.25,2335.8999999999996,Yes,Yes,722,76.1,7710.15,5115,0.0,110,55,Male,Yes,0,Two year,70,Yes,Yes,DSL,DSL,No,33.37,9,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,No,No,Yes,4,Offer A,4,,No,Stayed,67,,0 | |
| 2725,Copperopolis,95228,No,No,No,1005.7,546.96,No internet service,No internet service,2633,18.7,1552.66,4116,0.0,0,62,Female,No,0,Two year,53,Yes,No,No,,No,10.32,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,54,,0 | |
| 2726,Farmington,95230,Yes,Yes,No,5936.55,707.42,No,Yes,596,97.95,6643.97,5428,0.0,0,65,Female,Yes,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.41,25,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,No,No,Yes,5,,5,,No,Stayed,50,,0 | |
| 2727,French Camp,95231,Yes,No,No,5475.9,932.4,No,No,5094,94.1,6408.299999999999,5267,0.0,0,44,Female,Yes,0,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.54,19,Yes,Credit card (automatic),Yes,Yes,No,No,No,Yes,Yes,Yes,8,Offer B,3,,No,Stayed,62,,0 | |
| 2728,Hathaway Pines,95233,Yes,Yes,No,2326.05,963.24,No,No,335,95.1,3289.29,4025,0.0,0,67,Female,Yes,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,41.88,12,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,66,,0 | |
| 2729,Lockeford,95237,No,No,No,4991.5,361.13,Yes,Yes,3205,72.35,5352.63,4910,0.0,0,63,Female,No,0,One year,67,Yes,No,DSL,Cable,Yes,5.39,9,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,50,,0 | |
| 2730,Lodi,95242,Yes,Yes,No,5831.2,2664.63,Yes,Yes,22073,82.7,8495.83,5089,0.0,0,72,Female,Yes,0,Two year,71,Yes,Yes,DSL,DSL,Yes,37.53,24,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,1,Offer A,3,,No,Stayed,20,,0 | |
| 2731,Mokelumne Hill,95245,No,No,No,510.8,179.25,No internet service,No internet service,2718,19.9,690.05,2130,0.0,0,41,Male,No,0,One year,25,Yes,No,No,,No,7.17,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,,No,Stayed,22,,0 | |
| 2732,Mountain Ranch,95246,No,No,No,283.95,247.0,No,No,1692,53.8,540.95,2182,0.0,10,56,Female,No,0,Month-to-month,5,Yes,Yes,DSL,Cable,No,49.4,22,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,4,,No,Stayed,78,,0 | |
| 2733,Murphys,95247,No,No,Yes,1295.4,641.4200000000001,No,No,4353,51.55,1936.8200000000002,3130,0.0,0,29,Male,No,0,One year,26,Yes,Yes,DSL,Cable,Yes,24.67,59,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer C,3,,No,Stayed,36,,0 | |
| 2734,San Andreas,95249,Yes,No,Yes,19.65,23.41,No internet service,No internet service,3930,19.65,43.06,2539,0.0,0,21,Male,Yes,0,One year,1,Yes,No,No,,No,23.41,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,3,,No,Joined,53,,0 | |
| 2735,Sheep Ranch,95250,No,Yes,No,3011.65,0.0,No,Yes,88,44.05,3011.65,4022,0.0,0,68,Male,No,0,One year,70,No,No phone service,DSL,Cable,Yes,0.0,13,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,No,No,No,0,Offer A,3,,No,Stayed,68,,0 | |
| 2736,Vallecito,95251,Yes,No,No,8093.15,2337.84,Yes,Yes,460,114.0,10430.99,4558,0.0,0,60,Male,Yes,3,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.47,76,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,29,,0 | |
| 2737,Wallace,95254,Yes,Yes,No,3217.65,1574.72,No,No,304,100.4,4792.37,4848,0.0,0,77,Female,Yes,2,Month-to-month,32,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.21,19,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,Yes,1,Offer C,3,,No,Stayed,59,,0 | |
| 2738,Wilseyville,95257,No,No,No,773.2,294.42,No,No,435,54.25,1067.6200000000001,4423,0.0,0,33,Female,No,0,One year,14,Yes,Yes,DSL,DSL,Yes,21.03,7,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer D,5,,No,Stayed,44,,0 | |
| 2739,Woodbridge,95258,No,No,No,1029.35,437.96999999999997,No,No,4176,80.0,1467.32,5577,0.0,0,59,Female,No,0,Month-to-month,13,Yes,Yes,Fiber optic,Fiber Optic,No,33.69,15,Yes,Credit card (automatic),Yes,No,No,No,No,No,No,No,0,Offer D,3,,No,Stayed,78,,0 | |
| 2740,Ballico,95303,No,No,No,3593.8,2154.18,No,Yes,809,79.2,5747.98,2007,0.0,0,56,Female,No,0,Two year,46,Yes,Yes,DSL,DSL,Yes,46.83,2,No,Mailed check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,63,,0 | |
| 2741,Catheys Valley,95306,Yes,Yes,No,3953.15,197.37,Yes,No,986,94.3,4150.52,2040,0.0,0,71,Male,Yes,0,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.59,5,Yes,Electronic check,No,Yes,No,Yes,Yes,No,No,Yes,1,,3,,No,Stayed,63,,0 | |
| 2742,Ceres,95307,No,No,No,1971.15,153.27,Yes,No,32881,49.8,2124.42,2202,0.0,0,59,Male,No,0,Two year,39,Yes,No,DSL,DSL,Yes,3.93,15,Yes,Bank transfer (automatic),No,No,No,Yes,No,No,No,No,0,Offer C,4,,No,Stayed,51,,0 | |
| 2743,Coulterville,95311,No,No,No,3196,0.0,No,Yes,2271,53.75,3196.0,5594,0.0,0,56,Male,No,0,Month-to-month,57,No,No phone service,DSL,DSL,Yes,0.0,30,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,58,,0 | |
| 2744,Cressey,95312,Yes,No,Yes,4872.2,2032.5500000000002,Yes,No,55,93.45,6904.75,4700,0.0,0,29,Female,Yes,0,One year,53,Yes,No,Fiber optic,Fiber Optic,Yes,38.35,82,Yes,Electronic check,No,No,No,Yes,Yes,Yes,Yes,Yes,1,Offer B,4,,No,Stayed,20,,0 | |
| 2745,Crows Landing,95313,Yes,No,No,1500.5,434.88,No,Yes,1508,87.9,1935.38,5192,0.0,0,32,Male,Yes,1,Month-to-month,18,Yes,No,Fiber optic,Fiber Optic,Yes,24.16,19,Yes,Mailed check,Yes,No,Yes,No,Yes,No,No,Yes,1,Offer D,4,,No,Stayed,33,,0 | |
| 2746,Denair,95316,Yes,No,No,3478.75,1528.8799999999999,Yes,No,5513,61.05,5007.63,4411,0.0,0,59,Female,Yes,0,One year,58,Yes,Yes,DSL,DSL,No,26.36,8,Yes,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,Yes,1,Offer B,4,,No,Stayed,46,,0 | |
| 2747,El Nido,95317,No,Yes,No,7413.55,3398.06,No,Yes,808,104.05,10811.61,4113,0.0,0,75,Female,No,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.86,16,No,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,No,No,0,Offer A,5,,No,Stayed,70,,0 | |
| 2748,El Portal,95318,No,No,No,3532,1274.7,Yes,Yes,579,99.25,4806.7,3244,0.0,0,38,Female,No,0,One year,35,Yes,No,Fiber optic,Fiber Optic,Yes,36.42,2,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer C,3,,No,Stayed,36,,0 | |
| 2749,Escalon,95320,No,No,Yes,256.75,89.52,No,Yes,11474,85.7,346.27,5806,0.0,0,21,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,29.84,30,No,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,Offer E,5,,No,Joined,33,,0 | |
| 2750,Groveland,95321,No,No,No,3887.25,164.92,No,No,3680,104.85,4052.17,2709,0.0,0,47,Male,No,0,One year,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.34,26,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,No,0,Offer C,4,,No,Stayed,35,,0 | |
| 2751,Gustine,95322,Yes,No,No,2490.15,177.1,Yes,Yes,7872,69.15,2667.25,3945,0.0,0,60,Male,Yes,0,Two year,35,Yes,Yes,DSL,Cable,Yes,5.06,20,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,No,0,Offer C,3,,No,Stayed,61,,0 | |
| 2752,Hilmar,95324,No,No,No,3510.3,163.09,Yes,Yes,7177,74.45,3673.3900000000003,3459,0.0,0,33,Female,No,0,Two year,47,Yes,No,DSL,DSL,Yes,3.47,12,No,Mailed check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,55,,0 | |
| 2753,Hornitos,95325,No,No,Yes,765.45,549.0799999999999,No,No,128,50.45,1454.53,3185,0.0,140,25,Female,No,0,Month-to-month,14,Yes,No,DSL,DSL,No,39.22,48,No,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer D,5,,No,Stayed,48,,0 | |
| 2754,Hughson,95326,Yes,Yes,No,1259.35,179.60000000000002,No,No,6822,60.0,1438.9499999999998,2399,0.0,0,70,Female,Yes,0,Month-to-month,20,Yes,No,DSL,DSL,Yes,8.98,16,Yes,Electronic check,No,Yes,No,No,No,Yes,No,Yes,1,,5,,No,Stayed,37,,0 | |
| 2755,Jamestown,95327,Yes,No,No,5538.35,2828.1,Yes,No,9559,85.25,8366.45,5012,0.0,0,58,Male,Yes,0,Two year,66,Yes,Yes,DSL,DSL,Yes,42.85,21,No,Electronic check,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,38,,0 | |
| 2756,Keyes,95328,Yes,No,Yes,340.85,597.6,No internet service,No internet service,2130,19.45,938.45,2483,0.0,0,26,Male,Yes,0,Month-to-month,15,Yes,No,No,,No,39.84,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer D,5,,No,Stayed,67,,0 | |
| 2757,La Grange,95329,No,No,Yes,844.45,769.02,No internet service,No internet service,1749,20.75,1613.47,2574,0.0,0,24,Female,No,0,Two year,42,Yes,No,No,,No,18.31,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,3,,No,Stayed,57,,0 | |
| 2758,Lathrop,95330,Yes,No,No,1348.95,359.54999999999995,No,No,10834,78.9,1708.5,2362,0.0,0,53,Female,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.15,4,No,Electronic check,Yes,No,No,No,No,No,No,Yes,1,Offer D,3,,No,Stayed,38,,0 | |
| 2759,Le Grand,95333,No,No,Yes,3778,1432.6399999999999,Yes,No,3256,104.5,5210.639999999999,4812,0.0,0,26,Male,No,0,One year,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.72,59,Yes,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer C,3,,No,Stayed,21,,0 | |
| 2760,Livingston,95334,No,No,Yes,611.65,205.68,No,No,12672,49.4,907.3299999999999,5007,0.0,90,20,Female,No,0,Month-to-month,12,Yes,No,DSL,DSL,No,17.14,48,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,Offer D,3,,No,Stayed,70,,0 | |
| 2761,Manteca,95336,No,No,No,1505.05,2364.6,No internet service,No internet service,36738,25.0,3869.6499999999996,6355,0.0,0,63,Female,No,0,Two year,60,Yes,Yes,No,,No,39.41,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,3,,No,Stayed,24,,0 | |
| 2762,Manteca,95337,Yes,No,Yes,467.85,0.0,No,No,19867,25.55,467.85,4134,0.0,0,26,Male,Yes,2,Month-to-month,18,No,No phone service,DSL,DSL,Yes,0.0,52,No,Credit card (automatic),No,No,No,No,No,No,No,Yes,9,Offer D,3,,No,Stayed,28,,0 | |
| 2763,Merced,95340,No,No,No,194.2,16.89,No,No,59289,70.15,211.08999999999997,2228,0.0,0,56,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,5.63,15,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,,No,Joined,26,,0 | |
| 2764,Midpines,95345,No,No,Yes,571.45,150.93,Yes,No,433,69.4,722.3800000000001,5108,0.0,0,23,Female,No,3,Month-to-month,9,Yes,No,DSL,Cable,Yes,16.77,73,Yes,Credit card (automatic),No,No,No,Yes,Yes,Yes,Yes,No,0,Offer E,3,,No,Stayed,55,,0 | |
| 2765,Merced,95348,Yes,No,No,5253.95,2258.48,No,Yes,23100,93.15,7512.43,4778,0.0,0,45,Male,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.33,9,Yes,Electronic check,Yes,Yes,Yes,No,No,No,No,Yes,1,Offer B,3,,No,Stayed,56,,0 | |
| 2766,Modesto,95354,No,No,Yes,521.35,62.64999999999999,No,No,27135,69.55,584.0,4704,0.0,0,25,Male,No,0,Month-to-month,7,Yes,No,Fiber optic,Fiber Optic,Yes,8.95,52,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,3,,No,Stayed,71,,0 | |
| 2767,Modesto,95355,Yes,No,Yes,1412.65,2931.81,No internet service,No internet service,47613,20.2,4344.46,5267,0.0,0,28,Female,Yes,2,Two year,69,Yes,No,No,,No,42.49,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,5,,No,Stayed,34,,0 | |
| 2768,Modesto,95358,Yes,No,No,1090.6,1063.8,No internet service,No internet service,30668,20.4,2154.3999999999996,6393,0.0,0,42,Male,Yes,3,Two year,54,Yes,No,No,,No,19.7,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,4,,No,Stayed,60,,0 | |
| 2769,Newman,95360,Yes,No,Yes,1446.8,2001.3600000000001,No internet service,No internet service,8504,23.75,3448.16,4811,0.0,0,26,Male,Yes,0,One year,62,Yes,Yes,No,,No,32.28,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,4,,No,Stayed,66,,0 | |
| 2770,Patterson,95363,Yes,No,Yes,4300.45,2265.48,No,No,15536,70.45,6565.93,5057,0.0,0,25,Female,Yes,3,Month-to-month,62,Yes,Yes,DSL,DSL,Yes,36.54,41,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,Yes,9,,5,,No,Stayed,37,,0 | |
| 2771,Pinecrest,95364,No,No,No,1111.2,806.6500000000001,No,No,235,65.75,1917.8500000000001,3921,0.0,0,47,Male,No,0,Month-to-month,17,Yes,Yes,DSL,DSL,Yes,47.45,5,No,Bank transfer (automatic),Yes,No,No,No,No,Yes,Yes,No,0,Offer D,4,,No,Stayed,63,,0 | |
| 2772,Planada,95365,No,No,Yes,190.1,0.0,No,No,4150,24.6,190.1,2323,0.0,0,24,Male,No,0,Month-to-month,9,No,No phone service,DSL,DSL,Yes,0.0,52,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,5,,No,Stayed,49,,0 | |
| 2773,Ripon,95366,Yes,No,No,4447.75,1647.36,Yes,Yes,12646,69.25,6095.11,4226,0.0,0,30,Male,Yes,0,Two year,64,Yes,No,DSL,DSL,Yes,25.74,51,No,Mailed check,Yes,No,Yes,Yes,Yes,No,No,Yes,4,,4,,No,Stayed,25,,0 | |
| 2774,Sonora,95370,Yes,No,No,1830.05,1758.2400000000002,No internet service,No internet service,25340,24.65,3588.29,5065,0.0,0,64,Female,Yes,0,Two year,72,Yes,Yes,No,,No,24.42,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,5,,No,Stayed,66,,0 | |
| 2775,Soulsbyville,95372,No,No,No,2820.65,215.70000000000002,No,Yes,1519,90.4,3036.35,3171,0.0,0,62,Male,No,0,One year,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,7.19,18,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,No,0,Offer C,4,,No,Stayed,78,,0 | |
| 2776,Stevinson,95374,Yes,No,No,4847.35,2195.69,No,No,1960,100.85,7043.040000000001,5417,0.0,0,56,Female,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.81,10,Yes,Mailed check,Yes,No,No,No,Yes,Yes,Yes,Yes,3,,3,,No,Stayed,53,,0 | |
| 2777,Tracy,95376,Yes,No,Yes,4729.3,1756.8,Yes,Yes,69801,75.35,6486.1,6466,0.0,0,21,Male,Yes,0,Two year,61,Yes,Yes,DSL,Cable,Yes,28.8,52,No,Credit card (automatic),Yes,No,Yes,Yes,No,Yes,Yes,Yes,10,,4,,No,Stayed,35,,0 | |
| 2778,Tuolumne,95379,Yes,No,No,4017.45,51.230000000000004,No,No,3979,87.2,4068.68,3760,0.0,0,54,Male,Yes,1,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.09,13,No,Electronic check,No,Yes,No,No,Yes,No,No,Yes,7,,3,,No,Stayed,76,,0 | |
| 2779,Turlock,95380,No,No,No,1398.6,252.0,No,Yes,40545,64.4,1650.6,2120,0.0,0,64,Male,No,0,Month-to-month,20,Yes,No,DSL,DSL,Yes,12.6,29,No,Credit card (automatic),Yes,No,Yes,No,No,Yes,Yes,No,0,Offer D,3,,No,Stayed,80,,0 | |
| 2780,Twain Harte,95383,Yes,No,No,1685.9,2123.1,No internet service,No internet service,4848,24.7,3809.0,5907,0.0,0,43,Female,Yes,2,Two year,70,Yes,Yes,No,,No,30.33,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,4,,No,Stayed,59,,0 | |
| 2781,Vernalis,95385,No,No,No,5826.65,1130.22,Yes,No,274,105.85,6966.87,5915,0.0,10,58,Male,No,1,One year,54,Yes,No,Fiber optic,Fiber Optic,No,20.93,11,Yes,Electronic check,Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,35,,0 | |
| 2782,Waterford,95386,Yes,Yes,No,6066.55,133.59,Yes,Yes,8308,98.3,6200.14,5413,0.0,0,77,Male,Yes,0,One year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.19,8,Yes,Mailed check,No,Yes,Yes,Yes,Yes,No,No,Yes,2,,3,,No,Stayed,74,,0 | |
| 2783,Winton,95388,No,No,No,270.2,290.03,No internet service,No internet service,11463,19.45,560.23,3799,0.0,0,39,Male,No,0,One year,13,Yes,No,No,,No,22.31,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,5,,No,Stayed,37,,0 | |
| 2784,Santa Rosa,95401,Yes,No,Yes,168.6,34.410000000000004,No,No,36125,58.7,203.01,3654,0.0,0,25,Female,Yes,2,Month-to-month,3,Yes,No,DSL,DSL,Yes,11.47,51,Yes,Credit card (automatic),No,Yes,No,No,Yes,No,No,Yes,9,Offer E,3,,No,Joined,52,,0 | |
| 2785,Santa Rosa,95403,No,No,No,536.35,441.0,No internet service,No internet service,40270,20.15,977.35,3848,0.0,0,43,Male,No,0,Month-to-month,25,Yes,No,No,,No,17.64,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,5,,No,Stayed,58,,0 | |
| 2786,Santa Rosa,95404,No,No,No,1888.45,79.2,No,No,35057,64.5,1967.65,5039,0.0,0,58,Male,No,0,Month-to-month,30,Yes,Yes,DSL,DSL,Yes,2.64,15,Yes,Mailed check,Yes,No,No,No,No,Yes,Yes,No,0,,3,,No,Stayed,48,,0 | |
| 2787,Santa Rosa,95405,Yes,No,Yes,629.35,0.0,No,No,22250,28.5,629.35,3766,0.0,0,20,Female,Yes,0,Month-to-month,21,No,No phone service,DSL,DSL,Yes,0.0,59,No,Electronic check,Yes,No,No,No,No,No,No,Yes,8,Offer D,4,,No,Stayed,77,,0 | |
| 2788,Albion,95410,Yes,Yes,No,2117.25,1076.86,No,No,1054,90.45,3224.1099999999997,5272,0.0,30,76,Male,Yes,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,No,46.82,11,Yes,Electronic check,No,No,No,No,Yes,Yes,No,Yes,6,,4,,No,Stayed,24,,0 | |
| 2789,Annapolis,95412,Yes,No,No,4730.9,2136.6,No,No,747,105.15,6867.5,5915,0.0,0,63,Female,Yes,1,Month-to-month,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.48,20,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,Yes,9,,4,,No,Stayed,22,,0 | |
| 2790,Boonville,95415,Yes,No,No,2033.05,994.8000000000001,No,Yes,1374,83.15,3027.85,2404,0.0,0,60,Female,Yes,3,One year,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.45,53,No,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,Yes,6,,5,,No,Stayed,53,,0 | |
| 2791,Cazadero,95421,Yes,No,No,5744.35,567.2800000000001,Yes,Yes,1575,103.2,6311.63,4534,0.0,0,60,Female,Yes,0,Two year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.13,13,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,10,,5,,No,Stayed,34,,0 | |
| 2792,Clearlake Oaks,95423,No,No,No,19.45,46.59,No internet service,No internet service,3684,19.45,66.04,5820,0.0,0,62,Male,No,0,Month-to-month,1,Yes,No,No,,No,46.59,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Joined,64,,0 | |
| 2793,Cobb,95426,Yes,Yes,No,4805.3,1826.55,Yes,Yes,1591,88.8,6631.85,4291,0.0,0,67,Female,Yes,0,Two year,55,Yes,No,Fiber optic,Fiber Optic,Yes,33.21,4,No,Credit card (automatic),No,No,Yes,Yes,Yes,No,No,Yes,5,,3,,No,Stayed,73,,0 | |
| 2794,Covelo,95428,Yes,No,No,6110.75,782.64,Yes,Yes,2296,85.9,6893.39,6361,0.0,0,39,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,10.87,24,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,9,,4,,No,Stayed,72,,0 | |
| 2795,Dos Rios,95429,No,Yes,No,1596.6,0.0,No,No,91,34.2,1596.6,5715,0.0,0,67,Female,No,0,One year,45,No,No phone service,DSL,Cable,No,0.0,4,No,Electronic check,No,No,No,No,No,Yes,No,No,0,Offer B,3,,No,Stayed,38,,0 | |
| 2796,Duncans Mills,95430,No,No,No,1046.2,164.03,No internet service,No internet service,187,20.15,1210.23,2618,0.0,0,57,Female,No,0,Two year,47,Yes,No,No,,No,3.49,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,74,,0 | |
| 2797,Elk,95432,No,No,Yes,92.75,37.24,No,No,383,50.3,129.99,5870,0.0,0,22,Male,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,18.62,51,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer E,5,,No,Joined,33,,0 | |
| 2798,Forestville,95436,Yes,No,No,194.55,53.16,Yes,No,6216,80.15,247.71,5251,0.0,0,49,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,26.58,23,Yes,Electronic check,Yes,No,No,Yes,No,No,No,No,0,Offer E,3,,No,Joined,26,,0 | |
| 2799,Fort Bragg,95437,Yes,No,Yes,612.1,562.5600000000001,No,No,14417,51.25,1174.66,3097,0.0,0,26,Female,Yes,0,Month-to-month,12,Yes,No,DSL,Cable,Yes,46.88,73,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,1,Offer D,3,,No,Stayed,57,,0 | |
| 2800,Geyserville,95441,Yes,No,No,6671.7,829.38,Yes,No,2349,95.2,7501.08,6166,0.0,0,61,Male,Yes,1,Two year,69,Yes,No,Fiber optic,Fiber Optic,Yes,12.02,30,Yes,Credit card (automatic),No,No,No,Yes,Yes,Yes,Yes,Yes,6,,4,,No,Stayed,34,,0 | |
| 2801,Glen Ellen,95442,No,Yes,No,5264.3,591.9200000000001,No,No,4101,94.8,5856.22,5693,0.0,0,71,Male,No,2,One year,56,Yes,No,Fiber optic,Fiber Optic,Yes,10.57,28,No,Credit card (automatic),Yes,No,No,No,Yes,Yes,No,No,0,Offer B,4,,No,Stayed,59,,0 | |
| 2802,Glenhaven,95443,No,Yes,No,303.7,35.0,No,No,175,80.25,368.7,3828,0.0,30,66,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,No,8.75,4,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,,4,,No,Stayed,20,,0 | |
| 2803,Graton,95444,Yes,No,No,4818.8,421.76,Yes,Yes,390,76.1,5240.56,4222,0.0,0,47,Male,Yes,0,Two year,64,Yes,Yes,DSL,Cable,Yes,6.59,20,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,No,No,Yes,4,,4,,No,Stayed,26,,0 | |
| 2804,Guerneville,95446,Yes,No,No,7159.05,2520.9199999999996,Yes,Yes,4913,115.55,9679.97,6349,0.0,0,56,Male,Yes,3,Two year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.66,21,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,,3,,No,Stayed,25,,0 | |
| 2805,Healdsburg,95448,Yes,No,Yes,1574.5,1821.96,No internet service,No internet service,17979,24.65,3396.46,4392,0.0,0,23,Male,Yes,2,Two year,63,Yes,Yes,No,,No,28.92,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,4,,No,Stayed,40,,0 | |
| 2806,Hopland,95449,No,No,No,2879.2,0.0,Yes,Yes,1373,53.6,2879.2,5183,0.0,0,34,Female,No,0,One year,53,No,No phone service,DSL,DSL,Yes,0.0,25,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,No,No,No,0,,3,,No,Stayed,28,,0 | |
| 2807,Jenner,95450,Yes,No,Yes,86.05,40.199999999999996,No internet service,No internet service,438,19.45,126.25,4573,0.0,0,20,Male,Yes,1,Month-to-month,5,Yes,No,No,,No,8.04,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,3,,No,Stayed,79,,0 | |
| 2808,Kelseyville,95451,Yes,Yes,No,4159.45,1274.0,No,Yes,9902,88.2,5433.45,5987,0.0,0,75,Male,Yes,0,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.0,16,Yes,Electronic check,Yes,Yes,Yes,No,No,No,No,Yes,5,Offer B,4,,No,Stayed,24,,0 | |
| 2809,Kenwood,95452,Yes,No,No,6638.35,1775.68,No,No,1653,101.15,8444.03,5735,0.0,30,32,Female,Yes,3,Two year,62,Yes,Yes,Fiber optic,Fiber Optic,No,28.64,52,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,Yes,Yes,Yes,4,,3,,No,Stayed,36,,0 | |
| 2810,Lakeport,95453,Yes,No,Yes,3112.05,129.79999999999998,Yes,No,11180,56.8,3241.8500000000004,4702,0.0,0,28,Female,Yes,0,Two year,55,Yes,No,DSL,DSL,Yes,2.36,69,No,Mailed check,Yes,Yes,No,Yes,No,No,No,Yes,5,,4,,No,Stayed,33,,0 | |
| 2811,Laytonville,95454,Yes,Yes,No,7168.25,870.46,Yes,Yes,2706,99.4,8038.71,4964,0.0,0,78,Female,Yes,0,Two year,71,Yes,No,Fiber optic,Fiber Optic,Yes,12.26,3,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,No,No,Yes,2,Offer A,3,,No,Stayed,29,,0 | |
| 2812,Little River,95456,Yes,No,Yes,1326.25,1587.6000000000001,No internet service,No internet service,882,20.1,2913.8500000000004,4603,0.0,0,25,Female,Yes,2,Two year,72,Yes,No,No,,No,22.05,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,4,,No,Stayed,41,,0 | |
| 2813,Lower Lake,95457,Yes,No,No,2234.55,0.0,Yes,Yes,2644,60.7,2234.55,3671,0.0,0,59,Male,Yes,0,One year,36,No,No phone service,DSL,DSL,Yes,0.0,24,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,7,,3,,No,Stayed,69,,0 | |
| 2814,Lucerne,95458,Yes,No,No,495.15,627.0,No internet service,No internet service,3002,20.95,1122.15,5682,0.0,0,47,Male,Yes,0,One year,25,Yes,No,No,,No,25.08,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,4,,No,Stayed,77,,0 | |
| 2815,Manchester,95459,Yes,Yes,No,8317.95,2067.84,Yes,Yes,586,114.85,10385.79,4796,0.0,0,74,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.72,25,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,3,Offer A,3,,No,Stayed,26,,0 | |
| 2816,Mendocino,95460,No,No,No,679.8,1794.6000000000001,No internet service,No internet service,2229,19.25,2474.4,4904,0.0,0,44,Female,No,0,One year,36,Yes,No,No,,No,49.85,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,79,,0 | |
| 2817,Middletown,95461,No,No,No,62.8,42.19,No,No,7789,62.8,104.99,2438,0.0,0,55,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,42.19,29,Yes,Mailed check,No,No,No,No,Yes,Yes,Yes,No,0,,5,,No,Joined,36,,0 | |
| 2818,Monte Rio,95462,Yes,No,Yes,7544,1581.1200000000001,No,Yes,1537,105.5,9125.12,5551,0.0,0,25,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,21.96,59,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,62,,0 | |
| 2819,Navarro,95463,Yes,No,No,1188.25,2430.21,No internet service,No internet service,148,19.85,3618.46,6144,0.0,0,50,Male,Yes,1,Two year,59,Yes,No,No,,No,41.19,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,,3,,No,Stayed,59,,0 | |
| 2820,Occidental,95465,No,No,No,74.1,36.05,Yes,Yes,1880,74.1,110.14999999999999,2900,0.0,0,54,Female,No,0,One year,1,Yes,No,DSL,DSL,Yes,36.05,30,No,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Joined,23,,0 | |
| 2821,Philo,95466,Yes,No,No,3242.5,736.8,Yes,Yes,1113,107.5,3979.3,3094,0.0,0,62,Female,Yes,2,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.56,18,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,4,,No,Stayed,51,,0 | |
| 2822,Point Arena,95468,No,No,No,1240.15,2493.44,No internet service,No internet service,1352,19.55,3733.59,6036,0.0,0,42,Male,No,0,Two year,64,Yes,No,No,,No,38.96,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,27,,0 | |
| 2823,Potter Valley,95469,No,No,Yes,4111.35,2417.31,Yes,Yes,1884,68.8,6528.66,5082,0.0,0,20,Male,No,0,One year,63,Yes,Yes,DSL,Cable,Yes,38.37,59,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,40,,0 | |
| 2824,Redwood Valley,95470,Yes,Yes,No,5899.85,1203.84,No,Yes,5995,84.45,7103.6900000000005,5856,0.0,0,75,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,16.72,9,No,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,No,Yes,3,Offer A,3,,No,Stayed,25,,0 | |
| 2825,Sebastopol,95472,No,No,No,5193.2,375.09999999999997,Yes,Yes,31266,84.5,5568.3,5466,0.0,0,60,Female,No,0,Two year,62,Yes,Yes,DSL,DSL,Yes,6.05,22,No,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,61,,0 | |
| 2826,Sonoma,95476,Yes,No,Yes,7530.8,2744.32,Yes,Yes,34314,111.2,10275.12,6060,0.0,0,19,Male,Yes,1,Two year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.96,47,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,6,,4,,No,Stayed,71,,0 | |
| 2827,Upper Lake,95485,Yes,No,No,5460.2,3066.7000000000003,Yes,No,2344,80.6,8526.9,5880,0.0,0,37,Female,Yes,0,Two year,70,Yes,Yes,DSL,DSL,Yes,43.81,17,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,Yes,5,,3,,No,Stayed,68,,0 | |
| 2828,Westport,95488,No,Yes,No,1614.2,429.79999999999995,No,No,309,80.7,2044.0,3111,0.0,0,71,Female,No,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,21.49,4,No,Bank transfer (automatic),No,No,No,No,Yes,No,No,No,0,,5,,No,Stayed,73,,0 | |
| 2829,Willits,95490,No,No,No,402.5,96.5,No,No,13472,75.6,509.0,3469,0.0,10,50,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,No,19.3,25,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,,No,Stayed,27,,0 | |
| 2830,Windsor,95492,Yes,No,No,1367.75,0.0,No,Yes,23701,57.6,1367.75,5623,0.0,0,42,Female,Yes,0,One year,24,No,No phone service,DSL,DSL,Yes,0.0,27,No,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,6,,4,,No,Stayed,70,,0 | |
| 2831,Yorkville,95494,Yes,No,No,7962.2,311.04,Yes,Yes,335,110.6,8273.24,5444,0.0,0,55,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.32,18,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,7,,3,,No,Stayed,64,,0 | |
| 2832,The Sea Ranch,95497,Yes,No,Yes,3810.8,1601.82,Yes,No,752,58.2,5412.62,5313,0.0,0,26,Female,Yes,0,Two year,66,Yes,No,DSL,Cable,Yes,24.27,59,Yes,Credit card (automatic),Yes,Yes,No,Yes,No,No,No,Yes,9,,3,,No,Stayed,79,,0 | |
| 2833,Eureka,95501,Yes,No,No,3533.6,1170.45,Yes,Yes,23224,81.0,4704.05,2934,0.0,0,41,Female,Yes,0,Two year,45,Yes,No,DSL,Cable,Yes,26.01,29,Yes,Mailed check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,10,,3,,No,Stayed,56,,0 | |
| 2834,Eureka,95503,Yes,No,No,1396.9,2648.91,No internet service,No internet service,23570,19.7,4045.81,4131,0.0,0,47,Female,Yes,3,Two year,69,Yes,No,No,,No,38.39,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,5,,No,Stayed,76,,0 | |
| 2835,Blocksburg,95514,No,No,No,1646.45,1091.1599999999999,No,Yes,199,59.55,2737.6099999999997,3354,0.0,0,57,Female,No,0,Month-to-month,28,Yes,No,DSL,Cable,Yes,38.97,3,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,No,No,No,0,,3,,No,Stayed,37,,0 | |
| 2836,Arcata,95521,No,No,No,2680.15,1152.0,Yes,Yes,19596,75.55,3932.15,3235,0.0,100,48,Female,No,0,One year,36,Yes,No,DSL,Cable,No,32.0,23,Yes,Mailed check,Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,,4,,No,Stayed,22,,0 | |
| 2837,Burnt Ranch,95527,Yes,No,No,2049.05,0.0,No,Yes,485,45.1,2049.05,3844,0.0,0,32,Male,Yes,0,One year,42,No,No phone service,DSL,DSL,Yes,0.0,26,Yes,Credit card (automatic),No,Yes,Yes,No,No,Yes,Yes,Yes,6,,4,,No,Stayed,71,,0 | |
| 2838,Carlotta,95528,No,No,No,3629.2,2148.48,Yes,No,1072,70.95,5777.68,2667,0.0,0,50,Male,No,0,One year,48,Yes,Yes,DSL,DSL,Yes,44.76,18,Yes,Bank transfer (automatic),Yes,No,No,Yes,No,Yes,Yes,No,0,Offer B,3,,No,Stayed,56,,0 | |
| 2839,Fields Landing,95537,Yes,No,No,202.3,27.72,No internet service,No internet service,228,20.9,230.02,5359,0.0,0,32,Female,Yes,1,Two year,11,Yes,No,No,,No,2.52,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer D,5,,No,Stayed,63,,0 | |
| 2840,Fortuna,95540,No,No,No,147.5,97.02,No internet service,No internet service,12241,19.95,244.51999999999998,3331,0.0,0,47,Male,No,0,Month-to-month,7,Yes,No,No,,No,13.86,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,38,,0 | |
| 2841,Garberville,95542,No,No,Yes,86.35,78.99,No internet service,No internet service,2423,24.6,165.33999999999997,5756,0.0,0,27,Female,No,0,Month-to-month,3,Yes,Yes,No,,No,26.33,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,56,,0 | |
| 2842,Gasquet,95543,No,No,No,579,329.04,No,Yes,532,66.7,908.04,4490,0.0,0,47,Male,No,0,Month-to-month,8,Yes,No,DSL,DSL,Yes,41.13,27,Yes,Electronic check,Yes,No,Yes,No,No,Yes,Yes,No,0,,3,,No,Stayed,35,,0 | |
| 2843,Hoopa,95546,Yes,No,No,3131.55,1387.84,No,Yes,3041,94.8,4559.39,5288,0.0,40,42,Male,Yes,3,One year,32,Yes,No,Fiber optic,Fiber Optic,No,43.37,76,No,Mailed check,Yes,Yes,Yes,No,No,Yes,Yes,Yes,1,,4,,No,Stayed,52,,0 | |
| 2844,Hydesville,95547,Yes,No,No,3928.3,2614.2,Yes,Yes,1201,65.85,6542.5,4053,0.0,0,35,Male,Yes,0,One year,60,Yes,No,DSL,DSL,Yes,43.57,30,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,4,Offer B,3,,No,Stayed,48,,0 | |
| 2845,Klamath,95548,Yes,No,Yes,187.75,496.0,No internet service,No internet service,1215,19.95,683.75,3831,0.0,0,21,Female,Yes,0,Month-to-month,10,Yes,No,No,,No,49.6,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer D,4,,No,Stayed,54,,0 | |
| 2846,Kneeland,95549,Yes,No,No,1710.15,3079.27,No internet service,No internet service,264,24.65,4789.42,4015,0.0,0,33,Female,Yes,0,Two year,71,Yes,Yes,No,,No,43.37,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,4,,No,Stayed,42,,0 | |
| 2847,Mad River,95552,Yes,No,No,2151.6,0.0,Yes,No,265,51.25,2151.6,5656,0.0,0,61,Female,Yes,0,One year,43,No,No phone service,DSL,Cable,Yes,0.0,6,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,No,No,Yes,2,Offer B,3,,No,Stayed,43,,0 | |
| 2848,Myers Flat,95554,Yes,No,No,1221.55,895.39,Yes,Yes,644,54.25,2116.94,5140,0.0,0,47,Female,Yes,0,Month-to-month,23,Yes,No,DSL,Cable,Yes,38.93,4,No,Electronic check,No,No,Yes,Yes,No,No,No,Yes,6,Offer D,5,,No,Stayed,49,,0 | |
| 2849,Orick,95555,Yes,No,Yes,1496.45,926.64,No internet service,No internet service,494,19.4,2423.09,5398,0.0,0,28,Female,Yes,0,Two year,72,Yes,No,No,,No,12.87,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,3,,No,Stayed,79,,0 | |
| 2850,Orleans,95556,Yes,No,No,1292.2,168.95999999999998,Yes,No,574,56.25,1561.16,3733,0.0,100,56,Male,Yes,0,One year,22,Yes,No,DSL,DSL,No,7.68,7,Yes,Credit card (automatic),Yes,No,No,Yes,No,No,No,Yes,8,Offer D,4,,No,Stayed,28,,0 | |
| 2851,Petrolia,95558,No,No,Yes,25.15,0.0,No,No,300,25.15,25.15,3513,0.0,0,19,Female,No,0,Month-to-month,1,No,No phone service,DSL,Cable,Yes,0.0,52,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,5,,No,Joined,45,,0 | |
| 2852,Phillipsville,95559,No,No,No,1713.1,1534.56,No internet service,No internet service,163,23.95,3247.66,6059,0.0,0,57,Male,No,0,Two year,69,Yes,Yes,No,,No,22.24,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,31,,0 | |
| 2853,Redway,95560,No,No,No,1748.9,0.0,Yes,No,1851,35.4,1748.9,5052,0.0,0,45,Male,No,0,One year,50,No,No phone service,DSL,DSL,Yes,0.0,7,Yes,Mailed check,Yes,No,No,Yes,No,No,No,No,0,Offer B,3,,No,Stayed,36,,0 | |
| 2854,Samoa,95564,Yes,No,Yes,1114.55,451.35,No,No,395,75.35,1565.9,4891,0.0,0,22,Female,Yes,0,Month-to-month,15,Yes,No,Fiber optic,Fiber Optic,Yes,30.09,71,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,Yes,6,,5,,No,Stayed,67,,0 | |
| 2855,Scotia,95565,No,No,No,609.1,792.9799999999999,No internet service,No internet service,1125,20.4,1402.08,5363,0.0,0,56,Male,No,0,Two year,31,Yes,No,No,,No,25.58,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,29,,0 | |
| 2856,Redcrest,95569,Yes,No,No, ,0.0,Yes,Yes,400,56.05,560.5,4740,0.0,0,64,Female,Yes,0,Two year,0,No,No phone service,DSL,DSL,Yes,0.0,8,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,2,,4,,No,Stayed,30,,0 | |
| 2857,Weott,95571,No,No,No,141.6,187.68,No internet service,No internet service,270,20.0,329.28,3087,0.0,0,55,Female,No,0,Two year,8,Yes,No,No,,No,23.46,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,71,,0 | |
| 2858,Willow Creek,95573,Yes,No,Yes,4688.65,1704.96,No,Yes,1666,73.05,6393.61,4515,0.0,0,20,Male,Yes,0,One year,64,Yes,No,DSL,DSL,Yes,26.64,71,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,5,Offer B,3,,No,Stayed,28,,0 | |
| 2859,Leggett,95585,Yes,No,Yes,563.05,1185.24,No internet service,No internet service,321,20.5,1748.29,5145,0.0,0,27,Female,Yes,0,Month-to-month,28,Yes,No,No,,No,42.33,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,4,,No,Stayed,41,,0 | |
| 2860,Piercy,95587,Yes,No,No,5985,212.04000000000002,No,Yes,200,100.75,6197.04,6354,0.0,0,39,Female,Yes,0,One year,57,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.72,11,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,5,Offer B,3,,No,Stayed,31,,0 | |
| 2861,Zenia,95595,No,No,No,373.5,362.90000000000003,No internet service,No internet service,259,19.95,736.4000000000001,2831,0.0,0,58,Male,No,0,Two year,19,Yes,No,No,,No,19.1,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,50,,0 | |
| 2862,Auburn,95602,Yes,No,Yes,2553.35,0.0,No,No,18197,49.65,2553.35,5528,0.0,0,21,Female,Yes,0,Month-to-month,51,No,No phone service,DSL,DSL,Yes,0.0,42,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,30,,0 | |
| 2863,Auburn,95603,Yes,No,No,4322.85,1529.61,No,Yes,24944,65.65,5852.46,5441,0.0,0,51,Female,Yes,0,Two year,67,Yes,Yes,DSL,Cable,Yes,22.83,22,No,Mailed check,Yes,Yes,Yes,No,No,No,No,Yes,5,,3,,No,Stayed,20,,0 | |
| 2864,West Sacramento,95605,Yes,No,No,250.8,183.37,No internet service,No internet service,12756,20.45,434.17,2606,0.0,0,43,Male,Yes,2,Month-to-month,11,Yes,No,No,,No,16.67,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,5,,No,Stayed,28,,0 | |
| 2865,Brooks,95606,Yes,No,No,4549.05,0.0,Yes,Yes,382,60.95,4549.05,4147,0.0,0,38,Male,Yes,0,Two year,72,No,No phone service,DSL,Cable,Yes,0.0,15,No,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,8,,4,,No,Stayed,21,,0 | |
| 2866,Capay,95607,Yes,No,No,1359.5,2971.98,No internet service,No internet service,262,20.35,4331.48,4845,0.0,0,59,Male,Yes,0,One year,66,Yes,No,No,,No,45.03,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer A,5,,No,Stayed,22,,0 | |
| 2867,Citrus Heights,95610,No,No,No,178.85,422.46,No internet service,No internet service,43718,19.5,601.31,4283,0.0,0,43,Female,No,0,Month-to-month,9,Yes,No,No,,No,46.94,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,64,,0 | |
| 2868,Clarksburg,95612,No,No,No,633.85,83.42999999999999,No,No,1417,75.2,717.28,5841,0.0,0,59,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.27,28,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,5,,No,Stayed,68,,0 | |
| 2869,Cool,95614,Yes,No,Yes,5315.1,1073.28,No,Yes,3674,111.45,6388.38,2319,0.0,0,28,Male,Yes,0,Month-to-month,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.36,59,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,9,Offer B,3,,No,Stayed,74,,0 | |
| 2870,Courtland,95615,No,No,Yes,735.5,42.9,No,No,699,70.15,778.4,3963,0.0,0,23,Male,No,0,Month-to-month,10,Yes,No,Fiber optic,Fiber Optic,Yes,4.29,85,No,Mailed check,No,No,No,No,No,No,No,No,0,,3,,No,Stayed,78,,0 | |
| 2871,Citrus Heights,95621,Yes,No,No,6474.4,3116.88,Yes,Yes,41636,92.0,9701.279999999999,6434,0.0,110,47,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,No,43.29,16,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,8,Offer A,3,,No,Stayed,42,,0 | |
| 2872,El Dorado,95623,Yes,No,No,4421.95,1730.43,Yes,Yes,4097,85.5,6152.38,6261,0.0,0,63,Female,Yes,0,Two year,51,Yes,No,DSL,DSL,Yes,33.93,13,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,10,Offer B,3,,No,Stayed,43,,0 | |
| 2873,Elverta,95626,Yes,Yes,No,4904.85,1619.55,No,No,6197,82.15,6524.400000000001,4250,0.0,0,66,Male,Yes,0,Month-to-month,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.55,2,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,4,Offer B,3,,No,Stayed,33,,0 | |
| 2874,Esparto,95627,No,No,No,4484.05,1655.64,Yes,Yes,2756,84.4,6139.6900000000005,4154,0.0,0,41,Male,No,0,One year,54,Yes,No,Fiber optic,Fiber Optic,Yes,30.66,18,No,Electronic check,Yes,No,Yes,Yes,No,No,No,No,0,Offer B,3,,No,Stayed,31,,0 | |
| 2875,Fair Oaks,95628,No,No,No,2033.85,517.77,No,No,40750,60.9,2551.62,3009,0.0,0,38,Female,No,0,Month-to-month,33,Yes,Yes,DSL,DSL,Yes,15.69,24,Yes,Mailed check,Yes,Yes,No,No,No,No,No,No,0,,4,,No,Stayed,36,,0 | |
| 2876,Fiddletown,95629,No,No,No,538.2,965.7900000000001,No internet service,No internet service,850,20.25,1503.9900000000002,5250,0.0,0,62,Female,No,0,Two year,27,Yes,No,No,,No,35.77,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,79,,0 | |
| 2877,Foresthill,95631,No,No,No,2192.9,1108.83,No,No,5714,95.3,3301.73,5029,0.0,0,53,Male,No,0,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,48.21,23,No,Mailed check,No,Yes,No,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,68,,0 | |
| 2878,Galt,95632,No,No,No,19.85,29.1,No internet service,No internet service,24194,19.85,48.95,4840,0.0,0,63,Male,No,2,Month-to-month,1,Yes,No,No,,No,29.1,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,75,,0 | |
| 2879,Garden Valley,95633,Yes,No,No,3858.05,1386.0,Yes,Yes,2536,84.35,5244.05,3403,0.0,0,63,Male,Yes,0,Two year,45,Yes,No,DSL,Cable,Yes,30.8,3,Yes,Mailed check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,Offer B,3,,No,Stayed,35,,0 | |
| 2880,Georgetown,95634,Yes,No,No,854.8,1270.23,No internet service,No internet service,2723,19.85,2125.0299999999997,3032,0.0,0,35,Female,Yes,1,Two year,39,Yes,No,No,,No,32.57,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,5,,No,Stayed,72,,0 | |
| 2881,Grizzly Flats,95636,Yes,No,No,5815.15,3487.68,Yes,Yes,659,82.3,9302.83,4162,0.0,0,40,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,48.44,15,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,10,Offer A,3,,No,Stayed,60,,0 | |
| 2882,Guinda,95637,Yes,No,No,3970.4,2557.8,No,No,228,66.8,6528.200000000001,6433,0.0,0,44,Female,Yes,1,Month-to-month,58,Yes,Yes,DSL,DSL,Yes,44.1,19,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,No,Yes,2,Offer B,5,,No,Stayed,70,,0 | |
| 2883,Herald,95638,No,No,No,3058.15,0.0,Yes,Yes,1745,44.6,3058.15,4442,0.0,0,62,Female,No,0,Two year,70,No,No phone service,DSL,DSL,Yes,0.0,11,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,No,No,No,0,Offer A,3,,No,Stayed,26,,0 | |
| 2884,Hood,95639,Yes,No,No,6145.2,2535.77,Yes,No,213,98.45,8680.97,4000,0.0,0,41,Male,Yes,1,One year,61,Yes,No,Fiber optic,Fiber Optic,Yes,41.57,21,Yes,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,4,Offer B,3,,No,Stayed,64,,0 | |
| 2885,Ione,95640,No,No,No,129.2,5.44,No,No,9752,70.7,144.64,2388,0.0,10,37,Male,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,2.72,14,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Joined,38,,0 | |
| 2886,Isleton,95641,Yes,No,No,1165.9,211.6,No internet service,No internet service,2010,24.95,1377.5,3979,0.0,0,39,Female,Yes,0,One year,46,Yes,Yes,No,,No,4.6,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,3,,No,Stayed,58,,0 | |
| 2887,Kirkwood,95646,No,No,No,4904.25,913.92,Yes,Yes,129,102.5,5818.17,3262,0.0,0,43,Female,No,0,Two year,48,Yes,No,Fiber optic,Fiber Optic,Yes,19.04,21,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,75,,0 | |
| 2888,Lincoln,95648,No,No,No,5632.55,920.96,Yes,Yes,15286,86.55,6553.51,4934,0.0,0,35,Male,No,0,Two year,64,Yes,Yes,DSL,DSL,Yes,14.39,7,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,57,,0 | |
| 2889,Loomis,95650,Yes,No,No,1643.25,1470.2400000000002,No internet service,No internet service,11191,24.3,3113.4900000000002,5160,0.0,0,53,Male,Yes,3,Two year,72,Yes,Yes,No,,No,20.42,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer A,4,,No,Stayed,43,,0 | |
| 2890,Lotus,95651,Yes,No,No,740.55,95.64,No,Yes,485,58.35,836.1899999999999,5068,0.0,0,51,Female,Yes,3,Month-to-month,12,Yes,No,DSL,DSL,Yes,7.97,52,Yes,Credit card (automatic),No,No,Yes,No,Yes,No,No,Yes,2,,4,,No,Stayed,29,,0 | |
| 2891,Mather,95655,Yes,No,Yes,4888.2,887.04,No,Yes,929,68.75,5775.24,4505,0.0,0,29,Female,Yes,0,Two year,72,Yes,No,DSL,DSL,Yes,12.32,59,No,Credit card (automatic),Yes,Yes,Yes,No,No,Yes,Yes,Yes,6,Offer A,3,,No,Stayed,52,,0 | |
| 2892,Newcastle,95658,Yes,No,No,2440.25,1145.5,No,Yes,6096,85.8,3735.75,2568,0.0,150,62,Male,Yes,0,Month-to-month,29,Yes,Yes,Fiber optic,Fiber Optic,No,39.5,16,Yes,Electronic check,No,Yes,Yes,No,No,No,No,Yes,4,,3,,No,Stayed,70,,0 | |
| 2893,Nicolaus,95659,Yes,No,Yes,620.55,1629.2099999999998,No internet service,No internet service,751,20.1,2249.7599999999998,3636,0.0,0,21,Male,Yes,0,One year,33,Yes,No,No,,No,49.37,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,5,,No,Stayed,59,,0 | |
| 2894,North Highlands,95660,No,No,No,20.35,44.09,No internet service,No internet service,32202,20.35,64.44,5774,0.0,0,47,Female,No,0,Month-to-month,1,Yes,No,No,,No,44.09,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,72,,0 | |
| 2895,Roseville,95661,Yes,No,No,6840.95,821.5,Yes,Yes,25173,110.8,7662.45,4306,0.0,0,42,Female,Yes,3,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.25,57,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,Offer B,4,,No,Stayed,49,,0 | |
| 2896,Pilot Hill,95664,No,No,Yes,319.6,79.36,No,Yes,1173,82.85,398.96000000000004,3154,0.0,0,24,Female,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,19.84,73,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,Offer E,3,,No,Stayed,80,,0 | |
| 2897,Pine Grove,95665,No,No,No,1938.05,619.4399999999999,Yes,No,4354,84.35,2557.49,2198,0.0,0,44,Female,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.81,3,Yes,Electronic check,Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,31,,0 | |
| 2898,Pioneer,95666,Yes,No,No,294.5,266.42,No internet service,No internet service,5501,19.55,560.9200000000001,5620,0.0,0,56,Female,Yes,0,One year,14,Yes,No,No,,No,19.03,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,3,,No,Stayed,47,,0 | |
| 2899,Placerville,95667,No,No,No,58.3,15.450000000000001,No internet service,No internet service,34146,19.95,73.75,4430,0.0,0,38,Male,No,3,Month-to-month,3,Yes,No,No,,No,5.15,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Joined,77,,0 | |
| 2900,Rancho Cordova,95670,No,No,No,546.45,205.76,No,No,49729,66.25,752.21,3026,0.0,0,40,Male,No,0,Month-to-month,8,Yes,No,DSL,Cable,Yes,25.72,24,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,5,,No,Stayed,60,,0 | |
| 2901,Rescue,95672,No,No,No,797.1,228.2,No internet service,No internet service,3815,23.3,1025.3,2416,0.0,0,38,Female,No,0,Two year,35,Yes,Yes,No,,No,6.52,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,78,,0 | |
| 2902,Rio Oso,95674,No,No,No,1673.8,1571.4599999999998,No internet service,No internet service,947,25.3,3245.2599999999998,6019,0.0,0,64,Male,No,3,Two year,66,Yes,Yes,No,,No,23.81,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,4,,No,Stayed,56,,0 | |
| 2903,River Pines,95675,No,No,No,343.45,0.0,Yes,No,364,44.55,343.45,5489,0.0,0,46,Male,No,0,Two year,8,No,No phone service,DSL,Cable,Yes,0.0,4,Yes,Mailed check,Yes,No,No,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,66,,0 | |
| 2904,Rocklin,95677,Yes,No,Yes,7412.25,311.69,No,Yes,21510,104.1,7723.94,4695,0.0,0,19,Female,Yes,0,One year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.39,82,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,8,Offer A,4,,No,Stayed,45,,0 | |
| 2905,Roseville,95678,Yes,No,No,4039,1182.07,No,Yes,30614,92.55,5221.07,3853,0.0,0,59,Female,Yes,3,Month-to-month,43,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.49,53,Yes,Bank transfer (automatic),No,No,Yes,No,No,Yes,Yes,Yes,3,Offer B,3,,No,Stayed,37,,0 | |
| 2906,Shingle Springs,95682,No,Yes,No,2948.6,191.10999999999999,No,Yes,24738,101.45,3199.71,5285,0.0,60,79,Male,No,0,Month-to-month,29,Yes,No,Fiber optic,Fiber Optic,No,6.59,21,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,No,0,Offer C,4,,No,Stayed,76,,0 | |
| 2907,Somerset,95684,Yes,No,No,6078.75,1269.45,Yes,Yes,2958,94.55,7348.2,4603,0.0,0,35,Male,Yes,2,Two year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.53,19,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,6,Offer B,4,,No,Stayed,36,,0 | |
| 2908,Sutter Creek,95685,No,No,Yes,3418.2,1596.6999999999998,Yes,Yes,4610,95.5,5014.9,3715,0.0,0,27,Male,No,0,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.62,59,No,Electronic check,No,No,Yes,Yes,Yes,No,No,No,0,,3,,No,Stayed,27,,0 | |
| 2909,Thornton,95686,No,No,No,6603.8,636.8,No,No,1472,100.3,7240.6,4986,0.0,0,51,Male,No,0,One year,64,Yes,No,Fiber optic,Fiber Optic,Yes,9.95,2,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,5,,No,Stayed,77,,0 | |
| 2910,Vacaville,95687,Yes,No,No,3166.9,0.0,Yes,Yes,63157,55.5,3166.9,4080,0.0,0,58,Female,Yes,0,Two year,58,No,No phone service,DSL,Cable,Yes,0.0,11,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer B,3,,No,Stayed,69,,0 | |
| 2911,Vacaville,95688,No,Yes,No,865.75,740.34,No,No,32564,49.85,1606.0900000000001,3283,0.0,0,69,Female,No,0,Month-to-month,18,Yes,No,DSL,Cable,Yes,41.13,23,Yes,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,71,,0 | |
| 2912,Volcano,95689,Yes,No,No,6373.1,412.05,No,No,1273,89.55,6785.150000000001,6111,0.0,0,38,Male,Yes,3,Month-to-month,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.15,53,Yes,Bank transfer (automatic),No,Yes,No,No,No,Yes,Yes,Yes,4,Offer A,4,,No,Stayed,45,,0 | |
| 2913,Walnut Grove,95690,Yes,No,No,1177.05,1896.3000000000002,No internet service,No internet service,2344,19.15,3073.3500000000004,6373,0.0,0,59,Male,Yes,3,Two year,63,Yes,No,No,,No,30.1,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,,5,,No,Stayed,38,,0 | |
| 2914,West Sacramento,95691,Yes,No,Yes,5985.75,2068.7999999999997,No,No,19050,99.8,8054.549999999999,6213,0.0,0,22,Female,Yes,0,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.48,51,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,9,,4,,No,Stayed,38,,0 | |
| 2915,Wilton,95693,Yes,No,No,7869.05,2327.5,Yes,Yes,5889,113.05,10196.55,4203,0.0,0,56,Female,Yes,2,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.25,15,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,4,Offer A,5,,No,Stayed,54,,0 | |
| 2916,Woodland,95695,No,No,No,936.7,441.12,No internet service,No internet service,38547,19.95,1377.8200000000002,3396,0.0,0,32,Female,No,0,One year,48,Yes,No,No,,No,9.19,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,21,,0 | |
| 2917,Alta,95701,Yes,No,No,741.4,592.6800000000001,Yes,Yes,751,74.15,1334.08,5426,0.0,0,63,Male,Yes,0,Month-to-month,12,Yes,No,DSL,DSL,Yes,49.39,5,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,7,,4,,No,Stayed,52,,0 | |
| 2918,Applegate,95703,Yes,Yes,No,6585.2,2598.6,Yes,Yes,1526,92.0,9183.8,4322,0.0,0,70,Male,Yes,0,One year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.6,10,Yes,Electronic check,Yes,Yes,Yes,Yes,No,No,No,Yes,7,,3,,No,Stayed,66,,0 | |
| 2919,Camino,95709,No,Yes,No,3122.4,2070.6400000000003,No,Yes,4829,73.85,5293.040000000001,4374,0.0,100,69,Male,No,0,Month-to-month,44,Yes,No,Fiber optic,Fiber Optic,No,47.06,3,No,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer B,5,,No,Stayed,48,,0 | |
| 2920,Dutch Flat,95714,Yes,No,No,1088.25,2128.9500000000003,No internet service,No internet service,350,24.45,3217.2000000000003,3586,0.0,0,43,Male,Yes,3,Two year,45,Yes,Yes,No,,No,47.31,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,5,,No,Stayed,57,,0 | |
| 2921,Emigrant Gap,95715,No,No,Yes,615.35,1006.71,No internet service,No internet service,185,24.8,1622.06,4402,0.0,0,21,Female,No,0,One year,23,Yes,Yes,No,,No,43.77,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,46,,0 | |
| 2922,Gold Run,95717,Yes,No,No,2908.2,558.14,Yes,No,407,64.85,3466.3399999999997,4000,0.0,0,64,Female,Yes,0,One year,43,Yes,Yes,DSL,DSL,Yes,12.98,8,Yes,Bank transfer (automatic),No,No,No,Yes,Yes,No,No,Yes,6,,3,,No,Stayed,72,,0 | |
| 2923,Kyburz,95720,No,No,No,739.9,627.2,No internet service,No internet service,183,20.75,1367.1,5876,0.0,0,49,Male,No,0,Month-to-month,35,Yes,No,No,,No,17.92,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,75,,0 | |
| 2924,Echo Lake,95721,Yes,No,No,593.85,311.76,Yes,No,69,68.95,905.61,2452,0.0,0,47,Male,Yes,0,Month-to-month,9,Yes,No,DSL,DSL,Yes,34.64,7,Yes,Mailed check,Yes,Yes,No,Yes,Yes,No,No,Yes,2,Offer E,3,,No,Stayed,29,,0 | |
| 2925,Pollock Pines,95726,Yes,Yes,No,7227.45,994.5,No,Yes,8577,109.4,8221.95,4452,0.0,0,68,Female,Yes,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,15.3,29,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,No,Yes,8,Offer B,3,,No,Stayed,39,,0 | |
| 2926,Twin Bridges,95735,No,No,No,1291.35,72.63,No,No,25,49.0,1363.98,5428,0.0,0,61,Male,No,0,Month-to-month,27,Yes,Yes,DSL,Cable,Yes,2.69,15,No,Mailed check,No,No,No,No,No,No,No,No,0,,3,,No,Stayed,51,,0 | |
| 2927,Weimar,95736,No,No,No,2023.55,931.2,No,Yes,31,50.25,2954.75,2449,0.0,0,61,Female,No,0,One year,40,Yes,No,DSL,Cable,Yes,23.28,6,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,,5,,No,Stayed,25,,0 | |
| 2928,Granite Bay,95746,Yes,No,Yes,153.95,387.12,No internet service,No internet service,20675,19.9,541.0699999999999,3152,0.0,0,26,Male,Yes,0,One year,8,Yes,No,No,,No,48.39,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,Offer E,5,,No,Stayed,29,,0 | |
| 2929,Roseville,95747,Yes,Yes,No,5458.8,2631.46,No,No,25418,97.8,8090.26,6019,0.0,0,66,Female,Yes,0,One year,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,45.37,28,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,No,Yes,5,Offer B,3,,No,Stayed,23,,0 | |
| 2930,Elk Grove,95758,Yes,No,No,5244.45,415.48,No,Yes,47065,100.3,5659.93,4811,0.0,0,31,Female,Yes,2,One year,52,Yes,No,Fiber optic,Fiber Optic,Yes,7.99,19,No,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,7,,3,,No,Stayed,29,,0 | |
| 2931,El Dorado Hills,95762,Yes,No,No,154.55,12.57,Yes,Yes,22028,55.8,167.12,2662,0.0,0,34,Male,Yes,0,Month-to-month,3,Yes,No,DSL,Cable,Yes,4.19,6,Yes,Mailed check,No,No,Yes,Yes,No,No,No,Yes,2,Offer E,4,,No,Joined,48,,0 | |
| 2932,Rocklin,95765,No,No,Yes,4507.15,1253.78,Yes,Yes,15494,111.15,5760.929999999999,5038,0.0,0,29,Male,No,3,Two year,41,Yes,No,Fiber optic,Fiber Optic,Yes,30.58,59,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,32,,0 | |
| 2933,Woodland,95776,No,No,Yes,2031.95,464.4,Yes,No,15022,98.55,2496.35,3300,0.0,0,26,Male,No,0,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.22,59,Yes,Mailed check,No,No,No,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,42,,0 | |
| 2934,Sacramento,95814,No,No,Yes,50.05,43.05,No,No,16599,50.05,93.1,5523,0.0,0,24,Male,No,3,Month-to-month,1,Yes,Yes,DSL,DSL,Yes,43.05,69,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Joined,61,,0 | |
| 2935,Sacramento,95816,No,No,No,473.9,812.36,No internet service,No internet service,16164,20.85,1286.26,4263,0.0,0,45,Male,No,0,Month-to-month,23,Yes,No,No,,No,35.32,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,53,,0 | |
| 2936,Sacramento,95817,No,Yes,No,106.8,12.18,No internet service,No internet service,14966,19.5,118.97999999999999,3288,0.0,0,67,Female,No,0,Month-to-month,6,Yes,No,No,,No,2.03,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Stayed,77,,0 | |
| 2937,Sacramento,95818,Yes,No,No,152.6,278.96,No internet service,No internet service,21313,19.35,431.55999999999995,5416,0.0,0,51,Male,Yes,3,Month-to-month,8,Yes,No,No,,No,34.87,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Stayed,58,,0 | |
| 2938,Sacramento,95819,No,No,No,1199.4,219.78000000000003,No,Yes,15975,69.5,1419.18,4466,0.0,0,56,Male,No,0,Month-to-month,18,Yes,Yes,DSL,DSL,Yes,12.21,8,No,Mailed check,Yes,No,Yes,No,Yes,No,No,No,0,,3,,No,Stayed,24,,0 | |
| 2939,Sacramento,95820,No,Yes,No,2555.05,0.0,No,No,37031,48.8,2555.05,4865,0.0,0,69,Male,No,0,Month-to-month,52,No,No phone service,DSL,DSL,Yes,0.0,19,Yes,Credit card (automatic),Yes,No,No,No,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,67,,0 | |
| 2940,Sacramento,95821,No,No,No,2979.2,1423.52,No,No,35426,94.5,4402.719999999999,3949,0.0,0,56,Male,No,0,Month-to-month,31,Yes,No,Fiber optic,Fiber Optic,Yes,45.92,18,Yes,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,42,,0 | |
| 2941,Sacramento,95822,Yes,No,Yes,654.85,714.5600000000001,No internet service,No internet service,44683,20.65,1369.41,4667,0.0,0,20,Male,Yes,1,Month-to-month,29,Yes,No,No,,No,24.64,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,3,,No,Stayed,72,,0 | |
| 2942,Sacramento,95823,Yes,No,No,3834.4,692.64,Yes,Yes,72199,106.05,4577.04,4505,0.0,50,54,Female,Yes,0,Two year,36,Yes,Yes,Fiber optic,Fiber Optic,No,19.24,18,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,4,,3,,No,Stayed,25,,0 | |
| 2943,Sacramento,95825,Yes,No,No,4586.15,1782.9,Yes,Yes,30715,108.3,6369.049999999999,5106,0.0,0,53,Male,Yes,0,One year,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.45,11,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,63,,0 | |
| 2944,Sacramento,95827,No,No,No,5941.05,1008.5999999999999,No,Yes,19611,99.65,6949.65,4616,0.0,0,38,Female,No,0,Two year,60,Yes,No,Fiber optic,Fiber Optic,Yes,16.81,21,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,41,,0 | |
| 2945,Sacramento,95829,Yes,No,No,2234.95,783.64,Yes,No,11396,95.9,3018.5899999999997,3207,0.0,0,42,Male,Yes,0,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.62,29,No,Credit card (automatic),Yes,No,No,Yes,Yes,No,No,Yes,6,,3,,No,Stayed,56,,0 | |
| 2946,Sacramento,95830,Yes,No,No,666.75,783.72,No internet service,No internet service,592,20.0,1450.47,4175,0.0,0,47,Male,Yes,0,One year,36,Yes,No,No,,No,21.77,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,3,,No,Stayed,60,,0 | |
| 2947,Sacramento,95832,No,No,No,547.8,247.77,Yes,No,9063,64.95,795.5699999999999,3013,0.0,0,40,Male,No,0,Month-to-month,9,Yes,No,DSL,Cable,Yes,27.53,11,No,Mailed check,Yes,No,No,Yes,No,Yes,Yes,No,0,Offer E,3,,No,Stayed,66,,0 | |
| 2948,Sacramento,95833,Yes,No,Yes,74.6,42.99,No,No,31422,74.6,117.59,5494,0.0,0,28,Male,Yes,1,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,42.99,59,No,Credit card (automatic),No,Yes,No,No,No,No,No,Yes,5,,5,,No,Joined,22,,0 | |
| 2949,Sacramento,95834,Yes,No,No,571.15,114.96000000000001,No,No,8403,49.2,766.11,3582,0.0,80,39,Male,Yes,3,Month-to-month,12,Yes,No,DSL,Cable,No,9.58,57,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,8,Offer D,3,,No,Stayed,37,,0 | |
| 2950,Sacramento,95835,No,No,No,1756.6,805.69,Yes,No,854,73.75,2562.29,3483,0.0,0,37,Female,No,0,One year,23,Yes,Yes,DSL,DSL,Yes,35.03,3,Yes,Mailed check,No,No,No,Yes,Yes,Yes,Yes,No,0,Offer D,3,,No,Stayed,28,,0 | |
| 2951,Sacramento,95837,No,No,No,5731.45,1509.7,No,No,264,92.3,7241.15,6468,0.0,0,35,Male,No,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.35,16,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,Yes,Yes,No,0,,4,,No,Stayed,58,,0 | |
| 2952,Sacramento,95841,No,No,No,156.85,114.56,No internet service,No internet service,20993,19.2,271.40999999999997,2879,0.0,0,42,Female,No,0,Month-to-month,8,Yes,No,No,,No,14.32,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,42,,0 | |
| 2953,Sacramento,95842,Yes,No,No,2683.2,922.87,No,Yes,31373,88.65,3606.0699999999997,4821,0.0,0,46,Male,Yes,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.77,12,No,Credit card (automatic),No,No,Yes,No,Yes,No,No,Yes,9,,4,,No,Stayed,48,,0 | |
| 2954,Marysville,95901,Yes,No,No,4456.65,1003.9499999999999,No,Yes,38091,95.95,5460.599999999999,5322,0.0,0,54,Male,Yes,2,Month-to-month,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.31,19,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,Yes,Yes,1,,5,,No,Stayed,63,,0 | |
| 2955,Beale Afb,95903,Yes,Yes,No,6998.95,1337.91,Yes,No,5654,105.4,8336.86,5467,0.0,0,73,Female,Yes,0,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.39,13,No,Credit card (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,45,,0 | |
| 2956,Alleghany,95910,No,No,No,36.8,31.66,No internet service,No internet service,118,20.25,68.46,5736,0.0,0,35,Male,No,0,Month-to-month,2,Yes,No,No,,No,15.83,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,59,,0 | |
| 2957,Berry Creek,95916,No,No,No,2265,0.0,No,Yes,1279,49.05,2265.0,3910,0.0,0,58,Female,No,0,One year,44,No,No phone service,DSL,Cable,Yes,0.0,3,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,5,,No,Stayed,68,,0 | |
| 2958,Biggs,95917,No,No,No,1309.15,0.0,Yes,Yes,3169,35.55,1309.15,3752,0.0,0,41,Male,No,0,One year,39,No,No phone service,DSL,DSL,Yes,0.0,14,No,Mailed check,No,No,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,76,,0 | |
| 2959,Browns Valley,95918,Yes,No,No,4754.3,0.0,Yes,Yes,1477,65.1,4754.3,4969,0.0,0,53,Male,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,15,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,7,Offer A,4,,No,Stayed,30,,0 | |
| 2960,Brownsville,95919,No,Yes,No,1235.55,346.84,No,Yes,1237,96.85,1582.3899999999999,3098,0.0,0,74,Female,No,0,Month-to-month,13,Yes,No,Fiber optic,Fiber Optic,Yes,26.68,24,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,28,,0 | |
| 2961,Butte City,95920,Yes,No,No,3562.5,915.4499999999999,Yes,No,303,69.75,4477.95,5628,0.0,0,50,Female,Yes,0,One year,51,Yes,No,DSL,DSL,Yes,17.95,14,Yes,Credit card (automatic),Yes,Yes,No,Yes,No,Yes,Yes,Yes,2,,3,,No,Stayed,50,,0 | |
| 2962,Camptonville,95922,Yes,Yes,No,7213.75,1562.0,No,Yes,632,99.2,8775.75,4951,0.0,0,70,Female,Yes,0,Two year,71,Yes,No,Fiber optic,Fiber Optic,Yes,22.0,27,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,6,,4,,No,Stayed,23,,0 | |
| 2963,Chico,95926,No,No,No,5914.4,1816.08,No,Yes,35808,106.8,7760.48,6161,0.0,30,49,Female,No,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,No,32.43,2,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,49,,0 | |
| 2964,Chico,95928,No,No,No,51.25,39.3,No,No,32848,51.25,90.55,4483,0.0,0,32,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,39.3,26,No,Mailed check,Yes,No,No,No,No,No,No,No,0,,4,,No,Joined,57,,0 | |
| 2965,Clipper Mills,95930,Yes,No,No,1282.85,296.24,Yes,No,282,57.75,1579.09,3794,0.0,0,30,Female,Yes,0,One year,23,Yes,No,DSL,DSL,Yes,12.88,41,Yes,Mailed check,Yes,Yes,No,Yes,No,No,No,Yes,5,Offer D,3,,No,Stayed,22,,0 | |
| 2966,Colusa,95932,Yes,Yes,No,4738.85,2904.66,No,Yes,7503,70.85,7643.51,5572,0.0,0,73,Female,Yes,0,One year,66,Yes,Yes,DSL,Cable,Yes,44.01,17,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,No,No,No,0,,5,,No,Stayed,37,,0 | |
| 2967,Crescent Mills,95934,No,No,Yes,19.55,5.1,No internet service,No internet service,178,19.55,24.65,5750,0.0,0,21,Female,No,0,Month-to-month,1,Yes,No,No,,No,5.1,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,31,,0 | |
| 2968,Downieville,95936,No,No,Yes,795.65,93.28,No,Yes,404,79.5,888.93,2278,0.0,0,20,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,8.48,52,Yes,Bank transfer (automatic),Yes,No,Yes,No,No,No,No,No,0,Offer D,4,,No,Stayed,57,,0 | |
| 2969,Durham,95938,Yes,No,No,4993.4,1616.68,No,Yes,3524,98.15,6610.08,5123,0.0,0,41,Female,Yes,1,Month-to-month,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.09,28,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,Yes,Yes,Yes,6,,4,,No,Stayed,48,,0 | |
| 2970,Elk Creek,95939,No,No,Yes,61.45,4.71,No internet service,No internet service,587,20.25,66.16,4050,0.0,0,19,Male,No,0,Month-to-month,3,Yes,No,No,,No,1.57,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,42,,0 | |
| 2971,Forbestown,95941,Yes,No,Yes,4018.55,129.03,No,No,452,79.15,4147.58,6321,0.0,0,29,Female,Yes,2,Month-to-month,51,Yes,No,Fiber optic,Fiber Optic,Yes,2.53,71,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,No,No,Yes,6,,3,,No,Stayed,64,,0 | |
| 2972,Glenn,95943,Yes,Yes,No,6081.4,1493.12,No,Yes,1454,94.25,7574.5199999999995,6020,0.0,0,79,Male,Yes,0,Month-to-month,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.33,29,Yes,Electronic check,No,Yes,Yes,No,No,Yes,No,Yes,9,Offer B,3,,No,Stayed,63,,0 | |
| 2973,Goodyears Bar,95944,No,No,No,1478.85,0.0,No,Yes,76,40.2,1478.85,5924,0.0,0,64,Female,No,0,Month-to-month,37,No,No phone service,DSL,Cable,Yes,0.0,6,Yes,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,Offer C,5,,No,Stayed,20,,0 | |
| 2974,Grass Valley,95945,No,No,No,243.65,243.49,No internet service,No internet service,23990,19.95,487.14,2884,0.0,0,59,Male,No,0,Two year,13,Yes,No,No,,No,18.73,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,63,,0 | |
| 2975,Penn Valley,95946,Yes,No,Yes,2633.95,2067.31,No,No,9752,55.35,4701.26,5601,0.0,0,29,Male,Yes,0,One year,49,Yes,Yes,DSL,Cable,Yes,42.19,52,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,3,,3,,No,Stayed,26,,0 | |
| 2976,Greenville,95947,No,Yes,No,4735.35,1535.3999999999999,No,Yes,2064,102.15,6270.75,5391,0.0,0,74,Female,No,0,One year,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.12,15,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,No,No,0,Offer B,4,,No,Stayed,69,,0 | |
| 2977,Gridley,95948,No,No,Yes,1247.75,49.67999999999999,No,No,9763,71.1,1447.43,4911,0.0,150,19,Female,No,0,Month-to-month,18,Yes,No,Fiber optic,Fiber Optic,No,2.76,26,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,5,,No,Stayed,28,,0 | |
| 2978,Grimes,95950,Yes,No,No,3794.5,0.0,No,Yes,531,54.1,3794.5,4601,0.0,0,42,Male,Yes,0,Two year,68,No,No phone service,DSL,Cable,Yes,0.0,16,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,7,Offer A,3,,No,Stayed,30,,0 | |
| 2979,Hamilton City,95951,No,No,Yes,1008.7,1388.8799999999999,No internet service,No internet service,1931,19.65,2397.58,5708,0.0,0,27,Male,No,0,Two year,54,Yes,No,No,,No,25.72,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,70,,0 | |
| 2980,Live Oak,95953,Yes,Yes,No,2130.55,46.69,No,Yes,8695,88.45,2177.2400000000002,3937,0.0,0,74,Female,Yes,3,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,2.03,53,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,No,Yes,4,,5,,No,Stayed,70,,0 | |
| 2981,Maxwell,95955,Yes,No,Yes,5727.15,1280.84,Yes,Yes,1146,80.4,7007.99,5228,0.0,0,22,Male,Yes,0,Two year,71,Yes,Yes,DSL,DSL,Yes,18.04,41,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,2,Offer A,3,,No,Stayed,20,,0 | |
| 2982,Meadow Valley,95956,Yes,No,No,1372.9,3266.25,No internet service,No internet service,301,19.25,4639.15,5154,0.0,0,56,Female,Yes,1,Two year,67,Yes,No,No,,No,48.75,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer A,4,,No,Stayed,61,,0 | |
| 2983,Meridian,95957,Yes,No,No,1203.9,372.12,No,No,776,84.8,1576.02,2452,0.0,0,46,Female,Yes,3,Month-to-month,14,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.58,53,Yes,Electronic check,No,No,No,No,Yes,No,No,Yes,1,Offer D,3,,No,Stayed,80,,0 | |
| 2984,North San Juan,95960,No,No,No,1215.1,1532.16,No internet service,No internet service,565,19.5,2747.26,4370,0.0,0,48,Female,No,1,Two year,63,Yes,No,No,,No,24.32,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,44,,0 | |
| 2985,Olivehurst,95961,No,No,No,2877.05,1514.1299999999999,Yes,Yes,6439,68.6,4391.18,4572,0.0,0,36,Female,No,0,One year,41,Yes,Yes,DSL,DSL,Yes,36.93,30,Yes,Electronic check,No,No,Yes,Yes,No,Yes,Yes,No,0,,4,,No,Stayed,34,,0 | |
| 2986,Oregon House,95962,Yes,No,No,1579.7,156.74,No,No,1519,92.6,1736.44,4756,0.0,0,46,Female,Yes,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.22,13,No,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,10,Offer D,4,,No,Stayed,32,,0 | |
| 2987,Orland,95963,Yes,No,Yes,5514.95,2626.4,No,No,13706,100.55,8141.35,4847,0.0,0,28,Male,Yes,0,One year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,46.9,48,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,7,,3,,No,Stayed,61,,0 | |
| 2988,Oroville,95965,No,No,No,96.1,122.65,No internet service,No internet service,17782,20.55,218.75,5967,0.0,0,49,Female,No,0,Month-to-month,5,Yes,No,No,,No,24.53,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,23,,0 | |
| 2989,Palermo,95968,Yes,No,Yes,55.25,125.69999999999999,No internet service,No internet service,1254,19.6,180.95,2941,0.0,0,28,Female,Yes,0,Month-to-month,3,Yes,No,No,,No,41.9,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,3,,No,Joined,29,,0 | |
| 2990,Paradise,95969,No,No,No,2443.3,482.47999999999996,Yes,Yes,28318,67.45,2925.78,5042,0.0,0,42,Male,No,0,One year,37,Yes,Yes,DSL,DSL,Yes,13.04,14,No,Electronic check,Yes,Yes,Yes,Yes,No,No,No,No,0,Offer C,3,,No,Stayed,37,,0 | |
| 2991,Quincy,95971,No,No,No,335.4,56.16,No,No,6189,43.55,401.55999999999995,3266,0.0,10,44,Male,No,0,Month-to-month,8,Yes,No,DSL,DSL,No,7.02,23,No,Mailed check,No,No,No,No,No,No,No,No,0,,5,,No,Stayed,60,,0 | |
| 2992,Chico,95973,No,No,No,7002.95,1197.63,Yes,Yes,26971,109.85,8200.58,5775,0.0,0,40,Female,No,0,Month-to-month,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,19.01,20,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,5,,No,Stayed,66,,0 | |
| 2993,Richvale,95974,Yes,No,No,158.95,35.07,No internet service,No internet service,74,20.65,194.01999999999998,4058,0.0,0,61,Female,Yes,1,Month-to-month,7,Yes,No,No,,No,5.01,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,3,,No,Stayed,74,,0 | |
| 2994,Rough And Ready,95975,No,No,No,293.15,51.03,No,No,1601,95.4,344.17999999999995,2813,0.0,0,52,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,17.01,28,No,Electronic check,No,Yes,No,No,Yes,Yes,Yes,No,0,,3,,No,Joined,70,,0 | |
| 2995,Smartville,95977,Yes,No,Yes,1493.75,410.40000000000003,No internet service,No internet service,963,21.0,1904.15,4974,0.0,0,19,Male,Yes,1,Two year,72,Yes,No,No,,No,5.7,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer A,5,,No,Stayed,71,,0 | |
| 2996,Stirling City,95978,No,No,No,1093.4,764.18,No,No,28,56.2,1857.58,3384,0.0,0,57,Female,No,0,Month-to-month,19,Yes,No,DSL,Cable,Yes,40.22,22,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,Offer D,5,,No,Stayed,38,,0 | |
| 2997,Stonyford,95979,Yes,No,No,1057.85,1592.4099999999999,No internet service,No internet service,844,18.4,2650.2599999999998,4375,0.0,0,60,Female,Yes,0,Two year,59,Yes,No,No,,No,26.99,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer B,4,,No,Stayed,20,,0 | |
| 2998,Sutter,95982,Yes,No,No,882.55,866.6,No internet service,No internet service,3193,25.75,1749.15,4194,0.0,0,62,Female,Yes,1,Month-to-month,35,Yes,Yes,No,,No,24.76,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,Offer C,5,,No,Stayed,49,,0 | |
| 2999,Taylorsville,95983,No,No,No,300.4,119.55999999999999,No internet service,No internet service,513,19.6,419.96,2847,0.0,0,64,Male,No,0,Month-to-month,14,Yes,No,No,,No,8.54,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,40,,0 | |
| 3000,Washington,95986,Yes,No,Yes,1436.95,578.9100000000001,No internet service,No internet service,145,19.8,2015.8600000000001,5423,0.0,0,29,Female,Yes,2,Two year,69,Yes,No,No,,No,8.39,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,Offer A,5,,No,Stayed,36,,0 | |
| 3001,Williams,95987,Yes,Yes,No,475,22.33,Yes,No,4579,64.2,497.33,5116,0.0,0,68,Male,Yes,0,Month-to-month,7,Yes,Yes,DSL,Cable,Yes,3.19,26,No,Electronic check,Yes,Yes,No,Yes,No,No,No,Yes,2,,4,,No,Stayed,74,,0 | |
| 3002,Willows,95988,Yes,No,No,5388.15,3058.77,Yes,Yes,8812,75.75,8446.92,5839,0.0,0,64,Male,Yes,0,Two year,69,Yes,No,DSL,Cable,Yes,44.33,18,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,4,Offer A,4,,No,Stayed,75,,0 | |
| 3003,Yuba City,95991,Yes,No,No,5730.15,1874.8799999999999,Yes,No,34967,78.95,7605.03,5050,0.0,0,56,Female,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,26.04,6,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,Yes,Yes,10,Offer A,5,,No,Stayed,76,,0 | |
| 3004,Redding,96001,Yes,No,No,217.1,178.56,No,No,31586,50.3,395.65999999999997,3147,0.0,0,61,Female,Yes,1,Month-to-month,4,Yes,No,DSL,Cable,Yes,44.64,21,No,Electronic check,Yes,No,No,No,No,No,No,Yes,8,,3,,No,Stayed,73,,0 | |
| 3005,Redding,96002,Yes,No,No,4896.35,1189.4399999999998,No,Yes,30338,80.3,6125.79,5157,0.0,40,30,Male,Yes,2,Month-to-month,63,Yes,No,Fiber optic,Fiber Optic,No,18.88,48,Yes,Credit card (automatic),No,Yes,Yes,No,No,No,No,Yes,9,Offer B,4,,No,Stayed,66,,0 | |
| 3006,Redding,96003,No,No,No,1434.1,246.96,No internet service,No internet service,41476,19.85,1681.06,4790,0.0,0,52,Male,No,0,Two year,72,Yes,No,No,,No,3.43,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,5,,No,Stayed,22,,0 | |
| 3007,Adin,96006,No,No,No,937.1,1507.88,No internet service,No internet service,615,21.1,2444.98,4791,0.0,0,42,Female,No,0,Two year,46,Yes,No,No,,No,32.78,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,37,,0 | |
| 3008,Bella Vista,96008,Yes,No,No,1474.9,694.8,No,Yes,899,50.0,2169.7,4715,0.0,0,53,Male,Yes,0,Month-to-month,30,Yes,No,DSL,DSL,Yes,23.16,6,Yes,Mailed check,No,No,Yes,No,No,No,No,Yes,10,Offer C,4,,No,Stayed,29,,0 | |
| 3009,Bieber,96009,No,No,No,6536.5,3071.25,No,Yes,595,104.75,9607.75,5882,0.0,0,52,Male,No,0,Two year,63,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.75,21,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer B,5,,No,Stayed,30,,0 | |
| 3010,Big Bar,96010,No,No,No,1128.1,1867.2,No internet service,No internet service,269,19.85,2995.3,6213,0.0,0,53,Female,No,0,Two year,60,Yes,No,No,,No,31.12,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,58,,0 | |
| 3011,Burney,96013,Yes,No,Yes,2199.05,294.75,Yes,No,4552,85.9,2493.8,3153,0.0,0,26,Male,Yes,3,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,11.79,59,No,Electronic check,No,No,No,Yes,Yes,No,No,No,0,Offer C,3,,No,Stayed,79,,0 | |
| 3012,Canby,96015,Yes,Yes,No,457.1,101.22,No,Yes,417,80.8,588.32,5611,0.0,30,75,Male,Yes,0,Month-to-month,6,Yes,Yes,Fiber optic,Fiber Optic,No,16.87,17,Yes,Electronic check,No,No,Yes,No,No,No,No,Yes,4,,5,,No,Stayed,68,,0 | |
| 3013,Cassel,96016,No,No,No,566.5,105.38,No internet service,No internet service,344,25.25,671.88,3403,0.0,0,61,Male,No,0,Two year,22,Yes,Yes,No,,No,4.79,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,61,,0 | |
| 3014,Castella,96017,Yes,No,No,2471.6,884.12,Yes,No,228,80.55,3355.72,3491,0.0,0,58,Female,Yes,0,Two year,31,Yes,Yes,DSL,DSL,Yes,28.52,2,No,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,Yes,Yes,9,Offer C,4,,No,Stayed,24,,0 | |
| 3015,Shasta Lake,96019,Yes,No,No,3107.3,1586.52,Yes,Yes,6277,81.5,4693.82,2042,0.0,0,64,Female,Yes,5,Month-to-month,39,Yes,No,Fiber optic,Fiber Optic,Yes,40.68,76,Yes,Bank transfer (automatic),No,No,Yes,Yes,No,No,No,Yes,7,Offer C,5,,No,Stayed,25,,0 | |
| 3016,Chester,96020,No,No,No,518.3,824.98,No internet service,No internet service,2664,20.9,1343.28,5895,0.0,0,31,Male,No,0,Month-to-month,26,Yes,No,No,,No,31.73,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,,No,Stayed,51,,0 | |
| 3017,Dorris,96023,No,No,No,832.3,549.5999999999999,Yes,No,1162,67.25,1381.8999999999999,4334,0.0,0,54,Male,No,0,Month-to-month,12,Yes,Yes,DSL,DSL,Yes,45.8,4,Yes,Electronic check,Yes,Yes,No,Yes,No,No,No,No,0,Offer D,3,,No,Stayed,56,,0 | |
| 3018,Dunsmuir,96025,No,No,No,45.3,51.84,No internet service,No internet service,2602,20.35,97.14,5994,0.0,0,52,Female,No,0,Month-to-month,2,Yes,No,No,,No,25.92,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,61,,0 | |
| 3019,Etna,96027,No,No,No,1790.6,0.0,Yes,No,2156,45.05,1790.6,4003,0.0,0,40,Male,No,0,One year,39,No,No phone service,DSL,DSL,Yes,0.0,13,No,Bank transfer (automatic),Yes,No,No,Yes,Yes,No,No,No,0,Offer C,3,,No,Stayed,61,,0 | |
| 3020,Flournoy,96029,Yes,No,No,246.6,0.0,Yes,No,84,34.65,246.6,5996,0.0,0,37,Female,Yes,1,Month-to-month,7,No,No phone service,DSL,Cable,Yes,0.0,17,No,Mailed check,Yes,No,No,Yes,No,No,No,Yes,8,,3,,No,Stayed,45,,0 | |
| 3021,Forks Of Salmon,96031,No,Yes,No,261.65,120.44,No,No,170,69.35,382.09,4140,0.0,0,77,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,30.11,25,No,Electronic check,No,No,No,No,No,No,No,No,0,,3,,No,Stayed,26,,0 | |
| 3022,French Gulch,96033,No,No,No,4509.5,1228.7,No,Yes,373,81.55,5738.2,5167,0.0,0,39,Female,No,0,Month-to-month,55,Yes,No,Fiber optic,Fiber Optic,Yes,22.34,4,Yes,Electronic check,No,Yes,Yes,No,No,No,No,No,0,Offer B,3,,No,Stayed,80,,0 | |
| 3023,Gazelle,96034,Yes,No,No,5480.25,3035.5199999999995,No,Yes,392,75.4,8515.77,4171,0.0,0,43,Male,Yes,0,Two year,72,Yes,No,DSL,Cable,Yes,42.16,18,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,7,,3,,No,Stayed,35,,0 | |
| 3024,Gerber,96035,Yes,No,No,653.15,370.79999999999995,No,Yes,3357,67.8,1023.9499999999999,2709,0.0,0,62,Female,Yes,0,Month-to-month,10,Yes,No,DSL,Cable,Yes,37.08,7,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,6,Offer D,5,,No,Stayed,79,,0 | |
| 3025,Greenview,96037,No,Yes,No,1183.05,28.93,Yes,Yes,295,111.4,1251.98,3175,0.0,40,75,Male,No,0,Month-to-month,11,Yes,Yes,Fiber optic,Fiber Optic,No,2.63,13,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,No,No,0,,3,,No,Stayed,28,,0 | |
| 3026,Grenada,96038,Yes,No,Yes,639.45,364.05,No,No,616,46.3,1003.5,3103,0.0,0,24,Female,Yes,3,Month-to-month,15,Yes,No,DSL,Cable,Yes,24.27,27,No,Electronic check,No,No,No,No,No,No,No,Yes,7,Offer D,5,,No,Stayed,68,,0 | |
| 3027,Happy Camp,96039,Yes,No,No,478.75,910.57,No internet service,No internet service,1294,20.4,1389.3200000000002,4698,0.0,0,48,Female,Yes,1,Two year,23,Yes,No,No,,No,39.59,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer D,4,,No,Stayed,33,,0 | |
| 3028,Hat Creek,96040,No,No,No,20.05,7.66,No internet service,No internet service,397,20.05,27.71,4221,0.0,0,46,Male,No,3,Month-to-month,1,Yes,No,No,,No,7.66,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,27,,0 | |
| 3029,Hornbrook,96044,Yes,No,Yes,4391.45,732.73,No,Yes,1026,96.1,5124.18,5793,0.0,0,23,Male,Yes,2,One year,47,Yes,No,Fiber optic,Fiber Optic,Yes,15.59,52,Yes,Electronic check,Yes,Yes,Yes,No,No,Yes,Yes,Yes,1,Offer B,3,,No,Stayed,68,,0 | |
| 3030,Hyampom,96046,No,No,No,270.6,353.4,No internet service,No internet service,268,19.65,624.0,4818,0.0,0,36,Female,No,0,One year,15,Yes,No,No,,No,23.56,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,34,,0 | |
| 3031,Junction City,96048,Yes,Yes,No,3975.9,2757.3999999999996,Yes,Yes,734,60.65,6733.299999999999,6418,0.0,0,78,Female,Yes,0,One year,68,Yes,No,DSL,DSL,Yes,40.55,20,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,No,No,No,Yes,2,,5,,No,Stayed,24,,0 | |
| 3032,Lookout,96054,Yes,Yes,No,1497.05,636.3000000000001,No,Yes,386,71.7,2233.35,2784,0.0,100,73,Female,Yes,0,One year,21,Yes,Yes,DSL,DSL,No,30.3,18,No,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,No,Yes,4,,5,,No,Stayed,38,,0 | |
| 3033,Los Molinos,96055,No,No,No,780.15,0.0,Yes,No,3756,36.0,780.15,3378,0.0,0,39,Male,No,0,Month-to-month,21,No,No phone service,DSL,DSL,Yes,0.0,9,Yes,Mailed check,No,Yes,No,Yes,No,No,No,No,0,,4,,No,Stayed,64,,0 | |
| 3034,Mcarthur,96056,Yes,No,No,3512.15,2224.3199999999997,No,No,1554,65.2,5736.469999999999,4775,0.0,0,62,Female,Yes,0,One year,56,Yes,Yes,DSL,DSL,Yes,39.72,11,No,Bank transfer (automatic),Yes,No,No,No,Yes,No,No,Yes,1,Offer B,3,,No,Stayed,26,,0 | |
| 3035,Mccloud,96057,Yes,No,Yes,273.25,148.98,No,No,1586,48.95,422.23,3061,0.0,0,28,Female,Yes,1,Month-to-month,6,Yes,Yes,DSL,Cable,Yes,24.83,82,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,1,Offer E,3,,No,Stayed,30,,0 | |
| 3036,Macdoel,96058,No,Yes,No,3517.9,0.0,No,Yes,816,53.5,3517.9,5693,0.0,0,75,Female,No,0,Two year,65,No,No phone service,DSL,Cable,Yes,0.0,9,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,No,0,Offer B,3,,No,Stayed,76,,0 | |
| 3037,Manton,96059,Yes,No,No,3375.9,727.02,Yes,No,598,80.45,4102.92,4397,0.0,0,30,Male,Yes,0,One year,42,Yes,Yes,DSL,Cable,Yes,17.31,82,No,Credit card (automatic),Yes,No,No,Yes,Yes,Yes,Yes,Yes,1,Offer B,3,,No,Stayed,62,,0 | |
| 3038,Mill Creek,96061,Yes,No,No,7508.55,1252.5600000000002,Yes,Yes,78,109.05,8761.11,6391,0.0,0,55,Female,Yes,3,Two year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.42,53,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,1,,4,,No,Stayed,80,,0 | |
| 3039,Millville,96062,Yes,No,No,1245.05,995.04,No internet service,No internet service,830,26.3,2240.09,2111,0.0,0,59,Male,Yes,3,Two year,48,Yes,Yes,No,,No,20.73,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer B,3,,No,Stayed,72,,0 | |
| 3040,Mineral,96063,No,Yes,No,5347.95,530.0,Yes,No,124,106.8,5877.95,5746,0.0,0,66,Female,No,0,One year,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.6,14,Yes,Electronic check,No,Yes,No,Yes,Yes,Yes,No,No,0,Offer B,3,,No,Stayed,59,,0 | |
| 3041,Montague,96064,No,Yes,No,493.65,54.74,No,Yes,4592,64.95,548.39,4615,0.0,0,67,Female,No,0,Month-to-month,7,Yes,No,DSL,Cable,Yes,7.82,7,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,No,0,,4,,No,Stayed,37,,0 | |
| 3042,Montgomery Creek,96065,Yes,No,No,1263.85,2635.92,No internet service,No internet service,431,19.35,3899.77,4566,0.0,0,31,Female,Yes,3,Two year,63,Yes,No,No,,No,41.84,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,23,,0 | |
| 3043,Mount Shasta,96067,No,No,Yes,385.55,578.34,No internet service,No internet service,7309,21.1,963.8900000000001,2842,0.0,0,24,Male,No,0,Month-to-month,17,Yes,No,No,,No,34.02,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,78,,0 | |
| 3044,Oak Run,96069,Yes,No,No,84.2,156.16,No internet service,No internet service,829,18.85,240.36,5279,0.0,0,41,Male,Yes,1,Month-to-month,4,Yes,No,No,,No,39.04,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,4,,No,Stayed,63,,0 | |
| 3045,Old Station,96071,No,No,No,1638.7,175.46,No internet service,No internet service,182,26.0,1814.16,4535,0.0,0,51,Female,No,3,Two year,62,Yes,Yes,No,,No,2.83,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,3,,No,Stayed,46,,0 | |
| 3046,Paskenta,96074,Yes,No,No,120.25,15.4,No,No,263,70.35,155.65,4917,0.0,20,45,Female,Yes,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,7.7,22,Yes,Electronic check,No,No,No,No,No,No,No,Yes,1,Offer E,3,,No,Joined,39,,0 | |
| 3047,Paynes Creek,96075,Yes,No,No,4473.45,292.79999999999995,No,Yes,433,96.9,4766.25,2613,0.0,0,33,Male,Yes,0,Two year,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.1,18,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,No,No,Yes,1,Offer B,4,,No,Stayed,38,,0 | |
| 3048,Platina,96076,Yes,No,No,520.55,1193.1299999999999,No internet service,No internet service,215,19.55,1713.6799999999998,4430,0.0,0,53,Male,Yes,0,Two year,27,Yes,No,No,,No,44.19,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer C,4,,No,Stayed,44,,0 | |
| 3049,Red Bluff,96080,Yes,No,Yes,5717.85,2784.6,Yes,Yes,26438,80.4,8502.45,6367,0.0,0,28,Female,Yes,0,Two year,70,Yes,No,DSL,DSL,Yes,39.78,52,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,4,,5,,No,Stayed,28,,0 | |
| 3050,Scott Bar,96085,Yes,No,No,4312.5,465.98,No,Yes,88,94.65,4778.48,4120,0.0,0,44,Male,Yes,0,One year,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.13,3,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,Offer B,4,,No,Stayed,79,,0 | |
| 3051,Shingletown,96088,Yes,No,No,6511.25,2929.05,No,Yes,4231,95.75,9440.3,5561,0.0,0,35,Male,Yes,2,One year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.45,27,No,Credit card (automatic),No,Yes,Yes,No,Yes,No,No,Yes,9,,4,,No,Stayed,74,,0 | |
| 3052,Tehama,96090,No,No,No,1218.65,2905.5,No internet service,No internet service,405,19.55,4124.15,4309,0.0,0,34,Male,No,0,Two year,65,Yes,No,No,,No,44.7,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,76,,0 | |
| 3053,Trinity Center,96091,Yes,Yes,No,7447.7,1211.04,Yes,Yes,734,104.1,8698.74,5092,0.0,40,67,Male,Yes,2,Two year,72,Yes,No,Fiber optic,Fiber Optic,No,16.82,25,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,No,Yes,4,,3,,No,Stayed,54,,0 | |
| 3054,Weaverville,96093,No,No,No,279.5,537.2,No internet service,No internet service,3749,20.1,816.7,2185,0.0,0,46,Male,No,0,One year,17,Yes,No,No,,No,31.6,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,51,,0 | |
| 3055,Weed,96094,Yes,No,Yes,5720.35,2005.32,Yes,Yes,5896,111.55,7725.67,4053,0.0,0,23,Male,Yes,0,One year,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.32,76,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,2,Offer B,4,,No,Stayed,35,,0 | |
| 3056,Whitmore,96096,Yes,No,No,3121.45,486.03,Yes,No,843,60.5,3607.4799999999996,4994,0.0,0,40,Male,Yes,0,Two year,51,Yes,No,DSL,DSL,Yes,9.53,10,No,Credit card (automatic),Yes,Yes,No,Yes,No,No,No,Yes,5,Offer B,3,,No,Stayed,75,,0 | |
| 3057,Yreka,96097,Yes,No,No,6468.6,3070.08,Yes,Yes,9538,90.95,9538.68,6091,0.0,0,52,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,42.64,15,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,6,,3,,No,Stayed,54,,0 | |
| 3058,Blairsden Graeagle,96103,No,No,No,675.6,1241.68,No internet service,No internet service,1839,19.7,1917.2800000000002,4136,0.0,0,31,Male,No,0,Month-to-month,34,Yes,No,No,,No,36.52,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,,No,Stayed,73,,0 | |
| 3059,Cedarville,96104,Yes,No,No,3521.7,0.0,Yes,No,857,50.95,3521.7,6395,0.0,0,39,Male,Yes,0,Two year,67,No,No phone service,DSL,DSL,Yes,0.0,6,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,No,Yes,Yes,Yes,10,,3,,No,Stayed,77,,0 | |
| 3060,Chilcoot,96105,Yes,No,No,923.1,1082.9,No internet service,No internet service,650,20.05,2006.0,5579,0.0,0,56,Female,Yes,0,One year,49,Yes,No,No,,No,22.1,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,,5,,No,Stayed,72,,0 | |
| 3061,Clio,96106,Yes,No,No,1110.35,1341.96,No internet service,No internet service,88,19.4,2452.31,4497,0.0,0,38,Male,Yes,3,Two year,53,Yes,No,No,,No,25.32,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,3,,No,Stayed,73,,0 | |
| 3062,Coleville,96107,No,No,No,1611.65,916.3799999999999,Yes,Yes,1332,59.45,2528.0299999999997,4818,0.0,0,55,Male,No,0,Month-to-month,27,Yes,Yes,DSL,Cable,Yes,33.94,25,No,Electronic check,No,No,Yes,Yes,No,No,No,No,0,,4,,No,Stayed,23,,0 | |
| 3063,Doyle,96109,No,No,No,5553.25,223.56,Yes,Yes,1177,81.5,5776.81,5286,0.0,0,46,Male,No,0,Two year,69,Yes,Yes,DSL,Cable,Yes,3.24,26,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,,4,,No,Stayed,45,,0 | |
| 3064,Eagleville,96110,Yes,No,No,44.75,0.0,Yes,No,132,29.05,44.75,4998,0.0,0,51,Female,Yes,2,Month-to-month,2,No,No phone service,DSL,Cable,Yes,0.0,27,No,Bank transfer (automatic),No,No,No,Yes,No,No,No,Yes,4,Offer E,4,,No,Joined,22,,0 | |
| 3065,Herlong,96113,Yes,No,No,3231.05,2058.5,Yes,No,946,70.6,5289.55,5433,0.0,0,45,Female,Yes,0,One year,46,Yes,No,DSL,DSL,Yes,44.75,27,No,Mailed check,Yes,Yes,No,Yes,No,Yes,Yes,Yes,6,,3,,No,Stayed,52,,0 | |
| 3066,Janesville,96114,No,No,No,5129.45,1703.7,No,No,3093,97.2,6833.15,4971,0.0,0,39,Female,No,0,Two year,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.55,8,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,,5,,No,Stayed,55,,0 | |
| 3067,Litchfield,96117,No,No,No,1191.2,662.8,Yes,No,385,59.2,1984.0,5924,0.0,130,53,Male,No,0,Month-to-month,20,Yes,Yes,DSL,DSL,No,33.14,17,No,Bank transfer (automatic),Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,58,,0 | |
| 3068,Loyalton,96118,No,No,Yes,866.4,149.05,No,No,1822,75.9,1015.45,4278,0.0,0,20,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,13.55,27,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,,4,,No,Stayed,70,,0 | |
| 3069,Madeline,96119,Yes,Yes,No,2627.2,1432.5,No,No,85,90.05,4059.7,3792,0.0,0,68,Female,Yes,0,Month-to-month,30,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.75,27,Yes,Electronic check,No,Yes,No,No,Yes,No,No,Yes,8,Offer C,5,,No,Stayed,39,,0 | |
| 3070,Markleeville,96120,Yes,No,No,4741.45,811.92,No,Yes,957,70.95,5553.37,5036,0.0,0,56,Male,Yes,0,Two year,68,Yes,No,DSL,DSL,Yes,11.94,3,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,Yes,Yes,Yes,4,,3,,No,Stayed,43,,0 | |
| 3071,Milford,96121,Yes,Yes,No,4009.2,180.5,No,Yes,481,102.6,4143.889999999999,5469,45.81,0,79,Male,Yes,0,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.75,24,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,Yes,7,Offer C,4,,No,Stayed,40,,0 | |
| 3072,Calpine,96124,No,No,No,43.8,37.5,No,No,322,43.8,81.3,4633,0.0,0,39,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,37.5,3,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,5,,No,Joined,31,,0 | |
| 3073,Sierra City,96125,Yes,No,No,3707.6,0.0,No,Yes,348,59.0,3707.6,5639,0.0,0,36,Male,Yes,0,Two year,63,No,No phone service,DSL,Cable,Yes,0.0,5,No,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,20,,0 | |
| 3074,Sierraville,96126,No,No,No,220.45,88.53,No,Yes,227,69.95,338.98,2754,0.0,30,58,Female,No,0,One year,3,Yes,No,DSL,Cable,No,29.51,17,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,5,,No,Joined,67,,0 | |
| 3075,Standish,96128,No,No,Yes,1133.7,656.16,No internet service,No internet service,408,24.35,1789.8600000000001,4200,0.0,0,25,Female,No,0,One year,48,Yes,Yes,No,,No,13.67,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,70,,0 | |
| 3076,Susanville,96130,No,No,No,1983.15,0.0,Yes,No,19440,29.45,1983.15,5112,0.0,0,45,Male,No,0,One year,66,No,No phone service,DSL,Cable,Yes,0.0,15,No,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,55,,0 | |
| 3077,Termo,96132,Yes,No,No,5746.75,1695.92,No,Yes,72,84.4,7442.67,5045,0.0,0,44,Female,Yes,1,Two year,68,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.94,30,Yes,Credit card (automatic),No,Yes,Yes,No,No,No,No,Yes,3,,5,,No,Stayed,34,,0 | |
| 3078,Tulelake,96134,Yes,No,Yes,134.05,291.48,No internet service,No internet service,2595,20.65,425.53000000000003,3575,0.0,0,20,Female,Yes,0,One year,7,Yes,No,No,,No,41.64,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer E,4,,No,Stayed,70,,0 | |
| 3079,Wendel,96136,Yes,No,No,6230.1,865.4399999999999,Yes,Yes,162,87.1,7095.54,5993,0.0,0,48,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,12.02,26,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,,3,,No,Stayed,76,,0 | |
| 3080,Westwood,96137,Yes,No,No,573.05,165.01000000000002,No internet service,No internet service,4158,19.85,738.06,2712,0.0,0,46,Female,Yes,0,Month-to-month,29,Yes,No,No,,No,5.69,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,59,,0 | |
| 3081,Carnelian Bay,96140,Yes,No,No,3419.3,258.63,Yes,Yes,1943,90.35,3827.9300000000003,3347,0.0,150,56,Male,Yes,0,Month-to-month,37,Yes,No,Fiber optic,Fiber Optic,No,6.99,22,Yes,Electronic check,No,No,Yes,Yes,No,Yes,Yes,Yes,4,,3,,No,Stayed,76,,0 | |
| 3082,Kings Beach,96143,Yes,No,No,3801.3,854.91,Yes,No,4806,65.5,4656.21,5631,0.0,0,57,Female,Yes,0,One year,59,Yes,Yes,DSL,Cable,Yes,14.49,25,No,Mailed check,Yes,Yes,No,Yes,No,No,No,Yes,6,,3,,No,Stayed,35,,0 | |
| 3083,Olympic Valley,96146,Yes,Yes,No,4859.1,1093.8,No,No,942,80.95,5903.370000000001,6214,49.53,0,71,Male,Yes,1,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.23,11,Yes,Electronic check,Yes,No,No,No,No,No,No,Yes,10,,4,,No,Stayed,71,,0 | |
| 3084,Tahoe Vista,96148,No,No,Yes,1439.35,35.370000000000005,Yes,No,678,56.15,1474.7199999999998,3056,0.0,0,29,Female,No,0,Month-to-month,27,Yes,No,DSL,Cable,Yes,1.31,53,Yes,Mailed check,No,Yes,No,Yes,No,No,No,No,0,,3,,No,Stayed,69,,0 | |
| 3085,Los Angeles,90001,Yes,No,No,592.75,0.0,No,Yes,54492,34.4,592.75,4207,0.0,0,36,Male,Yes,0,Month-to-month,17,No,No phone service,DSL,Cable,Yes,0.0,10,No,Mailed check,Yes,No,Yes,No,No,No,No,Yes,1,,3,,No,Stayed,45,,0 | |
| 3086,Los Angeles,90002,Yes,No,No,1185.95,1083.44,No internet service,No internet service,44586,20.75,2269.3900000000003,4927,0.0,0,31,Male,Yes,0,Two year,58,Yes,No,No,,No,18.68,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,5,,No,Stayed,20,,0 | |
| 3087,Los Angeles,90003,Yes,No,Yes,18.8,43.57,No internet service,No internet service,58198,18.8,62.370000000000005,5160,0.0,0,29,Male,Yes,0,One year,1,Yes,No,No,,No,43.57,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,3,,No,Joined,51,,0 | |
| 3088,Los Angeles,90005,No,No,No,4921.2,133.03,No,Yes,43019,90.8,5114.23,5249,0.0,60,50,Female,No,0,Month-to-month,53,Yes,Yes,Fiber optic,Fiber Optic,No,2.51,19,No,Electronic check,Yes,Yes,Yes,No,No,No,No,No,0,,3,,No,Stayed,20,,0 | |
| 3089,Los Angeles,90006,No,No,Yes,901.25,1394.4,No internet service,No internet service,62784,25.6,2295.65,2980,0.0,0,21,Male,No,0,Month-to-month,35,Yes,Yes,No,,No,39.84,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,56,,0 | |
| 3090,Los Angeles,90008,Yes,No,No,4859.95,756.16,Yes,No,30852,70.8,5616.11,5540,0.0,0,35,Male,Yes,0,Two year,68,Yes,Yes,DSL,Cable,Yes,11.12,10,No,Credit card (automatic),No,Yes,No,Yes,No,Yes,Yes,Yes,1,,4,,No,Stayed,61,,0 | |
| 3091,Los Angeles,90010,Yes,No,Yes,1139.2,473.29,No internet service,No internet service,1957,25.4,1612.49,3159,0.0,0,20,Male,Yes,0,Month-to-month,47,Yes,Yes,No,,No,10.07,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,33,,0 | |
| 3092,Los Angeles,90011,Yes,Yes,No,7082.45,3154.4500000000003,No,Yes,101215,108.8,10215.38,5225,21.52,0,69,Female,Yes,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,48.53,9,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,No,Yes,4,,5,,No,Stayed,64,,0 | |
| 3093,Los Angeles,90015,No,No,No,663.55,381.68999999999994,No,No,15140,76.85,1045.2399999999998,4834,0.0,0,51,Female,No,0,Month-to-month,9,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.41,8,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,5,,No,Stayed,38,,0 | |
| 3094,Los Angeles,90016,No,No,No,174.65,126.88,No internet service,No internet service,46984,20.25,301.53,2653,0.0,0,41,Female,No,0,Two year,8,Yes,No,No,,No,15.86,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Stayed,37,,0 | |
| 3095,Los Angeles,90017,No,No,No,321.7,469.0,No internet service,No internet service,20692,24.8,790.7,4527,0.0,0,40,Male,No,0,One year,14,Yes,Yes,No,,No,33.5,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,22,,0 | |
| 3096,Los Angeles,90018,No,No,Yes,5125.5,1517.85,Yes,Yes,47143,115.65,6643.35,3974,0.0,0,26,Female,No,0,Month-to-month,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.73,30,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,75,,0 | |
| 3097,Los Angeles,90019,No,No,Yes,548.9,10.24,No,No,67520,74.6,559.14,2142,0.0,0,21,Female,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.28,42,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,Offer E,5,,No,Stayed,57,,0 | |
| 3098,Los Angeles,90021,Yes,No,No,7031.3,2603.7000000000003,No,Yes,3012,103.15,9635.0,4663,0.0,0,40,Male,Yes,2,One year,66,Yes,No,Fiber optic,Fiber Optic,Yes,39.45,19,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,7,,4,,No,Stayed,80,,0 | |
| 3099,Los Angeles,90022,Yes,No,No,5016.65,3063.6,Yes,Yes,68701,72.1,8080.25,4658,0.0,0,39,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,42.55,18,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,5,,3,,No,Stayed,42,,0 | |
| 3100,Los Angeles,90024,Yes,No,No,611.45,824.78,No internet service,No internet service,44150,25.1,1436.23,2267,0.0,0,47,Female,Yes,2,Two year,23,Yes,Yes,No,,No,35.86,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,5,,No,Stayed,67,,0 | |
| 3101,Los Angeles,90026,No,No,Yes,319.85,26.0,No,No,73686,80.15,345.85,2841,0.0,0,27,Female,No,0,Month-to-month,4,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.5,73,Yes,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,3,,No,Stayed,62,,0 | |
| 3102,Los Angeles,90027,Yes,No,No,153.3,190.38,No internet service,No internet service,48727,25.4,343.68,2882,0.0,0,58,Male,Yes,3,Two year,6,Yes,Yes,No,,No,31.73,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,Offer E,3,,No,Stayed,52,,0 | |
| 3103,Los Angeles,90028,Yes,Yes,No,7035.6,178.89,Yes,Yes,30568,105.4,7214.490000000001,5703,0.0,0,70,Female,Yes,0,One year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.67,25,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,No,Yes,3,,4,,No,Stayed,64,,0 | |
| 3104,Los Angeles,90029,No,Yes,No,344.2,287.98,No,No,41713,45.75,603.1800000000001,3779,29.0,0,72,Male,No,1,Month-to-month,7,Yes,No,DSL,DSL,Yes,41.14,17,Yes,Mailed check,No,No,No,No,No,No,No,No,0,,4,,No,Stayed,57,,0 | |
| 3105,Los Angeles,90031,Yes,No,No,1431.65,1844.08,No internet service,No internet service,38415,24.45,3275.73,5623,0.0,0,64,Male,Yes,0,One year,56,Yes,Yes,No,,No,32.93,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,3,,No,Stayed,78,,0 | |
| 3106,Los Angeles,90032,Yes,No,No,1849.2,2878.56,No internet service,No internet service,46960,25.0,4727.76,6126,0.0,0,56,Female,Yes,0,Two year,72,Yes,Yes,No,,No,39.98,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,4,,No,Stayed,35,,0 | |
| 3107,Los Angeles,90033,Yes,No,No,6083.1,1193.7599999999998,No,Yes,49431,85.25,7276.860000000001,6275,0.0,0,64,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,16.58,30,Yes,Electronic check,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,52,,0 | |
| 3108,Los Angeles,90034,Yes,No,No,426.65,782.92,No internet service,No internet service,58218,19.6,1209.57,4617,0.0,0,60,Male,Yes,3,Two year,23,Yes,No,No,,No,34.04,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,5,,No,Stayed,35,,0 | |
| 3109,Los Angeles,90035,No,No,No,1655.35,1358.7,No,No,27799,50.15,3144.05,5879,0.0,130,52,Female,No,1,Month-to-month,35,Yes,Yes,DSL,DSL,No,38.82,19,No,Mailed check,No,No,No,No,No,No,No,No,0,,3,,No,Stayed,74,,0 | |
| 3110,Los Angeles,90036,Yes,Yes,No,1943.9,823.2299999999999,No,No,32901,70.55,2737.14,2534,29.99,0,71,Male,Yes,0,Month-to-month,27,Yes,No,Fiber optic,Fiber Optic,Yes,30.49,16,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer C,3,,No,Stayed,65,,0 | |
| 3111,Los Angeles,90038,Yes,No,No,314.95,541.8,No internet service,No internet service,32562,26.4,856.75,3277,0.0,0,54,Male,Yes,0,One year,12,Yes,Yes,No,,No,45.15,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,4,,No,Stayed,65,,0 | |
| 3112,Los Angeles,90039,No,No,No,804.85,334.4,No internet service,No internet service,29310,20.15,1139.25,3915,0.0,0,33,Female,No,0,Two year,40,Yes,No,No,,No,8.36,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,64,,0 | |
| 3113,Los Angeles,90040,Yes,No,Yes,465.7,0.0,No,Yes,9805,58.85,465.7,3332,0.0,0,21,Male,Yes,2,Month-to-month,7,No,No phone service,DSL,Cable,Yes,0.0,47,No,Mailed check,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,9,Offer E,3,,No,Stayed,76,,0 | |
| 3114,Los Angeles,90041,Yes,No,No,6669.05,2266.6000000000004,No,No,27866,97.55,8935.650000000001,4551,0.0,0,62,Male,Yes,3,Month-to-month,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.38,53,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,No,No,Yes,8,,4,,No,Stayed,49,,0 | |
| 3892,Freedom,95019,No,No,No,6889.8,1660.8,Yes,Yes,4753,104.65,8550.6,6443,0.0,0,47,Male,No,0,One year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,25.95,23,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,80,,0 | |
| 3115,Los Angeles,90042,Yes,No,No,1161.75,1318.8,No internet service,No internet service,64672,19.65,2480.55,6315,0.0,0,31,Male,Yes,1,Two year,60,Yes,No,No,,No,21.98,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,5,,No,Stayed,50,,0 | |
| 3116,Los Angeles,90043,Yes,No,Yes,947.75,0.0,No,No,44764,25.25,947.75,4259,0.0,0,27,Male,Yes,0,One year,39,No,No phone service,DSL,DSL,Yes,0.0,48,Yes,Credit card (automatic),No,No,No,No,No,No,No,Yes,8,,3,,No,Stayed,21,,0 | |
| 3117,Los Angeles,90044,Yes,No,No,8375.05,452.88,Yes,Yes,87383,114.45,8827.929999999998,6274,0.0,0,53,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.29,8,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,5,,4,,No,Stayed,53,,0 | |
| 3118,Los Angeles,90046,Yes,No,No,3770,2616.3,Yes,No,49839,70.7,6386.3,5276,0.0,0,49,Male,Yes,0,One year,54,Yes,Yes,DSL,DSL,Yes,48.45,28,Yes,Electronic check,No,Yes,No,Yes,Yes,No,No,Yes,3,,3,,No,Stayed,77,,0 | |
| 3119,Los Angeles,90048,Yes,No,No,4707.85,398.79,Yes,Yes,21739,75.55,5106.64,4626,0.0,0,58,Female,Yes,0,Two year,63,Yes,No,DSL,Cable,Yes,6.33,30,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,7,,4,,No,Stayed,64,,0 | |
| 3120,Los Angeles,90049,Yes,No,No,6152.4,2390.57,Yes,No,33523,84.8,8542.97,5952,0.0,0,40,Male,Yes,3,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.67,75,Yes,Electronic check,No,Yes,No,Yes,No,No,No,Yes,9,,3,,No,Stayed,43,,0 | |
| 3121,Los Angeles,90056,No,No,No,958.1,976.5,No internet service,No internet service,8115,20.65,1934.6,5956,0.0,0,56,Female,No,0,One year,42,Yes,No,No,,No,23.25,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,49,,0 | |
| 3122,Los Angeles,90057,No,No,Yes,943,310.67,No internet service,No internet service,44004,20.45,1253.67,4342,0.0,0,27,Male,No,0,Two year,47,Yes,No,No,,No,6.61,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,72,,0 | |
| 3123,Los Angeles,90061,No,No,Yes,425.1,0.0,Yes,No,24511,35.65,425.1,4986,0.0,0,20,Male,No,0,Month-to-month,11,No,No phone service,DSL,DSL,Yes,0.0,73,Yes,Electronic check,No,Yes,No,Yes,No,No,No,No,0,,4,,No,Stayed,61,,0 | |
| 3124,Los Angeles,90063,Yes,Yes,No,5044.8,1250.6999999999998,Yes,Yes,55668,90.45,6283.02,5140,12.48,0,68,Female,Yes,0,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.74,21,No,Electronic check,No,Yes,Yes,Yes,No,No,No,Yes,4,,4,,No,Stayed,42,,0 | |
| 3125,Los Angeles,90064,No,No,No,6743.55,3405.15,Yes,Yes,24505,97.65,10148.7,5709,0.0,0,41,Male,No,0,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.35,30,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,No,No,No,0,Offer A,3,,No,Stayed,20,,0 | |
| 3126,Los Angeles,90065,No,Yes,No,196.4,139.95,No,Yes,47534,73.85,336.35,2868,0.0,0,74,Female,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,46.65,25,No,Electronic check,No,No,Yes,No,No,No,No,No,0,,4,,No,Joined,74,,0 | |
| 3127,Los Angeles,90067,No,Yes,No,2093.9,597.6,Yes,Yes,2527,69.1,2670.42,3415,21.08,0,69,Male,No,0,Two year,30,Yes,Yes,DSL,DSL,Yes,19.92,30,Yes,Credit card (automatic),No,No,Yes,Yes,Yes,No,No,No,0,,3,,No,Stayed,75,,0 | |
| 3128,Los Angeles,90068,No,No,Yes,417.75,148.7,Yes,Yes,21728,82.75,566.45,5269,0.0,0,21,Female,No,0,Month-to-month,5,Yes,Yes,Fiber optic,Fiber Optic,Yes,29.74,42,Yes,Electronic check,No,No,Yes,Yes,No,No,No,No,0,Offer E,4,,No,Stayed,36,,0 | |
| 3129,West Hollywood,90069,Yes,No,Yes,1725.4,1755.12,No internet service,No internet service,20408,24.4,3480.52,4412,0.0,0,19,Female,Yes,0,Two year,71,Yes,Yes,No,,No,24.72,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer A,5,,No,Stayed,56,,0 | |
| 3130,Los Angeles,90071,No,No,Yes,1620.2,1141.15,No,No,21,55.25,2761.3500000000004,5481,0.0,0,28,Female,No,0,One year,29,Yes,Yes,DSL,DSL,Yes,39.35,69,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,4,,No,Stayed,55,,0 | |
| 3131,Los Angeles,90077,Yes,No,No,3169.55,2321.7999999999997,Yes,No,10470,61.35,5491.35,4729,0.0,0,39,Male,Yes,0,Month-to-month,52,Yes,Yes,DSL,Cable,Yes,44.65,3,No,Bank transfer (automatic),No,Yes,No,Yes,No,No,No,Yes,3,,3,,No,Stayed,49,,0 | |
| 3132,Bell,90201,No,No,No,5233.25,1379.72,No,Yes,105285,76.75,6612.97,5395,0.0,0,40,Male,No,0,One year,68,Yes,Yes,DSL,DSL,Yes,20.29,29,No,Credit card (automatic),Yes,Yes,Yes,No,No,Yes,Yes,No,0,Offer A,4,,No,Stayed,33,,0 | |
| 3133,Beverly Hills,90210,Yes,No,No,967.85,2185.0,No internet service,No internet service,21397,19.4,3152.85,2320,0.0,0,61,Female,Yes,1,Two year,46,Yes,No,No,,No,47.5,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,4,,No,Stayed,47,,0 | |
| 3134,Beverly Hills,90211,No,No,No,438.05,244.24,No,No,8321,54.75,682.29,5317,0.0,0,63,Male,No,0,Month-to-month,8,Yes,No,DSL,DSL,Yes,30.53,26,Yes,Credit card (automatic),No,No,No,No,No,Yes,Yes,No,0,,5,,No,Stayed,53,,0 | |
| 3135,Beverly Hills,90212,Yes,No,Yes,1421.9,2013.84,No internet service,No internet service,11355,19.7,3435.74,6436,0.0,0,23,Male,Yes,0,Two year,72,Yes,No,No,,No,27.97,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer A,3,,No,Stayed,36,,0 | |
| 3136,Compton,90220,No,No,No,323.15,435.54,No internet service,No internet service,47305,19.9,758.69,2093,0.0,0,38,Female,No,0,One year,17,Yes,No,No,,No,25.62,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,70,,0 | |
| 3137,Compton,90221,No,No,No,318.6,37.980000000000004,Yes,Yes,51387,107.95,356.58000000000004,5653,0.0,0,42,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,12.66,28,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer E,3,,No,Joined,70,,0 | |
| 3138,Compton,90222,No,Yes,No,163.7,65.96,No,No,29825,83.8,229.65999999999997,2885,0.0,0,76,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,Yes,32.98,14,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,No,No,0,,3,,No,Joined,53,,0 | |
| 3139,Culver City,90232,No,No,No,2928.5,0.0,No,Yes,15195,56.4,2928.5,4380,0.0,0,52,Female,No,0,One year,51,No,No phone service,DSL,DSL,Yes,0.0,24,Yes,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,62,,0 | |
| 3140,Downey,90240,Yes,No,No,100.35,150.3,No internet service,No internet service,24908,20.1,250.65,5874,0.0,0,52,Female,Yes,1,Two year,6,Yes,No,No,,No,25.05,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,Offer E,4,,No,Stayed,42,,0 | |
| 3141,Downey,90241,Yes,No,No,273.2,8.91,No,No,40152,94.9,282.11,2330,0.0,0,51,Female,Yes,0,Month-to-month,3,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.97,7,No,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,5,,5,,No,Joined,58,,0 | |
| 3142,Downey,90242,No,Yes,No,1608.15,547.23,No,No,42459,94.2,2118.98,4425,36.4,0,79,Female,No,0,Month-to-month,17,Yes,Yes,Fiber optic,Fiber Optic,Yes,32.19,11,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,54,,0 | |
| 3143,El Segundo,90245,Yes,No,No,1441.95,166.79999999999998,No,No,16041,49.9,1708.75,3712,0.0,100,62,Male,Yes,0,Month-to-month,30,Yes,Yes,DSL,DSL,No,5.56,8,No,Electronic check,No,No,No,No,No,No,No,Yes,4,,4,,No,Stayed,45,,0 | |
| 3144,Gardena,90247,No,No,No,2168.15,198.4,Yes,No,47758,71.05,2366.55,4443,0.0,0,39,Male,No,0,Month-to-month,31,Yes,Yes,DSL,Cable,Yes,6.4,24,Yes,Electronic check,No,Yes,No,Yes,Yes,No,No,No,0,,4,,No,Stayed,37,,0 | |
| 3145,Gardena,90248,No,No,No,3618.7,1682.55,Yes,Yes,9960,81.65,5301.25,5937,0.0,0,57,Female,No,0,Two year,45,Yes,No,DSL,DSL,Yes,37.39,30,No,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,3,,No,Stayed,41,,0 | |
| 3146,Gardena,90249,Yes,No,No,5692.65,883.2,No,Yes,26442,89.45,6575.849999999999,5519,0.0,0,30,Male,Yes,0,One year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.8,48,No,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,No,Yes,5,Offer B,3,,No,Stayed,67,,0 | |
| 3147,Huntington Park,90255,Yes,Yes,No,5969.3,275.11,No,No,78114,99.0,6223.24,5177,21.17,0,80,Male,Yes,2,One year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.51,22,No,Electronic check,No,Yes,No,No,Yes,Yes,Yes,Yes,10,,5,,No,Stayed,20,,0 | |
| 3148,Lawndale,90260,No,No,No,19.05,5.02,No internet service,No internet service,33300,19.05,24.07,5279,0.0,0,46,Male,No,0,Month-to-month,1,Yes,No,No,,No,5.02,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,59,,0 | |
| 3149,Malibu,90263,Yes,No,No,8100.55,1796.3999999999999,Yes,Yes,11,114.45,9896.95,4700,0.0,0,51,Male,Yes,1,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.95,13,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,3,,No,Stayed,32,,0 | |
| 3150,Manhattan Beach,90266,Yes,No,No,313.45,220.01,No,No,33758,44.25,533.46,5014,0.0,0,61,Female,Yes,0,Month-to-month,7,Yes,No,DSL,DSL,No,31.43,24,Yes,Mailed check,No,No,No,No,No,No,No,Yes,4,,5,,No,Stayed,58,,0 | |
| 3151,Maywood,90270,Yes,No,No,6130.95,773.5200000000001,Yes,Yes,28094,90.55,6904.47,4958,0.0,0,43,Female,Yes,0,One year,66,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.72,20,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,No,No,No,Yes,6,Offer A,5,,No,Stayed,38,,0 | |
| 3152,Palos Verdes Peninsula,90274,Yes,No,No,745.3,75.6,No internet service,No internet service,24979,20.4,820.9,5918,0.0,0,61,Male,Yes,1,Month-to-month,40,Yes,No,No,,No,1.89,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer B,3,,No,Stayed,72,,0 | |
| 3153,Rancho Palos Verdes,90275,No,No,Yes,1212.1,411.36,No,Yes,41263,71.4,1623.46,3360,0.0,0,24,Male,No,0,Month-to-month,16,Yes,Yes,DSL,DSL,Yes,25.71,48,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,Yes,No,0,,5,,No,Stayed,39,,0 | |
| 3154,Redondo Beach,90278,Yes,No,Yes,1583.5,219.76,No internet service,No internet service,37322,24.85,1803.26,4833,0.0,0,19,Male,Yes,0,Two year,67,Yes,Yes,No,,No,3.28,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer A,4,,No,Stayed,51,,0 | |
| 3155,South Gate,90280,Yes,No,No,4162.05,403.84999999999997,No,Yes,96267,104.45,4565.900000000001,2719,0.0,0,45,Female,Yes,0,One year,41,Yes,No,Fiber optic,Fiber Optic,Yes,9.85,14,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,2,Offer B,3,,No,Stayed,65,,0 | |
| 3156,Topanga,90290,Yes,No,No,1119.9,2719.36,No internet service,No internet service,5451,19.8,3839.26,4681,0.0,0,58,Female,Yes,1,Two year,56,Yes,No,No,,No,48.56,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer B,3,,No,Stayed,59,,0 | |
| 3157,Venice,90291,No,No,Yes,8013.55,3493.44,Yes,Yes,31021,116.45,11596.99,5567,0.0,90,25,Female,No,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,No,48.52,51,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,4,,No,Stayed,20,,0 | |
| 3158,Playa Del Rey,90293,Yes,No,No,1102.4,1766.8799999999999,No internet service,No internet service,11264,20.05,2869.2799999999997,4212,0.0,0,58,Female,Yes,0,Two year,54,Yes,No,No,,No,32.72,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer B,5,,No,Stayed,40,,0 | |
| 3159,Inglewood,90301,No,Yes,No,5832,1198.08,Yes,Yes,37527,110.75,7023.82,4993,6.26,0,75,Male,No,0,Month-to-month,52,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.04,25,Yes,Electronic check,No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,46,,0 | |
| 3160,Inglewood,90302,No,No,No,4304.5,1490.0,Yes,Yes,30779,89.7,5794.5,5306,0.0,0,63,Female,No,0,Two year,50,Yes,No,Fiber optic,Fiber Optic,Yes,29.8,26,Yes,Bank transfer (automatic),No,No,Yes,Yes,No,Yes,Yes,No,0,Offer B,4,,No,Stayed,45,,0 | |
| 3161,Inglewood,90304,Yes,No,No,1421.75,243.26999999999998,No,No,28680,48.7,1665.02,3560,0.0,0,33,Male,Yes,0,One year,27,Yes,No,DSL,DSL,Yes,9.01,5,No,Credit card (automatic),Yes,No,No,No,No,No,No,Yes,10,,3,,No,Stayed,30,,0 | |
| 3162,Inglewood,90305,Yes,Yes,No,6827.5,2022.48,Yes,Yes,13779,96.6,8849.98,5153,0.0,0,70,Female,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.09,20,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,10,,4,,No,Stayed,78,,0 | |
| 3163,Santa Monica,90401,No,No,No,4698.05,2376.46,No,No,5221,74.3,7074.51,5974,0.0,0,56,Male,No,0,One year,62,Yes,No,DSL,Cable,Yes,38.33,30,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,77,,0 | |
| 3164,Santa Monica,90402,No,No,No,654.5,451.56000000000006,Yes,No,11509,54.3,1236.06,3854,0.0,130,59,Female,No,0,Month-to-month,12,Yes,No,DSL,DSL,No,37.63,26,Yes,Electronic check,No,Yes,No,Yes,No,No,No,No,0,Offer D,3,,No,Stayed,63,,0 | |
| 3165,Santa Monica,90403,No,Yes,No,3268.05,339.68,Yes,Yes,23559,74.85,3589.82,3253,17.91,0,76,Female,No,0,One year,44,Yes,No,DSL,DSL,Yes,7.72,17,No,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,71,,0 | |
| 3166,Santa Monica,90404,Yes,No,No,4362.05,2521.8,Yes,No,19975,79.95,6883.85,4387,0.0,0,31,Male,Yes,8,Two year,54,Yes,No,Fiber optic,Fiber Optic,Yes,46.7,75,Yes,Bank transfer (automatic),No,Yes,No,Yes,No,No,No,Yes,2,Offer B,3,,No,Stayed,48,,0 | |
| 3167,Santa Monica,90405,No,No,No,1386.9,192.44,No internet service,No internet service,26099,20.05,1579.3400000000001,5740,0.0,0,49,Female,No,0,Two year,68,Yes,No,No,,No,2.83,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,4,,No,Stayed,63,,0 | |
| 3168,Torrance,90501,No,No,Yes,415.4,620.4,No internet service,No internet service,40705,19.4,1035.8,4958,0.0,0,20,Male,No,0,Month-to-month,20,Yes,No,No,,No,31.02,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,32,,0 | |
| 3169,Torrance,90502,Yes,No,No,2614.1,516.5,No,Yes,17058,54.9,3130.6,4322,0.0,0,46,Male,Yes,0,One year,50,Yes,Yes,DSL,DSL,Yes,10.33,6,No,Bank transfer (automatic),No,No,Yes,No,No,No,No,Yes,4,Offer B,4,,No,Stayed,41,,0 | |
| 3893,Gilroy,95020,Yes,No,No,3254.35,1289.14,No,Yes,49968,75.2,4543.49,3976,0.0,0,30,Female,Yes,1,Two year,43,Yes,No,DSL,Cable,Yes,29.98,59,No,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,10,,3,,No,Stayed,23,,0 | |
| 3170,Torrance,90503,No,No,No,1513.6,138.04,No internet service,No internet service,41979,24.45,1651.6399999999999,6490,0.0,0,42,Male,No,0,Two year,58,Yes,Yes,No,,No,2.38,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,38,,0 | |
| 3171,Torrance,90504,Yes,No,No,3161.6,1682.8,No,No,31678,89.65,4884.4,2622,0.0,40,41,Male,Yes,3,Month-to-month,35,Yes,Yes,Fiber optic,Fiber Optic,No,48.08,53,Yes,Bank transfer (automatic),No,Yes,No,No,Yes,No,No,Yes,4,,3,,No,Stayed,34,,0 | |
| 3172,Torrance,90505,No,No,No,80.95,21.62,No,No,34873,45.4,102.57000000000001,4964,0.0,0,31,Female,No,0,Month-to-month,2,Yes,No,DSL,Cable,Yes,10.81,13,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,3,,No,Joined,45,,0 | |
| 3173,Whittier,90601,Yes,No,No,4676.7,765.45,Yes,Yes,32050,75.7,5442.15,5113,0.0,0,35,Male,Yes,0,Two year,63,Yes,Yes,DSL,DSL,Yes,12.15,21,No,Mailed check,Yes,No,Yes,Yes,No,Yes,Yes,Yes,3,Offer B,3,,No,Stayed,62,,0 | |
| 3174,Whittier,90602,Yes,No,No,6526.65,2201.1000000000004,No,Yes,26265,110.65,8727.75,4761,0.0,0,35,Female,Yes,0,One year,58,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.95,18,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,8,Offer B,3,,No,Stayed,55,,0 | |
| 3175,Whittier,90603,Yes,No,No,583.3,565.9200000000001,No internet service,No internet service,19109,20.55,1149.22,2269,0.0,0,37,Female,Yes,0,One year,27,Yes,No,No,,No,20.96,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,,4,,No,Stayed,31,,0 | |
| 3176,Whittier,90604,Yes,No,No,8078.1,670.24,Yes,Yes,37887,115.15,8748.34,4144,0.0,0,57,Female,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.44,9,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,7,Offer A,3,,No,Stayed,24,,0 | |
| 3177,Whittier,90605,No,No,No,3503.5,1724.9399999999998,No,Yes,38181,58.55,5228.44,6312,0.0,0,35,Female,No,0,One year,63,Yes,No,DSL,DSL,Yes,27.38,9,No,Credit card (automatic),No,No,Yes,No,No,Yes,Yes,No,0,Offer B,3,,No,Stayed,63,,0 | |
| 3178,Whittier,90606,Yes,No,No,6669.45,1885.76,No,Yes,32148,93.25,8645.21,6035,0.0,90,40,Male,Yes,0,Month-to-month,71,Yes,Yes,Fiber optic,Fiber Optic,No,26.56,7,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,Yes,Yes,Yes,8,Offer A,4,,No,Stayed,63,,0 | |
| 3179,Cypress,90630,Yes,No,No,1292.65,3169.48,No internet service,No internet service,47344,19.35,4462.13,6303,0.0,0,51,Female,Yes,1,Two year,68,Yes,No,No,,No,46.61,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer A,4,,No,Stayed,27,,0 | |
| 3180,La Habra,90631,Yes,No,No,48.75,26.26,No,No,67354,48.75,75.01,5068,0.0,0,32,Male,Yes,2,Month-to-month,1,Yes,No,DSL,DSL,Yes,26.26,22,Yes,Mailed check,Yes,No,No,No,No,No,No,Yes,10,,4,,No,Joined,58,,0 | |
| 3181,La Mirada,90638,No,Yes,No,7108.2,286.0,Yes,Yes,47568,109.05,7359.53,5692,34.67,0,67,Male,No,0,Two year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,4.4,10,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,29,,0 | |
| 3182,Montebello,90640,Yes,Yes,No,1802.55,2087.2799999999997,No internet service,No internet service,62425,25.0,3860.8999999999996,4055,28.93,0,77,Male,Yes,0,Two year,72,Yes,Yes,No,,No,28.99,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,69,,0 | |
| 3183,Norwalk,90650,No,No,No,1505.15,91.0,Yes,No,103214,54.9,1596.15,2885,0.0,0,37,Female,No,0,Month-to-month,28,Yes,Yes,DSL,Cable,Yes,3.25,11,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,26,,0 | |
| 3184,Pico Rivera,90660,Yes,No,No,1859.1,3433.68,No internet service,No internet service,63288,24.75,5292.78,4185,0.0,0,54,Male,Yes,2,Two year,72,Yes,Yes,No,,No,47.69,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer A,4,,No,Stayed,71,,0 | |
| 3185,Santa Fe Springs,90670,No,No,No,168.5,93.56,No,No,16271,91.15,272.06,2686,0.0,10,36,Female,No,0,Month-to-month,2,Yes,No,Fiber optic,Fiber Optic,No,46.78,12,Yes,Electronic check,Yes,Yes,No,No,Yes,No,No,No,0,,3,,No,Joined,52,,0 | |
| 3186,Artesia,90701,Yes,Yes,No,6339.45,1377.0,No,Yes,16398,104.35,7675.22,4040,41.23,0,80,Male,Yes,0,One year,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.95,15,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,73,,0 | |
| 3187,Cerritos,90703,No,Yes,No,1652.4,314.34,Yes,No,51556,66.05,1919.01,3225,47.73,0,79,Female,No,0,Month-to-month,26,Yes,Yes,DSL,DSL,Yes,12.09,15,Yes,Electronic check,No,No,No,Yes,No,Yes,Yes,No,0,,5,,No,Stayed,43,,0 | |
| 3188,Harbor City,90710,Yes,No,No,6392.85,2609.84,Yes,Yes,24660,92.2,9002.69,4451,0.0,0,39,Male,Yes,0,Two year,68,Yes,Yes,DSL,DSL,Yes,38.38,20,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,4,Offer A,3,,No,Stayed,43,,0 | |
| 3189,Lakewood,90713,Yes,Yes,No,4599.15,1485.96,No,Yes,27563,105.2,6044.65,5573,40.46,0,79,Female,Yes,0,One year,42,Yes,Yes,Fiber optic,Fiber Optic,Yes,35.38,7,Yes,Bank transfer (automatic),Yes,No,Yes,No,Yes,Yes,Yes,Yes,2,,3,,No,Stayed,36,,0 | |
| 3190,Lakewood,90715,Yes,No,No,1134.25,1326.96,No internet service,No internet service,20890,19.6,2461.21,6064,0.0,0,54,Female,Yes,0,Two year,57,Yes,No,No,,No,23.28,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,10,Offer B,4,,No,Stayed,77,,0 | |
| 3191,Hawaiian Gardens,90716,Yes,No,No,1621.35,0.0,No,No,14852,30.4,1621.35,4778,0.0,0,45,Male,Yes,0,Month-to-month,54,No,No phone service,DSL,Cable,Yes,0.0,9,No,Electronic check,No,Yes,No,No,No,No,No,Yes,9,Offer B,4,,No,Stayed,78,,0 | |
| 3192,Los Alamitos,90720,Yes,No,No,2722.2,1974.28,No,Yes,21343,61.5,4846.48,2059,0.0,150,60,Female,Yes,0,One year,44,Yes,No,DSL,Cable,No,44.87,20,Yes,Mailed check,Yes,Yes,Yes,No,No,No,No,Yes,8,Offer B,3,,No,Stayed,21,,0 | |
| 3193,Paramount,90723,Yes,No,No,3058.3,700.1400000000001,No,No,55306,69.4,3758.4400000000005,4701,0.0,0,64,Male,Yes,1,Month-to-month,42,Yes,Yes,DSL,Cable,Yes,16.67,17,Yes,Bank transfer (automatic),Yes,Yes,No,No,Yes,No,No,Yes,10,Offer B,3,,No,Stayed,36,,0 | |
| 3194,San Pedro,90731,Yes,No,Yes,1769.6,2543.7599999999998,No internet service,No internet service,58639,24.75,4313.36,6232,0.0,0,27,Male,Yes,1,Two year,72,Yes,Yes,No,,No,35.33,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer A,3,,No,Stayed,67,,0 | |
| 3195,San Pedro,90732,Yes,No,Yes,6293.75,674.5,Yes,Yes,21279,91.05,6968.25,4644,0.0,0,26,Female,Yes,0,Two year,71,Yes,Yes,DSL,Cable,Yes,9.5,76,No,Mailed check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,Offer A,3,,No,Stayed,39,,0 | |
| 3196,Sunset Beach,90742,Yes,No,Yes,1642.75,334.19,Yes,No,1107,73.65,1976.94,2590,0.0,0,20,Female,Yes,0,Month-to-month,23,Yes,Yes,DSL,Cable,Yes,14.53,48,Yes,Credit card (automatic),No,No,No,Yes,Yes,Yes,Yes,Yes,5,Offer D,5,,No,Stayed,61,,0 | |
| 3894,Hollister,95023,Yes,No,No,6383.9,2203.9300000000003,Yes,No,47514,101.15,8587.83,5177,0.0,0,35,Female,Yes,0,One year,61,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.13,23,No,Bank transfer (automatic),No,No,No,Yes,Yes,Yes,Yes,Yes,5,,3,,No,Stayed,79,,0 | |
| 3197,Surfside,90743,No,No,No,578.5,278.09999999999997,No internet service,No internet service,174,19.4,856.5999999999999,3986,0.0,0,35,Female,No,0,Two year,30,Yes,No,No,,No,9.27,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,78,,0 | |
| 3198,Wilmington,90744,No,No,No,954.9,1719.5500000000002,No internet service,No internet service,53323,26.2,2674.4500000000003,4419,0.0,0,40,Male,No,0,One year,35,Yes,Yes,No,,No,49.13,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,80,,0 | |
| 3199,Carson,90746,No,No,No,43.85,15.9,No,No,25566,43.85,69.75,5913,0.0,10,54,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,No,15.9,27,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,4,,No,Joined,39,,0 | |
| 3200,Long Beach,90802,No,No,Yes,1490.4,346.94,No,No,38427,69.7,1837.3400000000001,4838,0.0,0,22,Male,No,0,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,15.77,42,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer D,3,,No,Stayed,32,,0 | |
| 3201,Long Beach,90803,Yes,No,Yes,280,0.0,No,Yes,31352,38.55,280.0,3345,0.0,0,26,Male,Yes,0,Two year,7,No,No phone service,DSL,Cable,Yes,0.0,58,No,Mailed check,Yes,Yes,Yes,No,No,No,No,Yes,5,,4,,No,Stayed,70,,0 | |
| 3202,Long Beach,90804,No,No,No,1901.25,0.0,Yes,Yes,43467,53.1,1901.25,2751,0.0,0,46,Female,No,0,Two year,36,No,No phone service,DSL,Cable,Yes,0.0,9,Yes,Mailed check,Yes,Yes,Yes,Yes,No,Yes,Yes,No,0,,3,,No,Stayed,40,,0 | |
| 3203,Long Beach,90805,Yes,No,No,716.4,328.44,No internet service,No internet service,91664,20.65,1044.84,5099,0.0,0,39,Female,Yes,1,Month-to-month,34,Yes,No,No,,No,9.66,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,3,,No,Stayed,74,,0 | |
| 3204,Long Beach,90806,Yes,No,Yes,4720,2352.2400000000002,No,Yes,49647,64.45,7072.24,6330,0.0,0,25,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,32.67,48,No,Credit card (automatic),Yes,Yes,Yes,No,No,No,No,Yes,1,Offer A,3,,No,Stayed,74,,0 | |
| 3205,Long Beach,90807,Yes,No,No,930.95,1252.44,No internet service,No internet service,31556,25.1,2183.3900000000003,3040,0.0,0,48,Male,Yes,1,Two year,36,Yes,Yes,No,,No,34.79,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,3,,No,Stayed,45,,0 | |
| 3206,Long Beach,90814,Yes,No,No,6770.85,2451.63,Yes,Yes,19034,95.15,9222.48,5647,0.0,0,35,Female,Yes,1,One year,71,Yes,Yes,Fiber optic,Fiber Optic,No,34.53,19,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,3,Offer A,3,,No,Stayed,41,,0 | |
| 3207,Long Beach,90815,No,Yes,No,1835.3,200.56,No,Yes,38902,79.35,2020.4499999999998,3558,15.41,0,66,Female,No,0,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.72,18,Yes,Mailed check,No,No,Yes,No,No,No,No,No,0,,5,,No,Stayed,50,,0 | |
| 3208,Long Beach,90822,Yes,No,No,1588.25,490.10999999999996,No,Yes,425,96.65,2078.36,5228,0.0,0,33,Male,Yes,0,One year,17,Yes,No,Fiber optic,Fiber Optic,Yes,28.83,5,Yes,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,1,Offer D,5,,No,Stayed,37,,0 | |
| 3209,Altadena,91001,No,No,Yes,75.5,5.63,Yes,Yes,36243,75.5,81.13,2954,0.0,0,26,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,5.63,52,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Joined,43,,0 | |
| 3210,Arcadia,91006,Yes,No,No,258.35,56.519999999999996,No internet service,No internet service,30028,19.7,314.87,5104,0.0,0,44,Male,Yes,3,Two year,12,Yes,No,No,,No,4.71,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,Offer D,4,,No,Stayed,24,,0 | |
| 3211,Arcadia,91007,Yes,No,No,1502.25,3161.5199999999995,No internet service,No internet service,30933,20.5,4663.7699999999995,6302,0.0,0,51,Female,Yes,0,Two year,72,Yes,No,No,,No,43.91,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,Offer A,4,,No,Stayed,25,,0 | |
| 3212,Duarte,91010,No,No,No,19.2,35.88,No internet service,No internet service,27414,19.2,55.08,4629,0.0,0,33,Male,No,0,Month-to-month,1,Yes,No,No,,No,35.88,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,44,,0 | |
| 3213,La Canada Flintridge,91011,Yes,Yes,No,6929.4,3211.92,No,No,20200,98.35,10141.32,6120,0.0,0,65,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,44.61,30,No,Bank transfer (automatic),No,Yes,No,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,73,,0 | |
| 3214,Monrovia,91016,Yes,No,No,4453.3,2306.3999999999996,No,No,41067,74.35,6759.7,5100,0.0,0,50,Male,Yes,4,Month-to-month,60,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.44,57,No,Bank transfer (automatic),No,No,No,No,No,No,No,Yes,9,Offer B,5,,No,Stayed,26,,0 | |
| 3215,Montrose,91020,Yes,No,No,3244.4,0.0,Yes,Yes,7527,51.35,3244.4,4159,0.0,0,38,Female,Yes,0,Two year,61,No,No phone service,DSL,DSL,Yes,0.0,17,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,No,No,Yes,10,Offer B,3,,No,Stayed,55,,0 | |
| 3216,Sierra Madre,91024,Yes,No,Yes,323.45,34.14,No,No,10558,45.65,357.59,4227,0.0,0,27,Female,Yes,0,Month-to-month,6,Yes,No,DSL,DSL,Yes,5.69,27,No,Mailed check,No,No,No,No,No,No,No,Yes,9,Offer E,4,,No,Stayed,40,,0 | |
| 3217,Pasadena,91101,Yes,No,Yes,1401.15,1955.52,No internet service,No internet service,16812,20.3,3356.67,5265,0.0,0,29,Male,Yes,1,Two year,72,Yes,No,No,,No,27.16,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer A,3,,No,Stayed,76,,0 | |
| 3218,Pasadena,91103,No,No,No,1739.6,1024.64,No,No,27891,54.2,2764.24,4454,0.0,0,42,Female,No,0,Month-to-month,32,Yes,Yes,DSL,DSL,Yes,32.02,3,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,5,,No,Stayed,43,,0 | |
| 3219,Pasadena,91104,Yes,No,No,5931,1289.6,No,No,38460,90.65,7330.6,6358,0.0,110,52,Male,Yes,0,Month-to-month,65,Yes,Yes,Fiber optic,Fiber Optic,No,19.84,2,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,Yes,1,Offer B,5,,No,Stayed,70,,0 | |
| 3220,Pasadena,91105,Yes,No,No,2333.85,0.0,No,No,10253,50.9,2333.85,3937,0.0,0,54,Female,Yes,2,Month-to-month,45,No,No phone service,DSL,DSL,Yes,0.0,18,Yes,Bank transfer (automatic),Yes,No,No,No,Yes,Yes,Yes,Yes,10,Offer B,3,,No,Stayed,64,,0 | |
| 3221,Pasadena,91106,No,No,Yes,949.85,1160.88,No internet service,No internet service,23742,25.05,2110.73,3756,0.0,0,20,Male,No,0,One year,42,Yes,Yes,No,,No,27.64,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,55,,0 | |
| 3222,Pasadena,91107,No,No,No,572.45,92.64,No,No,32369,74.85,665.09,5514,0.0,0,64,Male,No,0,Month-to-month,8,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.58,7,Yes,Electronic check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Stayed,40,,0 | |
| 3223,San Marino,91108,No,No,No,696.8,542.08,No internet service,No internet service,13158,20.5,1238.88,3114,0.0,0,38,Male,No,2,Two year,32,Yes,No,No,,No,16.94,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,50,,0 | |
| 3224,Glendale,91201,Yes,Yes,No,1381.8,378.84,Yes,No,23981,63.55,1760.6399999999999,2136,0.0,0,73,Female,Yes,0,Month-to-month,22,Yes,Yes,DSL,DSL,Yes,17.22,25,Yes,Mailed check,Yes,Yes,No,Yes,No,No,No,Yes,5,Offer D,3,,No,Stayed,36,,0 | |
| 3225,Glendale,91203,No,No,No,47.95,46.23,No,No,14493,47.95,94.18,5092,0.0,0,33,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,46.23,25,No,Electronic check,Yes,No,No,No,No,No,No,No,0,Offer E,4,,No,Joined,35,,0 | |
| 3226,Glendale,91205,Yes,No,Yes,45,40.63,No,No,41390,45.0,95.63,5669,0.0,10,25,Female,Yes,0,Month-to-month,1,Yes,No,DSL,DSL,No,40.63,52,Yes,Electronic check,No,No,No,No,No,No,No,Yes,7,Offer E,5,,No,Joined,63,,0 | |
| 3227,Glendale,91208,No,Yes,No,4931.8,1003.3199999999999,No,No,16910,90.05,5935.12,5232,0.0,0,69,Male,No,0,Month-to-month,54,Yes,Yes,Fiber optic,Fiber Optic,Yes,18.58,14,Yes,Electronic check,No,Yes,No,No,No,Yes,No,No,0,,5,,No,Stayed,23,,0 | |
| 3228,La Crescenta,91214,No,No,Yes,116.95,39.0,No internet service,No internet service,29110,25.3,155.95,3808,0.0,0,24,Female,No,0,Two year,4,Yes,Yes,No,,No,9.75,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,3,,No,Stayed,63,,0 | |
| 3229,Calabasas,91302,Yes,No,Yes,1261.7,1187.76,No internet service,No internet service,23661,24.3,2449.46,5052,0.0,0,23,Female,Yes,0,One year,56,Yes,Yes,No,,No,21.21,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,5,,No,Stayed,33,,0 | |
| 3230,Canoga Park,91303,No,No,No,3273.8,466.2,No,Yes,23519,75.95,3740.0,2185,0.0,0,61,Male,No,0,Month-to-month,45,Yes,No,DSL,DSL,Yes,10.36,6,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,28,,0 | |
| 3231,Canoga Park,91304,Yes,No,Yes,1415.85,1587.56,No internet service,No internet service,49242,19.7,3003.41,5921,0.0,0,22,Female,Yes,2,Two year,71,Yes,No,No,,No,22.36,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,5,,3,,No,Stayed,52,,0 | |
| 3232,Winnetka,91306,Yes,No,No,3958.2,947.54,No,Yes,43857,66.4,4905.74,6432,0.0,0,49,Male,Yes,0,One year,59,Yes,No,DSL,DSL,Yes,16.06,4,No,Credit card (automatic),Yes,Yes,Yes,No,Yes,No,No,Yes,3,,3,,No,Stayed,64,,0 | |
| 3233,West Hills,91307,No,No,No,2492.25,0.0,No,Yes,23637,35.75,2642.25,4043,0.0,150,37,Male,No,0,One year,69,No,No phone service,DSL,DSL,No,0.0,19,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,No,0,,5,,No,Stayed,32,,0 | |
| 3234,Chatsworth,91311,No,No,No,279.2,326.23,No internet service,No internet service,35325,18.8,605.4300000000001,2916,0.0,0,62,Male,No,0,One year,19,Yes,No,No,,No,17.17,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,43,,0 | |
| 3235,Encino,91316,Yes,No,Yes,1083,1526.25,No internet service,No internet service,27614,19.4,2609.25,5366,0.0,0,24,Female,Yes,2,Two year,55,Yes,No,No,,No,27.75,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,5,,No,Stayed,23,,0 | |
| 3236,Newbury Park,91320,No,No,No,755.5,1239.94,No internet service,No internet service,37779,19.3,1995.44,4705,0.0,0,48,Female,No,0,One year,38,Yes,No,No,,No,32.63,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,32,,0 | |
| 3237,Northridge,91324,Yes,Yes,No,3252,2198.19,No,Yes,25751,67.45,5450.1900000000005,4074,0.0,0,78,Female,Yes,0,Month-to-month,47,Yes,Yes,DSL,DSL,Yes,46.77,24,Yes,Credit card (automatic),Yes,Yes,Yes,No,No,No,No,Yes,1,,3,,No,Stayed,67,,0 | |
| 3238,San Fernando,91340,Yes,No,No,936.85,685.86,No internet service,No internet service,33389,20.1,1622.71,3392,0.0,0,35,Male,Yes,2,Two year,46,Yes,No,No,,No,14.91,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,5,,No,Stayed,24,,0 | |
| 3239,North Hills,91343,Yes,No,Yes,3857.1,2230.15,Yes,Yes,57017,58.9,6087.25,5657,0.0,0,22,Female,Yes,0,Two year,65,Yes,No,DSL,DSL,Yes,34.31,71,No,Credit card (automatic),Yes,No,Yes,Yes,No,No,No,Yes,5,,4,,No,Stayed,50,,0 | |
| 3240,Santa Clarita,91350,Yes,No,Yes,1378.45,802.3000000000001,No internet service,No internet service,40077,19.45,2180.75,5497,0.0,0,21,Male,Yes,3,Two year,71,Yes,No,No,,No,11.3,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,4,,No,Stayed,63,,0 | |
| 3241,Sun Valley,91352,No,Yes,No,2566.3,0.0,Yes,Yes,46639,50.5,2566.3,5185,0.0,0,78,Female,No,0,Month-to-month,52,No,No phone service,DSL,DSL,Yes,0.0,23,Yes,Electronic check,No,Yes,Yes,Yes,Yes,No,No,No,0,,3,,No,Stayed,70,,0 | |
| 3242,Valencia,91354,Yes,No,No,171,283.74,No internet service,No internet service,17846,25.1,454.74,5161,0.0,0,37,Male,Yes,0,One year,6,Yes,Yes,No,,No,47.29,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,4,,No,Stayed,31,,0 | |
| 3243,Valencia,91355,Yes,Yes,No,1597.4,445.12,No,Yes,24977,60.7,2042.52,2502,0.0,0,76,Female,Yes,0,One year,26,Yes,No,DSL,Cable,Yes,17.12,17,No,Mailed check,No,No,Yes,No,No,Yes,No,Yes,2,,5,,No,Stayed,68,,0 | |
| 3244,Tarzana,91356,No,Yes,No,4744.35,281.76,No,No,27424,99.0,5026.110000000001,3061,0.0,0,71,Male,No,0,One year,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.87,2,Yes,Electronic check,No,Yes,No,No,Yes,Yes,No,No,0,,4,,No,Stayed,78,,0 | |
| 3245,Thousand Oaks,91360,Yes,No,No,6721.6,892.8,Yes,No,42526,104.4,7614.400000000001,5133,0.0,0,42,Female,Yes,2,One year,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,13.95,11,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,Yes,4,,4,,No,Stayed,33,,0 | |
| 3246,Thousand Oaks,91362,No,No,No,44.05,30.73,No,No,33057,44.05,74.78,5925,0.0,0,49,Male,No,0,Month-to-month,1,Yes,No,DSL,Cable,Yes,30.73,10,Yes,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,Offer E,5,,No,Joined,54,,0 | |
| 3247,Woodland Hills,91364,Yes,No,No,1734.65,1414.08,No internet service,No internet service,25988,24.1,3148.73,4264,0.0,0,48,Male,Yes,1,Two year,72,Yes,Yes,No,,No,19.64,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,23,,0 | |
| 3248,Woodland Hills,91367,No,No,No,45.55,16.34,No,No,36123,45.55,61.89,3173,0.0,0,50,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,16.34,4,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Joined,31,,0 | |
| 3249,Oak Park,91377,Yes,No,No,4539.35,1388.73,No,No,14814,93.8,5928.08,5457,0.0,0,41,Female,Yes,3,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.23,75,Yes,Electronic check,Yes,Yes,No,No,No,Yes,Yes,Yes,9,,3,,No,Stayed,20,,0 | |
| 3250,Stevenson Ranch,91381,Yes,No,No,804.25,981.9499999999999,No internet service,No internet service,9937,19.7,1786.1999999999998,2902,0.0,0,45,Female,Yes,1,Two year,41,Yes,No,No,,No,23.95,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,52,,0 | |
| 3251,Castaic,91384,Yes,No,No,5011.15,3104.64,No,Yes,22177,70.65,8115.789999999999,5176,0.0,0,59,Female,Yes,0,Two year,72,Yes,No,DSL,Cable,Yes,43.12,22,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,No,No,Yes,6,,3,,No,Stayed,75,,0 | |
| 3252,Van Nuys,91401,Yes,No,No,3574.5,906.4399999999999,Yes,No,40376,86.45,4480.94,3110,0.0,0,64,Female,Yes,0,Two year,43,Yes,Yes,DSL,Cable,Yes,21.08,14,No,Credit card (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,6,,4,,No,Stayed,53,,0 | |
| 3253,Panorama City,91402,Yes,No,No,8086.4,1675.44,Yes,Yes,66249,114.1,9761.84,4965,0.0,0,64,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.27,3,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,6,,3,,No,Stayed,61,,0 | |
| 3254,Sherman Oaks,91403,Yes,No,Yes,4563,983.71,No,No,22085,95.2,5626.71,4977,0.0,80,21,Male,Yes,0,One year,47,Yes,Yes,Fiber optic,Fiber Optic,No,20.93,85,Yes,Credit card (automatic),No,No,No,No,Yes,Yes,Yes,Yes,1,,5,,No,Stayed,72,,0 | |
| 3255,Van Nuys,91405,No,No,No,6362.35,3319.2000000000003,Yes,Yes,51348,88.55,9681.550000000001,6468,0.0,0,61,Male,No,0,Two year,72,Yes,Yes,DSL,DSL,Yes,46.1,27,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,32,,0 | |
| 3256,Van Nuys,91406,No,No,Yes,67.1,49.17,No internet service,No internet service,50047,20.75,116.27,2406,0.0,0,23,Male,No,0,Month-to-month,3,Yes,No,No,,No,16.39,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Joined,30,,0 | |
| 3257,Encino,91436,No,No,No,1156.55,0.0,No,No,13129,44.65,1156.55,4512,0.0,0,39,Male,No,0,Month-to-month,26,No,No phone service,DSL,DSL,Yes,0.0,6,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,Yes,Yes,No,0,,4,,No,Stayed,33,,0 | |
| 3258,Burbank,91501,Yes,No,Yes,1834.15,40.89,No,No,18112,60.2,1875.0400000000002,5517,0.0,0,28,Male,Yes,3,Month-to-month,29,Yes,No,DSL,DSL,Yes,1.41,73,Yes,Mailed check,Yes,No,No,No,No,Yes,Yes,Yes,9,,3,,No,Stayed,76,,0 | |
| 3259,Burbank,91504,No,No,No,1477.65,547.8299999999999,No,No,25882,55.45,2025.48,3616,0.0,0,50,Male,No,0,One year,27,Yes,No,DSL,DSL,Yes,20.29,21,No,Bank transfer (automatic),Yes,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,80,,0 | |
| 3260,Burbank,91505,Yes,No,No,1706.45,1069.68,Yes,No,29245,70.3,2776.13,3359,0.0,0,30,Male,Yes,2,Month-to-month,24,Yes,No,DSL,Cable,Yes,44.57,26,Yes,Credit card (automatic),Yes,Yes,No,Yes,No,Yes,Yes,Yes,6,,3,,No,Stayed,56,,0 | |
| 3261,Burbank,91506,Yes,No,No,3953.7,1418.39,Yes,Yes,18539,60.4,5412.09,5356,0.0,40,60,Male,Yes,0,Two year,67,Yes,No,DSL,Cable,No,21.17,13,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,No,No,No,Yes,1,,3,,No,Stayed,73,,0 | |
| 3262,North Hollywood,91602,No,No,No,1327.85,207.92,No,Yes,16996,55.8,1535.77,2499,0.0,0,55,Female,No,0,One year,23,Yes,No,DSL,DSL,Yes,9.04,8,No,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,No,0,Offer D,3,,No,Stayed,20,,0 | |
| 3263,Studio City,91604,No,No,No,419.7,0.0,No,No,26157,31.1,419.7,3448,0.0,0,63,Male,No,0,Month-to-month,14,No,No phone service,DSL,Cable,Yes,0.0,12,Yes,Mailed check,No,Yes,No,No,No,No,No,No,0,Offer D,5,,No,Stayed,55,,0 | |
| 3264,Valley Village,91607,No,Yes,No,207.35,0.0,No,No,27453,50.95,207.35,2104,0.0,0,72,Male,No,0,Month-to-month,4,No,No phone service,DSL,DSL,Yes,0.0,10,Yes,Credit card (automatic),No,Yes,No,No,Yes,Yes,No,No,0,,3,,No,Stayed,33,,0 | |
| 3265,Rancho Cucamonga,91701,No,No,No,1083.7,223.84,No,No,39064,69.1,1307.54,5172,0.0,0,46,Male,No,2,Month-to-month,16,Yes,Yes,DSL,DSL,Yes,13.99,18,Yes,Electronic check,Yes,Yes,No,No,No,Yes,Yes,No,0,Offer D,4,,No,Stayed,71,,0 | |
| 3266,Azusa,91702,Yes,No,No,2007.85,0.0,No,No,57775,43.95,2007.85,4818,0.0,0,47,Female,Yes,0,Month-to-month,46,No,No phone service,DSL,DSL,Yes,0.0,8,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,47,,0 | |
| 3267,Baldwin Park,91706,No,No,No,5882.75,782.0,Yes,No,76890,86.5,6664.75,4280,0.0,0,62,Male,No,0,Two year,68,Yes,Yes,DSL,DSL,Yes,11.5,29,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,45,,0 | |
| 3268,Chino Hills,91709,No,No,No,2657.55,1064.0,Yes,Yes,66754,69.95,3811.55,5858,0.0,90,51,Male,No,0,Month-to-month,38,Yes,Yes,DSL,DSL,No,28.0,22,No,Electronic check,Yes,Yes,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,39,,0 | |
| 3269,Covina,91722,No,No,No,1612.2,594.66,No,Yes,33817,90.95,2206.86,5687,0.0,0,49,Male,No,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,34.98,21,Yes,Credit card (automatic),No,Yes,Yes,No,No,Yes,Yes,No,0,Offer D,5,,No,Stayed,23,,0 | |
| 3270,Covina,91723,Yes,No,Yes,76.65,98.28,No internet service,No internet service,17554,19.9,174.93,2347,0.0,0,25,Male,Yes,1,Two year,4,Yes,No,No,,No,24.57,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer E,4,,No,Stayed,74,,0 | |
| 3271,Covina,91724,No,No,No,260.7,320.04,No internet service,No internet service,25068,20.15,580.74,4628,0.0,0,35,Female,No,0,One year,12,Yes,No,No,,No,26.67,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,5,,No,Stayed,38,,0 | |
| 3272,Rancho Cucamonga,91730,Yes,No,No,6441.85,2517.84,Yes,Yes,51970,90.6,8959.69,4528,0.0,0,57,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,34.97,11,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,73,,0 | |
| 3273,El Monte,91731,No,No,No,266.8,46.8,No,No,30211,92.0,313.6,4345,0.0,0,58,Male,No,0,Month-to-month,3,Yes,No,Fiber optic,Fiber Optic,Yes,15.6,9,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,Offer E,3,,No,Joined,42,,0 | |
| 3274,South El Monte,91733,No,No,No,962.25,1339.06,No internet service,No internet service,45645,24.85,2301.31,3089,0.0,0,38,Female,No,0,One year,41,Yes,Yes,No,,No,32.66,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,42,,0 | |
| 3275,Rancho Cucamonga,91737,No,No,No,1382.9,0.0,Yes,No,23079,36.0,1512.9,5323,0.0,130,55,Male,No,0,One year,40,No,No phone service,DSL,Cable,No,0.0,12,No,Credit card (automatic),No,Yes,No,Yes,No,No,No,No,0,,3,,No,Stayed,38,,0 | |
| 3276,Rancho Cucamonga,91739,No,No,No,571.05,23.38,Yes,No,12937,78.5,594.43,3601,0.0,0,44,Female,No,0,Month-to-month,7,Yes,No,DSL,Cable,Yes,3.34,13,Yes,Electronic check,Yes,Yes,No,Yes,Yes,Yes,Yes,No,0,Offer E,4,,No,Stayed,47,,0 | |
| 3277,Glendora,91740,No,No,Yes,1399.35,495.41999999999996,No internet service,No internet service,25135,19.95,1894.77,4328,0.0,0,24,Male,No,0,Two year,69,Yes,No,No,,No,7.18,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,59,,0 | |
| 3278,Glendora,91741,Yes,No,No,150,147.63,No internet service,No internet service,24973,20.65,297.63,2874,0.0,0,64,Male,Yes,0,One year,7,Yes,No,No,,No,21.09,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,27,,0 | |
| 3279,La Puente,91744,Yes,No,Yes,167.2,0.0,No,No,84965,30.5,167.2,5973,0.0,0,22,Female,Yes,1,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,59,Yes,Electronic check,No,Yes,No,No,No,No,No,Yes,1,,3,,No,Stayed,27,,0 | |
| 3280,Hacienda Heights,91745,Yes,No,No,7657.4,461.52,Yes,Yes,53686,106.1,8118.92,5146,0.0,0,57,Female,Yes,1,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.41,14,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,1,,4,,No,Stayed,34,,0 | |
| 3281,La Puente,91746,Yes,No,No,865.05,1205.6,No internet service,No internet service,30802,20.5,2070.6499999999996,3093,0.0,0,64,Male,Yes,0,One year,44,Yes,No,No,,No,27.4,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,59,,0 | |
| 3282,Rowland Heights,91748,No,No,No,6153.85,1799.2,No,Yes,46342,95.5,8033.05,6153,0.0,80,59,Female,No,0,One year,65,Yes,Yes,Fiber optic,Fiber Optic,No,27.68,6,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,No,0,,5,,No,Stayed,35,,0 | |
| 3283,La Verne,91750,No,No,Yes,174.2,122.97,Yes,No,35530,64.6,297.16999999999996,5277,0.0,0,20,Female,No,0,Month-to-month,3,Yes,Yes,DSL,Cable,Yes,40.99,48,No,Electronic check,No,No,No,Yes,Yes,No,No,No,0,,5,,No,Joined,24,,0 | |
| 3284,Mira Loma,91752,No,No,No,1269.6,55.92,Yes,No,18980,51.1,1325.52,2515,0.0,0,45,Male,No,0,Month-to-month,24,Yes,No,DSL,DSL,Yes,2.33,2,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,5,,No,Stayed,23,,0 | |
| 3285,Monterey Park,91755,Yes,Yes,No,6352.4,1759.68,Yes,Yes,26933,89.1,8112.08,4627,0.0,0,70,Female,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,24.44,13,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,1,,3,,No,Stayed,39,,0 | |
| 3286,Mt Baldy,91759,No,No,Yes,1348.5,721.6800000000001,Yes,No,47,54.95,2070.1800000000003,3407,0.0,0,28,Male,No,0,Month-to-month,24,Yes,No,DSL,DSL,Yes,30.07,69,No,Electronic check,Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,55,,0 | |
| 3287,Ontario,91762,Yes,No,No,471.55,457.16,No internet service,No internet service,54254,20.45,928.71,3727,0.0,0,43,Male,Yes,0,Month-to-month,22,Yes,No,No,,No,20.78,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer D,4,,No,Stayed,28,,0 | |
| 3288,Montclair,91763,Yes,No,No,5931.75,2104.2,Yes,Yes,34447,85.95,8035.95,6354,0.0,0,33,Male,Yes,0,Two year,70,Yes,Yes,DSL,Cable,Yes,30.06,24,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,10,,5,,No,Stayed,60,,0 | |
| 3289,Ontario,91764,Yes,No,No,1404.65,646.75,No,No,49474,60.35,2061.4,3192,0.0,10,55,Male,Yes,3,Month-to-month,25,Yes,Yes,DSL,Cable,No,25.87,76,No,Electronic check,No,No,No,No,Yes,No,No,Yes,1,,4,,No,Stayed,75,,0 | |
| 3290,Diamond Bar,91765,Yes,No,Yes,726.1,303.77000000000004,No internet service,No internet service,46532,19.8,1029.8700000000001,2745,0.0,0,24,Male,Yes,3,Two year,37,Yes,No,No,,No,8.21,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,28,,0 | |
| 3291,Pomona,91766,Yes,Yes,No,1961.6,884.18,No,No,69974,85.35,2845.7799999999997,2656,0.0,0,71,Female,Yes,1,Month-to-month,22,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.19,27,No,Bank transfer (automatic),No,No,No,No,Yes,No,No,Yes,7,Offer D,5,,No,Stayed,49,,0 | |
| 3292,Pomona,91767,Yes,No,No,4194.85,1463.79,Yes,Yes,46626,72.1,5658.64,6225,0.0,0,39,Female,Yes,0,Two year,59,Yes,Yes,DSL,Cable,Yes,24.81,24,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,No,No,Yes,9,,5,,No,Stayed,52,,0 | |
| 3293,San Gabriel,91775,Yes,No,Yes,81.05,36.32,No,No,23444,81.05,117.37,4396,0.0,0,19,Male,Yes,3,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,Yes,36.32,85,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,1,,5,,No,Joined,27,,0 | |
| 3294,San Gabriel,91776,No,No,Yes,76.95,111.03,No internet service,No internet service,38041,20.5,187.98000000000002,5296,0.0,0,28,Male,No,0,Month-to-month,3,Yes,No,No,,No,37.01,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,35,,0 | |
| 3295,Temple City,91780,Yes,No,Yes,5809.75,2216.46,Yes,Yes,32718,111.8,8026.21,5713,0.0,0,29,Female,Yes,0,One year,53,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.82,69,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,3,,3,,No,Stayed,28,,0 | |
| 3296,Upland,91784,No,No,Yes,20.2,42.15,No internet service,No internet service,23331,20.2,62.349999999999994,3586,0.0,0,27,Male,No,0,Month-to-month,1,Yes,No,No,,No,42.15,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,72,,0 | |
| 3297,Upland,91786,No,No,No,415.9,602.6,No internet service,No internet service,48827,19.7,1018.5,2860,0.0,0,59,Male,No,0,One year,20,Yes,No,No,,No,30.13,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,80,,0 | |
| 3298,West Covina,91790,No,No,No,996.95,1523.3700000000001,No internet service,No internet service,44099,19.85,2520.32,5089,0.0,0,61,Female,No,0,One year,51,Yes,No,No,,No,29.87,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,5,,No,Stayed,65,,0 | |
| 3299,West Covina,91791,Yes,No,No,3145.15,2406.18,Yes,No,30458,60.5,5551.33,4207,0.0,0,56,Female,Yes,0,One year,51,Yes,No,DSL,Cable,Yes,47.18,12,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,No,No,No,Yes,4,Offer B,3,,No,Stayed,63,,0 | |
| 3300,West Covina,91792,Yes,No,Yes,265.3,548.99,No internet service,No internet service,31622,19.55,814.29,2816,0.0,0,21,Female,Yes,3,Two year,13,Yes,No,No,,No,42.23,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,4,,No,Stayed,55,,0 | |
| 3301,Alhambra,91801,No,No,Yes,20.9,10.21,No internet service,No internet service,54382,20.9,31.11,3901,0.0,0,28,Female,No,0,Month-to-month,1,Yes,No,No,,No,10.21,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,72,,0 | |
| 3302,Alhambra,91803,No,No,No,21.05,10.14,No internet service,No internet service,30635,21.05,31.19,3389,0.0,0,53,Male,No,1,Month-to-month,1,Yes,No,No,,No,10.14,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Joined,32,,0 | |
| 3303,Alpine,91901,No,No,No,4576.3,1137.15,Yes,Yes,16486,71.5,5783.450000000001,5342,0.0,70,46,Male,No,0,One year,63,Yes,Yes,DSL,DSL,No,18.05,11,No,Electronic check,Yes,Yes,Yes,Yes,No,No,No,No,0,Offer B,3,,No,Stayed,36,,0 | |
| 3304,Bonita,91902,No,No,No,189.1,100.59,No,No,17389,54.65,289.69,2168,0.0,0,64,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,33.53,30,No,Mailed check,No,No,No,No,No,Yes,Yes,No,0,,5,,No,Joined,34,,0 | |
| 3305,Boulevard,91905,No,No,No,908.15,1425.54,No internet service,No internet service,1509,19.2,2333.69,2776,0.0,0,49,Male,No,0,Two year,46,Yes,No,No,,No,30.99,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,54,,0 | |
| 3306,Campo,91906,No,No,No,49.8,3.97,No,No,3133,49.8,53.769999999999996,4796,0.0,0,31,Male,No,0,Month-to-month,1,Yes,Yes,DSL,DSL,Yes,3.97,11,Yes,Credit card (automatic),No,No,No,No,No,No,No,No,0,,4,,No,Joined,79,,0 | |
| 3307,Chula Vista,91911,Yes,No,No,1500.95,790.23,No internet service,No internet service,71126,20.5,2291.1800000000003,4941,0.0,0,60,Female,Yes,1,Two year,71,Yes,No,No,,No,11.13,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,,4,,No,Stayed,62,,0 | |
| 3308,Chula Vista,91913,Yes,No,No,5099.15,1240.8,No,Yes,12884,90.4,6339.95,4603,0.0,0,38,Male,Yes,3,Month-to-month,55,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.56,56,Yes,Credit card (automatic),No,No,Yes,No,Yes,No,No,Yes,10,Offer B,5,,No,Stayed,44,,0 | |
| 3309,Chula Vista,91914,No,No,No,6385.95,938.0,Yes,Yes,2606,90.25,7423.95,5327,0.0,100,38,Female,No,0,One year,70,Yes,Yes,Fiber optic,Fiber Optic,No,13.4,3,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,33,,0 | |
| 3310,Descanso,91916,Yes,No,No,6885.75,757.77,Yes,No,1587,104.6,7643.52,4743,0.0,0,32,Male,Yes,3,Two year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.31,57,No,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,Yes,10,,3,,No,Stayed,56,,0 | |
| 3311,Guatay,91931,Yes,No,Yes,668.85,56.699999999999996,No,Yes,796,50.2,725.5500000000001,4253,0.0,0,27,Male,Yes,0,Month-to-month,14,Yes,No,DSL,DSL,Yes,4.05,59,No,Credit card (automatic),No,No,Yes,No,No,No,No,Yes,6,,3,,No,Stayed,48,,0 | |
| 3312,Imperial Beach,91932,Yes,No,Yes,1916.2,774.2,Yes,Yes,26662,95.5,2690.4,3186,0.0,0,28,Female,Yes,2,Month-to-month,20,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.71,48,Yes,Bank transfer (automatic),No,No,Yes,Yes,No,Yes,Yes,Yes,5,,3,,No,Stayed,73,,0 | |
| 3313,La Mesa,91941,Yes,No,No,4613.95,400.82,No,No,44652,95.4,5014.7699999999995,6136,0.0,0,56,Female,Yes,6,Month-to-month,49,Yes,Yes,Fiber optic,Fiber Optic,Yes,8.18,53,Yes,Bank transfer (automatic),No,No,No,No,Yes,Yes,Yes,Yes,6,Offer B,5,,No,Stayed,41,,0 | |
| 3314,La Mesa,91942,No,No,No,7261.25,162.0,No,Yes,24005,101.3,7423.25,5513,0.0,0,32,Female,No,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,2.25,16,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,Yes,No,No,No,0,Offer A,3,,No,Stayed,53,,0 | |
| 3315,Lemon Grove,91945,Yes,No,Yes,2459.8,2058.04,No,No,24961,53.1,4517.84,3358,0.0,0,25,Female,Yes,0,Month-to-month,46,Yes,Yes,DSL,DSL,Yes,44.74,82,No,Electronic check,Yes,No,No,No,No,No,Yes,Yes,1,Offer B,3,,No,Stayed,72,,0 | |
| 3316,Mount Laguna,91948,No,No,No,2048.8,315.12,No,Yes,81,84.85,2443.92,2941,0.0,80,57,Male,No,0,Month-to-month,24,Yes,Yes,Fiber optic,Fiber Optic,No,13.13,14,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,No,0,Offer C,4,,No,Stayed,23,,0 | |
| 3317,National City,91950,Yes,No,No,163.55,0.0,Yes,No,62355,34.25,163.55,5100,0.0,0,52,Female,Yes,2,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,19,No,Electronic check,No,Yes,No,Yes,No,No,No,Yes,9,,5,,No,Stayed,21,,0 | |
| 3318,Pine Valley,91962,Yes,No,Yes,2888.7,363.33,Yes,Yes,1604,88.6,3252.0299999999997,3648,0.0,0,21,Female,Yes,1,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.01,73,No,Credit card (automatic),No,Yes,Yes,Yes,No,No,Yes,Yes,6,Offer C,3,,No,Stayed,78,,0 | |
| 3319,Potrero,91963,No,No,Yes,2421.6,1236.48,No,No,905,60.15,3658.08,5988,0.0,0,23,Female,No,0,One year,42,Yes,Yes,DSL,Cable,Yes,29.44,41,Yes,Bank transfer (automatic),Yes,Yes,No,No,No,No,Yes,No,0,Offer B,3,,No,Stayed,55,,0 | |
| 3320,Spring Valley,91977,No,No,Yes,2292.75,964.6199999999999,No,Yes,56100,99.95,3257.37,3515,0.0,0,21,Male,No,0,One year,23,Yes,No,Fiber optic,Fiber Optic,Yes,41.94,30,Yes,Credit card (automatic),Yes,No,Yes,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,62,,0 | |
| 3321,Spring Valley,91978,No,No,Yes,553.4,335.44,No,No,7863,70.7,888.8399999999999,4946,0.0,0,26,Male,No,0,Month-to-month,8,Yes,No,Fiber optic,Fiber Optic,Yes,41.93,59,No,Bank transfer (automatic),No,No,No,No,No,No,Yes,No,0,Offer E,5,,No,Stayed,27,,0 | |
| 3322,Tecate,91980,No,No,No,3465.7,762.96,No,No,91,54.8,4228.66,4621,0.0,0,32,Male,No,0,One year,66,Yes,No,DSL,DSL,Yes,11.56,30,Yes,Mailed check,Yes,Yes,No,No,No,No,No,No,0,Offer A,4,,No,Stayed,20,,0 | |
| 3323,Borrego Springs,92004,No,Yes,No,1291.3,207.84,No,No,2863,54.8,1609.1399999999999,4330,0.0,110,74,Male,No,0,Month-to-month,24,Yes,Yes,DSL,Cable,No,8.66,27,No,Credit card (automatic),No,Yes,No,No,No,No,No,No,0,,5,,No,Stayed,25,,0 | |
| 3324,Carlsbad,92008,No,No,Yes,5200.8,441.49,No,Yes,35582,100.3,5642.29,5377,0.0,0,22,Female,No,0,One year,53,Yes,No,Fiber optic,Fiber Optic,Yes,8.33,73,Yes,Mailed check,No,Yes,Yes,No,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,71,,0 | |
| 3325,Carlsbad,92009,No,No,No,3237.05,0.0,No,Yes,43161,53.6,3237.05,4173,0.0,0,61,Female,No,0,Two year,60,No,No phone service,DSL,Cable,Yes,0.0,4,No,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,,3,,No,Stayed,39,,0 | |
| 3326,El Cajon,92019,No,No,No,433.75,218.0,No internet service,No internet service,40995,19.35,651.75,5811,0.0,0,32,Female,No,0,One year,20,Yes,No,No,,No,10.9,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,77,,0 | |
| 3327,El Cajon,92020,Yes,No,Yes,1868.4,226.32,No,No,55277,85.6,2094.7200000000003,3513,0.0,0,25,Female,Yes,1,Month-to-month,23,Yes,Yes,Fiber optic,Fiber Optic,Yes,9.84,71,No,Electronic check,No,No,No,No,No,Yes,Yes,Yes,10,,3,,No,Stayed,25,,0 | |
| 3328,El Cajon,92021,Yes,No,Yes,5728.55,2525.04,Yes,Yes,61872,80.8,8253.59,4689,0.0,0,23,Male,Yes,0,Two year,72,Yes,No,DSL,Cable,Yes,35.07,53,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,8,Offer A,5,,No,Stayed,75,,0 | |
| 3329,Escondido,92025,No,No,No,390.4,353.01,No internet service,No internet service,49281,19.6,743.41,4562,0.0,0,43,Male,No,0,Two year,21,Yes,No,No,,No,16.81,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,22,,0 | |
| 3330,Escondido,92027,No,Yes,No,2845.15,1448.01,No,No,48690,90.7,4393.16,3493,0.0,100,75,Male,No,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,No,46.71,24,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,5,,No,Stayed,60,,0 | |
| 3331,Fallbrook,92028,No,No,Yes,3894.4,2059.98,Yes,Yes,42239,69.75,5954.38,4487,0.0,0,21,Female,No,0,Two year,57,Yes,No,DSL,Cable,Yes,36.14,48,No,Mailed check,No,Yes,Yes,Yes,Yes,No,Yes,No,0,,3,,No,Stayed,38,,0 | |
| 3332,Escondido,92029,Yes,No,No,886.4,977.85,No internet service,No internet service,17944,20.0,1864.25,5169,0.0,0,42,Female,Yes,2,Two year,45,Yes,No,No,,No,21.73,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,,4,,No,Stayed,71,,0 | |
| 3333,Julian,92036,No,No,No,1021.55,264.3,No,Yes,3577,95.25,1285.85,4810,0.0,0,35,Male,No,0,Month-to-month,10,Yes,Yes,Fiber optic,Fiber Optic,Yes,26.43,13,Yes,Electronic check,No,Yes,Yes,No,No,Yes,Yes,No,0,,3,,No,Stayed,23,,0 | |
| 3334,Lakeside,92040,No,No,No,268.4,569.24,No internet service,No internet service,42277,19.95,837.64,5770,0.0,0,49,Male,No,5,Month-to-month,14,Yes,No,No,,No,40.66,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,71,,0 | |
| 3335,Oceanside,92054,Yes,No,No,2204.35,319.41,Yes,No,98239,80.85,2523.7599999999998,4732,0.0,0,42,Male,Yes,0,One year,27,Yes,Yes,DSL,DSL,Yes,11.83,14,No,Mailed check,Yes,No,No,Yes,Yes,Yes,Yes,Yes,3,Offer C,3,,No,Stayed,51,,0 | |
| 3336,Pala,92059,Yes,No,No,6398.05,1968.5700000000002,Yes,No,1831,93.3,8366.62,5205,0.0,0,59,Female,Yes,1,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.53,24,Yes,Bank transfer (automatic),No,Yes,No,Yes,No,Yes,Yes,No,0,Offer A,5,,No,Stayed,45,,0 | |
| 3337,Poway,92064,Yes,No,No,1662.05,0.0,Yes,No,47969,46.35,1802.05,4577,0.0,140,59,Female,Yes,0,Two year,35,No,No phone service,DSL,DSL,No,0.0,24,Yes,Credit card (automatic),Yes,No,No,Yes,Yes,No,No,Yes,7,Offer C,4,,No,Stayed,46,,0 | |
| 3338,Ranchita,92066,Yes,No,No,3600.65,1791.9,No,Yes,339,78.75,5392.55,2595,0.0,0,33,Male,Yes,0,One year,45,Yes,Yes,DSL,DSL,Yes,39.82,13,No,Credit card (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,3,,3,,No,Stayed,63,,0 | |
| 3339,Rancho Santa Fe,92067,No,No,No,1329.15,384.37,No,No,7615,83.55,1713.52,5564,0.0,0,60,Female,No,0,Month-to-month,17,Yes,No,Fiber optic,Fiber Optic,Yes,22.61,19,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,5,,No,Stayed,59,,0 | |
| 3340,Santa Ysabel,92070,No,No,No,422.5,450.12,No internet service,No internet service,1143,19.6,872.62,2203,0.0,0,62,Male,No,0,One year,22,Yes,No,No,,No,20.46,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,37,,0 | |
| 3341,Solana Beach,92075,Yes,No,Yes,4627.65,142.04000000000002,Yes,Yes,12173,67.85,4769.69,4792,0.0,0,21,Male,Yes,0,Two year,67,Yes,No,DSL,Cable,Yes,2.12,58,No,Mailed check,Yes,No,Yes,Yes,No,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,59,,0 | |
| 3342,San Marcos,92078,Yes,No,No,6717.9,1191.9299999999998,Yes,Yes,6760,105.65,7909.83,6383,0.0,0,45,Female,Yes,3,Two year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.79,22,Yes,Bank transfer (automatic),No,No,Yes,Yes,Yes,Yes,Yes,Yes,8,Offer A,5,,No,Stayed,59,,0 | |
| 3343,Vista,92084,No,Yes,No,637.4,224.64000000000001,No,Yes,44692,75.5,862.04,3021,0.0,0,65,Female,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,24.96,9,No,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,,3,,No,Stayed,30,,0 | |
| 3344,Warner Springs,92086,No,No,No,117.95,16.85,No internet service,No internet service,1205,20.15,134.8,5020,0.0,0,30,Female,No,0,Month-to-month,5,Yes,No,No,,No,3.37,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,4,,No,Stayed,66,,0 | |
| 3345,Rancho Santa Fe,92091,No,No,No,2460.55,0.0,Yes,No,1072,45.2,2460.55,5435,0.0,0,47,Male,No,0,Two year,54,No,No phone service,DSL,Cable,Yes,0.0,10,No,Credit card (automatic),Yes,No,No,Yes,Yes,No,No,No,0,,4,,No,Stayed,54,,0 | |
| 3346,San Diego,92107,Yes,No,No,5731.85,1957.8999999999999,Yes,Yes,27959,79.25,7689.75,5085,0.0,0,56,Male,Yes,0,Two year,70,Yes,Yes,DSL,Cable,Yes,27.97,2,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,8,Offer A,3,,No,Stayed,27,,0 | |
| 3347,San Diego,92109,Yes,No,No,4616.1,1422.52,Yes,Yes,46086,85.7,6038.620000000001,5957,0.0,0,51,Male,Yes,2,Month-to-month,53,Yes,Yes,DSL,Cable,Yes,26.84,12,No,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,5,,5,,No,Stayed,36,,0 | |
| 3348,San Diego,92111,No,No,No,589.25,1045.01,No internet service,No internet service,46828,20.1,1634.26,3086,0.0,0,63,Female,No,0,One year,31,Yes,No,No,,No,33.71,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer C,3,,No,Stayed,30,,0 | |
| 3349,San Diego,92113,Yes,No,No,750.1,365.95,Yes,Yes,47431,61.8,1116.05,4749,0.0,0,56,Male,Yes,3,Month-to-month,13,Yes,No,DSL,Cable,Yes,28.15,56,No,Bank transfer (automatic),No,Yes,Yes,Yes,No,No,No,Yes,8,,3,,No,Stayed,47,,0 | |
| 3350,San Diego,92114,Yes,No,No,1410.25,1159.48,No,No,66838,49.9,2569.73,5250,0.0,0,33,Female,Yes,1,Month-to-month,28,Yes,Yes,DSL,DSL,Yes,41.41,30,No,Mailed check,No,No,No,No,No,No,No,Yes,6,Offer C,5,,No,Stayed,74,,0 | |
| 3351,San Diego,92116,Yes,No,No,743.5,264.86,No internet service,No internet service,33083,20.4,1008.36,3756,0.0,0,62,Male,Yes,0,Two year,38,Yes,No,No,,No,6.97,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,Offer C,5,,No,Stayed,65,,0 | |
| 3352,San Diego,92119,Yes,No,Yes,3865.45,540.8000000000001,No,No,21866,75.4,4406.25,5211,0.0,0,28,Male,Yes,0,One year,52,Yes,No,DSL,DSL,Yes,10.4,85,Yes,Mailed check,Yes,Yes,No,No,Yes,Yes,Yes,Yes,9,,5,,No,Stayed,59,,0 | |
| 3353,San Diego,92120,Yes,No,No,6825.65,109.12,Yes,Yes,25569,108.15,6934.7699999999995,5298,0.0,0,42,Male,Yes,3,Two year,62,Yes,No,Fiber optic,Fiber Optic,Yes,1.76,20,No,Mailed check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,,4,,No,Stayed,43,,0 | |
| 3354,San Diego,92121,No,No,No,1340.1,356.8,No,No,4258,86.25,1696.8999999999999,3511,0.0,0,40,Female,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,22.3,28,Yes,Electronic check,No,Yes,No,No,No,Yes,Yes,No,0,Offer D,5,,No,Stayed,65,,0 | |
| 3355,San Diego,92123,No,No,No,1184,588.0,No,Yes,25232,95.7,1772.0,5527,0.0,0,57,Male,No,0,One year,12,Yes,No,Fiber optic,Fiber Optic,Yes,49.0,23,No,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer D,5,,No,Stayed,41,,0 | |
| 3356,San Diego,92124,Yes,No,No,8477.7,2291.7599999999998,Yes,Yes,30206,116.85,10769.460000000001,4055,0.0,0,63,Female,Yes,1,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.83,14,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,3,,No,Stayed,33,,0 | |
| 3357,San Diego,92126,No,Yes,No,7382.85,433.09999999999997,Yes,No,74232,105.75,7815.950000000001,4921,0.0,0,80,Male,No,0,One year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.1,9,No,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,No,No,0,,4,,No,Stayed,54,,0 | |
| 3358,San Diego,92127,Yes,No,No,456.85,788.64,No internet service,No internet service,20046,20.15,1245.49,3573,0.0,0,33,Female,Yes,0,One year,24,Yes,No,No,,No,32.86,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,Offer C,3,,No,Stayed,39,,0 | |
| 3359,San Diego,92128,No,No,No,331.6,592.35,No internet service,No internet service,42733,19.6,923.95,2722,0.0,0,64,Female,No,0,Two year,15,Yes,No,No,,No,39.49,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,38,,0 | |
| 3360,San Diego,92130,No,No,No,134.6,29.76,No,No,28201,60.95,164.35999999999999,3172,0.0,0,54,Male,No,2,Month-to-month,2,Yes,Yes,DSL,DSL,Yes,14.88,12,No,Bank transfer (automatic),Yes,Yes,No,No,No,No,No,No,0,,4,,No,Joined,78,,0 | |
| 3361,San Diego,92131,Yes,No,No,125.5,0.0,No,No,29283,25.05,125.5,2071,0.0,0,40,Female,Yes,3,Month-to-month,5,No,No phone service,DSL,DSL,Yes,0.0,53,No,Mailed check,No,No,No,No,No,No,No,Yes,3,Offer E,5,,No,Stayed,24,,0 | |
| 3362,San Ysidro,92173,Yes,No,Yes,2511.3,99.63000000000001,No,Yes,28488,60.3,2610.9300000000003,4565,0.0,0,20,Male,Yes,0,One year,41,Yes,No,DSL,DSL,Yes,2.43,69,Yes,Bank transfer (automatic),Yes,Yes,Yes,No,No,No,Yes,Yes,8,,3,,No,Stayed,50,,0 | |
| 3363,Indio,92201,No,No,Yes,2737.05,240.79999999999998,No,No,56307,63.95,2977.8500000000004,4205,0.0,0,26,Female,No,1,Month-to-month,43,Yes,No,DSL,Cable,Yes,5.6,30,Yes,Electronic check,Yes,Yes,No,No,No,Yes,Yes,No,0,,3,,No,Stayed,55,,0 | |
| 3364,Indio,92203,Yes,Yes,No,74.3,17.84,No,No,2743,74.3,92.14,2968,0.0,0,76,Male,Yes,0,Month-to-month,1,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.84,20,No,Electronic check,No,No,No,No,No,No,No,Yes,7,,5,,No,Joined,47,,0 | |
| 3365,Indian Wells,92210,No,Yes,No,70.6,32.61,No,No,3873,70.6,133.20999999999998,2576,0.0,30,73,Female,No,0,Month-to-month,1,Yes,No,Fiber optic,Fiber Optic,No,32.61,27,Yes,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,4,,No,Joined,25,,0 | |
| 3366,Beaumont,92223,Yes,No,No,6404,2029.1799999999998,Yes,Yes,17721,90.55,8433.18,5007,0.0,0,30,Male,Yes,0,Two year,71,Yes,Yes,DSL,Cable,Yes,28.58,30,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,2,Offer A,4,,No,Stayed,23,,0 | |
| 3367,Blythe,92225,No,No,Yes,165.35,66.00999999999999,No internet service,No internet service,24659,19.45,231.35999999999999,2600,0.0,0,29,Male,No,0,Two year,7,Yes,No,No,,No,9.43,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,42,,0 | |
| 3368,Brawley,92227,No,Yes,No,1867.6,356.16,Yes,Yes,23394,64.45,2223.7599999999998,3820,0.0,0,67,Female,No,0,Month-to-month,28,Yes,Yes,DSL,Cable,Yes,12.72,23,No,Bank transfer (automatic),No,Yes,Yes,Yes,No,No,No,No,0,,4,,No,Stayed,37,,0 | |
| 3369,Cabazon,92230,No,Yes,No,1043.3,366.4,No,No,2355,69.65,1409.6999999999998,5610,0.0,0,66,Male,No,0,Month-to-month,16,Yes,No,Fiber optic,Fiber Optic,Yes,22.9,24,No,Electronic check,No,No,No,No,No,No,No,No,0,Offer D,3,,No,Stayed,63,,0 | |
| 3370,Calexico,92231,No,No,No,128.6,214.06,No internet service,No internet service,27804,19.5,342.65999999999997,4271,0.0,0,48,Male,No,0,One year,7,Yes,No,No,,No,30.58,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer E,5,,No,Stayed,71,,0 | |
| 3371,Calipatria,92233,No,No,No,7455.45,1650.48,Yes,Yes,7857,110.5,9105.93,4803,0.0,0,30,Female,No,0,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,23.92,42,Yes,Bank transfer (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,4,,No,Stayed,33,,0 | |
| 3372,Cathedral City,92234,No,No,Yes,24.7,0.0,No,No,43141,24.7,94.7,3065,0.0,70,29,Female,No,1,Month-to-month,1,No,No phone service,DSL,Cable,No,0.0,48,No,Mailed check,No,No,No,No,No,No,No,No,0,Offer E,5,,No,Joined,55,,0 | |
| 3373,Coachella,92236,No,No,No,206.15,133.26,No,Yes,23170,77.4,339.40999999999997,5528,0.0,0,36,Male,No,0,Month-to-month,3,Yes,No,DSL,Cable,Yes,44.42,6,Yes,Electronic check,Yes,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,4,,No,Joined,24,,0 | |
| 3374,Desert Hot Springs,92240,Yes,No,No,5869.4,2379.81,No,Yes,22796,85.4,8249.21,5976,0.0,0,33,Female,Yes,0,Month-to-month,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,34.49,29,Yes,Bank transfer (automatic),No,Yes,Yes,No,No,No,No,Yes,6,Offer A,5,,No,Stayed,62,,0 | |
| 3375,Desert Hot Springs,92241,Yes,No,No,3377.8,0.0,Yes,Yes,5529,47.6,3377.8,4795,0.0,0,44,Female,Yes,0,Two year,71,No,No phone service,DSL,DSL,Yes,0.0,16,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,1,Offer A,3,,No,Stayed,22,,0 | |
| 3376,Earp,92242,Yes,No,Yes,1346.2,1737.42,No internet service,No internet service,1564,19.4,3083.62,6408,0.0,0,19,Female,Yes,2,Two year,69,Yes,No,No,,No,25.18,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,5,,No,Stayed,57,,0 | |
| 3377,El Centro,92243,No,No,No,4946.05,504.0,Yes,Yes,43712,103.85,5450.05,4304,0.0,0,35,Female,No,0,Month-to-month,48,Yes,Yes,Fiber optic,Fiber Optic,Yes,10.5,12,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,78,,0 | |
| 3378,Imperial,92251,No,No,No,4964.7,268.65,Yes,Yes,14546,108.45,5233.349999999999,5093,0.0,0,30,Male,No,0,Month-to-month,45,Yes,Yes,Fiber optic,Fiber Optic,Yes,5.97,73,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,33,,0 | |
| 3379,Joshua Tree,92252,No,No,No,4085.75,2189.43,No,No,8141,81.0,6285.18,4121,0.0,10,54,Male,No,0,Month-to-month,51,Yes,Yes,Fiber optic,Fiber Optic,No,42.93,11,No,Bank transfer (automatic),No,Yes,No,No,No,No,No,No,0,,3,,No,Stayed,34,,0 | |
| 3380,Mecca,92254,No,No,No,6224.8,821.52,Yes,Yes,8768,86.65,7046.32,4621,0.0,0,39,Male,No,0,Two year,72,Yes,Yes,DSL,DSL,Yes,11.41,17,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,3,,No,Stayed,67,,0 | |
| 3381,Morongo Valley,92256,Yes,No,No,3415.25,1438.93,No,Yes,3499,92.95,4854.18,3462,0.0,0,33,Male,Yes,1,Month-to-month,37,Yes,Yes,Fiber optic,Fiber Optic,Yes,38.89,29,Yes,Electronic check,No,Yes,Yes,No,Yes,No,No,Yes,1,Offer C,4,,No,Stayed,42,,0 | |
| 3382,Niland,92257,Yes,No,No,6325.25,1307.8200000000002,Yes,Yes,2753,90.35,7633.07,6483,0.0,0,31,Male,Yes,0,Two year,71,Yes,Yes,DSL,DSL,Yes,18.42,29,No,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,1,Offer A,4,,No,Stayed,28,,0 | |
| 3383,Ocotillo,92259,No,No,No,1683.6,1370.82,No internet service,No internet service,471,25.15,3054.42,6141,0.0,0,51,Female,No,0,Two year,66,Yes,Yes,No,,No,20.77,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer A,5,,No,Stayed,61,,0 | |
| 3384,Palm Desert,92260,Yes,No,No,3966.3,1614.66,Yes,No,29340,76.4,5580.96,6385,0.0,0,59,Male,Yes,0,One year,51,Yes,No,DSL,Cable,Yes,31.66,3,Yes,Bank transfer (automatic),Yes,No,No,Yes,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,52,,0 | |
| 3385,Palm Springs,92262,Yes,No,No,608.5,634.2,No internet service,No internet service,24924,19.55,1242.7,5203,0.0,0,57,Female,Yes,0,One year,30,Yes,No,No,,No,21.14,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,50,,0 | |
| 3386,Palm Springs,92264,No,No,Yes,2896.6,800.36,No,No,18884,85.35,3696.96,3818,0.0,0,26,Female,No,0,Month-to-month,34,Yes,Yes,Fiber optic,Fiber Optic,No,23.54,76,No,Electronic check,No,No,No,No,Yes,No,No,No,0,,5,,No,Stayed,78,,0 | |
| 3387,Palo Verde,92266,Yes,No,No,1514.85,2256.0,No internet service,No internet service,291,24.8,3770.85,6281,0.0,0,62,Male,Yes,1,Two year,64,Yes,Yes,No,,No,35.25,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,3,,No,Stayed,55,,0 | |
| 3388,Parker Dam,92267,Yes,Yes,No,6792.45,1082.25,No,Yes,131,103.15,7874.7,6441,0.0,0,65,Male,Yes,0,One year,65,Yes,Yes,Fiber optic,Fiber Optic,Yes,16.65,5,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,1,,3,,No,Stayed,51,,0 | |
| 3389,Pioneertown,92268,No,No,No,4669.2,2243.31,Yes,No,354,100.75,6912.51,2508,0.0,0,50,Male,No,0,Month-to-month,47,Yes,Yes,Fiber optic,Fiber Optic,Yes,47.73,25,No,Mailed check,Yes,Yes,No,Yes,Yes,No,No,No,0,,3,,No,Stayed,27,,0 | |
| 3390,Thermal,92274,Yes,No,No,6302.8,763.8000000000001,Yes,No,17018,94.1,7066.6,4803,0.0,0,53,Female,Yes,3,Two year,67,Yes,Yes,Fiber optic,Fiber Optic,Yes,11.4,27,No,Credit card (automatic),No,Yes,No,Yes,Yes,No,No,Yes,1,Offer A,4,,No,Stayed,58,,0 | |
| 3391,Salton City,92275,No,No,No,779.2,1895.79,No internet service,No internet service,799,19.35,2674.99,2607,0.0,0,42,Male,No,0,One year,39,Yes,No,No,,No,48.61,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,68,,0 | |
| 3392,Thousand Palms,92276,No,No,Yes,283.75,609.0,No internet service,No internet service,6242,19.9,892.75,3854,0.0,0,27,Male,No,0,Month-to-month,14,Yes,No,No,,No,43.5,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,34,,0 | |
| 3393,Twentynine Palms,92278,No,Yes,No,5594,290.64000000000004,No,Yes,14104,101.05,5894.64,5514,0.0,10,76,Male,No,0,Month-to-month,56,Yes,Yes,Fiber optic,Fiber Optic,No,5.19,16,Yes,Electronic check,No,No,Yes,No,Yes,Yes,No,No,0,,3,,No,Stayed,65,,0 | |
| 3394,Vidal,92280,No,No,Yes,772.85,476.14,Yes,No,50,59.1,1248.99,5718,0.0,0,19,Female,No,0,One year,14,Yes,No,DSL,Cable,Yes,34.01,69,No,Credit card (automatic),No,No,No,Yes,No,Yes,Yes,No,0,Offer D,4,,No,Stayed,58,,0 | |
| 3395,White Water,92282,Yes,No,No,857.8,336.64,No,No,805,55.85,1194.44,2464,0.0,0,57,Male,Yes,0,One year,16,Yes,No,DSL,Cable,Yes,21.04,17,Yes,Mailed check,Yes,Yes,No,No,No,No,No,Yes,1,Offer D,3,,No,Stayed,55,,0 | |
| 3396,Winterhaven,92283,Yes,No,No,7554.05,2819.6,No,No,3663,106.05,10373.65,4583,0.0,0,40,Male,Yes,1,Month-to-month,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,40.28,13,Yes,Electronic check,Yes,Yes,No,No,Yes,Yes,Yes,Yes,1,Offer A,4,,No,Stayed,30,,0 | |
| 3397,Yucca Valley,92284,Yes,Yes,No,5981.65,1245.6000000000001,No,Yes,20486,84.1,7227.25,4671,0.0,0,79,Male,Yes,0,Two year,72,Yes,Yes,DSL,DSL,Yes,17.3,23,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,Yes,No,Yes,1,,3,,No,Stayed,63,,0 | |
| 3398,Landers,92285,Yes,No,No,1702.9,1120.79,No,Yes,2182,75.3,2823.69,5903,0.0,0,51,Female,Yes,3,Month-to-month,23,Yes,No,Fiber optic,Fiber Optic,Yes,48.73,75,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,Yes,6,Offer D,5,,No,Stayed,49,,0 | |
| 3399,Adelanto,92301,No,No,No,467.15,656.46,No internet service,No internet service,18980,24.7,1123.6100000000001,5403,0.0,0,53,Male,No,1,Month-to-month,21,Yes,Yes,No,,No,31.26,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,4,,No,Stayed,54,,0 | |
| 3400,Fort Irwin,92310,No,No,No,1941.5,1689.1200000000001,No,Yes,9465,55.8,3700.62,4770,0.0,70,38,Female,No,0,One year,36,Yes,Yes,DSL,DSL,No,46.92,5,No,Electronic check,No,No,Yes,No,No,No,No,No,0,,3,,No,Stayed,25,,0 | |
| 3401,Barstow,92311,No,No,No,1932.75,0.0,Yes,Yes,31293,39.7,1932.75,5174,0.0,0,48,Female,No,0,Two year,50,No,No phone service,DSL,DSL,Yes,0.0,6,No,Credit card (automatic),No,Yes,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,49,,0 | |
| 3402,Grand Terrace,92313,Yes,No,No,1423.05,0.0,Yes,No,11024,29.5,1423.05,3194,0.0,0,38,Female,Yes,1,Month-to-month,48,No,No phone service,DSL,DSL,Yes,0.0,16,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,Yes,6,,4,,No,Stayed,36,,0 | |
| 3403,Big Bear City,92314,No,No,No,970.85,947.5,No internet service,No internet service,9899,20.15,1918.35,4263,0.0,0,40,Female,No,3,Two year,50,Yes,No,No,,No,18.95,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,27,,0 | |
| 3404,Big Bear Lake,92315,Yes,No,No,5810.9,3243.6,Yes,Yes,5447,79.55,9054.5,4766,0.0,0,34,Male,Yes,0,Two year,72,Yes,Yes,DSL,Cable,Yes,45.05,9,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,3,Offer A,3,,No,Stayed,55,,0 | |
| 3405,Bloomington,92316,No,No,No,223.9,344.7,No internet service,No internet service,25995,24.8,568.6,5212,0.0,0,61,Male,No,3,Month-to-month,10,Yes,Yes,No,,No,34.47,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,36,,0 | |
| 3406,Calimesa,92320,No,No,No,391.7,327.59999999999997,No internet service,No internet service,7334,19.65,719.3,4333,0.0,0,44,Female,No,0,Month-to-month,18,Yes,No,No,,No,18.2,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,3,,No,Stayed,20,,0 | |
| 3407,Crestline,92325,No,No,No,811.65,139.76999999999998,No,Yes,10484,94.05,951.42,3475,0.0,0,40,Male,No,0,Month-to-month,9,Yes,No,Fiber optic,Fiber Optic,Yes,15.53,14,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer E,4,,No,Stayed,42,,0 | |
| 3408,Daggett,92327,No,No,No,174.75,54.34,No,No,678,90.75,229.09,4766,0.0,0,55,Male,No,0,Month-to-month,2,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.17,23,No,Mailed check,Yes,No,No,No,No,Yes,Yes,No,0,Offer E,3,,No,Joined,60,,0 | |
| 3409,Death Valley,92328,Yes,No,No,3126.85,1598.8,Yes,No,443,78.85,4725.65,5257,0.0,0,61,Female,Yes,0,Month-to-month,40,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.97,17,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,Yes,10,,4,,No,Stayed,45,,0 | |
| 3410,Essex,92332,Yes,No,No,6841.45,262.89,No,Yes,115,99.5,7104.34,4237,0.0,0,50,Male,Yes,0,One year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,3.81,4,No,Bank transfer (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,10,Offer A,4,,No,Stayed,56,,0 | |
| 3411,Fontana,92335,No,No,Yes,1406.65,739.4399999999999,No,Yes,82630,80.55,2146.09,5334,0.0,0,29,Male,No,3,Month-to-month,18,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.08,48,Yes,Credit card (automatic),No,No,Yes,No,No,No,No,No,0,Offer D,5,,No,Stayed,37,,0 | |
| 3412,Fontana,92336,Yes,Yes,No,834.7,268.62,No,No,54586,70.2,1103.3200000000002,2848,0.0,0,76,Male,Yes,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,24.42,29,Yes,Electronic check,No,No,No,No,No,No,No,Yes,7,Offer D,3,,No,Stayed,29,,0 | |
| 3413,Forest Falls,92339,Yes,No,Yes,3157,1989.3500000000001,No,No,958,59.45,5186.35,5712,0.0,40,24,Male,Yes,0,One year,55,Yes,No,DSL,DSL,No,36.17,69,No,Credit card (automatic),Yes,No,No,No,No,Yes,Yes,Yes,5,,4,,No,Stayed,77,,0 | |
| 3414,Green Valley Lake,92341,Yes,No,No,3092,1048.0800000000002,No,Yes,317,93.35,4140.08,3348,0.0,0,35,Male,Yes,0,Month-to-month,33,Yes,Yes,Fiber optic,Fiber Optic,Yes,31.76,7,Yes,Electronic check,No,Yes,Yes,No,No,Yes,Yes,Yes,5,,4,,No,Stayed,40,,0 | |
| 3415,Helendale,92342,No,No,Yes,2168.9,1854.72,No,No,4948,44.95,4023.62,2626,0.0,0,19,Female,No,0,Month-to-month,46,Yes,No,DSL,Cable,Yes,40.32,51,No,Bank transfer (automatic),No,No,No,No,No,No,No,No,0,,5,,No,Stayed,44,,0 | |
| 3416,Hesperia,92345,No,No,No,980.35,695.98,No internet service,No internet service,68515,26.1,1676.33,2026,0.0,0,54,Male,No,0,Two year,34,Yes,Yes,No,,No,20.47,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,46,,0 | |
| 3417,Highland,92346,No,No,No,65.95,95.42999999999999,No internet service,No internet service,48245,20.2,161.38,4369,0.0,0,64,Female,No,0,Month-to-month,3,Yes,No,No,,No,31.81,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Joined,24,,0 | |
| 3418,Hinkley,92347,Yes,No,No,711.9,1200.0,No internet service,No internet service,1933,21.25,1911.9,3047,0.0,0,58,Male,Yes,3,Two year,30,Yes,No,No,,No,40.0,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,3,,No,Stayed,70,,0 | |
| 3419,Lake Arrowhead,92352,No,No,No,1952.8,339.23999999999995,Yes,No,9793,59.4,2292.04,2853,0.0,0,41,Female,No,0,One year,33,Yes,Yes,DSL,Cable,Yes,10.28,7,No,Electronic check,Yes,No,No,Yes,No,No,No,No,0,,3,,No,Stayed,38,,0 | |
| 3420,Loma Linda,92354,Yes,No,Yes,4368.85,1505.2500000000002,No,Yes,18068,95.0,5934.1,2719,0.0,60,25,Male,Yes,2,One year,45,Yes,Yes,Fiber optic,Fiber Optic,No,33.45,69,Yes,Credit card (automatic),No,Yes,Yes,No,No,Yes,Yes,Yes,6,,4,,No,Stayed,27,,0 | |
| 3421,Lucerne Valley,92356,No,No,No,2647.1,1479.1999999999998,Yes,No,5256,61.9,4126.299999999999,2520,0.0,0,49,Male,No,0,Month-to-month,40,Yes,No,DSL,DSL,Yes,36.98,21,Yes,Mailed check,Yes,Yes,No,Yes,No,No,No,No,0,,4,,No,Stayed,52,,0 | |
| 3422,Lytle Creek,92358,No,No,No,8477.6,1270.8999999999999,Yes,Yes,1090,118.65,9748.5,4296,0.0,0,58,Female,No,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,17.9,21,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,3,,No,Stayed,73,,0 | |
| 3423,Needles,92363,Yes,No,No,4528,0.0,Yes,Yes,5488,64.45,4528.0,5265,0.0,0,53,Female,Yes,0,Two year,72,No,No phone service,DSL,DSL,Yes,0.0,6,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer A,4,,No,Stayed,45,,0 | |
| 3424,Nipton,92364,Yes,No,No,1790.65,736.12,No,No,162,80.15,2526.77,4732,0.0,0,59,Female,Yes,3,Month-to-month,22,Yes,No,Fiber optic,Fiber Optic,Yes,33.46,29,Yes,Electronic check,No,No,No,No,No,Yes,Yes,Yes,5,Offer D,5,,No,Stayed,42,,0 | |
| 3425,Newberry Springs,92365,Yes,No,No,845.6,217.11999999999998,No internet service,No internet service,2899,20.2,1062.72,2325,0.0,0,44,Male,Yes,0,One year,46,Yes,No,No,,No,4.72,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,3,,No,Stayed,68,,0 | |
| 3426,Oro Grande,92368,Yes,No,No,1210.3,2118.0499999999997,No internet service,No internet service,909,21.0,3328.3499999999995,5046,0.0,0,53,Female,Yes,3,Two year,55,Yes,No,No,,No,38.51,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,Offer B,3,,No,Stayed,24,,0 | |
| 3427,Phelan,92371,No,No,Yes,20.45,30.09,No internet service,No internet service,12463,20.45,50.54,4845,0.0,0,26,Male,No,0,Month-to-month,1,Yes,No,No,,No,30.09,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,38,,0 | |
| 3428,Pinon Hills,92372,No,No,Yes,854.45,591.0,Yes,No,4280,75.85,1445.45,5942,0.0,0,23,Female,No,0,One year,12,Yes,Yes,DSL,DSL,Yes,49.25,47,Yes,Mailed check,No,No,No,Yes,Yes,Yes,Yes,No,0,Offer D,4,,No,Stayed,70,,0 | |
| 3429,Redlands,92373,No,No,No,2429.1,1149.17,No,No,31230,80.45,3578.27,4684,0.0,0,43,Male,No,0,Month-to-month,31,Yes,Yes,Fiber optic,Fiber Optic,Yes,37.07,23,Yes,Electronic check,No,Yes,No,No,No,No,No,No,0,,4,,No,Stayed,49,,0 | |
| 3430,Rialto,92376,Yes,No,Yes,5229.45,91.12,No,No,75882,75.5,5320.57,5420,0.0,0,24,Female,Yes,0,Two year,67,Yes,Yes,DSL,DSL,Yes,1.36,82,Yes,Electronic check,Yes,No,No,No,Yes,Yes,Yes,Yes,5,Offer A,3,,No,Stayed,69,,0 | |
| 3431,Rialto,92377,No,No,No,44.45,23.34,No,No,18518,44.45,67.79,3498,0.0,0,45,Male,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,23.34,16,No,Mailed check,No,No,No,No,No,No,No,No,0,,3,,No,Joined,74,,0 | |
| 3432,Shoshone,92384,Yes,No,No,3023.55,1170.55,No,Yes,87,74.55,4194.1,2748,0.0,0,61,Male,Yes,2,Month-to-month,41,Yes,Yes,DSL,Cable,Yes,28.55,20,Yes,Credit card (automatic),Yes,Yes,Yes,No,Yes,No,No,Yes,4,Offer B,3,,No,Stayed,61,,0 | |
| 3433,Victorville,92392,Yes,No,No,2032.3,0.0,Yes,Yes,63235,48.15,2032.3,2673,0.0,0,48,Male,Yes,0,Two year,42,No,No phone service,DSL,Cable,Yes,0.0,8,No,Credit card (automatic),Yes,No,Yes,Yes,Yes,No,No,Yes,10,Offer B,4,,No,Stayed,25,,0 | |
| 3434,Victorville,92394,Yes,No,No,436.9,572.24,No internet service,No internet service,12083,19.65,1009.14,5460,0.0,0,62,Male,Yes,0,One year,23,Yes,No,No,,No,24.88,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,Offer D,5,,No,Stayed,70,,0 | |
| 3435,Yermo,92398,No,No,No,20.15,27.59,No internet service,No internet service,1195,20.15,47.739999999999995,3167,0.0,0,40,Female,No,0,Month-to-month,1,Yes,No,No,,No,27.59,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Joined,31,,0 | |
| 3436,Yucaipa,92399,No,No,Yes,5893.95,1387.12,No,No,41575,106.6,7281.07,5056,0.0,0,25,Female,No,0,Month-to-month,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.77,51,Yes,Credit card (automatic),Yes,Yes,No,No,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,80,,0 | |
| 3437,San Bernardino,92401,No,No,No,1430.05,453.29999999999995,No,No,1779,91.0,1883.35,4602,0.0,0,31,Male,No,1,Month-to-month,15,Yes,Yes,Fiber optic,Fiber Optic,Yes,30.22,12,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,Offer D,4,,No,Stayed,48,,0 | |
| 3438,San Bernardino,92404,Yes,No,No,313,529.4399999999999,No internet service,No internet service,53636,25.4,842.4399999999999,2219,0.0,0,55,Male,Yes,3,Two year,12,Yes,Yes,No,,No,44.12,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,Offer D,3,,No,Stayed,71,,0 | |
| 3439,San Bernardino,92405,Yes,No,Yes,3871.85,1521.18,Yes,Yes,24644,69.95,5393.03,5077,0.0,0,21,Female,Yes,0,Two year,54,Yes,No,DSL,DSL,Yes,28.17,76,No,Bank transfer (automatic),Yes,No,Yes,Yes,No,Yes,Yes,Yes,3,Offer B,4,,No,Stayed,57,,0 | |
| 3440,San Bernardino,92407,No,No,No,458.1,337.12,No,No,49355,66.85,795.22,4858,0.0,0,30,Female,No,0,Month-to-month,7,Yes,No,DSL,DSL,Yes,48.16,85,Yes,Electronic check,No,No,No,No,Yes,Yes,Yes,No,0,,4,,No,Stayed,43,,0 | |
| 3441,San Bernardino,92410,Yes,No,No,341.35,616.8,No internet service,No internet service,44556,20.15,958.15,5271,0.0,0,30,Male,Yes,3,Month-to-month,16,Yes,No,No,,No,38.55,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,Offer D,4,,No,Stayed,58,,0 | |
| 3442,San Bernardino,92411,No,No,No,1336.8,648.48,No,Yes,23146,64.85,1985.28,3302,0.0,0,55,Female,No,0,One year,21,Yes,No,DSL,DSL,Yes,30.88,15,No,Mailed check,Yes,No,Yes,No,No,Yes,Yes,No,0,Offer D,3,,No,Stayed,51,,0 | |
| 3443,Riverside,92501,Yes,Yes,No,2181.75,1215.0,No,Yes,18999,74.85,3396.75,5610,0.0,0,77,Male,Yes,0,Two year,30,Yes,Yes,DSL,DSL,Yes,40.5,8,No,Electronic check,No,No,Yes,No,Yes,Yes,No,Yes,7,,5,,No,Stayed,27,,0 | |
| 3444,Riverside,92503,No,No,No,147.75,79.14,Yes,No,71678,50.5,226.89,5258,0.0,0,45,Male,No,0,Month-to-month,3,Yes,No,DSL,DSL,Yes,26.38,25,Yes,Mailed check,No,No,No,Yes,No,No,No,No,0,,4,,No,Joined,43,,0 | |
| 3445,Riverside,92504,No,No,Yes,818.45,201.63,No,Yes,46550,72.9,1020.08,3042,0.0,0,27,Male,No,0,Month-to-month,11,Yes,No,Fiber optic,Fiber Optic,Yes,18.33,76,No,Electronic check,No,No,Yes,No,No,No,No,No,0,Offer D,3,,No,Stayed,71,,0 | |
| 3446,Riverside,92505,No,No,No,7133.45,2284.0800000000004,Yes,Yes,38446,115.05,9417.53,6494,0.0,0,39,Female,No,0,One year,62,Yes,Yes,Fiber optic,Fiber Optic,Yes,36.84,13,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,43,,0 | |
| 3447,Riverside,92506,No,No,No,348.8,596.8799999999999,No internet service,No internet service,42425,19.0,945.6799999999998,5379,0.0,0,42,Male,No,0,Month-to-month,18,Yes,No,No,,No,33.16,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer D,5,,No,Stayed,39,,0 | |
| 3448,Riverside,92507,No,No,Yes,128.6,105.18,No internet service,No internet service,48649,19.55,233.78,2309,0.0,0,20,Male,No,1,Month-to-month,6,Yes,No,No,,No,17.53,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,69,,0 | |
| 3449,Riverside,92508,No,No,No,4674.4,1286.62,No,Yes,17147,101.1,5961.0199999999995,4883,0.0,0,45,Female,No,0,One year,46,Yes,Yes,Fiber optic,Fiber Optic,Yes,27.97,22,Yes,Electronic check,No,No,Yes,No,Yes,Yes,Yes,No,0,Offer B,4,,No,Stayed,54,,0 | |
| 3450,Riverside,92509,No,No,No,1737.45,1030.05,No,No,63999,84.1,2767.5,4649,0.0,0,46,Male,No,0,Month-to-month,21,Yes,Yes,Fiber optic,Fiber Optic,Yes,49.05,9,Yes,Electronic check,No,No,No,No,No,Yes,Yes,No,0,,4,,No,Stayed,69,,0 | |
| 3451,March Air Reserve Base,92518,No,No,No,1498.85,2569.72,No internet service,No internet service,1005,24.15,4068.5699999999997,5987,0.0,0,45,Male,No,0,Two year,68,Yes,Yes,No,,No,37.79,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,70,,0 | |
| 3452,Lake Elsinore,92530,No,No,Yes,50.1,29.13,No,No,38519,50.1,79.23,5617,0.0,0,19,Female,No,0,Month-to-month,1,Yes,Yes,DSL,Cable,Yes,29.13,51,Yes,Electronic check,No,No,No,No,No,No,No,No,0,,4,,No,Joined,57,,0 | |
| 3453,Lake Elsinore,92532,Yes,No,Yes,1797.75,927.5,No,Yes,4546,74.6,2725.25,4591,0.0,0,26,Female,Yes,0,Month-to-month,25,Yes,No,Fiber optic,Fiber Optic,Yes,37.1,82,Yes,Electronic check,No,No,Yes,No,No,No,No,Yes,7,,5,,No,Stayed,35,,0 | |
| 3454,Aguanga,92536,No,No,No,498.1,821.76,No internet service,No internet service,2433,19.75,1319.8600000000001,2639,0.0,0,57,Female,No,1,Two year,24,Yes,No,No,,No,34.24,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,43,,0 | |
| 3455,Hemet,92544,Yes,No,No,5498.8,1499.3999999999999,No,Yes,39264,106.8,7138.2,4640,0.0,140,31,Male,Yes,0,One year,51,Yes,Yes,Fiber optic,Fiber Optic,No,29.4,21,Yes,Bank transfer (automatic),No,Yes,Yes,No,Yes,Yes,Yes,Yes,3,Offer B,3,,No,Stayed,33,,0 | |
| 3456,Hemet,92545,Yes,No,No,4845.4,572.85,Yes,Yes,25694,84.5,5418.25,5928,0.0,0,33,Female,Yes,0,Two year,57,Yes,Yes,DSL,DSL,Yes,10.05,16,Yes,Electronic check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,2,Offer B,3,,No,Stayed,41,,0 | |
| 3457,Homeland,92548,No,No,No,369.1,614.55,No internet service,No internet service,4283,25.05,983.65,5218,0.0,0,52,Female,No,0,Two year,15,Yes,Yes,No,,No,40.97,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,43,,0 | |
| 3458,Idyllwild,92549,Yes,No,Yes,6096.9,1155.6000000000001,Yes,Yes,3588,83.7,7252.5,4592,0.0,0,25,Female,Yes,0,Two year,72,Yes,No,DSL,Cable,Yes,16.05,46,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,36,,0 | |
| 3459,Moreno Valley,92553,Yes,No,Yes,2684.35,939.96,No,Yes,61205,96.6,3624.31,5530,0.0,0,25,Male,Yes,0,Month-to-month,28,Yes,Yes,Fiber optic,Fiber Optic,Yes,33.57,52,No,Credit card (automatic),No,Yes,Yes,No,Yes,No,No,Yes,10,,5,,No,Stayed,43,,0 | |
| 3460,Moreno Valley,92557,Yes,No,No,6994.8,3476.9,Yes,Yes,46214,101.1,10471.7,4226,0.0,0,52,Male,Yes,2,Two year,70,Yes,No,Fiber optic,Fiber Optic,Yes,49.67,19,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,No,No,Yes,10,,3,,No,Stayed,62,,0 | |
| 3461,Mountain Center,92561,No,No,No,273.25,345.41,No internet service,No internet service,1500,20.2,618.6600000000001,2953,0.0,0,52,Female,No,0,One year,13,Yes,No,No,,No,26.57,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,5,,No,Stayed,34,,0 | |
| 3462,Murrieta,92562,Yes,Yes,No,5483.9,1129.26,Yes,Yes,36149,94.05,6643.16,5061,0.0,30,71,Female,Yes,0,One year,59,Yes,Yes,Fiber optic,Fiber Optic,No,19.14,13,Yes,Electronic check,Yes,Yes,Yes,Yes,No,No,No,No,0,,3,,No,Stayed,30,,0 | |
| 3463,Perris,92570,Yes,No,No,4985.9,825.84,Yes,Yes,36817,81.0,5811.74,4684,0.0,0,49,Female,Yes,0,Two year,62,Yes,No,DSL,Cable,Yes,13.32,22,No,Mailed check,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,6,Offer B,4,,No,Stayed,31,,0 | |
| 3464,Perris,92571,No,No,No,1258.35,155.61,Yes,Yes,26357,60.25,1413.96,4870,0.0,0,30,Female,No,0,One year,21,Yes,No,DSL,DSL,Yes,7.41,51,Yes,Electronic check,Yes,No,Yes,Yes,No,No,No,No,0,,4,,No,Stayed,25,,0 | |
| 3465,San Jacinto,92582,No,No,Yes,111.4,30.5,No,Yes,4456,60.85,141.9,3796,0.0,0,28,Female,No,0,Month-to-month,2,Yes,No,DSL,DSL,Yes,15.25,82,No,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,,5,,No,Joined,54,,0 | |
| 3466,San Jacinto,92583,No,No,No,43.95,45.59,No,No,21349,43.95,89.54,5684,0.0,0,38,Female,No,0,Month-to-month,1,Yes,No,DSL,DSL,Yes,45.59,5,No,Credit card (automatic),No,No,No,No,No,No,No,No,0,,5,,No,Joined,20,,0 | |
| 3467,Menifee,92584,No,No,No,308.1,177.44,No,Yes,14068,86.05,485.54,3653,0.0,0,63,Male,No,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,Yes,44.36,20,No,Electronic check,No,No,Yes,No,No,Yes,Yes,No,0,,5,,No,Stayed,55,,0 | |
| 3468,Sun City,92585,No,No,No,383.65,352.83,No internet service,No internet service,8692,20.25,736.48,5586,0.0,0,45,Female,No,0,One year,19,Yes,No,No,,No,18.57,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,78,,0 | |
| 3469,Sun City,92587,Yes,No,No,1284.2,367.16,No internet service,No internet service,13151,19.4,1651.3600000000001,4890,0.0,0,48,Male,Yes,2,Two year,67,Yes,No,No,,No,5.48,0,Yes,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,5,,No,Stayed,70,,0 | |
| 3470,Temecula,92590,Yes,Yes,No,7550.3,2052.0,No,Yes,3070,102.65,9602.3,4680,0.0,0,75,Male,Yes,0,Two year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,28.5,5,Yes,Credit card (automatic),Yes,Yes,Yes,No,No,Yes,No,Yes,5,,3,,No,Stayed,66,,0 | |
| 3471,Temecula,92591,Yes,No,No,1110.05,1826.38,No internet service,No internet service,25655,19.9,2936.4300000000003,4157,0.0,0,35,Male,Yes,0,Two year,53,Yes,No,No,,No,34.46,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,8,Offer B,3,,No,Stayed,61,,0 | |
| 3472,Temecula,92592,No,No,No,99.6,189.85,No internet service,No internet service,46171,19.55,289.45,2575,0.0,0,54,Female,No,0,One year,5,Yes,No,No,,No,37.97,0,No,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,4,,No,Stayed,47,,0 | |
| 3473,Wildomar,92595,Yes,Yes,No,6707.15,87.33,Yes,Yes,19368,95.5,6794.48,6412,0.0,0,75,Male,Yes,0,Two year,71,Yes,No,Fiber optic,Fiber Optic,Yes,1.23,9,Yes,Credit card (automatic),No,Yes,Yes,Yes,No,Yes,No,Yes,2,,4,,No,Stayed,80,,0 | |
| 3474,Winchester,92596,Yes,No,No,4164.4,2324.5,Yes,Yes,4093,84.15,6488.9,4625,0.0,0,53,Female,Yes,0,One year,50,Yes,Yes,DSL,DSL,Yes,46.49,11,Yes,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,Offer B,3,,No,Stayed,43,,0 | |
| 3475,Irvine,92602,Yes,No,No,5873.75,2360.96,Yes,Yes,2762,103.2,8234.71,4478,0.0,0,38,Male,Yes,1,Two year,56,Yes,Yes,Fiber optic,Fiber Optic,Yes,42.16,19,Yes,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,Yes,3,Offer B,3,,No,Stayed,55,,0 | |
| 3476,Irvine,92604,No,No,No,109.25,12.68,Yes,No,27369,50.2,131.93,4697,0.0,10,61,Male,No,0,Month-to-month,2,Yes,No,DSL,Cable,No,6.34,28,Yes,Credit card (automatic),No,No,No,Yes,No,No,No,No,0,,4,,No,Joined,59,,0 | |
| 3477,Irvine,92612,Yes,No,No,862.4,1201.52,No internet service,No internet service,41062,19.95,2063.92,3574,0.0,0,40,Male,Yes,2,Two year,46,Yes,No,No,,No,26.12,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,9,Offer B,5,,No,Stayed,75,,0 | |
| 3478,Irvine,92614,Yes,No,No,8564.75,439.49,Yes,Yes,22499,116.25,9004.24,6124,0.0,0,42,Male,Yes,0,Two year,71,Yes,Yes,Fiber optic,Fiber Optic,Yes,6.19,9,Yes,Electronic check,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,4,,3,,No,Stayed,47,,0 | |
| 3479,Irvine,92618,No,No,No,926.2,0.0,Yes,No,6301,31.2,926.2,4761,0.0,0,30,Female,No,0,Month-to-month,29,No,No phone service,DSL,Cable,Yes,0.0,59,Yes,Electronic check,No,No,No,Yes,No,No,No,No,0,,5,,No,Stayed,39,,0 | |
| 3480,Irvine,92620,Yes,No,Yes,1718.2,2283.21,No internet service,No internet service,26419,24.45,4001.41,5295,0.0,0,23,Male,Yes,3,Two year,69,Yes,Yes,No,,No,33.09,0,No,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,1,,5,,No,Stayed,39,,0 | |
| 3481,Capistrano Beach,92624,Yes,No,No,5956.85,1073.52,Yes,Yes,7465,84.2,7030.370000000001,4753,0.0,0,32,Male,Yes,0,Two year,71,Yes,Yes,DSL,DSL,Yes,15.12,30,No,Credit card (automatic),No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,4,,4,,No,Stayed,33,,0 | |
| 3482,Costa Mesa,92626,Yes,Yes,No,4824.45,1774.08,Yes,Yes,48207,85.65,6598.53,6500,0.0,0,71,Male,Yes,0,Two year,56,Yes,No,DSL,DSL,Yes,31.68,30,Yes,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,8,,3,,No,Stayed,70,,0 | |
| 3483,Costa Mesa,92627,No,No,No,1238.65,2723.28,No internet service,No internet service,62069,21.2,3961.9300000000003,6473,0.0,0,38,Male,No,0,One year,56,Yes,No,No,,No,48.63,0,Yes,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,Offer B,4,,No,Stayed,23,,0 | |
| 3484,Lake Forest,92630,Yes,No,Yes,672.2,1214.08,No internet service,No internet service,59176,25.55,1886.28,3493,0.0,0,22,Female,Yes,0,One year,28,Yes,Yes,No,,No,43.36,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,3,,No,Stayed,39,,0 | |
| 3485,Huntington Beach,92646,Yes,No,No,382.2,891.29,No internet service,No internet service,56517,20.2,1273.49,3636,0.0,0,47,Female,Yes,2,Month-to-month,19,Yes,No,No,,No,46.91,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,,4,,No,Stayed,64,,0 | |
| 3486,Huntington Beach,92647,Yes,No,Yes,4264.6,506.21999999999997,Yes,No,58764,63.85,4770.820000000001,5956,0.0,0,21,Male,Yes,0,Month-to-month,66,Yes,Yes,DSL,DSL,Yes,7.67,69,No,Electronic check,No,No,No,Yes,No,Yes,Yes,Yes,4,,3,,No,Stayed,72,,0 | |
| 3487,Huntington Beach,92648,Yes,No,No,1070.7,809.0300000000001,Yes,Yes,42663,61.95,1879.73,4759,0.0,0,52,Female,Yes,0,One year,17,Yes,Yes,DSL,DSL,Yes,47.59,25,Yes,Mailed check,No,No,Yes,Yes,No,No,No,Yes,6,,5,,No,Stayed,27,,0 | |
| 3488,Huntington Beach,92649,Yes,No,No,1345.85,2574.52,No internet service,No internet service,32304,25.75,3920.37,4676,0.0,0,61,Male,Yes,2,Two year,52,Yes,Yes,No,,No,49.51,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,6,Offer B,3,,No,Stayed,21,,0 | |
| 3489,Laguna Beach,92651,No,No,Yes,1045.25,462.65000000000003,No,No,25206,58.2,1507.9,4033,0.0,0,19,Female,No,0,One year,19,Yes,No,DSL,Cable,Yes,24.35,69,No,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,4,,No,Stayed,73,,0 | |
| 3490,Laguna Hills,92653,No,No,Yes,3003.55,500.40000000000003,Yes,Yes,48273,85.85,3503.9500000000003,4898,0.0,0,26,Female,No,0,One year,36,Yes,No,DSL,Cable,No,13.9,73,No,Bank transfer (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,0,,4,,No,Stayed,64,,0 | |
| 3491,Aliso Viejo,92656,Yes,No,Yes,7537.5,2964.96,Yes,Yes,41237,104.9,10502.46,4927,0.0,0,22,Male,Yes,2,One year,72,Yes,Yes,Fiber optic,Fiber Optic,Yes,41.18,52,Yes,Credit card (automatic),Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,9,,3,,No,Stayed,35,,0 | |
| 3492,Newport Beach,92660,No,Yes,No,3343.15,1190.0,No,Yes,28687,99.85,4533.15,5626,0.0,0,72,Male,No,0,One year,34,Yes,No,Fiber optic,Fiber Optic,Yes,35.0,12,Yes,Electronic check,No,Yes,Yes,No,Yes,Yes,No,No,0,,5,,No,Stayed,71,,0 | |
| 3493,San Clemente,92672,Yes,No,No,161.15,178.72,No internet service,No internet service,34946,19.55,339.87,4909,0.0,0,38,Male,Yes,0,Month-to-month,8,Yes,No,No,,No,22.34,0,Yes,Bank transfer (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,7,,5,,No,Stayed,31,,0 | |
| 3494,San Clemente,92673,No,No,No,7028.5,127.65,Yes,Yes,15297,104.0,7156.15,5902,0.0,0,44,Female,No,0,Two year,69,Yes,Yes,Fiber optic,Fiber Optic,Yes,1.85,13,No,Electronic check,No,No,Yes,Yes,Yes,Yes,Yes,No,0,,5,,No,Stayed,63,,0 | |
| 3495,San Juan Capistrano,92675,Yes,No,No,5232.9,1039.5,No,Yes,34321,104.4,6272.4,6100,0.0,0,57,Female,Yes,0,One year,50,Yes,Yes,Fiber optic,Fiber Optic,Yes,20.79,7,Yes,Mailed check,Yes,No,Yes,No,Yes,Yes,Yes,Yes,7,Offer B,3,,No,Stayed,26,,0 | |
| 3496,Silverado,92676,No,No,No,225.85,157.10000000000002,No internet service,No internet service,1859,19.5,382.95000000000005,5039,0.0,0,58,Male,No,0,One year,10,Yes,No,No,,No,15.71,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,No,0,,3,,No,Stayed,80,,0 | |
| 3497,Laguna Niguel,92677,Yes,No,No,274.7,475.08000000000004,No internet service,No internet service,62103,25.25,749.78,2646,0.0,0,39,Female,Yes,2,Two year,12,Yes,Yes,No,,No,39.59,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,4,,3,,No,Stayed,49,,0 | |
| 3498,Westminster,92683,Yes,No,No,3370.2,0.0,Yes,Yes,88230,49.85,3370.2,5460,0.0,0,46,Female,Yes,0,Two year,70,No,No phone service,DSL,Cable,Yes,0.0,26,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,No,Yes,Yes,Yes,8,,3,,No,Stayed,26,,0 | |
| 3499,Rancho Santa Margarita,92688,No,Yes,No,7111.3,1463.04,Yes,Yes,42193,108.95,8574.34,5780,0.0,0,76,Female,No,0,Month-to-month,64,Yes,Yes,Fiber optic,Fiber Optic,Yes,22.86,24,Yes,Bank transfer (automatic),Yes,No,Yes,Yes,Yes,Yes,No,No,0,,4,,No,Stayed,26,,0 | |
| 3500,Mission Viejo,92691,Yes,No,No,5958.85,2399.7599999999998,Yes,Yes,46371,89.9,8358.61,4082,0.0,0,31,Female,Yes,0,Two year,66,Yes,Yes,DSL,Cable,Yes,36.36,3,No,Credit card (automatic),Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,20,,0 | |
| 3501,Mission Viejo,92692,Yes,No,No,5999.85,2713.62,Yes,Yes,46227,82.0,8713.470000000001,5770,0.0,0,40,Female,Yes,0,Two year,71,Yes,No,DSL,DSL,Yes,38.22,23,Yes,Credit card (automatic),Yes,No,Yes,Yes,Yes,Yes,Yes,No,0,,3,,No,Stayed,72,,0 | |
| 3502,Ladera Ranch,92694,No,Yes,No,1648.45,969.2,No,No,350,89.95,2617.65,4812,0.0,0,70,Male,No,0,Month-to-month,20,Yes,No,Fiber optic,Fiber Optic,Yes,48.46,23,No,Electronic check,No,No,No,No,Yes,Yes,No,No,0,Offer D,4,,No,Stayed,33,,0 | |
| 3503,Santa Ana,92701,Yes,No,No,5753.25,2145.6,Yes,No,58157,79.35,7938.85,4278,0.0,40,48,Male,Yes,0,Two year,72,Yes,No,DSL,DSL,No,29.8,14,Yes,Bank transfer (automatic),Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,2,,3,,No,Stayed,55,,0 | |
| 3504,Santa Ana,92703,Yes,No,No,4492.9,334.41,Yes,Yes,70011,64.05,4827.3099999999995,4374,0.0,0,64,Female,Yes,0,Two year,71,Yes,No,DSL,DSL,Yes,4.71,29,No,Credit card (automatic),Yes,Yes,Yes,Yes,No,No,No,Yes,10,,4,,No,Stayed,71,,0 | |
| 3505,Santa Ana,92704,Yes,No,No,3956.7,920.3599999999999,No,Yes,91188,101.15,4877.0599999999995,3738,0.0,0,34,Male,Yes,1,Month-to-month,38,Yes,Yes,Fiber optic,Fiber Optic,Yes,24.22,14,Yes,Credit card (automatic),No,No,Yes,No,Yes,Yes,Yes,Yes,9,,3,,No,Stayed,34,,0 | |
| 3506,Santa Ana,92707,No,No,No,1309,0.0,No,No,62634,39.1,1309.0,2855,0.0,0,62,Male,No,0,One year,33,No,No phone service,DSL,DSL,Yes,0.0,30,Yes,Electronic check,No,Yes,No,No,Yes,No,No,No,0,,4,,No,Stayed,40,,0 | |
| 3507,Fountain Valley,92708,Yes,No,Yes,813.45,0.0,Yes,No,54548,34.6,813.45,4445,0.0,0,27,Female,Yes,0,Two year,23,No,No phone service,DSL,DSL,Yes,0.0,42,No,Mailed check,Yes,No,No,Yes,No,No,No,Yes,10,,4,,No,Stayed,73,,0 | |
| 3508,Tustin,92780,Yes,No,No,1108.8,1619.94,No internet service,No internet service,55062,19.55,2728.74,4801,0.0,0,54,Male,Yes,0,One year,58,Yes,No,No,,No,27.93,0,Yes,Electronic check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer B,3,,No,Stayed,72,,0 | |
| 3509,Tustin,92782,Yes,Yes,No,7349.35,2753.8,Yes,No,17494,104.45,10103.150000000001,5004,0.0,0,73,Female,Yes,0,Two year,70,Yes,Yes,Fiber optic,Fiber Optic,Yes,39.34,13,Yes,Bank transfer (automatic),No,Yes,No,Yes,Yes,Yes,No,Yes,3,Offer A,4,,No,Stayed,27,,0 | |
| 3510,Anaheim,92801,Yes,No,No,294.2,113.88,No,No,60553,70.5,418.08,2896,0.0,10,40,Male,Yes,0,Month-to-month,4,Yes,No,Fiber optic,Fiber Optic,No,28.47,5,No,Electronic check,No,No,No,No,No,No,No,Yes,2,,5,,No,Stayed,68,,0 | |
| 3511,Anaheim,92802,Yes,No,Yes,929.2,1756.3500000000001,No internet service,No internet service,45086,20.35,2685.55,4210,0.0,0,24,Male,Yes,2,Two year,45,Yes,No,No,,No,39.03,0,No,Mailed check,No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,3,Offer B,3,,No,Stayed,62,,0 | |
| 3512,Anaheim,92805,Yes,No,Yes,754.5,1162.8,No internet service,No internet service,68802,19.45,1917.3,5745,0.0,0,26,Male,Yes,2,Two year,36,Yes,No,No,,No,32.3,0,No,Credit card (automatic),No internet service,No internet service,No,No,No internet service,No internet service,No,Yes,2,,5,,No,Stayed,39,,0 | |
| 3513,Anaheim,92806,No,No,No,3883.3,1491.48,Yes,No,34398,69.9,5374.780000000001,6092,0.0,0,61,Male,No,0,Month-to-month,54,Yes,No,DSL,Cab |
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