Age,Avg Monthly GB Download,Avg Monthly Long Distance Charges,Churn Category,Churn Label,Churn Reason,Churn Score,Churn Value,City,CLTV,Contract,Country,Customer ID,Customer Status,Dependents,Device Protection Plan,Gender,Internet Service,Internet Type,Lat Long,Latitude,Longitude,Married,Monthly Charge,Multiple Lines,Number of Dependents,Number of Referrals,Offer,Online Backup,Online Security,Paperless Billing,Payment Method,Phone Service,Population,Premium Tech Support,Quarter,Referred a Friend,Satisfaction Score,Senior Citizen,State,Streaming Movies,Streaming Music,Streaming TV,Tenure in Months,Total Charges,Total Extra Data Charges,Total Long Distance Charges,Total Refunds,Total Revenue,Under 30,Unlimited Data,Zip Code
78,8,0.0,Competitor,Yes,Competitor offered more data,91,1,Los Angeles,5433,Month-to-Month,United States,8779-QRDMV,Churned,No,Yes,Male,Yes,DSL,"34.02381, -118.156582",34.02381,-118.156582,No,39.65,No,0,0,,No,No,Yes,Bank Withdrawal,No,68701,No,Q3,No,3,Yes,California,Yes,No,No,1,39.65,20,0.0,0.0,59.65,No,No,90022
39,18,42.55,,No,,42,0,Los Angeles,4658,Two Year,United States,4737-AQCPU,Stayed,No,Yes,Male,Yes,DSL,"34.02381, -118.156582",34.02381,-118.156582,Yes,72.1,Yes,0,5,,Yes,Yes,No,Credit Card,Yes,68701,Yes,Q3,Yes,3,No,California,No,No,No,72,5016.65,0,3063.6,0.0,8080.25,No,Yes,90022
32,26,7.11,,No,,34,0,Los Angeles,3503,Month-to-Month,United States,5043-TRZWM,Joined,No,Yes,Female,Yes,Fiber Optic,"34.02381, -118.156582",34.02381,-118.156582,No,75.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,68701,No,Q3,No,5,No,California,No,No,No,1,75.55,0,7.11,0.0,82.66,No,Yes,90022
35,25,0.0,,No,,46,0,Los Angeles,5748,Two Year,United States,8165-CBKXO,Stayed,Yes,Yes,Male,Yes,Cable,"34.02381, -118.156582",34.02381,-118.156582,Yes,56.75,No,3,4,,Yes,No,Yes,Credit Card,No,68701,No,Q3,Yes,3,No,California,Yes,Yes,Yes,66,3708.4,0,0.0,0.0,3708.4,No,Yes,90022
20,42,36.49,,No,,38,0,Los Angeles,5545,One Year,United States,9979-RGMZT,Stayed,No,No,Female,Yes,Fiber Optic,"34.02381, -118.156582",34.02381,-118.156582,No,94.05,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,68701,No,Q3,No,3,No,California,Yes,Yes,Yes,7,633.45,0,255.43,0.0,888.88,Yes,Yes,90022
74,17,48.85,Competitor,Yes,Competitor made better offer,69,1,Los Angeles,5302,Month-to-Month,United States,7495-OOKFY,Churned,Yes,No,Female,Yes,Fiber Optic,"34.044271, -118.185237",34.044271,-118.185237,Yes,80.65,Yes,1,1,Offer E,Yes,No,Yes,Credit Card,Yes,55668,No,Q3,Yes,3,Yes,California,No,No,No,8,633.3,0,390.8,0.0,1024.1,No,Yes,90063
68,21,22.74,,No,,42,0,Los Angeles,5140,Two Year,United States,4918-FYJNT,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.044271, -118.185237",34.044271,-118.185237,Yes,90.45,Yes,0,4,,Yes,No,No,Bank Withdrawal,Yes,55668,Yes,Q3,Yes,4,Yes,California,No,No,No,55,5044.8,0,1250.7,12.48,6283.02,No,Yes,90063
40,24,13.58,Dissatisfaction,Yes,Service dissatisfaction,65,1,Los Angeles,5020,Month-to-Month,United States,3891-PUQOD,Churned,Yes,Yes,Female,Yes,DSL,"34.044271, -118.185237",34.044271,-118.185237,No,59.2,No,3,0,,No,No,No,Bank Withdrawal,Yes,55668,No,Q3,No,1,No,California,Yes,Yes,No,1,59.2,0,13.58,0.0,72.78,No,Yes,90063
28,41,43.77,,No,,42,0,Los Angeles,5845,One Year,United States,0052-DCKON,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.044271, -118.185237",34.044271,-118.185237,Yes,115.8,Yes,0,9,,Yes,Yes,No,Bank Withdrawal,Yes,55668,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,66,7942.15,0,2888.82,0.0,10830.97,Yes,Yes,90063
49,53,0.0,,No,,47,0,Los Angeles,5498,Two Year,United States,3704-IEAXF,Stayed,Yes,No,Female,Yes,DSL,"34.044271, -118.185237",34.044271,-118.185237,Yes,53.65,No,3,9,,Yes,No,No,Credit Card,No,55668,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,3784.0,0,0.0,0.0,3784.0,No,Yes,90063
71,52,11.33,Competitor,Yes,Competitor made better offer,81,1,Los Angeles,3179,Month-to-Month,United States,1658-BYGOY,Churned,Yes,No,Male,Yes,Fiber Optic,"34.108833, -118.229715",34.108833,-118.229715,No,95.45,Yes,3,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,47534,No,Q3,No,2,Yes,California,Yes,Yes,Yes,18,1752.55,0,203.94,45.61,1910.88,No,Yes,90065
74,25,46.65,,No,,74,0,Los Angeles,2868,Two Year,United States,4854-CIDCF,Joined,No,Yes,Female,Yes,Fiber Optic,"34.108833, -118.229715",34.108833,-118.229715,No,73.85,No,0,0,,No,No,No,Bank Withdrawal,Yes,47534,No,Q3,No,4,Yes,California,No,No,No,3,196.4,0,139.95,0.0,336.35,No,Yes,90065
76,22,3.66,,No,,32,0,Los Angeles,4745,Month-to-Month,United States,9699-UBQFS,Stayed,No,No,Female,Yes,Fiber Optic,"34.108833, -118.229715",34.108833,-118.229715,Yes,94.5,Yes,0,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,47534,No,Q3,Yes,3,Yes,California,No,No,Yes,43,4156.8,0,157.38,0.0,4314.18,No,Yes,90065
34,0,44.01,,No,,36,0,Los Angeles,3632,Month-to-Month,United States,3623-FQBOX,Stayed,No,No,Male,No,,"34.108833, -118.229715",34.108833,-118.229715,No,19.95,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,47534,No,Q3,No,5,No,California,No,No,No,21,416.4,0,924.21,0.0,1340.61,No,No,90065
41,4,36.33,,No,,74,0,Los Angeles,5882,Month-to-Month,United States,0674-EYYZV,Joined,No,No,Female,Yes,DSL,"34.108833, -118.229715",34.108833,-118.229715,No,54.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,47534,No,Q3,No,3,No,California,No,No,Yes,1,54.65,0,36.33,0.0,90.98,No,Yes,90065
78,12,19.76,Dissatisfaction,Yes,Limited range of services,88,1,Inglewood,5337,Month-to-Month,United States,4598-XLKNJ,Churned,Yes,Yes,Female,Yes,Fiber Optic,"33.936291, -118.332639",33.936291,-118.332639,Yes,98.5,No,1,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,27778,No,Q3,Yes,2,Yes,California,Yes,No,Yes,25,2514.5,0,494.0,13.43,2995.07,No,Yes,90303
79,0,19.03,,No,,70,0,Inglewood,5295,Two Year,United States,6925-BAYGL,Stayed,No,No,Female,No,,"33.936291, -118.332639",33.936291,-118.332639,Yes,25.1,Yes,0,1,,No,No,No,Credit Card,Yes,27778,No,Q3,Yes,3,Yes,California,No,No,No,53,1275.6,0,1008.59,0.0,2284.19,No,No,90303
70,0,8.48,,No,,21,0,Inglewood,5079,Two Year,United States,2452-MRMZF,Stayed,No,No,Female,No,,"33.936291, -118.332639",33.936291,-118.332639,Yes,25.7,Yes,0,9,,No,No,Yes,Credit Card,Yes,27778,No,Q3,Yes,3,Yes,California,No,No,No,72,1937.4,0,610.56,0.0,2547.96,No,No,90303
40,27,28.65,Attitude,Yes,Attitude of support person,90,1,Inglewood,5463,Month-to-Month,United States,9436-ZBZCT,Churned,No,No,Male,Yes,Cable,"33.936291, -118.332639",33.936291,-118.332639,No,89.95,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,27778,Yes,Q3,No,2,No,California,No,No,Yes,14,1178.4,0,401.1,0.0,1579.5,No,Yes,90303
31,0,3.05,,No,,40,0,Inglewood,4344,Month-to-Month,United States,9618-LFJRU,Stayed,No,No,Female,No,,"33.936291, -118.332639",33.936291,-118.332639,No,20.45,No,0,0,,No,No,No,Credit Card,Yes,27778,No,Q3,No,5,No,California,No,No,No,4,82.85,0,12.2,0.0,95.05,No,No,90303
80,14,6.33,Price,Yes,Extra data charges,67,1,Whittier,2793,Month-to-Month,United States,4846-WHAFZ,Churned,Yes,No,Female,Yes,Fiber Optic,"33.972119, -118.020188",33.972119,-118.020188,Yes,76.5,Yes,1,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,26265,No,Q3,Yes,2,Yes,California,No,No,No,37,2868.15,0,234.21,0.0,3102.36,No,Yes,90602
42,9,29.11,Competitor,Yes,Competitor had better devices,92,1,Whittier,2220,Month-to-Month,United States,1602-IJQQE,Churned,No,No,Female,Yes,Fiber Optic,"33.972119, -118.020188",33.972119,-118.020188,No,75.35,Yes,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,26265,No,Q3,No,1,No,California,No,No,No,4,338.1,0,116.44,0.0,454.54,No,Yes,90602
35,18,37.95,,No,,55,0,Whittier,4761,One Year,United States,0409-WTMPL,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.972119, -118.020188",33.972119,-118.020188,Yes,110.65,Yes,0,8,Offer B,Yes,Yes,Yes,Credit Card,Yes,26265,No,Q3,Yes,3,No,California,Yes,Yes,Yes,58,6526.65,0,2201.1,0.0,8727.75,No,Yes,90602
24,59,31.86,,No,,21,0,Whittier,3135,Month-to-Month,United States,3272-VUHPV,Stayed,Yes,No,Female,Yes,Cable,"33.972119, -118.020188",33.972119,-118.020188,Yes,56.3,No,1,10,,Yes,No,No,Bank Withdrawal,Yes,26265,Yes,Q3,Yes,5,No,California,No,No,No,8,401.5,30,254.88,0.0,686.38,Yes,No,90602
47,14,16.6,,No,,59,0,Whittier,6366,Two Year,United States,6898-RBTLU,Stayed,Yes,No,Female,Yes,DSL,"33.972119, -118.020188",33.972119,-118.020188,Yes,79.3,Yes,1,9,Offer B,Yes,No,No,Bank Withdrawal,Yes,26265,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,49,3902.45,0,813.4,0.0,4715.85,No,Yes,90602
72,18,3.33,Competitor,Yes,Competitor had better devices,95,1,Pico Rivera,4638,Month-to-Month,United States,4412-YLTKF,Churned,Yes,Yes,Female,Yes,Fiber Optic,"33.989524, -118.089299",33.989524,-118.089299,No,78.05,Yes,1,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,63288,No,Q3,No,1,Yes,California,No,No,No,27,2135.5,10,89.91,0.0,2235.41,No,No,90660
50,26,46.58,Price,Yes,Extra data charges,67,1,Pico Rivera,3624,Month-to-Month,United States,8182-PNAGI,Churned,No,No,Male,Yes,DSL,"33.989524, -118.089299",33.989524,-118.089299,No,50.25,No,0,0,,No,No,No,Bank Withdrawal,Yes,63288,Yes,Q3,No,1,No,California,No,No,No,12,593.75,120,558.96,0.0,1272.71,No,No,90660
54,0,47.69,,No,,71,0,Pico Rivera,4185,Two Year,United States,6181-AXXYF,Stayed,Yes,No,Male,No,,"33.989524, -118.089299",33.989524,-118.089299,Yes,24.75,Yes,2,3,Offer A,No,No,No,Credit Card,Yes,63288,No,Q3,Yes,4,No,California,No,No,No,72,1859.1,0,3433.68,0.0,5292.78,No,No,90660
38,56,33.74,,No,,61,0,Pico Rivera,4523,One Year,United States,9391-LMANN,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.989524, -118.089299",33.989524,-118.089299,No,95.95,No,3,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,63288,No,Q3,No,3,No,California,Yes,Yes,No,53,5036.9,0,1788.22,0.0,6825.12,No,Yes,90660
38,0,18.0,,No,,47,0,Pico Rivera,3243,One Year,United States,8779-YIQQA,Stayed,Yes,No,Male,No,,"33.989524, -118.089299",33.989524,-118.089299,Yes,19.8,No,1,10,,No,No,No,Credit Card,Yes,63288,No,Q3,Yes,3,No,California,No,No,No,21,350.1,0,378.0,0.0,728.1,No,No,90660
76,30,15.28,Other,Yes,Don't know,76,1,Los Alamitos,3964,Month-to-Month,United States,0390-DCFDQ,Churned,Yes,No,Female,Yes,Fiber Optic,"33.79499, -118.065591",33.79499,-118.065591,Yes,70.45,No,2,1,Offer E,No,No,Yes,Mailed Check,Yes,21343,No,Q3,Yes,2,Yes,California,No,No,No,1,70.45,0,15.28,0.0,85.73,No,Yes,90720
68,18,15.15,,No,,53,0,Los Alamitos,4332,One Year,United States,5996-NRVXR,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.79499, -118.065591",33.79499,-118.065591,Yes,98.15,No,0,2,,Yes,Yes,Yes,Credit Card,Yes,21343,Yes,Q3,Yes,3,Yes,California,No,No,Yes,40,4116.8,0,606.0,27.89,4694.91,No,Yes,90720
60,20,44.87,,No,,21,0,Los Alamitos,2059,One Year,United States,2348-KCJLT,Stayed,No,Yes,Female,Yes,Cable,"33.79499, -118.065591",33.79499,-118.065591,Yes,61.5,No,0,8,Offer B,Yes,Yes,Yes,Credit Card,Yes,21343,No,Q3,Yes,3,No,California,No,No,No,44,2722.2,150,1974.28,0.0,4846.48,No,No,90720
48,5,33.6,,No,,39,0,Los Alamitos,4055,One Year,United States,7269-JISCY,Stayed,No,No,Female,Yes,DSL,"33.79499, -118.065591",33.79499,-118.065591,No,45.05,No,0,0,,No,No,No,Bank Withdrawal,Yes,21343,No,Q3,No,3,No,California,No,No,No,55,2462.6,0,1848.0,0.0,4310.6,No,Yes,90720
58,8,0.0,,No,,47,0,Los Alamitos,5509,One Year,United States,5245-VDBUR,Stayed,No,Yes,Female,Yes,DSL,"33.79499, -118.065591",33.79499,-118.065591,Yes,35.45,No,0,4,,No,Yes,No,Credit Card,No,21343,No,Q3,Yes,4,No,California,No,No,No,52,1958.95,0,0.0,0.0,1958.95,No,Yes,90720
66,24,0.0,Dissatisfaction,Yes,Service dissatisfaction,91,1,Sierra Madre,5444,Month-to-Month,United States,3445-HXXGF,Churned,No,Yes,Male,Yes,DSL,"34.168686, -118.057505",34.168686,-118.057505,Yes,45.3,No,0,6,Offer B,Yes,No,Yes,Bank Withdrawal,No,10558,No,Q3,Yes,1,Yes,California,Yes,No,No,58,2651.2,0,0.0,40.95,2610.25,No,Yes,91024
67,7,27.64,,No,,35,0,Sierra Madre,5128,Two Year,United States,4840-ORQXB,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.168686, -118.057505",34.168686,-118.057505,No,104.75,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,10558,No,Q3,No,3,Yes,California,Yes,No,Yes,56,5841.35,0,1547.84,36.52,7352.67,No,Yes,91024
69,29,24.62,,No,,54,0,Sierra Madre,6488,Two Year,United States,6120-RJKLU,Stayed,No,Yes,Female,Yes,DSL,"34.168686, -118.057505",34.168686,-118.057505,Yes,79.95,No,0,9,Offer B,No,Yes,Yes,Credit Card,Yes,10558,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,62,4819.75,0,1526.44,0.0,6346.19,No,Yes,91024
27,27,5.69,,No,,40,0,Sierra Madre,4227,Month-to-Month,United States,7554-AKDQF,Stayed,No,No,Female,Yes,DSL,"34.168686, -118.057505",34.168686,-118.057505,Yes,45.65,No,0,9,Offer E,No,No,No,Credit Card,Yes,10558,No,Q3,Yes,4,No,California,No,No,No,6,323.45,0,34.14,0.0,357.59,Yes,Yes,91024
25,0,4.57,,No,,46,0,Sierra Madre,5306,Two Year,United States,7267-FRMJW,Stayed,Yes,No,Female,No,,"34.168686, -118.057505",34.168686,-118.057505,Yes,20.1,No,3,1,Offer C,No,No,No,Credit Card,Yes,10558,No,Q3,Yes,3,No,California,No,No,No,25,486.05,0,114.25,0.0,600.3,Yes,No,91024
70,19,44.07,Dissatisfaction,Yes,Limited range of services,91,1,Pasadena,5717,Month-to-Month,United States,2656-FMOKZ,Churned,Yes,No,Female,Yes,Fiber Optic,"34.139402, -118.128658",34.139402,-118.128658,No,74.45,Yes,2,0,Offer D,No,No,Yes,Mailed Check,Yes,23742,No,Q3,No,2,Yes,California,No,No,No,15,1145.7,0,661.05,0.0,1806.75,No,Yes,91106
20,0,27.64,,No,,55,0,Pasadena,3756,One Year,United States,1839-UMACK,Stayed,No,No,Male,No,,"34.139402, -118.128658",34.139402,-118.128658,No,25.05,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,23742,No,Q3,No,5,No,California,No,No,No,42,949.85,0,1160.88,0.0,2110.73,Yes,No,91106
30,0,3.51,,No,,39,0,Pasadena,4442,Two Year,United States,6060-QBMGV,Stayed,No,No,Male,No,,"34.139402, -118.128658",34.139402,-118.128658,Yes,19.85,No,0,9,Offer A,No,No,No,Credit Card,Yes,23742,No,Q3,Yes,5,No,California,No,No,No,70,1433.8,0,245.7,45.47,1634.03,No,No,91106
42,26,37.03,,No,,62,0,Pasadena,4756,One Year,United States,3850-OKINF,Stayed,Yes,No,Male,Yes,DSL,"34.139402, -118.128658",34.139402,-118.128658,Yes,66.2,Yes,3,0,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,23742,No,Q3,No,3,No,California,No,No,Yes,71,4692.55,0,2629.13,0.0,7321.68,No,Yes,91106
62,0,11.86,,No,,46,0,Pasadena,3612,Month-to-Month,United States,9546-KDTRB,Stayed,No,No,Female,No,,"34.139402, -118.128658",34.139402,-118.128658,No,24.7,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,23742,No,Q3,No,5,No,California,No,No,No,19,465.85,0,225.34,1.65,689.54,No,No,91106
77,18,26.95,Price,Yes,Lack of affordable download/upload speed,81,1,Pasadena,4419,Month-to-Month,United States,2070-FNEXE,Churned,Yes,No,Female,Yes,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,No,76.45,No,2,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,32369,No,Q3,No,2,Yes,California,No,No,No,7,503.6,0,188.65,11.05,681.2,No,No,91107
70,11,49.76,Competitor,Yes,Competitor offered higher download speeds,80,1,Pasadena,2104,Month-to-Month,United States,6892-XPFPU,Churned,No,Yes,Male,Yes,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,Yes,104.25,Yes,0,3,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,32369,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,24,2433.9,0,1194.24,0.0,3628.14,No,Yes,91107
44,11,7.82,Competitor,Yes,Competitor offered more data,87,1,Pasadena,4495,Two Year,United States,3090-HAWSU,Churned,No,Yes,Male,Yes,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,No,111.6,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,32369,Yes,Q3,No,1,No,California,Yes,Yes,Yes,61,6876.05,0,477.02,0.0,7353.07,No,Yes,91107
64,7,11.58,,No,,40,0,Pasadena,5514,Month-to-Month,United States,3030-YDNRM,Stayed,No,No,Male,Yes,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,No,74.85,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,32369,No,Q3,No,4,No,California,No,No,No,8,572.45,0,92.64,0.0,665.09,No,Yes,91107
24,51,16.25,,No,,60,0,Pasadena,4288,Month-to-Month,United States,7339-POGZN,Stayed,No,No,Female,Yes,DSL,"34.159007, -118.087353",34.159007,-118.087353,No,50.7,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,32369,No,Q3,No,4,No,California,No,No,No,4,214.55,0,65.0,39.92,239.63,Yes,Yes,91107
78,29,11.59,Dissatisfaction,Yes,Product dissatisfaction,85,1,North Hollywood,5980,Month-to-Month,United States,0094-OIFMO,Churned,Yes,No,Female,Yes,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,No,95.0,No,1,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,57146,No,Q3,No,1,Yes,California,Yes,No,Yes,11,1120.3,120,127.49,0.0,1367.79,No,No,91605
75,12,36.36,Other,Yes,Moved,88,1,North Hollywood,2960,Month-to-Month,United States,1624-NALOJ,Churned,No,No,Male,Yes,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,No,89.8,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,57146,No,Q3,No,1,Yes,California,Yes,No,No,5,502.6,0,181.8,0.0,684.4,No,Yes,91605
30,0,16.66,Attitude,Yes,Attitude of support person,90,1,North Hollywood,3753,Month-to-Month,United States,6770-XUAGN,Churned,No,No,Female,No,,"34.207295, -118.400022",34.207295,-118.400022,Yes,21.0,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,57146,No,Q3,Yes,2,No,California,No,No,No,1,21.0,0,16.66,0.0,37.66,No,No,91605
39,12,39.58,Dissatisfaction,Yes,Lack of self-service on Website,91,1,North Hollywood,5438,Month-to-Month,United States,1902-XBTFB,Churned,No,Yes,Male,Yes,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,No,89.4,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,57146,No,Q3,No,2,No,California,No,No,Yes,22,2001.5,0,870.76,0.0,2872.26,No,Yes,91605
56,10,5.1,Price,Yes,Price too high,93,1,North Hollywood,5571,Month-to-Month,United States,6618-RYATB,Churned,No,Yes,Female,Yes,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,No,79.55,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,57146,No,Q3,No,2,No,California,No,No,No,1,79.55,0,5.1,0.0,84.65,No,Yes,91605
62,57,0.0,,No,,70,0,North Hollywood,5138,One Year,United States,1301-LOPVR,Stayed,Yes,Yes,Male,Yes,DSL,"34.207295, -118.400022",34.207295,-118.400022,Yes,55.35,No,3,6,,Yes,Yes,Yes,Credit Card,No,57146,Yes,Q3,Yes,3,No,California,Yes,Yes,No,29,1636.95,0,0.0,0.0,1636.95,No,Yes,91605
65,29,29.11,Competitor,Yes,Competitor had better devices,86,1,Covina,4616,Month-to-Month,United States,9947-OTFQU,Churned,No,No,Male,Yes,Fiber Optic,"34.097345, -117.906736",34.097345,-117.906736,No,74.4,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,33817,No,Q3,No,1,Yes,California,No,No,No,15,1074.3,0,436.65,0.0,1510.95,No,Yes,91722
20,52,21.72,Other,Yes,Deceased,94,1,Covina,3108,Month-to-Month,United States,7594-RQHXR,Churned,No,No,Female,Yes,Fiber Optic,"34.097345, -117.906736",34.097345,-117.906736,No,79.6,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,33817,No,Q3,No,2,No,California,Yes,Yes,No,1,79.6,0,21.72,0.0,101.32,Yes,Yes,91722
49,21,34.98,,No,,23,0,Covina,5687,Month-to-Month,United States,8563-OYMQY,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.097345, -117.906736",34.097345,-117.906736,No,90.95,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,33817,No,Q3,No,5,No,California,Yes,Yes,No,17,1612.2,0,594.66,0.0,2206.86,No,Yes,91722
44,17,25.04,,No,,56,0,Covina,2584,Month-to-Month,United States,0734-OXWBT,Joined,Yes,No,Male,Yes,Cable,"34.097345, -117.906736",34.097345,-117.906736,No,70.7,No,1,0,Offer E,No,No,No,Credit Card,Yes,33817,Yes,Q3,No,3,No,California,Yes,Yes,Yes,3,225.65,0,75.12,0.0,300.77,No,Yes,91722
55,20,39.32,,No,,36,0,Covina,5034,One Year,United States,8738-JOKAR,Stayed,No,No,Female,Yes,Cable,"34.097345, -117.906736",34.097345,-117.906736,No,67.7,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,33817,Yes,Q3,No,4,No,California,Yes,Yes,No,42,2882.25,0,1651.44,0.0,4533.69,No,Yes,91722
77,12,0.0,Dissatisfaction,Yes,Limited range of services,65,1,El Monte,5828,Month-to-Month,United States,9514-JDSKI,Churned,No,No,Male,Yes,DSL,"34.074492, -118.01462",34.074492,-118.01462,Yes,40.2,No,0,1,Offer E,Yes,No,No,Bank Withdrawal,No,62660,No,Q3,Yes,2,Yes,California,No,No,Yes,1,40.2,0,0.0,0.0,40.2,No,Yes,91732
21,51,25.41,Attitude,Yes,Attitude of support person,96,1,El Monte,4830,Month-to-Month,United States,3143-ILDAL,Churned,No,No,Male,Yes,Fiber Optic,"34.074492, -118.01462",34.074492,-118.01462,No,94.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,62660,Yes,Q3,No,3,No,California,Yes,Yes,No,56,5124.6,0,1422.96,0.0,6547.56,Yes,Yes,91732
22,59,24.04,Dissatisfaction,Yes,Lack of self-service on Website,83,1,El Monte,4437,Month-to-Month,United States,0402-CQAJN,Churned,No,Yes,Female,Yes,Fiber Optic,"34.074492, -118.01462",34.074492,-118.01462,No,101.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,62660,No,Q3,No,3,No,California,Yes,Yes,Yes,37,3545.35,0,889.48,0.0,4434.83,Yes,Yes,91732
53,0,1.57,,No,,43,0,El Monte,3461,One Year,United States,0895-LNKRC,Stayed,Yes,No,Male,No,,"34.074492, -118.01462",34.074492,-118.01462,Yes,19.45,No,3,10,Offer E,No,No,No,Credit Card,Yes,62660,No,Q3,Yes,4,No,California,No,No,No,6,113.5,0,9.42,0.0,122.92,No,No,91732
29,69,42.64,,No,,26,0,El Monte,5723,Month-to-Month,United States,6502-KUGLL,Stayed,Yes,No,Female,Yes,DSL,"34.074492, -118.01462",34.074492,-118.01462,Yes,59.45,No,2,4,Offer D,Yes,Yes,No,Bank Withdrawal,Yes,62660,Yes,Q3,Yes,3,No,California,No,No,No,14,780.85,0,596.96,0.0,1377.81,Yes,Yes,91732
67,28,0.0,Price,Yes,Long distance charges,96,1,La Puente,2314,Month-to-Month,United States,7273-TEFQD,Churned,No,Yes,Male,Yes,DSL,"34.038983, -117.991372",34.038983,-117.991372,No,41.15,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,30802,No,Q3,No,2,Yes,California,Yes,Yes,No,3,132.2,0,0.0,0.0,132.2,No,Yes,91746
31,22,0.0,Dissatisfaction,Yes,Product dissatisfaction,90,1,La Puente,5995,One Year,United States,3034-ZBEQN,Churned,No,Yes,Female,Yes,DSL,"34.038983, -117.991372",34.038983,-117.991372,Yes,34.7,No,0,1,,Yes,No,No,Mailed Check,No,30802,No,Q3,Yes,2,No,California,No,No,No,48,1604.5,0,0.0,0.0,1604.5,No,Yes,91746
54,26,5.43,Attitude,Yes,Attitude of support person,78,1,La Puente,5347,Month-to-Month,United States,1195-OIYEJ,Churned,No,No,Male,Yes,Fiber Optic,"34.038983, -117.991372",34.038983,-117.991372,No,91.1,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,30802,No,Q3,No,2,No,California,Yes,Yes,Yes,13,1135.7,80,70.59,0.0,1286.29,No,No,91746
64,0,27.4,,No,,59,0,La Puente,3093,One Year,United States,0129-QMPDR,Stayed,No,No,Male,No,,"34.038983, -117.991372",34.038983,-117.991372,Yes,20.5,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,30802,No,Q3,Yes,3,No,California,No,No,No,44,865.05,0,1205.6,0.0,2070.65,No,No,91746
33,28,9.21,,No,,23,0,La Puente,4616,One Year,United States,7820-ZYGNY,Stayed,No,No,Male,Yes,Fiber Optic,"34.038983, -117.991372",34.038983,-117.991372,No,90.45,Yes,0,0,,Yes,No,No,Credit Card,Yes,30802,No,Q3,No,3,No,California,Yes,Yes,No,63,5825.5,100,580.23,0.0,6505.73,No,No,91746
68,11,32.68,Competitor,Yes,Competitor had better devices,84,1,Rowland Heights,2494,Month-to-Month,United States,3606-TWKGI,Churned,No,Yes,Male,Yes,Cable,"33.976753, -117.897367",33.976753,-117.897367,No,106.9,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,46342,No,Q3,No,1,Yes,California,Yes,No,Yes,13,1364.3,10,424.84,0.0,1799.14,No,No,91748
61,3,43.03,Competitor,Yes,Competitor had better devices,93,1,Rowland Heights,5355,Month-to-Month,United States,4317-VTEOA,Churned,No,No,Male,Yes,DSL,"33.976753, -117.897367",33.976753,-117.897367,No,50.75,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,46342,No,Q3,No,2,No,California,No,No,No,1,50.75,0,43.03,0.0,93.78,No,Yes,91748
60,26,42.04,Attitude,Yes,Attitude of service provider,92,1,Rowland Heights,2761,One Year,United States,5906-CVLHP,Churned,No,No,Female,Yes,Cable,"33.976753, -117.897367",33.976753,-117.897367,Yes,54.15,No,0,1,,Yes,No,Yes,Credit Card,Yes,46342,Yes,Q3,Yes,2,No,California,No,No,No,45,2319.8,0,1891.8,0.0,4211.6,No,Yes,91748
59,6,27.68,,No,,35,0,Rowland Heights,6153,One Year,United States,7188-CBBBA,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.976753, -117.897367",33.976753,-117.897367,No,95.5,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,46342,No,Q3,No,5,No,California,No,No,Yes,65,6153.85,80,1799.2,0.0,8033.05,No,No,91748
51,0,17.01,,No,,78,0,Rowland Heights,5594,Month-to-Month,United States,5018-HEKFO,Stayed,No,No,Female,No,,"33.976753, -117.897367",33.976753,-117.897367,No,24.5,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,46342,No,Q3,No,3,No,California,No,No,No,10,270.15,0,170.1,0.0,440.25,No,No,91748
68,9,9.43,Competitor,Yes,Competitor had better devices,81,1,Ontario,3810,Month-to-Month,United States,4385-GZQXV,Churned,No,No,Female,Yes,Fiber Optic,"34.074087, -117.605618",34.074087,-117.605618,No,94.45,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,49474,Yes,Q3,No,1,Yes,California,Yes,Yes,Yes,16,1511.2,0,150.88,0.0,1662.08,No,Yes,91764
58,25,47.92,Competitor,Yes,Competitor had better devices,82,1,Ontario,2898,Month-to-Month,United States,2990-HWIML,Churned,No,No,Female,Yes,Fiber Optic,"34.074087, -117.605618",34.074087,-117.605618,No,89.5,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,49474,No,Q3,No,1,No,California,Yes,Yes,Yes,6,573.3,0,287.52,0.0,860.82,No,Yes,91764
55,76,25.87,,No,,75,0,Ontario,3192,Month-to-Month,United States,8201-AAXCB,Stayed,Yes,No,Male,Yes,Cable,"34.074087, -117.605618",34.074087,-117.605618,Yes,60.35,Yes,3,1,,No,No,No,Bank Withdrawal,Yes,49474,No,Q3,Yes,4,No,California,No,No,Yes,25,1404.65,10,646.75,0.0,2061.4,No,No,91764
30,0,29.86,,No,,40,0,Ontario,2183,Month-to-Month,United States,4634-JLRJT,Joined,No,No,Female,No,,"34.074087, -117.605618",34.074087,-117.605618,No,20.35,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,49474,No,Q3,No,4,No,California,No,No,No,1,20.35,0,29.86,0.0,50.21,No,No,91764
50,0,33.9,,No,,40,0,Ontario,5209,Month-to-Month,United States,8044-BGWPI,Stayed,Yes,No,Male,No,,"34.074087, -117.605618",34.074087,-117.605618,Yes,21.15,No,2,8,Offer D,No,No,Yes,Bank Withdrawal,Yes,49474,No,Q3,Yes,4,No,California,No,No,No,12,306.05,0,406.8,0.0,712.85,No,No,91764
66,7,1.78,Dissatisfaction,Yes,Poor expertise of online support,80,1,Alpine,4345,Month-to-Month,United States,3488-PGMQJ,Churned,No,No,Male,Yes,Fiber Optic,"32.827184, -116.703729",32.827184,-116.703729,No,74.5,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,16486,No,Q3,No,2,Yes,California,No,No,No,8,606.55,0,14.24,0.0,620.79,No,Yes,91901
43,22,36.99,Competitor,Yes,Competitor offered higher download speeds,78,1,Alpine,4689,Month-to-Month,United States,6128-CZOMY,Churned,No,No,Female,Yes,Cable,"32.827184, -116.703729",32.827184,-116.703729,No,45.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,16486,No,Q3,No,2,No,California,No,No,No,1,45.65,0,36.99,0.0,82.64,No,Yes,91901
55,9,34.48,Attitude,Yes,Attitude of service provider,76,1,Alpine,3238,Month-to-Month,United States,3085-QUOZK,Churned,No,No,Female,Yes,Cable,"32.827184, -116.703729",32.827184,-116.703729,No,43.95,No,0,0,Offer E,No,No,No,Credit Card,Yes,16486,No,Q3,No,3,No,California,No,No,No,1,43.95,0,34.48,0.0,78.43,No,Yes,91901
46,11,18.05,,No,,36,0,Alpine,5342,One Year,United States,4890-VMUAV,Stayed,No,Yes,Male,Yes,DSL,"32.827184, -116.703729",32.827184,-116.703729,No,71.5,Yes,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,16486,Yes,Q3,No,3,No,California,No,No,No,63,4576.3,70,1137.15,0.0,5783.45,No,No,91901
42,8,13.82,,No,,32,0,Alpine,5470,Month-to-Month,United States,6233-HXJMX,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.827184, -116.703729",32.827184,-116.703729,No,89.3,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,16486,No,Q3,No,3,No,California,Yes,Yes,No,45,4192.15,0,621.9,0.0,4814.05,No,Yes,91901
69,15,30.87,Competitor,Yes,Competitor made better offer,91,1,San Diego,2018,Month-to-Month,United States,7534-BFESC,Churned,No,No,Male,Yes,Fiber Optic,"32.85723, -117.209754",32.85723,-117.209774,No,76.1,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,2,Yes,California,No,No,No,24,1712.7,0,740.88,0.0,2453.58,No,Yes,92122
74,2,31.61,Competitor,Yes,Competitor made better offer,85,1,San Diego,3677,Month-to-Month,United States,8098-LLAZX,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209756",32.85723,-117.209774,No,95.45,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,3,Yes,California,Yes,No,Yes,4,396.1,0,126.44,0.0,522.54,No,Yes,92122
76,10,47.34,Attitude,Yes,Attitude of support person,69,1,San Diego,4105,Month-to-Month,United States,0265-EDXBD,Churned,No,No,Male,Yes,Fiber Optic,"32.85723, -117.209757",32.85723,-117.209774,Yes,74.9,Yes,0,2,Offer C,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,Yes,2,Yes,California,No,No,No,32,2303.35,0,1514.88,0.0,3818.23,No,Yes,92122
77,12,16.1,Competitor,Yes,Competitor made better offer,73,1,San Diego,2212,Month-to-Month,United States,2840-XANRC,Churned,No,Yes,Male,Yes,Cable,"32.85723, -117.209760",32.85723,-117.209774,Yes,93.15,No,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,Yes,2,Yes,California,Yes,Yes,Yes,24,2231.05,0,386.4,0.0,2617.45,No,Yes,92122
70,5,12.08,Competitor,Yes,Competitor made better offer,83,1,San Diego,4149,One Year,United States,5020-ZSTTY,Churned,No,No,Female,Yes,DSL,"32.85723, -117.209761",32.85723,-117.209774,No,82.45,Yes,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,34902,Yes,Q3,No,1,Yes,California,Yes,Yes,Yes,54,4350.1,0,652.32,0.0,5002.42,No,Yes,92122
74,10,13.17,Other,Yes,Don't know,73,1,San Diego,2671,Month-to-Month,United States,5804-LEPIM,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209762",32.85723,-117.209774,No,70.35,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,3,Yes,California,No,No,No,2,139.05,0,26.34,0.0,165.39,No,Yes,92122
77,8,0.0,Competitor,Yes,Competitor made better offer,90,1,San Diego,4778,Month-to-Month,United States,0623-IIHUG,Churned,No,No,Female,Yes,Cable,"32.85723, -117.209770",32.85723,-117.209774,No,41.9,No,0,0,,No,Yes,Yes,Bank Withdrawal,No,34902,No,Q3,No,1,Yes,California,No,No,Yes,21,840.1,0,0.0,0.0,840.1,No,Yes,92122
71,13,0.0,Competitor,Yes,Competitor made better offer,91,1,San Diego,2927,Month-to-Month,United States,9057-MSWCO,Churned,No,No,Male,Yes,Cable,"32.85723, -117.209772",32.85723,-117.209774,Yes,30.75,No,0,0,,No,Yes,No,Credit Card,No,34902,No,Q3,No,1,Yes,California,No,No,No,27,805.1,140,0.0,0.0,945.1,No,No,92122
79,0,29.54,Competitor,Yes,Competitor made better offer,80,1,San Diego,5888,Month-to-Month,United States,4895-TMWIR,Churned,No,No,Male,No,,"32.85723, -117.209778",32.85723,-117.209774,Yes,19.95,No,0,1,,No,No,No,Mailed Check,Yes,34902,No,Q3,Yes,1,Yes,California,No,No,No,11,214.75,0,324.94,0.0,539.69,No,No,92122
66,27,42.82,Competitor,Yes,Competitor made better offer,91,1,San Diego,5502,Month-to-Month,United States,0533-BNWKF,Churned,No,Yes,Female,Yes,Fiber Optic,"32.85723, -117.209779",32.85723,-117.209774,Yes,85.45,Yes,0,2,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,Yes,1,Yes,California,No,No,No,55,4874.7,90,2355.1,0.0,7319.8,No,No,92122
77,14,9.22,Competitor,Yes,Competitor made better offer,73,1,San Diego,2818,Month-to-Month,United States,0334-GDDSO,Churned,No,No,Male,Yes,Fiber Optic,"32.85723, -117.209784",32.85723,-117.209774,No,81.35,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,1,Yes,California,No,No,No,3,233.7,0,27.66,0.0,261.36,No,Yes,92122
68,11,47.28,Competitor,Yes,Competitor made better offer,91,1,San Diego,4287,Month-to-Month,United States,4795-KTRTH,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209774",32.85723,-117.209774,Yes,81.0,Yes,0,1,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,Yes,1,Yes,California,No,No,No,5,371.65,10,236.4,40.64,577.41,No,No,92122
34,17,49.58,Competitor,Yes,Competitor made better offer,83,1,San Diego,4061,Month-to-Month,United States,3580-REOAC,Churned,No,No,Male,Yes,DSL,"32.85723, -117.209753",32.85723,-117.209774,No,44.85,No,0,0,,No,No,Yes,Credit Card,Yes,34902,No,Q3,No,2,No,California,No,No,No,10,435.4,0,495.8,0.0,931.2,No,Yes,92122
21,52,6.19,Competitor,Yes,Competitor made better offer,80,1,San Diego,2565,Month-to-Month,United States,6390-DSAZX,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209755",32.85723,-117.209774,No,73.6,No,0,0,,No,Yes,Yes,Credit Card,Yes,34902,No,Q3,No,1,No,California,No,Yes,No,1,73.6,0,6.19,0.0,79.79,Yes,Yes,92122
30,52,5.78,Competitor,Yes,Competitor made better offer,69,1,San Diego,5715,Month-to-Month,United States,7563-BIUPC,Churned,No,No,Male,Yes,Fiber Optic,"32.85723, -117.209758",32.85723,-117.209774,No,80.6,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,2,No,California,No,No,Yes,5,415.55,40,28.9,36.44,448.01,No,No,92122
55,19,42.14,Other,Yes,Don't know,81,1,San Diego,2071,One Year,United States,2321-OMBXY,Churned,No,No,Female,Yes,DSL,"32.85723, -117.209759",32.85723,-117.209774,Yes,80.3,No,0,1,Offer C,Yes,Yes,No,Credit Card,Yes,34902,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,38,3058.65,0,1601.32,0.0,4659.97,No,Yes,92122
29,26,28.62,Competitor,Yes,Competitor made better offer,67,1,San Diego,2473,Month-to-Month,United States,0122-OAHPZ,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209763",32.85723,-117.209774,No,73.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,3,No,California,No,Yes,No,7,511.25,0,200.34,13.03,698.56,Yes,Yes,92122
54,20,5.32,Competitor,Yes,Competitor made better offer,92,1,San Diego,2683,Month-to-Month,United States,2868-SNELZ,Churned,No,Yes,Female,Yes,Fiber Optic,"32.85723, -117.209764",32.85723,-117.209774,No,80.6,Yes,0,0,,No,No,No,Credit Card,Yes,34902,No,Q3,No,1,No,California,No,No,No,2,155.8,0,10.64,0.0,166.44,No,Yes,92122
63,18,29.18,Competitor,Yes,Competitor made better offer,81,1,San Diego,4903,One Year,United States,4322-RCYMT,Churned,No,Yes,Male,Yes,DSL,"32.85723, -117.209765",32.85723,-117.209774,Yes,75.8,Yes,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,34902,Yes,Q3,Yes,3,No,California,Yes,Yes,No,68,5293.95,90,1984.24,0.0,7368.19,No,No,92122
24,59,12.88,Competitor,Yes,Competitor made better offer,91,1,San Diego,5250,Two Year,United States,6680-NENYN,Churned,No,Yes,Female,Yes,Fiber Optic,"32.85723, -117.209766",32.85723,-117.209774,No,104.6,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,1,No,California,Yes,Yes,Yes,43,4759.85,0,553.84,0.0,5313.69,Yes,Yes,92122
61,13,48.95,Competitor,Yes,Competitor made better offer,91,1,San Diego,4352,Month-to-Month,United States,1343-EHPYB,Churned,No,Yes,Male,Yes,Fiber Optic,"32.85723, -117.209767",32.85723,-117.209774,Yes,103.4,Yes,0,2,,Yes,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,Yes,2,No,California,Yes,Yes,Yes,63,6603.0,0,3083.85,0.0,9686.85,No,Yes,92122
47,8,10.53,Other,Yes,Don't know,76,1,San Diego,4157,Month-to-Month,United States,2034-GDRCN,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209768",32.85723,-117.209774,No,90.4,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,3,No,California,Yes,Yes,Yes,2,168.2,0,21.06,0.0,189.26,No,Yes,92122
26,19,28.77,Competitor,Yes,Competitor made better offer,73,1,San Diego,4939,Month-to-Month,United States,0219-YTZUE,Churned,No,Yes,Male,Yes,Fiber Optic,"32.85723, -117.209769",32.85723,-117.209774,Yes,84.8,Yes,0,5,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,Yes,3,No,California,No,Yes,No,4,371.9,0,115.08,0.0,486.98,Yes,Yes,92122
40,11,27.1,Competitor,Yes,Competitor made better offer,85,1,San Diego,3598,Month-to-Month,United States,4572-DVCGN,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209771",32.85723,-117.209774,No,80.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,3,No,California,Yes,Yes,No,10,846.0,0,271.0,0.0,1117.0,No,Yes,92122
54,8,20.86,Competitor,Yes,Competitor made better offer,91,1,San Diego,5383,Month-to-Month,United States,1010-DIAUQ,Churned,No,Yes,Male,Yes,Fiber Optic,"32.85723, -117.209773",32.85723,-117.209774,No,96.5,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,34902,No,Q3,No,3,No,California,Yes,Yes,Yes,5,492.55,0,104.3,0.0,596.85,No,Yes,92122
22,27,40.43,Competitor,Yes,Competitor made better offer,73,1,San Diego,3878,Month-to-Month,United States,0259-GBZSH,Churned,No,No,Male,Yes,Cable,"32.85723, -117.209774",32.85723,-117.209774,No,85.65,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,34902,No,Q3,No,1,No,California,No,Yes,Yes,2,181.5,0,80.86,0.0,262.36,Yes,Yes,92122
48,10,8.91,Competitor,Yes,Competitor made better offer,66,1,San Diego,3642,Month-to-Month,United States,9601-BRXPO,Churned,No,Yes,Female,Yes,Fiber Optic,"32.85723, -117.209775",32.85723,-117.209774,Yes,104.95,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,34902,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,25,2566.5,0,222.75,0.0,2789.25,No,Yes,92122
26,59,14.78,Competitor,Yes,Competitor made better offer,76,1,San Diego,2431,Month-to-Month,United States,6905-NIQIN,Churned,No,No,Male,Yes,DSL,"32.85723, -117.209776",32.85723,-117.209774,No,50.65,No,0,0,Offer E,Yes,No,No,Credit Card,Yes,34902,No,Q3,No,1,No,California,No,Yes,No,1,50.65,0,14.78,0.0,65.43,Yes,Yes,92122
64,24,8.56,Competitor,Yes,Competitor made better offer,81,1,San Diego,3424,Month-to-Month,United States,5167-ZFFMM,Churned,No,No,Male,Yes,Fiber Optic,"32.85723, -117.209777",32.85723,-117.209774,No,90.85,Yes,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,34902,No,Q3,No,3,No,California,Yes,Yes,No,1,90.85,0,8.56,0.0,99.41,No,Yes,92122
63,14,1.55,Competitor,Yes,Competitor made better offer,94,1,San Diego,5795,Month-to-Month,United States,6599-CEBNN,Churned,No,No,Female,Yes,Fiber Optic,"32.85723, -117.209780",32.85723,-117.209774,No,73.95,No,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,34902,No,Q3,No,3,No,California,No,No,No,34,2524.45,0,52.7,0.0,2577.15,No,Yes,92122
30,26,48.8,Competitor,Yes,Competitor made better offer,80,1,San Diego,4020,Month-to-Month,United States,0979-PHULV,Churned,No,Yes,Male,Yes,Fiber Optic,"32.85723, -117.209781",32.85723,-117.209774,Yes,99.45,Yes,0,2,Offer A,No,No,Yes,Credit Card,Yes,34902,No,Q3,Yes,3,No,California,Yes,Yes,Yes,69,7007.6,0,3367.2,0.0,10374.8,No,Yes,92122
59,0,36.63,Competitor,Yes,Competitor made better offer,92,1,San Diego,3351,Month-to-Month,United States,4800-VHZKI,Churned,No,No,Female,No,,"32.85723, -117.209782",32.85723,-117.209774,No,19.9,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,34902,No,Q3,No,3,No,California,No,No,No,1,19.9,0,36.63,0.0,56.53,No,No,92122
52,0,14.17,Competitor,Yes,Competitor made better offer,95,1,San Diego,3448,Month-to-Month,United States,7989-CHGTL,Churned,No,No,Male,No,,"32.85723, -117.209783",32.85723,-117.209774,No,19.6,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,34902,No,Q3,No,1,No,California,No,No,No,1,19.6,0,14.17,0.0,33.77,No,No,92122
54,0,8.56,,No,,54,0,San Diego,4454,Month-to-Month,United States,9753-OYLBX,Joined,No,No,Female,No,,"32.85723, -117.209774",32.85723,-117.209774,No,20.5,No,0,0,,No,No,No,Credit Card,Yes,34902,No,Q3,No,5,No,California,No,No,No,1,20.5,0,8.56,0.0,29.06,No,No,92122
24,0,12.85,,No,,38,0,San Diego,5045,Two Year,United States,1270-XKUCC,Stayed,Yes,No,Female,No,,"32.85723, -117.209774",32.85723,-117.209774,Yes,19.7,No,1,1,,No,No,No,Credit Card,Yes,34902,No,Q3,Yes,3,No,California,No,No,No,30,599.25,0,385.5,49.79,934.96,Yes,No,92122
64,17,0.0,,No,,80,0,San Diego,4276,Month-to-Month,United States,5351-QESIO,Joined,Yes,No,Male,Yes,Cable,"32.85723, -117.209774",32.85723,-117.209774,No,24.2,No,2,0,Offer E,No,No,No,Mailed Check,No,34902,No,Q3,No,5,No,California,No,No,No,1,24.2,0,0.0,0.0,24.2,No,Yes,92122
80,17,35.09,Dissatisfaction,Yes,Network reliability,67,1,Thermal,4902,Month-to-Month,United States,5564-NEMQO,Churned,No,Yes,Female,Yes,Fiber Optic,"33.53604, -116.119222",33.53604,-116.119222,No,75.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,17018,No,Q3,No,2,Yes,California,No,No,No,1,75.3,20,35.09,0.0,130.39,No,No,92274
53,27,11.4,,No,,58,0,Thermal,4803,Two Year,United States,3392-EHMNK,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.53604, -116.119222",33.53604,-116.119222,Yes,94.1,Yes,3,1,Offer A,Yes,No,No,Credit Card,Yes,17018,Yes,Q3,Yes,4,No,California,No,No,Yes,67,6302.8,0,763.8,0.0,7066.6,No,Yes,92274
39,0,14.6,,No,,71,0,Thermal,2047,Month-to-Month,United States,7010-ZMVBF,Stayed,Yes,No,Female,No,,"33.53604, -116.119222",33.53604,-116.119222,Yes,20.45,No,2,8,,No,No,No,Credit Card,Yes,17018,No,Q3,Yes,4,No,California,No,No,No,18,357.0,0,262.8,0.0,619.8,No,No,92274
64,21,40.99,,No,,65,0,Thermal,4645,Month-to-Month,United States,0550-DCXLH,Stayed,No,No,Male,Yes,DSL,"33.53604, -116.119222",33.53604,-116.119222,No,73.35,No,0,0,,Yes,No,No,Mailed Check,Yes,17018,Yes,Q3,No,4,No,California,Yes,Yes,Yes,13,931.55,0,532.87,49.02,1415.4,No,Yes,92274
77,26,0.0,Dissatisfaction,Yes,Limited range of services,89,1,Riverside,4099,Month-to-Month,United States,6235-VDHOM,Churned,No,No,Female,Yes,DSL,"34.004379, -117.447864",34.004379,-117.447864,No,28.45,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,No,63999,No,Q3,No,2,Yes,California,No,No,No,5,131.05,0,0.0,0.0,131.05,No,Yes,92509
76,22,12.46,Dissatisfaction,Yes,Network reliability,67,1,Riverside,5948,Month-to-Month,United States,2506-TNFCO,Churned,No,No,Female,Yes,Fiber Optic,"34.004379, -117.447864",34.004379,-117.447864,Yes,69.55,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,63999,No,Q3,Yes,2,Yes,California,No,No,No,1,69.55,0,12.46,0.0,82.01,No,Yes,92509
46,9,49.05,,No,,69,0,Riverside,4649,Month-to-Month,United States,5628-FCGYG,Stayed,No,No,Male,Yes,Fiber Optic,"34.004379, -117.447864",34.004379,-117.447864,No,84.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,63999,No,Q3,No,4,No,California,Yes,Yes,No,21,1737.45,0,1030.05,0.0,2767.5,No,Yes,92509
55,0,25.99,,No,,38,0,Riverside,5650,Month-to-Month,United States,7698-YFGEZ,Joined,No,No,Male,No,,"34.004379, -117.447864",34.004379,-117.447864,No,20.0,No,0,0,Offer E,No,No,No,Credit Card,Yes,63999,No,Q3,No,4,No,California,No,No,No,1,20.0,0,25.99,0.0,45.99,No,No,92509
77,12,48.73,Competitor,Yes,Competitor had better devices,87,1,Hemet,2666,Month-to-Month,United States,5609-CEBID,Churned,No,Yes,Female,Yes,Fiber Optic,"33.644585, -116.871544",33.644585,-116.871544,No,94.1,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,39264,No,Q3,No,1,Yes,California,Yes,No,No,20,1782.4,80,974.6,0.0,2837.0,No,No,92544
31,21,29.4,,No,,33,0,Hemet,4640,One Year,United States,1784-EZDKJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.644585, -116.871544",33.644585,-116.871544,Yes,106.8,Yes,0,3,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,39264,No,Q3,Yes,3,No,California,Yes,Yes,Yes,51,5498.8,140,1499.4,0.0,7138.2,No,No,92544
24,0,21.72,,No,,29,0,Hemet,5249,One Year,United States,9602-WCXPI,Stayed,No,No,Male,No,,"33.644585, -116.871544",33.644585,-116.871544,No,20.15,No,0,0,,No,No,No,Credit Card,Yes,39264,No,Q3,No,5,No,California,No,No,No,50,989.05,0,1086.0,0.0,2075.05,Yes,No,92544
45,18,23.18,,No,,47,0,Hemet,5172,Two Year,United States,1221-GHZEP,Stayed,No,No,Female,Yes,DSL,"33.644585, -116.871544",33.644585,-116.871544,No,65.1,No,0,0,,No,Yes,Yes,Credit Card,Yes,39264,Yes,Q3,No,3,No,California,Yes,Yes,No,62,3846.75,0,1437.16,0.0,5283.91,No,Yes,92544
72,22,45.76,Dissatisfaction,Yes,Product dissatisfaction,82,1,Moreno Valley,5273,Month-to-Month,United States,5956-VKDTT,Churned,No,No,Female,Yes,Fiber Optic,"33.970661, -117.255039",33.970661,-117.255039,Yes,74.35,Yes,0,4,Offer E,No,No,Yes,Bank Withdrawal,Yes,46214,No,Q3,Yes,1,Yes,California,No,No,No,5,334.8,0,228.8,0.0,563.6,No,Yes,92557
74,18,32.9,,No,,34,0,Moreno Valley,6084,Two Year,United States,4304-XUMGI,Stayed,Yes,Yes,Male,Yes,DSL,"33.970661, -117.255039",33.970661,-117.255039,Yes,75.15,Yes,2,3,,Yes,Yes,Yes,Bank Withdrawal,Yes,46214,No,Q3,Yes,4,Yes,California,Yes,Yes,No,50,3822.45,0,1645.0,0.0,5467.45,No,Yes,92557
31,16,28.92,Attitude,Yes,Attitude of support person,91,1,Moreno Valley,3109,Month-to-Month,United States,6437-UKHMV,Churned,No,No,Female,Yes,Fiber Optic,"33.970661, -117.255039",33.970661,-117.255039,No,79.7,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,46214,No,Q3,No,2,No,California,No,No,Yes,7,586.05,0,202.44,0.0,788.49,No,Yes,92557
52,19,49.67,,No,,62,0,Moreno Valley,4226,Two Year,United States,5453-YBTWV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.970661, -117.255039",33.970661,-117.255039,Yes,101.1,No,2,10,,Yes,Yes,Yes,Credit Card,Yes,46214,Yes,Q3,Yes,3,No,California,No,No,Yes,70,6994.8,0,3476.9,0.0,10471.7,No,Yes,92557
80,25,7.02,Attitude,Yes,Attitude of support person,91,1,Perris,4517,Month-to-Month,United States,0257-ZESQC,Churned,No,No,Female,Yes,Cable,"33.828289, -117.201666",33.828289,-117.201666,Yes,75.2,No,0,2,,No,Yes,Yes,Bank Withdrawal,Yes,26357,No,Q3,Yes,1,Yes,California,No,No,No,27,1929.35,0,189.54,0.0,2118.89,No,Yes,92571
30,51,7.41,,No,,25,0,Perris,4870,One Year,United States,8220-OCUFY,Stayed,No,Yes,Female,Yes,DSL,"33.828289, -117.201666",33.828289,-117.201666,No,60.25,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,26357,Yes,Q3,No,4,No,California,No,No,No,21,1258.35,0,155.61,0.0,1413.96,No,Yes,92571
39,19,41.29,,No,,59,0,Perris,3083,Month-to-Month,United States,6137-NICCO,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.828289, -117.201666",33.828289,-117.201666,Yes,94.05,Yes,2,7,,Yes,No,Yes,Credit Card,Yes,26357,No,Q3,Yes,3,No,California,No,No,Yes,6,518.75,0,247.74,0.0,766.49,No,Yes,92571
44,11,7.34,,No,,46,0,Perris,2196,Month-to-Month,United States,4912-PIGUY,Joined,No,No,Female,Yes,Fiber Optic,"33.828289, -117.201666",33.828289,-117.201666,No,84.6,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,26357,No,Q3,No,3,No,California,No,No,Yes,1,84.6,0,7.34,0.0,91.94,No,No,92571
74,24,48.35,Competitor,Yes,Competitor had better devices,74,1,Anaheim,5808,Month-to-Month,United States,2865-TCHJW,Churned,No,Yes,Female,Yes,Cable,"33.848733, -117.788357",33.848733,-117.788357,No,89.2,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,36301,No,Q3,No,1,Yes,California,No,No,Yes,4,346.2,0,193.4,0.0,539.6,No,Yes,92807
69,20,7.85,,No,,58,0,Anaheim,4768,One Year,United States,3786-WOVKF,Stayed,No,No,Female,Yes,Fiber Optic,"33.848733, -117.788357",33.848733,-117.788357,Yes,106.85,Yes,0,8,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,36301,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,72,7677.4,100,565.2,0.0,8342.6,No,No,92807
53,24,22.86,Competitor,Yes,Competitor offered more data,85,1,Anaheim,2075,Month-to-Month,United States,4614-NUVZD,Churned,No,No,Female,Yes,Fiber Optic,"33.848733, -117.788357",33.848733,-117.788357,No,81.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,36301,No,Q3,No,3,No,California,Yes,Yes,No,1,81.1,0,22.86,0.0,103.96,No,Yes,92807
33,17,13.79,,No,,49,0,Anaheim,3464,Two Year,United States,4500-HKANN,Stayed,No,No,Male,Yes,Cable,"33.848733, -117.788357",33.848733,-117.788357,Yes,59.7,Yes,0,6,,Yes,No,No,Credit Card,Yes,36301,Yes,Q3,Yes,5,No,California,No,No,No,23,1414.2,0,317.17,0.0,1731.37,No,Yes,92807
68,21,45.81,Competitor,Yes,Competitor had better devices,66,1,Brea,4880,Month-to-Month,United States,5192-EBGOV,Churned,No,No,Female,Yes,Fiber Optic,"33.924143, -117.79387",33.924143,-117.79387,No,85.7,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1408,No,Q3,No,1,Yes,California,No,No,Yes,1,85.7,0,45.81,0.0,131.51,No,Yes,92823
39,28,41.23,Competitor,Yes,Competitor offered more data,68,1,Brea,4183,Two Year,United States,6804-GDMOI,Churned,No,Yes,Female,Yes,Fiber Optic,"33.924143, -117.79387",33.924143,-117.79387,No,106.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1408,Yes,Q3,No,3,No,California,Yes,Yes,Yes,61,6428.4,0,2515.03,0.0,8943.43,No,Yes,92823
25,27,0.0,,No,,49,0,Brea,2068,One Year,United States,2212-LYASK,Stayed,No,Yes,Male,Yes,DSL,"33.924143, -117.79387",33.924143,-117.79387,Yes,45.85,No,0,3,,Yes,No,Yes,Credit Card,No,1408,No,Q3,Yes,4,No,California,Yes,Yes,No,27,1246.4,30,0.0,0.0,1276.4,Yes,No,92823
44,0,45.03,,No,,66,0,Brea,2823,One Year,United States,2592-HODOV,Stayed,No,No,Male,No,,"33.924143, -117.79387",33.924143,-117.79387,No,19.3,No,0,0,Offer D,No,No,No,Credit Card,Yes,1408,No,Q3,No,4,No,California,No,No,No,13,259.65,0,585.39,35.28,809.76,No,No,92823
78,28,18.39,Attitude,Yes,Attitude of support person,91,1,Yorba Linda,4196,Month-to-Month,United States,3419-SNJJD,Churned,No,Yes,Female,Yes,Fiber Optic,"33.884073, -117.732197",33.884073,-117.732197,Yes,105.25,Yes,0,3,Offer B,No,Yes,No,Bank Withdrawal,Yes,20893,No,Q3,Yes,1,Yes,California,Yes,No,Yes,65,6786.4,0,1195.35,0.0,7981.75,No,Yes,92887
46,30,0.0,Dissatisfaction,Yes,Lack of self-service on Website,66,1,Yorba Linda,2601,Month-to-Month,United States,5087-SUURX,Churned,No,Yes,Female,Yes,Cable,"33.884073, -117.732197",33.884073,-117.732197,Yes,39.05,No,0,1,,No,No,Yes,Bank Withdrawal,No,20893,No,Q3,Yes,3,No,California,No,No,Yes,18,669.85,0,0.0,0.0,669.85,No,Yes,92887
19,41,28.42,,No,,40,0,Yorba Linda,5224,Month-to-Month,United States,3126-WQMGH,Stayed,No,No,Female,Yes,DSL,"33.884073, -117.732197",33.884073,-117.732197,Yes,52.15,Yes,0,6,,No,No,Yes,Credit Card,Yes,20893,No,Q3,Yes,4,No,California,No,Yes,No,49,2583.75,50,1392.58,0.0,4026.33,Yes,No,92887
38,0,13.72,,No,,71,0,Yorba Linda,6251,Two Year,United States,8749-TZYEC,Stayed,No,No,Male,No,,"33.884073, -117.732197",33.884073,-117.732197,Yes,24.8,Yes,0,1,,No,No,No,Credit Card,Yes,20893,No,Q3,Yes,3,No,California,No,No,No,72,1874.3,0,987.84,16.26,2845.88,No,No,92887
75,14,22.92,Competitor,Yes,Competitor made better offer,96,1,Summerland,5059,Month-to-Month,United States,4554-YGZIH,Churned,No,No,Male,Yes,Fiber Optic,"34.420998, -119.60137",34.420998,-119.60137,Yes,90.05,Yes,0,3,Offer B,Yes,No,No,Credit Card,Yes,576,No,Q3,Yes,2,Yes,California,Yes,No,No,49,4547.25,0,1123.08,0.0,5670.33,No,Yes,93067
48,30,47.45,Competitor,Yes,Competitor had better devices,73,1,Summerland,4722,Month-to-Month,United States,9578-VRMNM,Churned,No,Yes,Female,Yes,DSL,"34.420998, -119.60137",34.420998,-119.60137,No,65.2,Yes,0,0,,No,No,Yes,Credit Card,Yes,576,No,Q3,No,1,No,California,Yes,Yes,No,16,1043.35,0,759.2,0.0,1802.55,No,Yes,93067
61,0,49.2,Dissatisfaction,Yes,Service dissatisfaction,91,1,Summerland,4266,Month-to-Month,United States,4667-OHGKG,Churned,No,No,Male,No,,"34.420998, -119.60137",34.420998,-119.60137,No,19.3,No,0,0,,No,No,Yes,Credit Card,Yes,576,No,Q3,No,3,No,California,No,No,No,1,19.3,0,49.2,0.0,68.5,No,No,93067
37,0,24.89,,No,,66,0,Summerland,4194,Month-to-Month,United States,5396-IZEPB,Stayed,No,No,Male,No,,"34.420998, -119.60137",34.420998,-119.60137,No,19.7,No,0,0,Offer E,No,No,No,Credit Card,Yes,576,No,Q3,No,4,No,California,No,No,No,9,180.7,0,224.01,0.0,404.71,No,No,93067
77,5,14.52,Competitor,Yes,Competitor made better offer,65,1,Santa Barbara,2728,Month-to-Month,United States,5099-BAILX,Churned,No,Yes,Male,Yes,Fiber Optic,"34.419203, -119.710008",34.419203,-119.710008,Yes,110.75,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,31727,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,43,4687.9,0,624.36,0.0,5312.26,No,Yes,93101
79,25,28.86,Competitor,Yes,Competitor had better devices,96,1,Santa Barbara,4479,Month-to-Month,United States,1587-FKLZB,Churned,No,Yes,Male,Yes,Fiber Optic,"34.419203, -119.710008",34.419203,-119.710008,Yes,99.5,Yes,0,1,Offer A,No,No,Yes,Credit Card,Yes,31727,No,Q3,Yes,1,Yes,California,Yes,No,Yes,66,6822.15,0,1904.76,0.0,8726.91,No,Yes,93101
52,57,0.0,,No,,38,0,Santa Barbara,2876,One Year,United States,1729-VLAZJ,Stayed,Yes,No,Female,Yes,DSL,"34.419203, -119.710008",34.419203,-119.710008,No,40.25,No,5,0,Offer D,Yes,Yes,No,Credit Card,No,31727,Yes,Q3,No,3,No,California,No,No,No,10,411.45,30,0.0,17.96,423.49,No,No,93101
36,0,20.18,,No,,38,0,Santa Barbara,5606,One Year,United States,1998-VHJHK,Stayed,No,No,Female,No,,"34.419203, -119.710008",34.419203,-119.710008,No,19.15,No,0,0,,No,No,No,Credit Card,Yes,31727,No,Q3,No,5,No,California,No,No,No,27,501.35,0,544.86,0.0,1046.21,No,No,93101
80,12,48.8,Competitor,Yes,Competitor offered higher download speeds,91,1,Alpaugh,6268,One Year,United States,4913-EHYUI,Churned,No,Yes,Male,Yes,Fiber Optic,"35.869626, -119.498771",35.869626,-119.498771,Yes,104.55,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,1054,No,Q3,No,1,Yes,California,Yes,No,Yes,56,5794.65,0,2732.8,0.0,8527.45,No,Yes,93201
42,8,0.0,Attitude,Yes,Attitude of support person,86,1,Alpaugh,2655,Month-to-Month,United States,7470-MCQTK,Churned,No,Yes,Female,Yes,DSL,"35.869626, -119.498771",35.869626,-119.498771,Yes,48.75,No,0,1,,No,No,Yes,Bank Withdrawal,No,1054,No,Q3,Yes,2,No,California,Yes,Yes,Yes,13,633.4,0,0.0,0.0,633.4,No,Yes,93201
47,11,4.02,Competitor,Yes,Competitor had better devices,87,1,Alpaugh,4895,Month-to-Month,United States,6959-UWKHF,Churned,No,No,Male,Yes,Cable,"35.869626, -119.498771",35.869626,-119.498771,No,42.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1054,No,Q3,No,1,No,California,No,No,No,1,42.9,0,4.02,0.0,46.92,No,Yes,93201
30,30,34.91,,No,,78,0,Alpaugh,3585,Month-to-Month,United States,0027-KWYKW,Stayed,Yes,No,Female,Yes,Fiber Optic,"35.869626, -119.498771",35.869626,-119.498771,Yes,83.75,Yes,2,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,1054,No,Q3,Yes,4,No,California,No,No,Yes,23,1849.95,0,802.93,0.0,2652.88,No,Yes,93201
75,10,5.31,Competitor,Yes,Competitor had better devices,84,1,Camp Nelson,5604,Month-to-Month,United States,1626-ERCMM,Churned,No,No,Male,Yes,Fiber Optic,"36.057458, -118.591951",36.057458,-118.591951,Yes,94.55,Yes,0,7,,No,No,Yes,Bank Withdrawal,Yes,191,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,20,1899.65,0,106.2,0.0,2005.85,No,Yes,93208
21,71,2.18,Competitor,Yes,Competitor had better devices,90,1,Camp Nelson,6189,One Year,United States,3870-MQAMG,Churned,No,Yes,Female,Yes,Fiber Optic,"36.057458, -118.591951",36.057458,-118.591951,Yes,110.35,Yes,0,1,Offer B,Yes,No,No,Bank Withdrawal,Yes,191,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,54,5893.15,0,117.72,0.0,6010.87,Yes,Yes,93208
25,30,17.51,,No,,79,0,Camp Nelson,3425,Month-to-Month,United States,4495-LHSSK,Stayed,Yes,No,Female,Yes,DSL,"36.057458, -118.591951",36.057458,-118.591951,No,57.65,Yes,2,0,Offer D,No,Yes,No,Credit Card,Yes,191,No,Q3,No,3,No,California,No,No,No,18,992.7,0,315.18,0.0,1307.88,Yes,Yes,93208
36,30,0.0,,No,,78,0,Camp Nelson,5691,One Year,United States,2877-VDUER,Stayed,Yes,No,Female,Yes,DSL,"36.057458, -118.591951",36.057458,-118.591951,Yes,40.9,No,1,6,,No,No,No,Credit Card,No,191,Yes,Q3,Yes,3,No,California,No,No,Yes,35,1383.6,0,0.0,0.0,1383.6,No,Yes,93208
69,19,47.47,Attitude,Yes,Attitude of support person,80,1,Delano,2065,Month-to-Month,United States,5644-PDMZC,Churned,No,No,Female,Yes,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,No,89.5,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,37280,No,Q3,No,2,Yes,California,Yes,Yes,No,2,161.5,0,94.94,0.0,256.44,No,Yes,93215
24,47,6.36,Attitude,Yes,Attitude of service provider,71,1,Delano,4736,One Year,United States,4800-CZMPC,Churned,No,No,Female,Yes,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,Yes,103.25,Yes,0,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,37280,No,Q3,Yes,1,No,California,Yes,Yes,Yes,48,5037.55,0,305.28,0.0,5342.83,Yes,Yes,93215
19,82,10.05,,No,,28,0,Delano,5430,Two Year,United States,9861-PDSZP,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,No,108.05,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,37280,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,7806.6,0,723.6,0.0,8530.2,Yes,Yes,93215
26,52,35.88,,No,,56,0,Delano,5420,Month-to-Month,United States,9432-VOFYX,Stayed,No,No,Male,Yes,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,No,70.8,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,37280,No,Q3,No,5,No,California,No,No,No,17,1207.0,0,609.96,0.0,1816.96,Yes,Yes,93215
74,0,27.95,Attitude,Yes,Attitude of support person,83,1,Fellows,5432,Month-to-Month,United States,4160-AMJTL,Churned,No,No,Female,No,,"35.215731, -119.57013",35.215731,-119.57013,No,19.65,No,0,0,,No,No,No,Bank Withdrawal,Yes,626,No,Q3,No,2,Yes,California,No,No,No,8,164.3,0,223.6,0.0,387.9,No,No,93224
32,30,17.96,Other,Yes,Don't know,77,1,Fellows,3226,Month-to-Month,United States,4652-NNHNY,Churned,No,No,Male,Yes,Fiber Optic,"35.215731, -119.57013",35.215731,-119.57013,Yes,73.85,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,626,No,Q3,Yes,1,No,California,No,No,No,16,1284.2,0,287.36,0.0,1571.56,No,Yes,93224
30,85,47.51,Attitude,Yes,Attitude of service provider,79,1,Fellows,5948,Month-to-Month,United States,1320-HTRDR,Churned,No,No,Female,Yes,Fiber Optic,"35.215731, -119.57013",35.215731,-119.57013,No,75.5,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,626,No,Q3,No,2,No,California,No,No,No,3,220.6,0,142.53,0.0,363.13,No,Yes,93224
53,21,34.76,,No,,40,0,Fellows,4764,Month-to-Month,United States,7245-NIIWQ,Joined,No,No,Female,Yes,Fiber Optic,"35.215731, -119.57013",35.215731,-119.57013,No,69.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,626,No,Q3,No,5,No,California,No,No,No,3,199.85,0,104.28,0.0,304.13,No,Yes,93224
76,18,0.0,Competitor,Yes,Competitor made better offer,90,1,Temecula,5597,Month-to-Month,United States,0823-HSCDJ,Churned,No,No,Male,Yes,DSL,"33.507255, -117.029473",33.507255,-117.029473,No,49.15,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,46171,No,Q3,No,2,Yes,California,Yes,Yes,Yes,52,2550.9,30,0.0,0.0,2580.9,No,No,92592
65,3,44.13,Competitor,Yes,Competitor made better offer,70,1,Temecula,2596,Month-to-Month,United States,2774-LVQUS,Churned,No,Yes,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,83.05,Yes,0,2,,No,No,Yes,Bank Withdrawal,Yes,46171,Yes,Q3,Yes,3,Yes,California,No,No,No,15,1258.3,110,661.95,0.0,2030.25,No,No,92592
79,9,21.15,Competitor,Yes,Competitor made better offer,73,1,Temecula,4819,Month-to-Month,United States,4094-NSEDU,Churned,No,No,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,94.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,No,2,Yes,California,Yes,No,Yes,21,1973.75,0,444.15,0.0,2417.9,No,Yes,92592
80,25,33.63,Competitor,Yes,Competitor made better offer,90,1,Temecula,2673,One Year,United States,6946-LMSQS,Churned,No,No,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,89.05,Yes,0,3,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,46171,No,Q3,Yes,1,Yes,California,Yes,No,No,25,2177.45,0,840.75,0.0,3018.2,No,Yes,92592
75,21,4.21,,No,,61,0,Temecula,5295,One Year,United States,8406-LNMHF,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,82.95,No,0,10,,Yes,Yes,Yes,Credit Card,Yes,46171,No,Q3,Yes,4,Yes,California,No,No,No,59,4903.15,0,248.39,0.0,5151.54,No,Yes,92592
23,58,32.86,Competitor,Yes,Competitor made better offer,78,1,Temecula,4838,Month-to-Month,United States,3276-HDUEG,Churned,No,No,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,75.05,Yes,0,0,Offer E,No,No,Yes,Mailed Check,Yes,46171,No,Q3,No,2,No,California,No,No,No,1,75.05,0,32.86,0.0,107.91,Yes,Yes,92592
24,41,41.8,Competitor,Yes,Competitor made better offer,76,1,Temecula,4161,One Year,United States,2037-XJFUP,Churned,No,Yes,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,95.8,No,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,Yes,2,No,California,Yes,Yes,Yes,33,3036.75,60,1379.4,0.0,4476.15,Yes,No,92592
42,14,41.18,Competitor,Yes,Competitor made better offer,90,1,Temecula,3051,Month-to-Month,United States,7314-OXENN,Churned,No,No,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,82.0,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,No,3,No,California,No,No,No,2,184.65,0,82.36,0.0,267.01,No,Yes,92592
62,10,32.12,Competitor,Yes,Competitor made better offer,74,1,Temecula,5056,Month-to-Month,United States,7548-SEPYI,Churned,No,No,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,96.25,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,No,2,No,California,Yes,Yes,Yes,5,512.45,0,160.6,0.0,673.05,No,Yes,92592
24,52,31.34,Competitor,Yes,Competitor made better offer,80,1,Temecula,3555,Month-to-Month,United States,5960-WPXQM,Churned,No,No,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,79.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,No,1,No,California,No,Yes,Yes,1,79.05,0,31.34,0.0,110.39,Yes,Yes,92592
31,9,0.0,Competitor,Yes,Competitor made better offer,70,1,Temecula,4909,Month-to-Month,United States,5261-QSHQM,Churned,No,No,Female,Yes,DSL,"33.507255, -117.029473",33.507255,-117.029473,No,24.45,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,46171,No,Q3,No,1,No,California,No,No,No,4,86.6,0,0.0,0.0,86.6,No,Yes,92592
47,4,7.39,Competitor,Yes,Competitor made better offer,73,1,Temecula,4554,Month-to-Month,United States,1731-TVIUK,Churned,No,No,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,93.5,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,46171,Yes,Q3,No,2,No,California,Yes,Yes,No,4,362.2,0,29.56,0.0,391.76,No,Yes,92592
64,19,2.03,Competitor,Yes,Competitor made better offer,91,1,Temecula,5764,Month-to-Month,United States,2873-ZLIWT,Churned,No,Yes,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,84.85,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,46171,Yes,Q3,Yes,2,No,California,No,No,No,40,3303.05,0,81.2,0.0,3384.25,No,Yes,92592
49,17,19.8,Other,Yes,Don't know,76,1,Temecula,3378,One Year,United States,0628-CNQRM,Churned,No,Yes,Male,Yes,Cable,"33.507255, -117.029473",33.507255,-117.029473,Yes,67.5,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,46171,Yes,Q3,Yes,1,No,California,No,No,Yes,22,1544.05,0,435.6,0.0,1979.65,No,Yes,92592
25,59,14.19,Competitor,Yes,Competitor made better offer,79,1,Temecula,2412,Month-to-Month,United States,7665-TOALD,Churned,No,No,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,69.6,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,No,1,No,California,No,Yes,No,1,69.6,0,14.19,0.0,83.79,Yes,Yes,92592
38,4,19.41,Competitor,Yes,Competitor made better offer,79,1,Temecula,4398,Month-to-Month,United States,5536-SLHPM,Churned,No,Yes,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,77.75,Yes,0,5,,No,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,Yes,2,No,California,No,No,No,55,4458.15,0,1067.55,0.0,5525.7,No,Yes,92592
28,41,17.02,Competitor,Yes,Competitor made better offer,65,1,Temecula,2110,Month-to-Month,United States,6821-BUXUX,Churned,No,No,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,96.65,Yes,0,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,46171,No,Q3,No,1,No,California,No,No,Yes,13,1244.5,0,221.26,0.0,1465.76,Yes,Yes,92592
52,28,34.74,Competitor,Yes,Competitor made better offer,83,1,Temecula,4811,Month-to-Month,United States,9801-GDWGV,Churned,No,Yes,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,103.45,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,No,2,No,California,Yes,Yes,Yes,39,3994.45,0,1354.86,0.0,5349.31,No,Yes,92592
23,27,44.56,Competitor,Yes,Competitor made better offer,66,1,Temecula,3389,Month-to-Month,United States,0231-LXVAP,Churned,No,No,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,75.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,46171,Yes,Q3,No,3,No,California,No,No,No,1,75.9,0,44.56,0.0,120.46,Yes,Yes,92592
32,18,11.57,,No,,76,0,Temecula,6016,One Year,United States,5968-XQIVE,Stayed,No,No,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,89.7,Yes,0,2,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,Yes,3,No,California,No,No,Yes,72,6588.95,0,833.04,0.0,7421.99,No,Yes,92592
30,69,43.75,,No,,49,0,Temecula,5653,One Year,United States,3571-DPYUH,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,94.7,Yes,3,1,Offer B,Yes,No,Yes,Credit Card,Yes,46171,Yes,Q3,Yes,4,No,California,No,No,Yes,58,5430.35,0,2537.5,0.0,7967.85,No,Yes,92592
19,53,4.65,,No,,29,0,Temecula,5361,Month-to-Month,United States,0139-IVFJG,Joined,No,No,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,90.35,No,0,10,,Yes,Yes,No,Bank Withdrawal,Yes,46171,No,Q3,Yes,3,No,California,No,No,Yes,2,190.5,0,9.3,0.0,199.8,Yes,Yes,92592
44,0,4.72,,No,,68,0,Temecula,2325,One Year,United States,9805-FILKB,Stayed,No,No,Male,No,,"33.507255, -117.029473",33.507255,-117.029473,Yes,20.2,No,0,6,,No,No,Yes,Bank Withdrawal,Yes,46171,No,Q3,Yes,3,No,California,No,No,No,46,845.6,0,217.12,0.0,1062.72,No,No,92592
54,0,37.97,,No,,47,0,Temecula,2575,One Year,United States,7311-MQJCH,Stayed,No,No,Female,No,,"33.507255, -117.029473",33.507255,-117.029473,No,19.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,46171,No,Q3,No,4,No,California,No,No,No,5,99.6,0,189.85,0.0,289.45,No,No,92592
21,82,11.85,,No,,46,0,Temecula,4807,One Year,United States,2266-SJNAT,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,109.15,Yes,0,2,Offer A,Yes,No,No,Credit Card,Yes,46171,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7789.6,0,853.2,0.0,8642.8,Yes,Yes,92592
48,23,0.0,,No,,38,0,Temecula,5977,Month-to-Month,United States,1049-FYSYG,Stayed,No,Yes,Female,Yes,DSL,"33.507255, -117.029473",33.507255,-117.029473,Yes,35.65,No,0,5,Offer D,Yes,No,Yes,Credit Card,No,46171,No,Q3,Yes,3,No,California,No,No,No,17,646.05,0,0.0,0.0,646.05,No,Yes,92592
47,10,5.39,,No,,69,0,Temecula,3953,Month-to-Month,United States,0432-CAJZV,Joined,No,No,Male,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,No,90.7,No,0,0,,No,No,No,Credit Card,Yes,46171,No,Q3,No,4,No,California,Yes,Yes,Yes,3,237.65,0,16.17,0.0,253.82,No,Yes,92592
41,23,28.54,,No,,64,0,Temecula,5979,Two Year,United States,6297-NOOPG,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,Yes,110.5,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,46171,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,7752.05,0,1997.8,0.0,9749.85,No,Yes,92592
31,0,4.72,,No,,75,0,Temecula,4260,Two Year,United States,7167-PCEYD,Stayed,No,No,Male,No,,"33.507255, -117.029473",33.507255,-117.029473,No,19.8,No,0,0,,No,No,Yes,Credit Card,Yes,46171,No,Q3,No,3,No,California,No,No,No,67,1311.3,0,316.24,0.0,1627.54,No,No,92592
43,0,16.84,,No,,54,0,Temecula,6342,Two Year,United States,4817-KEQSP,Stayed,Yes,No,Female,No,,"33.507255, -117.029473",33.507255,-117.029473,Yes,19.85,No,2,2,,No,No,No,Bank Withdrawal,Yes,46171,No,Q3,Yes,4,No,California,No,No,No,71,1326.35,0,1195.64,0.0,2521.99,No,No,92592
69,27,43.99,Competitor,Yes,Competitor made better offer,95,1,San Diego,3475,Month-to-Month,United States,0067-DKWBL,Churned,No,No,Male,Yes,DSL,"32.961064, -117.134917",32.961064,-117.134917,No,49.25,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,47224,No,Q3,No,2,Yes,California,No,No,No,2,91.1,0,87.98,0.0,179.08,No,Yes,92129
72,8,27.78,Other,Yes,Poor expertise of online support,91,1,San Diego,4333,Month-to-Month,United States,5244-IRFIH,Churned,No,No,Male,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,Yes,94.5,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,47224,No,Q3,Yes,3,Yes,California,Yes,No,Yes,33,3105.55,0,916.74,0.0,4022.29,No,Yes,92129
69,19,45.88,Competitor,Yes,Competitor made better offer,90,1,San Diego,2482,Month-to-Month,United States,2684-EIWEO,Churned,No,Yes,Female,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,No,91.7,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,47224,No,Q3,No,1,Yes,California,No,No,No,30,2758.15,0,1376.4,0.0,4134.55,No,Yes,92129
73,13,44.44,Competitor,Yes,Competitor made better offer,92,1,San Diego,5444,Month-to-Month,United States,6683-VLCTZ,Churned,No,Yes,Male,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,No,98.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,47224,No,Q3,No,3,Yes,California,Yes,No,Yes,20,1842.8,120,888.8,0.0,2851.6,No,No,92129
80,22,5.36,Competitor,Yes,Competitor made better offer,88,1,San Diego,2436,Month-to-Month,United States,4433-JCGCG,Churned,No,Yes,Male,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,Yes,101.0,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,47224,No,Q3,Yes,1,Yes,California,Yes,No,Yes,46,4680.05,0,246.56,0.0,4926.61,No,Yes,92129
63,10,26.52,Competitor,Yes,Competitor made better offer,92,1,San Diego,4965,Month-to-Month,United States,2276-YDAVZ,Churned,No,No,Female,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,No,75.1,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,47224,No,Q3,No,3,No,California,No,No,No,3,270.7,0,79.56,0.0,350.26,No,Yes,92129
23,51,13.54,Competitor,Yes,Competitor made better offer,93,1,San Diego,3273,Month-to-Month,United States,5896-NPFWW,Churned,No,Yes,Male,Yes,Cable,"32.961064, -117.134917",32.961064,-117.134917,Yes,50.15,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,47224,No,Q3,Yes,1,No,California,No,No,No,3,168.15,0,40.62,0.0,208.77,Yes,Yes,92129
54,12,26.81,Competitor,Yes,Competitor made better offer,91,1,San Diego,4535,Month-to-Month,United States,7133-VBDCG,Churned,No,No,Female,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,No,79.85,No,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,47224,No,Q3,No,2,No,California,No,No,No,25,2015.35,0,670.25,0.0,2685.6,No,Yes,92129
27,0,38.44,Competitor,Yes,Competitor made better offer,95,1,San Diego,3556,Month-to-Month,United States,1029-QFBEN,Churned,No,No,Male,No,,"32.961064, -117.134917",32.961064,-117.134917,No,19.55,No,0,0,,No,No,No,Mailed Check,Yes,47224,No,Q3,No,2,No,California,No,No,No,1,19.55,0,38.44,0.0,57.99,Yes,No,92129
48,30,4.14,Competitor,Yes,Competitor made better offer,95,1,San Diego,5640,Month-to-Month,United States,4952-YSOGZ,Churned,No,No,Female,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,Yes,85.95,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,47224,No,Q3,Yes,3,No,California,Yes,Yes,No,4,381.3,0,16.56,0.0,397.86,No,Yes,92129
26,59,36.48,Other,Yes,Don't know,90,1,San Diego,2450,Month-to-Month,United States,1589-AGTLK,Churned,No,No,Male,Yes,DSL,"32.961064, -117.134917",32.961064,-117.134917,No,45.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,47224,No,Q3,No,3,No,California,No,No,No,3,141.5,0,109.44,0.0,250.94,Yes,Yes,92129
29,51,4.48,Competitor,Yes,Competitor made better offer,90,1,San Diego,5269,Month-to-Month,United States,6439-GTPCA,Churned,No,Yes,Female,Yes,Cable,"32.961064, -117.134917",32.961064,-117.134917,No,87.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,47224,Yes,Q3,No,1,No,California,No,No,No,45,3941.7,0,201.6,0.0,4143.3,Yes,Yes,92129
51,13,27.57,Competitor,Yes,Competitor made better offer,93,1,San Diego,3658,Month-to-Month,United States,5138-WVKYJ,Churned,No,No,Male,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,No,98.55,Yes,0,0,Offer D,No,Yes,No,Bank Withdrawal,Yes,47224,No,Q3,No,1,No,California,Yes,Yes,Yes,10,1008.55,0,275.7,0.0,1284.25,No,Yes,92129
31,5,30.75,Competitor,Yes,Competitor made better offer,73,1,San Diego,4394,One Year,United States,6481-OGDOO,Churned,No,No,Male,Yes,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,Yes,90.6,No,0,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,47224,No,Q3,Yes,1,No,California,Yes,Yes,No,67,6056.15,0,2060.25,0.0,8116.4,No,Yes,92129
28,27,9.76,Competitor,Yes,Competitor made better offer,86,1,San Diego,4559,Month-to-Month,United States,8835-VSDSE,Churned,No,No,Female,Yes,Cable,"32.961064, -117.134917",32.961064,-117.134917,Yes,70.7,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,47224,No,Q3,Yes,2,No,California,No,No,No,2,141.45,0,19.52,0.0,160.97,Yes,Yes,92129
23,52,0.0,,No,,48,0,San Diego,2308,One Year,United States,6967-PEJLL,Stayed,Yes,Yes,Male,Yes,Cable,"32.961064, -117.134917",32.961064,-117.134917,Yes,40.2,No,2,7,Offer C,No,Yes,Yes,Bank Withdrawal,No,47224,Yes,Q3,Yes,4,No,California,No,No,No,37,1525.35,0,0.0,0.0,1525.35,Yes,Yes,92129
65,20,2.37,Competitor,Yes,Competitor made better offer,81,1,Biola,2403,One Year,United States,0691-IFBQW,Churned,No,Yes,Female,Yes,Fiber Optic,"36.798882, -120.019511",36.798882,-120.019511,No,110.0,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,807,No,Q3,No,1,Yes,California,Yes,Yes,Yes,46,4874.8,0,109.02,0.0,4983.82,No,Yes,93606
55,12,16.48,Competitor,Yes,Competitor made better offer,82,1,Biola,5003,Month-to-Month,United States,4282-YMKNA,Churned,No,No,Female,Yes,Fiber Optic,"36.798882, -120.019511",36.798882,-120.019511,No,74.75,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,807,No,Q3,No,2,No,California,No,No,No,9,706.6,0,148.32,0.0,854.92,No,Yes,93606
54,18,2.19,Competitor,Yes,Competitor had better devices,76,1,Biola,3670,Month-to-Month,United States,5883-GTGVD,Churned,No,No,Male,Yes,Fiber Optic,"36.798882, -120.019511",36.798882,-120.019511,No,99.95,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,807,No,Q3,No,1,No,California,Yes,Yes,Yes,19,1931.75,0,41.61,0.0,1973.36,No,Yes,93606
38,14,15.84,,No,,71,0,Biola,2845,Month-to-Month,United States,0567-GGCAC,Stayed,No,Yes,Female,Yes,DSL,"36.798882, -120.019511",36.798882,-120.019511,No,61.4,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,807,No,Q3,No,3,No,California,No,No,No,7,438.9,0,110.88,0.0,549.78,No,Yes,93606
74,11,21.91,Competitor,Yes,Competitor made better offer,83,1,Selma,3265,Month-to-Month,United States,3643-AHCFP,Churned,No,No,Male,Yes,Cable,"36.545322, -119.642281",36.545322,-119.642281,Yes,95.6,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,26213,No,Q3,Yes,3,Yes,California,Yes,No,Yes,7,644.35,0,153.37,0.0,797.72,No,Yes,93662
70,5,31.13,Attitude,Yes,Attitude of service provider,82,1,Selma,4741,Month-to-Month,United States,4871-JTKJF,Churned,No,No,Female,Yes,Fiber Optic,"36.545322, -119.642281",36.545322,-119.642281,No,69.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,26213,No,Q3,No,3,Yes,California,No,No,No,1,69.65,0,31.13,0.0,100.78,No,Yes,93662
38,29,30.07,,No,,45,0,Selma,2124,Month-to-Month,United States,7878-JGDKK,Stayed,No,No,Male,Yes,Cable,"36.545322, -119.642281",36.545322,-119.642281,No,44.55,No,0,0,Offer E,No,No,No,Credit Card,Yes,26213,No,Q3,No,3,No,California,No,No,No,4,220.75,0,120.28,0.0,341.03,No,Yes,93662
33,23,0.0,,No,,24,0,Selma,4571,Month-to-Month,United States,4439-YRNVD,Stayed,No,No,Female,Yes,DSL,"36.545322, -119.642281",36.545322,-119.642281,No,36.25,No,0,0,,Yes,No,No,Bank Withdrawal,No,26213,Yes,Q3,No,3,No,California,No,No,No,10,374.0,0,0.0,0.0,374.0,No,Yes,93662
65,18,36.93,Other,Yes,Moved,72,1,Squaw Valley,5301,Month-to-Month,United States,9231-ZJYAM,Churned,No,No,Female,Yes,Fiber Optic,"36.719141, -119.202677",36.719141,-119.202677,No,78.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3146,No,Q3,No,3,Yes,California,No,No,Yes,4,292.8,0,147.72,0.0,440.52,No,Yes,93675
48,23,22.97,Price,Yes,Lack of affordable download/upload speed,95,1,Squaw Valley,4931,Month-to-Month,United States,5597-GLBUC,Churned,No,Yes,Female,Yes,Fiber Optic,"36.719141, -119.202677",36.719141,-119.202677,No,85.45,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,3146,No,Q3,No,2,No,California,No,No,Yes,1,85.45,0,22.97,0.0,108.42,No,Yes,93675
44,19,26.28,,No,,74,0,Squaw Valley,5823,One Year,United States,1174-FGIFN,Stayed,Yes,No,Female,Yes,Fiber Optic,"36.719141, -119.202677",36.719141,-119.202677,Yes,90.45,Yes,1,7,Offer C,No,No,Yes,Bank Withdrawal,Yes,3146,Yes,Q3,Yes,3,No,California,Yes,Yes,No,28,2509.25,0,735.84,0.0,3245.09,No,Yes,93675
27,52,0.0,,No,,35,0,Squaw Valley,2819,Month-to-Month,United States,0980-PVMRC,Stayed,Yes,No,Female,Yes,DSL,"36.719141, -119.202677",36.719141,-119.202677,Yes,50.85,No,3,0,,Yes,No,Yes,Bank Withdrawal,No,3146,No,Q3,No,3,No,California,Yes,Yes,Yes,40,2036.55,0,0.0,0.0,2036.55,Yes,Yes,93675
66,7,37.38,Competitor,Yes,Competitor offered higher download speeds,83,1,Fresno,5679,One Year,United States,0727-BMPLR,Churned,No,Yes,Female,Yes,Fiber Optic,"36.654614, -119.903674",36.654614,-119.903674,No,100.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,35790,No,Q3,No,3,Yes,California,Yes,Yes,Yes,55,5509.3,100,2055.9,0.0,7665.2,No,No,93706
28,71,0.0,Dissatisfaction,Yes,Network reliability,88,1,Fresno,5212,Month-to-Month,United States,9206-GVPEQ,Churned,No,No,Male,Yes,Cable,"36.654614, -119.903674",36.654614,-119.903674,Yes,54.45,No,0,1,,No,Yes,Yes,Bank Withdrawal,No,35790,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,13,706.85,0,0.0,0.0,706.85,Yes,Yes,93706
60,3,15.89,,No,,77,0,Fresno,4520,Month-to-Month,United States,7181-OQCUT,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.654614, -119.903674",36.654614,-119.903674,No,103.85,Yes,0,0,Offer D,No,Yes,No,Credit Card,Yes,35790,No,Q3,No,3,No,California,Yes,Yes,Yes,21,2215.0,0,333.69,0.0,2548.69,No,Yes,93706
37,25,0.0,,No,,48,0,Fresno,3248,Two Year,United States,8571-ZCMCX,Stayed,Yes,Yes,Female,Yes,DSL,"36.654614, -119.903674",36.654614,-119.903674,Yes,60.0,No,2,1,,Yes,Yes,Yes,Credit Card,No,35790,No,Q3,Yes,3,No,California,Yes,Yes,Yes,47,2768.65,0,0.0,0.0,2768.65,No,Yes,93706
71,24,5.37,Competitor,Yes,Competitor had better devices,95,1,Jolon,5849,Month-to-Month,United States,0947-MUGVO,Churned,No,No,Male,Yes,Fiber Optic,"35.930782, -121.189757",35.930782,-121.189757,Yes,73.65,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,254,No,Q3,Yes,1,Yes,California,No,No,No,20,1463.5,0,107.4,0.0,1570.9,No,Yes,93928
72,6,36.36,Dissatisfaction,Yes,Poor expertise of online support,82,1,Jolon,4078,Month-to-Month,United States,8922-LIEGH,Churned,No,No,Female,Yes,Fiber Optic,"35.930782, -121.189757",35.930782,-121.189757,No,89.7,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,254,No,Q3,No,3,Yes,California,Yes,No,No,25,2187.55,0,909.0,23.33,3073.22,No,Yes,93928
79,0,25.89,,No,,78,0,Jolon,3836,One Year,United States,5917-RYRMG,Stayed,No,No,Male,No,,"35.930782, -121.189757",35.930782,-121.189757,No,19.8,No,0,0,,No,No,No,Credit Card,Yes,254,No,Q3,No,4,Yes,California,No,No,No,32,587.7,0,828.48,0.0,1416.18,No,No,93928
47,30,27.75,,No,,28,0,Jolon,5649,Two Year,United States,3197-NNYNB,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.930782, -121.189757",35.930782,-121.189757,No,105.1,Yes,0,0,Offer B,Yes,No,No,Credit Card,Yes,254,No,Q3,No,3,No,California,Yes,Yes,Yes,65,6631.85,0,1803.75,0.0,8435.6,No,Yes,93928
65,15,48.71,Competitor,Yes,Competitor had better devices,70,1,San Francisco,4038,Month-to-Month,United States,0781-LKXBR,Churned,No,Yes,Male,Yes,Fiber Optic,"37.7795, -122.419233",37.7795,-122.419233,No,100.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,28998,No,Q3,No,1,Yes,California,Yes,Yes,Yes,9,918.6,0,438.39,0.0,1356.99,No,Yes,94102
35,17,20.37,,No,,72,0,San Francisco,3666,Month-to-Month,United States,4061-UKJWL,Joined,No,No,Male,Yes,Cable,"37.7795, -122.419233",37.7795,-122.419233,No,45.45,No,0,0,,No,No,No,Credit Card,Yes,28998,No,Q3,No,5,No,California,No,No,No,3,141.7,0,61.11,0.0,202.81,No,Yes,94102
58,52,46.54,,No,,21,0,San Francisco,4412,Month-to-Month,United States,4385-ZKVNW,Stayed,Yes,No,Male,Yes,DSL,"37.7795, -122.419233",37.7795,-122.419233,Yes,54.9,No,3,4,,Yes,No,Yes,Bank Withdrawal,Yes,28998,Yes,Q3,Yes,4,No,California,No,No,No,44,2549.1,130,2047.76,0.0,4726.86,No,No,94102
33,0,4.24,,No,,77,0,San Francisco,2682,Two Year,United States,9631-RXVJM,Stayed,No,No,Male,No,,"37.7795, -122.419233",37.7795,-122.419233,No,19.25,No,0,0,Offer C,No,No,No,Credit Card,Yes,28998,No,Q3,No,4,No,California,No,No,No,35,677.9,0,148.4,0.0,826.3,No,No,94102
69,24,5.46,Competitor,Yes,Competitor had better devices,91,1,San Francisco,3189,Month-to-Month,United States,1907-UBQFC,Churned,No,No,Male,Yes,Fiber Optic,"37.791998, -122.408653",37.791998,-122.408653,No,72.85,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,13723,No,Q3,No,1,Yes,California,No,No,No,10,688.65,30,54.6,0.0,773.25,No,No,94108
42,11,12.24,Competitor,Yes,Competitor offered more data,91,1,San Francisco,3212,Month-to-Month,United States,4228-ZGYUW,Churned,No,No,Male,Yes,Fiber Optic,"37.791998, -122.408653",37.791998,-122.408653,No,90.05,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,13723,No,Q3,No,3,No,California,Yes,Yes,No,4,368.1,30,48.96,0.0,447.06,No,No,94108
33,23,0.0,,No,,30,0,San Francisco,4652,Two Year,United States,0277-ORXQS,Stayed,Yes,No,Male,Yes,Cable,"37.791998, -122.408653",37.791998,-122.408653,Yes,50.55,No,4,9,Offer A,No,No,No,Bank Withdrawal,No,13723,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,66,3364.55,110,0.0,0.0,3474.55,No,No,94108
46,0,35.59,,No,,55,0,San Francisco,4852,Month-to-Month,United States,7526-IVLYU,Joined,No,No,Male,No,,"37.791998, -122.408653",37.791998,-122.408653,No,19.65,No,0,0,,No,No,Yes,Credit Card,Yes,13723,No,Q3,No,5,No,California,No,No,No,3,68.35,0,106.77,0.0,175.12,No,No,94108
75,6,36.92,Price,Yes,Price too high,94,1,San Francisco,4369,Month-to-Month,United States,6513-EECDB,Churned,No,No,Male,Yes,Fiber Optic,"37.758085, -122.434801",37.758085,-122.434801,Yes,73.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,30587,No,Q3,No,2,Yes,California,No,No,No,1,73.55,0,36.92,0.0,110.47,No,Yes,94114
59,16,35.22,Dissatisfaction,Yes,Service dissatisfaction,88,1,San Francisco,4129,Month-to-Month,United States,0407-BDJKB,Churned,No,Yes,Male,Yes,Fiber Optic,"37.758085, -122.434801",37.758085,-122.434801,Yes,95.75,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,30587,No,Q3,Yes,2,No,California,No,No,Yes,60,5742.9,0,2113.2,0.0,7856.1,No,Yes,94114
43,5,8.99,Competitor,Yes,Competitor had better devices,90,1,San Francisco,4126,Month-to-Month,United States,0733-VUNUW,Churned,No,No,Male,Yes,DSL,"37.758085, -122.434801",37.758085,-122.434801,No,55.65,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,30587,No,Q3,No,1,No,California,No,No,No,24,1400.55,60,215.76,0.0,1676.31,No,No,94114
64,23,41.26,,No,,75,0,San Francisco,3345,One Year,United States,5176-LDKUH,Stayed,No,No,Female,Yes,Fiber Optic,"37.758085, -122.434801",37.758085,-122.434801,No,75.15,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,30587,No,Q3,No,4,No,California,No,No,No,48,3772.65,0,1980.48,0.0,5753.13,No,Yes,94114
75,11,41.9,Dissatisfaction,Yes,Product dissatisfaction,91,1,San Francisco,3501,Month-to-Month,United States,7074-IEVOJ,Churned,No,No,Female,Yes,Fiber Optic,"37.820894, -122.369725",37.820894,-122.369725,No,79.4,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1458,No,Q3,No,1,Yes,California,No,No,No,3,205.05,0,125.7,0.0,330.75,No,Yes,94130
70,21,47.95,Other,Yes,Don't know,91,1,San Francisco,4050,Month-to-Month,United States,0354-WYROK,Churned,No,Yes,Female,Yes,Fiber Optic,"37.820894, -122.369725",37.820894,-122.369725,Yes,98.9,No,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,1458,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,31,2911.3,0,1486.45,0.0,4397.75,No,Yes,94130
30,30,38.88,Competitor,Yes,Competitor made better offer,75,1,San Francisco,4509,Month-to-Month,United States,5108-ADXWO,Churned,No,No,Male,Yes,Fiber Optic,"37.820894, -122.369725",37.820894,-122.369725,No,73.5,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,1458,No,Q3,No,1,No,California,No,No,No,11,791.75,0,427.68,0.0,1219.43,No,Yes,94130
40,0,15.33,,No,,68,0,San Francisco,2966,Two Year,United States,2138-VFAPZ,Stayed,Yes,No,Female,No,,"37.820894, -122.369725",37.820894,-122.369725,Yes,19.7,No,1,8,Offer D,No,No,Yes,Credit Card,Yes,1458,No,Q3,Yes,4,No,California,No,No,No,14,263.65,0,214.62,0.0,478.27,No,No,94130
68,17,6.68,Competitor,Yes,Competitor had better devices,83,1,Palo Alto,2467,Month-to-Month,United States,4750-ZRXIU,Churned,No,No,Female,Yes,Cable,"37.386978, -122.177746",37.386978,-122.177746,No,84.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1723,No,Q3,No,1,Yes,California,Yes,No,No,4,360.1,0,26.72,0.0,386.82,No,Yes,94304
65,23,0.0,,No,,27,0,Palo Alto,5546,Month-to-Month,United States,9693-XMUOB,Stayed,No,No,Male,Yes,Cable,"37.386978, -122.177746",37.386978,-122.177746,Yes,50.25,No,0,4,,Yes,No,Yes,Bank Withdrawal,No,1723,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,59,2997.45,0,0.0,0.0,2997.45,No,Yes,94304
52,26,14.26,Price,Yes,Price too high,84,1,Palo Alto,4944,Month-to-Month,United States,6715-OFDBP,Churned,No,Yes,Male,Yes,DSL,"37.386978, -122.177746",37.386978,-122.177746,No,70.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1723,No,Q3,No,1,No,California,Yes,Yes,Yes,5,346.4,0,71.3,0.0,417.7,No,Yes,94304
49,0,41.99,,No,,61,0,Palo Alto,5336,Two Year,United States,9624-EGDEQ,Stayed,No,No,Female,No,,"37.386978, -122.177746",37.386978,-122.177746,No,19.8,No,0,0,,No,No,No,Credit Card,Yes,1723,No,Q3,No,5,No,California,No,No,No,37,813.3,0,1553.63,0.0,2366.93,No,No,94304
71,19,20.83,Other,Yes,Don't know,82,1,Birds Landing,2074,Month-to-Month,United States,7028-DVOIQ,Churned,No,Yes,Male,Yes,Fiber Optic,"38.140719, -121.838298",38.140719,-121.838298,No,99.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,138,No,Q3,No,1,Yes,California,Yes,No,Yes,35,3395.8,120,729.05,0.0,4244.85,No,No,94512
53,23,1.15,,No,,74,0,Birds Landing,2475,Month-to-Month,United States,2262-SLNVK,Joined,No,No,Female,Yes,Fiber Optic,"38.140719, -121.838298",38.140719,-121.838298,No,70.1,No,0,0,,No,No,No,Bank Withdrawal,Yes,138,No,Q3,No,4,No,California,No,No,No,1,70.1,0,1.15,0.0,71.25,No,Yes,94512
54,27,36.88,,No,,27,0,Birds Landing,3367,Month-to-Month,United States,5939-XAIXZ,Stayed,No,Yes,Female,Yes,DSL,"38.140719, -121.838298",38.140719,-121.838298,No,56.1,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,138,No,Q3,No,3,No,California,No,No,No,19,1033.9,0,700.72,0.0,1734.62,No,Yes,94512
25,59,8.39,,No,,20,0,Birds Landing,5980,One Year,United States,9402-CXWPL,Stayed,No,No,Female,Yes,Fiber Optic,"38.140719, -121.838298",38.140719,-121.838298,No,98.9,Yes,0,0,Offer A,Yes,No,No,Bank Withdrawal,Yes,138,No,Q3,No,5,No,California,Yes,Yes,Yes,70,6838.6,0,587.3,0.0,7425.9,Yes,Yes,94512
80,11,26.62,Other,Yes,Don't know,84,1,Byron,5900,Month-to-Month,United States,4208-UFFGW,Churned,No,No,Male,Yes,DSL,"37.83323, -121.601461",37.83323,-121.601461,No,44.95,No,0,0,Offer E,No,No,No,Credit Card,Yes,10153,No,Q3,No,2,Yes,California,No,No,No,2,85.15,0,53.24,0.0,138.39,No,Yes,94514
65,6,16.36,Competitor,Yes,Competitor made better offer,88,1,Byron,5203,Month-to-Month,United States,1965-AKTSX,Churned,No,No,Female,Yes,Fiber Optic,"37.83323, -121.601461",37.83323,-121.601461,No,78.95,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,10153,No,Q3,No,1,Yes,California,No,No,No,14,1101.85,0,229.04,0.0,1330.89,No,Yes,94514
37,12,28.37,Dissatisfaction,Yes,Lack of self-service on Website,91,1,Byron,2651,Month-to-Month,United States,2683-BPJSO,Churned,No,No,Male,Yes,Fiber Optic,"37.83323, -121.601461",37.83323,-121.601461,Yes,84.45,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,10153,No,Q3,No,1,No,California,No,No,No,29,2467.1,0,822.73,0.0,3289.83,No,Yes,94514
48,53,39.37,,No,,74,0,Byron,5129,One Year,United States,1135-HIORI,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.83323, -121.601461",37.83323,-121.601461,Yes,111.45,Yes,3,3,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,10153,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,64,7266.95,0,2519.68,0.0,9786.63,No,Yes,94514
66,27,11.57,Competitor,Yes,Competitor had better devices,74,1,Fremont,5084,Month-to-Month,United States,9889-TMAHG,Churned,No,No,Male,Yes,Fiber Optic,"37.516791, -121.899117",37.516791,-121.899117,No,100.3,No,0,0,,No,Yes,No,Credit Card,Yes,46917,Yes,Q3,No,1,Yes,California,Yes,Yes,Yes,8,832.35,0,92.56,0.0,924.91,No,Yes,94539
24,0,5.36,Price,Yes,Price too high,91,1,Fremont,4205,Month-to-Month,United States,4588-YBNIB,Churned,No,No,Female,No,,"37.516791, -121.899117",37.516791,-121.899117,No,19.6,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,46917,No,Q3,No,2,No,California,No,No,No,1,19.6,0,5.36,0.0,24.96,Yes,No,94539
62,9,12.06,Dissatisfaction,Yes,Product dissatisfaction,91,1,Fremont,2026,Month-to-Month,United States,9170-CCKOU,Churned,No,Yes,Male,Yes,Fiber Optic,"37.516791, -121.899117",37.516791,-121.899117,Yes,90.2,Yes,0,1,Offer D,Yes,Yes,No,Credit Card,Yes,46917,No,Q3,Yes,1,No,California,No,No,No,17,1454.15,0,205.02,0.0,1659.17,No,Yes,94539
20,59,48.91,,No,,54,0,Fremont,2297,One Year,United States,0068-FIGTF,Stayed,No,Yes,Female,Yes,DSL,"37.516791, -121.899117",37.516791,-121.899117,No,78.2,No,0,0,Offer C,Yes,No,No,Credit Card,Yes,46917,Yes,Q3,No,3,No,California,Yes,Yes,Yes,27,2078.95,0,1320.57,0.0,3399.52,Yes,Yes,94539
73,28,0.0,Competitor,Yes,Competitor had better devices,96,1,Livermore,4829,Month-to-Month,United States,8919-FYFQZ,Churned,No,No,Male,Yes,Cable,"37.571748, -121.659562",37.571748,-121.659562,Yes,30.35,No,0,2,,Yes,No,Yes,Bank Withdrawal,No,75929,No,Q3,Yes,1,Yes,California,No,No,No,44,1359.7,0,0.0,0.0,1359.7,No,Yes,94550
68,3,4.76,,No,,25,0,Livermore,4415,Month-to-Month,United States,5828-DWPIL,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.571748, -121.659562",37.571748,-121.659562,Yes,89.1,Yes,0,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,75929,No,Q3,Yes,4,Yes,California,No,No,No,62,5618.3,0,295.12,0.0,5913.42,No,Yes,94550
32,13,37.15,,No,,64,0,Livermore,4449,Month-to-Month,United States,0880-FVFWF,Stayed,No,No,Male,Yes,Fiber Optic,"37.571748, -121.659562",37.571748,-121.659562,No,86.4,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,75929,No,Q3,No,5,No,California,No,No,No,56,4922.4,0,2080.4,0.0,7002.8,No,Yes,94550
40,0,43.19,,No,,77,0,Livermore,5554,Month-to-Month,United States,5955-EPOAZ,Stayed,No,No,Female,No,,"37.571748, -121.659562",37.571748,-121.659562,No,20.95,No,0,0,,No,No,Yes,Credit Card,Yes,75929,No,Q3,No,3,No,California,No,No,No,6,109.5,0,259.14,0.0,368.64,No,No,94550
77,16,7.11,Competitor,Yes,Competitor had better devices,91,1,Napa,5052,One Year,United States,6646-QVXLR,Churned,No,Yes,Male,Yes,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,Yes,103.75,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,63947,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,62,6383.35,0,440.82,0.0,6824.17,No,Yes,94558
73,26,9.28,Dissatisfaction,Yes,Network reliability,86,1,Napa,2591,Month-to-Month,United States,9912-GVSEQ,Churned,No,Yes,Female,Yes,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,Yes,93.85,Yes,0,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,63947,No,Q3,Yes,2,Yes,California,Yes,No,No,26,2381.55,0,241.28,0.0,2622.83,No,Yes,94558
52,7,12.96,,No,,49,0,Napa,4604,Two Year,United States,0014-BMAQU,Stayed,No,No,Male,Yes,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,Yes,84.65,Yes,0,8,Offer B,No,Yes,Yes,Credit Card,Yes,63947,Yes,Q3,Yes,4,No,California,No,No,No,63,5377.8,20,816.48,0.0,6214.28,No,No,94558
20,52,44.79,,No,,25,0,Napa,5954,One Year,United States,5811-IWXYM,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,Yes,101.25,Yes,1,1,Offer B,No,No,No,Bank Withdrawal,Yes,63947,No,Q3,Yes,5,No,California,Yes,Yes,Yes,52,5301.1,0,2329.08,0.0,7630.18,Yes,Yes,94558
76,15,33.19,Competitor,Yes,Competitor offered more data,72,1,Pleasanton,3601,Month-to-Month,United States,9369-XFEHK,Churned,No,No,Female,Yes,Cable,"37.633361, -121.862395",37.633361,-121.862395,Yes,80.6,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,36669,No,Q3,Yes,2,Yes,California,No,No,No,33,2656.5,0,1095.27,0.0,3751.77,No,Yes,94566
19,71,0.0,,No,,44,0,Pleasanton,2564,Two Year,United States,7665-NKLAV,Stayed,Yes,Yes,Female,Yes,Cable,"37.633361, -121.862395",37.633361,-121.862395,Yes,40.65,No,3,5,,No,Yes,No,Credit Card,No,36669,Yes,Q3,Yes,4,No,California,No,No,No,36,1547.35,0,0.0,0.0,1547.35,Yes,Yes,94566
45,0,26.25,,No,,57,0,Pleasanton,5755,Two Year,United States,2228-BZDEE,Stayed,No,No,Female,No,,"37.633361, -121.862395",37.633361,-121.862395,No,20.1,No,0,0,Offer B,No,No,No,Credit Card,Yes,36669,No,Q3,No,5,No,California,No,No,No,54,1079.45,0,1417.5,0.0,2496.95,No,No,94566
41,2,0.0,,No,,50,0,Pleasanton,4452,Month-to-Month,United States,2908-ZTPNF,Stayed,No,No,Female,Yes,Cable,"37.633361, -121.862395",37.633361,-121.862395,No,34.85,No,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,No,36669,Yes,Q3,No,4,No,California,No,No,No,36,1267.2,0,0.0,0.0,1267.2,No,Yes,94566
65,23,49.5,Competitor,Yes,Competitor made better offer,91,1,San Ramon,5419,Month-to-Month,United States,1374-DMZUI,Churned,No,No,Female,Yes,Fiber Optic,"37.766556, -121.976784",37.766556,-121.976784,No,94.3,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,44078,No,Q3,No,2,Yes,California,Yes,Yes,Yes,4,424.45,0,198.0,0.0,622.45,No,Yes,94583
44,0,6.81,,No,,61,0,San Ramon,5538,Two Year,United States,3027-YNWZU,Stayed,No,No,Female,No,,"37.766556, -121.976784",37.766556,-121.976784,Yes,25.0,Yes,0,5,Offer B,No,No,No,Credit Card,Yes,44078,No,Q3,Yes,5,No,California,No,No,No,64,1584.8,0,435.84,0.0,2020.64,No,No,94583
62,0,31.53,,No,,58,0,San Ramon,4485,Two Year,United States,7729-XBTWX,Stayed,Yes,No,Male,No,,"37.766556, -121.976784",37.766556,-121.976784,Yes,19.75,No,2,7,,No,No,Yes,Credit Card,Yes,44078,No,Q3,Yes,4,No,California,No,No,No,66,1344.5,0,2080.98,0.0,3425.48,No,No,94583
56,14,38.05,,No,,30,0,San Ramon,3007,Month-to-Month,United States,6888-SBYAI,Joined,No,No,Male,Yes,Cable,"37.766556, -121.976784",37.766556,-121.976784,No,50.7,No,0,0,Offer E,No,Yes,Yes,Credit Card,Yes,44078,No,Q3,No,3,No,California,No,No,No,1,50.7,0,38.05,0.0,88.75,No,Yes,94583
75,23,10.6,Competitor,Yes,Competitor had better devices,65,1,Pleasanton,2377,Month-to-Month,United States,1989-PRJHP,Churned,No,No,Male,Yes,Fiber Optic,"37.685052, -121.912061",37.685052,-121.912061,Yes,75.5,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,28568,No,Q3,Yes,1,Yes,California,No,No,No,27,1893.95,0,286.2,0.0,2180.15,No,Yes,94588
66,18,4.98,Attitude,Yes,Attitude of support person,84,1,Pleasanton,3521,Month-to-Month,United States,6877-LGWXO,Churned,No,No,Male,Yes,Fiber Optic,"37.685052, -121.912061",37.685052,-121.912061,Yes,78.55,No,0,1,Offer D,No,No,No,Bank Withdrawal,Yes,28568,No,Q3,Yes,3,Yes,California,Yes,No,No,18,1422.65,0,89.64,0.0,1512.29,No,Yes,94588
35,53,39.53,,No,,64,0,Pleasanton,6477,Two Year,United States,9481-WHGWY,Stayed,Yes,No,Female,Yes,DSL,"37.685052, -121.912061",37.685052,-121.912061,Yes,75.35,No,3,9,Offer A,No,Yes,No,Credit Card,Yes,28568,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,5437.75,0,2767.1,0.0,8204.85,No,Yes,94588
44,0,49.96,,No,,77,0,Pleasanton,5758,Two Year,United States,0559-CKHUS,Stayed,No,No,Female,No,,"37.685052, -121.912061",37.685052,-121.912061,Yes,19.55,No,0,6,Offer C,No,No,Yes,Credit Card,Yes,28568,No,Q3,Yes,3,No,California,No,No,No,29,521.8,0,1448.84,0.0,1970.64,No,No,94588
75,29,40.45,Attitude,Yes,Attitude of support person,90,1,Berkeley,5906,Month-to-Month,United States,4822-RVYBB,Churned,No,Yes,Male,Yes,Fiber Optic,"37.871416, -122.246597",37.871416,-122.246597,No,100.6,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,21205,No,Q3,No,1,Yes,California,Yes,No,Yes,8,819.4,0,323.6,0.0,1143.0,No,Yes,94704
59,25,20.26,Competitor,Yes,Competitor had better devices,72,1,Berkeley,3666,Month-to-Month,United States,4013-TLDHQ,Churned,No,Yes,Male,Yes,Fiber Optic,"37.871416, -122.246597",37.871416,-122.246597,No,78.25,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,21205,No,Q3,No,1,No,California,No,No,No,19,1490.95,0,384.94,0.0,1875.89,No,Yes,94704
62,0,24.57,,No,,59,0,Berkeley,3302,One Year,United States,7026-YMSBE,Stayed,No,No,Male,No,,"37.871416, -122.246597",37.871416,-122.246597,No,19.7,No,0,0,,No,No,No,Mailed Check,Yes,21205,No,Q3,No,4,No,California,No,No,No,30,625.05,0,737.1,0.0,1362.15,No,No,94704
49,0,5.54,,No,,28,0,Berkeley,5753,One Year,United States,3721-CNZHX,Stayed,No,No,Male,No,,"37.871416, -122.246597",37.871416,-122.246597,No,19.8,No,0,0,,No,No,No,Credit Card,Yes,21205,No,Q3,No,4,No,California,No,No,No,15,304.6,0,83.1,0.0,387.7,No,No,94704
68,2,25.77,Attitude,Yes,Attitude of support person,68,1,Berkeley,4486,Month-to-Month,United States,4184-TJFAN,Churned,No,No,Female,Yes,Fiber Optic,"37.897753, -122.279391",37.897753,-122.279391,Yes,88.3,No,0,1,Offer E,No,Yes,Yes,Mailed Check,Yes,11889,Yes,Q3,Yes,1,Yes,California,No,No,Yes,3,273.75,0,77.31,0.0,351.06,No,Yes,94707
63,26,0.0,,No,,44,0,Berkeley,2519,Two Year,United States,9674-EHPPG,Stayed,No,Yes,Male,Yes,DSL,"37.897753, -122.279391",37.897753,-122.279391,Yes,40.4,No,0,6,Offer B,No,Yes,No,Credit Card,No,11889,Yes,Q3,Yes,3,No,California,No,No,No,46,1842.7,80,0.0,0.0,1922.7,No,No,94707
47,21,22.42,,No,,48,0,Berkeley,5722,Month-to-Month,United States,5325-UWTWJ,Stayed,No,No,Male,Yes,Fiber Optic,"37.897753, -122.279391",37.897753,-122.279391,Yes,90.55,Yes,0,4,Offer C,Yes,Yes,Yes,Credit Card,Yes,11889,Yes,Q3,Yes,4,No,California,No,No,No,31,2929.75,0,695.02,0.0,3624.77,No,Yes,94707
25,27,6.63,,No,,76,0,Berkeley,4546,One Year,United States,3585-YNADK,Stayed,No,Yes,Female,Yes,Cable,"37.897753, -122.279391",37.897753,-122.279391,Yes,74.6,Yes,0,2,,Yes,No,No,Bank Withdrawal,Yes,11889,Yes,Q3,Yes,4,No,California,No,No,Yes,57,4368.95,0,377.91,0.0,4746.86,Yes,Yes,94707
71,9,42.93,Competitor,Yes,Competitor had better devices,81,1,Berkeley,5662,Month-to-Month,United States,4145-UQXUQ,Churned,No,Yes,Female,Yes,Fiber Optic,"37.872902, -122.303708",37.872902,-122.303708,No,92.1,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,8157,No,Q3,No,1,Yes,California,Yes,No,Yes,8,729.95,0,343.44,0.0,1073.39,No,Yes,94710
77,23,14.12,,No,,57,0,Berkeley,5232,Two Year,United States,3244-CQPHU,Stayed,No,No,Female,Yes,Fiber Optic,"37.872902, -122.303708",37.872902,-122.303708,No,110.1,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,8157,Yes,Q3,No,4,Yes,California,Yes,No,Yes,72,7746.7,0,1016.64,44.81,8718.53,No,Yes,94710
48,28,44.57,,No,,47,0,Berkeley,6247,One Year,United States,5440-VHLUL,Stayed,No,No,Male,Yes,Fiber Optic,"37.872902, -122.303708",37.872902,-122.303708,No,105.2,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,8157,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,7386.05,0,3075.33,0.0,10461.38,No,Yes,94710
24,0,49.7,,No,,25,0,Berkeley,4843,Two Year,United States,6828-HMKWP,Stayed,Yes,No,Male,No,,"37.872902, -122.303708",37.872902,-122.303708,Yes,21.05,No,1,3,,No,No,No,Bank Withdrawal,Yes,8157,No,Q3,Yes,4,No,California,No,No,No,12,262.05,0,596.4,0.0,858.45,Yes,No,94710
74,24,11.31,Competitor,Yes,Competitor offered more data,96,1,Greenbrae,4777,Month-to-Month,United States,1236-WFCDV,Churned,No,No,Male,Yes,Fiber Optic,"37.946617, -122.563571",37.946617,-122.563571,No,90.45,No,0,0,,No,No,No,Credit Card,Yes,12010,No,Q3,No,3,Yes,California,Yes,No,Yes,14,1266.1,0,158.34,0.0,1424.44,No,Yes,94904
64,11,31.53,,No,,29,0,Greenbrae,4667,Month-to-Month,United States,5445-GLVOT,Stayed,No,No,Female,Yes,Cable,"37.946617, -122.563571",37.946617,-122.563571,No,49.8,No,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,12010,No,Q3,No,3,No,California,No,No,No,22,1049.05,0,693.66,0.0,1742.71,No,Yes,94904
52,13,20.3,,No,,70,0,Greenbrae,5914,Two Year,United States,2200-DSAAL,Stayed,No,Yes,Female,Yes,DSL,"37.946617, -122.563571",37.946617,-122.563571,No,80.65,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,12010,No,Q3,No,3,No,California,Yes,Yes,Yes,68,5330.2,90,1380.4,0.0,6800.6,No,No,94904
29,0,14.17,,No,,45,0,Greenbrae,4278,Two Year,United States,5656-JAMLX,Stayed,No,No,Male,No,,"37.946617, -122.563571",37.946617,-122.563571,No,19.85,No,0,0,,No,No,No,Bank Withdrawal,Yes,12010,No,Q3,No,5,No,California,No,No,No,62,1253.65,0,878.54,0.0,2132.19,Yes,No,94904
77,10,0.0,Competitor,Yes,Competitor had better devices,74,1,Forest Knolls,2437,Month-to-Month,United States,1271-SJBGZ,Churned,No,Yes,Male,Yes,DSL,"38.010092, -122.689442",38.010092,-122.689442,No,43.65,No,0,0,,No,No,Yes,Bank Withdrawal,No,1025,Yes,Q3,No,1,Yes,California,Yes,No,No,12,526.95,0,0.0,0.0,526.95,No,Yes,94933
62,17,13.4,,No,,61,0,Forest Knolls,2785,Month-to-Month,United States,1942-OQFRW,Joined,No,No,Male,Yes,DSL,"38.010092, -122.689442",38.010092,-122.689442,No,44.0,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,1025,No,Q3,No,5,No,California,No,No,No,1,44.0,0,13.4,0.0,57.4,No,Yes,94933
47,0,47.17,,No,,65,0,Forest Knolls,5216,Two Year,United States,1955-IBMMB,Stayed,No,No,Male,No,,"38.010092, -122.689442",38.010092,-122.689442,No,20.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1025,No,Q3,No,4,No,California,No,No,No,59,1192.3,0,2783.03,0.0,3975.33,No,No,94933
45,19,0.0,,No,,62,0,Forest Knolls,4960,Month-to-Month,United States,1360-RCYRT,Stayed,Yes,No,Male,Yes,DSL,"38.010092, -122.689442",38.010092,-122.689442,Yes,30.35,No,1,2,Offer D,No,No,Yes,Bank Withdrawal,No,1025,Yes,Q3,Yes,4,No,California,No,No,No,23,678.75,0,0.0,0.0,678.75,No,Yes,94933
73,21,40.37,Competitor,Yes,Competitor had better devices,90,1,Freedom,2995,Month-to-Month,United States,4441-NIHPT,Churned,No,Yes,Female,Yes,Fiber Optic,"36.936228, -121.785559",36.936228,-121.785559,No,74.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,4753,No,Q3,No,1,Yes,California,No,No,No,13,940.35,0,524.81,0.0,1465.16,No,Yes,95019
47,23,25.95,,No,,80,0,Freedom,6443,One Year,United States,5074-FBGHB,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.936228, -121.785559",36.936228,-121.785559,No,104.65,Yes,0,0,,No,No,Yes,Credit Card,Yes,4753,Yes,Q3,No,4,No,California,Yes,Yes,Yes,64,6889.8,0,1660.8,0.0,8550.6,No,Yes,95019
45,19,17.26,,No,,37,0,Freedom,3778,Month-to-Month,United States,1482-OXZSY,Stayed,No,No,Male,Yes,Fiber Optic,"36.936228, -121.785559",36.936228,-121.785559,No,100.4,Yes,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,4753,No,Q3,No,3,No,California,Yes,Yes,Yes,30,2936.25,0,517.8,0.0,3454.05,No,Yes,95019
33,0,34.8,,No,,67,0,Freedom,5252,Month-to-Month,United States,3363-EWLGO,Stayed,No,No,Female,No,,"36.936228, -121.785559",36.936228,-121.785559,No,19.95,No,0,0,,No,No,No,Credit Card,Yes,4753,No,Q3,No,3,No,California,No,No,No,5,109.6,0,174.0,0.0,283.6,No,No,95019
68,27,3.96,Attitude,Yes,Attitude of support person,89,1,Gilroy,2202,Month-to-Month,United States,8999-BOHSE,Churned,No,No,Female,Yes,Fiber Optic,"37.03889, -121.528955",37.03889,-121.528955,No,89.7,No,0,0,,No,No,No,Bank Withdrawal,Yes,49968,No,Q3,No,2,Yes,California,Yes,No,Yes,11,1047.7,0,43.56,0.0,1091.26,No,Yes,95020
77,0,25.35,,No,,77,0,Gilroy,5730,One Year,United States,4750-UKWJK,Stayed,No,No,Female,No,,"37.03889, -121.528955",37.03889,-121.528955,Yes,19.6,No,0,1,,No,No,No,Mailed Check,Yes,49968,No,Q3,Yes,4,Yes,California,No,No,No,37,727.8,0,937.95,0.0,1665.75,No,No,95020
30,59,29.98,,No,,23,0,Gilroy,3976,Two Year,United States,2351-BKRZW,Stayed,Yes,Yes,Female,Yes,Cable,"37.03889, -121.528955",37.03889,-121.528955,Yes,75.2,No,1,10,,No,Yes,No,Bank Withdrawal,Yes,49968,No,Q3,Yes,3,No,California,Yes,Yes,Yes,43,3254.35,0,1289.14,0.0,4543.49,No,Yes,95020
21,82,42.58,,No,,41,0,Gilroy,5036,Month-to-Month,United States,0377-JBKKT,Stayed,Yes,No,Male,Yes,DSL,"37.03889, -121.528955",37.03889,-121.528955,Yes,57.95,No,3,9,Offer D,Yes,Yes,Yes,Credit Card,Yes,49968,Yes,Q3,Yes,3,No,California,No,Yes,No,22,1271.8,0,936.76,0.0,2208.56,Yes,Yes,95020
74,16,28.18,Competitor,Yes,Competitor offered more data,87,1,Los Gatos,5508,Month-to-Month,United States,7029-RPUAV,Churned,No,Yes,Male,Yes,Cable,"37.222842, -121.988727",37.222842,-121.988727,Yes,100.45,Yes,0,1,,No,No,Yes,Credit Card,Yes,13290,No,Q3,Yes,3,Yes,California,Yes,No,Yes,17,1622.45,0,479.06,0.0,2101.51,No,Yes,95030
58,30,26.53,Attitude,Yes,Attitude of support person,76,1,Los Gatos,3204,Month-to-Month,United States,0415-MOSGF,Churned,No,No,Female,Yes,DSL,"37.222842, -121.988727",37.222842,-121.988727,No,44.4,No,0,0,Offer E,No,No,No,Credit Card,Yes,13290,No,Q3,No,2,No,California,No,No,No,1,44.4,0,26.53,0.0,70.93,No,Yes,95030
57,0,32.78,,No,,46,0,Los Gatos,3007,Month-to-Month,United States,3373-YZZYM,Joined,Yes,No,Male,No,,"37.222842, -121.988727",37.222842,-121.988727,Yes,19.2,No,3,10,,No,No,No,Credit Card,Yes,13290,No,Q3,Yes,5,No,California,No,No,No,1,19.2,0,32.78,0.0,51.98,No,No,95030
43,23,26.13,,No,,61,0,Los Gatos,3280,Month-to-Month,United States,1689-YQBYY,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.222842, -121.988727",37.222842,-121.988727,No,76.6,Yes,1,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,13290,No,Q3,No,3,No,California,No,No,No,12,893.0,0,313.56,0.0,1206.56,No,Yes,95030
65,26,33.25,Attitude,Yes,Attitude of support person,96,1,San Jose,4687,Month-to-Month,United States,8111-SLLHI,Churned,No,Yes,Male,Yes,Fiber Optic,"37.316146, -121.936285",37.316146,-121.936285,Yes,105.65,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,32804,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,39,4284.8,0,1296.75,0.0,5581.55,No,Yes,95128
27,0,39.39,,No,,63,0,San Jose,2706,Month-to-Month,United States,4860-YZGZM,Stayed,No,No,Male,No,,"37.316146, -121.936285",37.316146,-121.936285,No,20.0,No,0,0,,No,No,No,Bank Withdrawal,Yes,32804,No,Q3,No,3,No,California,No,No,No,10,185.4,0,393.9,0.0,579.3,Yes,No,95128
44,19,8.36,,No,,41,0,San Jose,4848,Two Year,United States,3486-HOOGQ,Stayed,Yes,Yes,Female,Yes,DSL,"37.316146, -121.936285",37.316146,-121.936285,Yes,79.7,Yes,1,3,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,32804,Yes,Q3,Yes,3,No,California,No,No,Yes,70,5743.3,0,585.2,0.0,6328.5,No,Yes,95128
55,13,38.21,,No,,24,0,San Jose,2978,Month-to-Month,United States,8757-TFHHJ,Joined,No,No,Male,Yes,Cable,"37.316146, -121.936285",37.316146,-121.936285,No,49.8,No,0,0,,No,Yes,Yes,Credit Card,Yes,32804,No,Q3,No,3,No,California,No,No,No,1,49.8,0,38.21,0.0,88.01,No,Yes,95128
73,27,17.25,Competitor,Yes,Competitor offered more data,82,1,San Jose,4553,Month-to-Month,United States,5293-WXJAK,Churned,No,Yes,Female,Yes,Fiber Optic,"37.28682, -121.723877",37.28682,-121.723877,Yes,104.05,Yes,0,5,,No,No,Yes,Bank Withdrawal,Yes,15798,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,11,1133.65,0,189.75,0.0,1323.4,No,Yes,95135
34,18,5.63,Competitor,Yes,Competitor made better offer,87,1,San Jose,2895,Month-to-Month,United States,7295-JOMMD,Churned,No,Yes,Female,Yes,Fiber Optic,"37.28682, -121.723877",37.28682,-121.723877,No,98.1,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,15798,Yes,Q3,No,1,No,California,Yes,Yes,Yes,4,396.3,0,22.52,0.0,418.82,No,Yes,95135
37,4,13.01,Competitor,Yes,Competitor had better devices,70,1,San Jose,2294,Month-to-Month,United States,3063-QFSZL,Churned,No,No,Female,Yes,Cable,"37.28682, -121.723877",37.28682,-121.723877,No,55.4,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,15798,No,Q3,No,1,No,California,Yes,Yes,No,1,55.4,0,13.01,0.0,68.41,No,Yes,95135
52,20,36.48,,No,,33,0,San Jose,2463,Month-to-Month,United States,3639-XJHKQ,Stayed,Yes,Yes,Female,Yes,DSL,"37.28682, -121.723877",37.28682,-121.723877,No,60.6,No,3,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,15798,No,Q3,No,3,No,California,No,No,No,19,1297.8,0,693.12,0.0,1990.92,No,Yes,95135
74,9,3.29,Attitude,Yes,Attitude of service provider,89,1,Glencoe,3834,Month-to-Month,United States,4086-YQSNZ,Churned,No,No,Female,Yes,Fiber Optic,"38.358464, -120.579304",38.358464,-120.579304,Yes,80.4,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,21,No,Q3,Yes,2,Yes,California,No,No,Yes,3,224.05,0,9.87,0.0,233.92,No,Yes,95232
51,19,12.13,Competitor,Yes,Competitor had better devices,90,1,Glencoe,4548,Month-to-Month,United States,4603-JANFB,Churned,No,No,Male,Yes,Fiber Optic,"38.358464, -120.579304",38.358464,-120.579304,No,69.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,21,No,Q3,No,1,No,California,No,No,No,1,69.85,0,12.13,0.0,81.98,No,Yes,95232
40,0,15.91,,No,,61,0,Glencoe,3944,Two Year,United States,5804-JMYIO,Stayed,Yes,No,Female,No,,"38.358464, -120.579304",38.358464,-120.579304,Yes,19.75,No,3,6,Offer C,No,No,No,Credit Card,Yes,21,No,Q3,Yes,3,No,California,No,No,No,39,757.95,0,620.49,0.0,1378.44,No,No,95232
38,19,32.23,,No,,55,0,Glencoe,6419,Two Year,United States,3831-YCPUO,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.358464, -120.579304",38.358464,-120.579304,Yes,109.5,No,1,3,,Yes,Yes,Yes,Credit Card,Yes,21,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7854.9,0,2320.56,0.0,10175.46,No,Yes,95232
80,14,34.62,Competitor,Yes,Competitor had better devices,70,1,Columbia,4716,Month-to-Month,United States,8399-YNDCH,Churned,No,Yes,Male,Yes,DSL,"38.085839, -120.37855",38.085839,-120.37855,No,60.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,2144,No,Q3,No,1,Yes,California,No,No,Yes,21,1236.15,0,727.02,0.0,1963.17,No,Yes,95310
34,22,24.32,Competitor,Yes,Competitor offered higher download speeds,74,1,Columbia,5435,Month-to-Month,United States,0870-VEMYL,Churned,No,No,Female,Yes,Cable,"38.085839, -120.37855",38.085839,-120.37855,No,53.85,No,0,0,Offer E,No,Yes,No,Credit Card,Yes,2144,Yes,Q3,No,1,No,California,No,No,No,5,259.8,10,121.6,22.96,368.44,No,No,95310
25,30,21.37,,No,,66,0,Columbia,5133,Two Year,United States,5993-JSUWV,Stayed,No,Yes,Female,Yes,DSL,"38.085839, -120.37855",38.085839,-120.37855,No,61.15,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,2144,No,Q3,No,3,No,California,No,No,No,66,4017.45,0,1410.42,0.0,5427.87,Yes,Yes,95310
19,58,23.27,,No,,39,0,Columbia,5453,Two Year,United States,7975-JMZNT,Stayed,No,Yes,Male,Yes,DSL,"38.085839, -120.37855",38.085839,-120.37855,Yes,91.7,Yes,0,1,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,2144,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,66,6075.9,0,1535.82,0.0,7611.72,Yes,Yes,95310
76,16,38.75,Other,Yes,Don't know,96,1,Escondido,5913,Month-to-Month,United States,5565-FILXA,Churned,No,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,96.15,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,2,Yes,California,Yes,No,Yes,16,1529.2,0,620.0,0.0,2149.2,No,Yes,92027
71,14,41.37,Competitor,Yes,Competitor made better offer,75,1,Escondido,5353,Month-to-Month,United States,2660-EMUBI,Churned,No,No,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,95.35,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,1,Yes,California,Yes,No,Yes,10,898.35,0,413.7,0.0,1312.05,No,Yes,92027
67,10,31.83,Competitor,Yes,Competitor made better offer,86,1,Escondido,2833,Month-to-Month,United States,6179-GJPSO,Churned,No,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,108.15,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,48690,Yes,Q3,No,1,Yes,California,Yes,No,Yes,43,4600.7,0,1368.69,0.0,5969.39,No,Yes,92027
80,5,28.64,Competitor,Yes,Competitor made better offer,72,1,Escondido,5345,Month-to-Month,United States,7409-KIUTL,Churned,No,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,71.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,3,Yes,California,No,No,No,1,71.0,0,28.64,0.0,99.64,No,Yes,92027
73,26,26.95,Competitor,Yes,Competitor made better offer,82,1,Escondido,4457,Month-to-Month,United States,1732-VHUBQ,Churned,No,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,Yes,70.55,No,0,1,,No,No,No,Bank Withdrawal,Yes,48690,No,Q3,Yes,3,Yes,California,No,No,No,47,3309.25,0,1266.65,26.99,4548.91,No,Yes,92027
79,23,8.35,Competitor,Yes,Competitor made better offer,90,1,Escondido,5571,Month-to-Month,United States,6894-LFHLY,Churned,No,No,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,75.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,1,Yes,California,No,No,No,1,75.75,0,8.35,0.0,84.1,No,Yes,92027
75,24,46.71,,No,,60,0,Escondido,3493,Two Year,United States,5692-ICXLW,Stayed,No,No,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,90.7,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,5,Yes,California,No,No,Yes,31,2845.15,100,1448.01,0.0,4393.16,No,No,92027
80,5,25.57,,No,,70,0,Escondido,5170,Two Year,United States,6917-YACBP,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,89.75,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,3,Yes,California,No,No,No,59,5496.9,0,1508.63,0.0,7005.53,No,Yes,92027
68,11,2.17,,No,,27,0,Escondido,5242,Two Year,United States,9029-FEGVJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,Yes,79.3,Yes,0,2,Offer C,No,No,No,Mailed Check,Yes,48690,No,Q3,Yes,3,Yes,California,No,No,No,32,2570.0,0,69.44,0.0,2639.44,No,Yes,92027
78,18,21.09,,No,,62,0,Escondido,3896,Month-to-Month,United States,0439-IFYUN,Stayed,No,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,74.7,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,4,Yes,California,No,No,No,18,1294.6,20,379.62,0.0,1694.22,No,No,92027
20,47,44.5,Competitor,Yes,Competitor made better offer,74,1,Escondido,6105,One Year,United States,2239-JALAW,Churned,No,Yes,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,103.25,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,1,No,California,Yes,Yes,Yes,58,6017.65,0,2581.0,0.0,8598.65,Yes,Yes,92027
41,15,32.58,Competitor,Yes,Competitor made better offer,91,1,Escondido,5600,One Year,United States,2382-BCKQJ,Churned,No,Yes,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,100.15,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,3,No,California,Yes,Yes,Yes,62,6413.65,0,2019.96,0.0,8433.61,No,Yes,92027
44,23,38.38,Competitor,Yes,Competitor made better offer,92,1,Escondido,4428,Month-to-Month,United States,5835-BEQEU,Churned,No,No,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,76.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,2,No,California,No,No,No,3,228.4,10,115.14,0.0,353.54,No,No,92027
47,29,9.73,Competitor,Yes,Competitor made better offer,75,1,Escondido,2426,Month-to-Month,United States,7250-EQKIY,Churned,Yes,Yes,Female,Yes,DSL,"33.141265, -116.967221",33.141265,-116.967221,Yes,50.45,No,2,1,Offer E,No,No,No,Mailed Check,Yes,48690,No,Q3,Yes,2,No,California,No,No,No,1,50.45,0,9.73,0.0,60.18,No,Yes,92027
37,18,11.96,Competitor,Yes,Competitor made better offer,87,1,Escondido,5953,Month-to-Month,United States,1965-DDBWU,Churned,No,No,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,89.05,Yes,0,0,,No,No,Yes,Credit Card,Yes,48690,Yes,Q3,No,3,No,California,Yes,Yes,No,16,1448.6,0,191.36,0.0,1639.96,No,Yes,92027
26,27,36.29,Competitor,Yes,Competitor made better offer,92,1,Escondido,4233,Month-to-Month,United States,2568-OIADY,Churned,No,Yes,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,Yes,99.5,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,Yes,1,No,California,Yes,Yes,Yes,37,3762.0,0,1342.73,0.0,5104.73,Yes,Yes,92027
19,26,0.0,Competitor,Yes,Competitor made better offer,75,1,Escondido,4710,Month-to-Month,United States,6338-AVWCY,Churned,No,Yes,Male,Yes,DSL,"33.141265, -116.967221",33.141265,-116.967221,No,40.15,No,0,0,,No,No,Yes,Mailed Check,No,48690,No,Q3,No,3,No,California,No,No,Yes,3,130.75,0,0.0,0.0,130.75,Yes,Yes,92027
58,28,14.14,Competitor,Yes,Competitor made better offer,67,1,Escondido,3273,Month-to-Month,United States,0220-EBGCE,Churned,No,Yes,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,85.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,1,No,California,Yes,Yes,No,2,167.3,0,28.28,0.0,195.58,No,Yes,92027
27,58,46.21,Competitor,Yes,Competitor made better offer,87,1,Escondido,2072,Month-to-Month,United States,6502-MJQAE,Churned,No,No,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,69.6,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,No,1,No,California,No,Yes,No,1,69.6,0,46.21,0.0,115.81,Yes,Yes,92027
30,71,44.34,,No,,63,0,Escondido,4044,Month-to-Month,United States,4983-CLMLV,Stayed,No,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,Yes,102.7,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,48690,Yes,Q3,No,3,No,California,Yes,Yes,Yes,52,5138.1,0,2305.68,0.0,7443.78,No,Yes,92027
46,23,49.92,,No,,77,0,Escondido,3055,One Year,United States,7663-ZTEGJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,100.55,Yes,0,0,,Yes,No,No,Credit Card,Yes,48690,Yes,Q3,No,5,No,California,Yes,Yes,No,29,2830.45,100,1447.68,0.0,4378.13,No,No,92027
31,24,0.0,,No,,26,0,Escondido,2164,Month-to-Month,United States,8111-BKVDS,Stayed,No,Yes,Female,Yes,DSL,"33.141265, -116.967221",33.141265,-116.967221,No,40.7,No,0,0,Offer D,Yes,Yes,No,Bank Withdrawal,No,48690,No,Q3,No,5,No,California,No,No,No,10,449.3,0,0.0,0.0,449.3,No,Yes,92027
53,25,6.2,,No,,66,0,Escondido,2426,Month-to-Month,United States,7241-AJHFS,Stayed,No,No,Male,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,No,87.65,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,48690,Yes,Q3,No,3,No,California,No,No,No,32,2766.4,150,198.4,47.87,3066.93,No,No,92027
19,69,34.01,,No,,58,0,Escondido,5718,One Year,United States,7228-PAQPD,Stayed,No,No,Female,Yes,Cable,"33.141265, -116.967221",33.141265,-116.967221,No,59.1,No,0,0,Offer D,No,No,No,Credit Card,Yes,48690,Yes,Q3,No,4,No,California,Yes,Yes,No,14,772.85,0,476.14,0.0,1248.99,Yes,Yes,92027
61,21,20.1,,No,,53,0,Escondido,2706,Month-to-Month,United States,2585-KTFRE,Joined,Yes,No,Male,Yes,Cable,"33.141265, -116.967221",33.141265,-116.967221,No,70.45,No,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,48690,Yes,Q3,No,3,No,California,Yes,Yes,No,1,70.45,0,20.1,0.0,90.55,No,Yes,92027
20,0,32.18,,No,,38,0,Escondido,4058,Two Year,United States,9668-PUGNU,Stayed,No,No,Male,No,,"33.141265, -116.967221",33.141265,-116.967221,Yes,24.5,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,48690,No,Q3,Yes,4,No,California,No,No,No,71,1816.2,0,2284.78,0.0,4100.98,Yes,No,92027
35,23,36.13,,No,,79,0,Escondido,5177,One Year,United States,4455-BFSPD,Stayed,No,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,Yes,101.15,Yes,0,5,,No,No,No,Bank Withdrawal,Yes,48690,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,61,6383.9,0,2203.93,0.0,8587.83,No,Yes,92027
33,0,45.24,,No,,33,0,Escondido,3931,Two Year,United States,7527-QNRUS,Stayed,Yes,No,Male,No,,"33.141265, -116.967221",33.141265,-116.967221,Yes,25.15,Yes,3,8,Offer D,No,No,Yes,Credit Card,Yes,48690,No,Q3,Yes,3,No,California,No,No,No,17,412.6,0,769.08,0.0,1181.68,No,No,92027
19,59,37.32,,No,,68,0,Escondido,4081,One Year,United States,6352-GIGGQ,Stayed,No,Yes,Male,Yes,DSL,"33.141265, -116.967221",33.141265,-116.967221,No,88.8,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,48690,Yes,Q3,No,3,No,California,Yes,Yes,Yes,67,5903.15,0,2500.44,0.0,8403.59,Yes,Yes,92027
60,0,14.54,,No,,69,0,Escondido,4057,Two Year,United States,1574-DYCWE,Stayed,Yes,No,Female,No,,"33.141265, -116.967221",33.141265,-116.967221,Yes,19.95,No,1,10,Offer B,No,No,No,Credit Card,Yes,48690,No,Q3,Yes,4,No,California,No,No,No,51,1028.75,0,741.54,0.0,1770.29,No,No,92027
33,20,39.19,,No,,53,0,Escondido,4011,Month-to-Month,United States,5778-BVOFB,Stayed,No,No,Female,Yes,Cable,"33.141265, -116.967221",33.141265,-116.967221,No,59.5,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,48690,Yes,Q3,No,5,No,California,No,No,Yes,9,530.05,0,352.71,0.0,882.76,No,Yes,92027
52,0,2.29,,No,,62,0,Escondido,2285,Month-to-Month,United States,6728-WYQBC,Joined,No,No,Male,No,,"33.141265, -116.967221",33.141265,-116.967221,No,20.95,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,48690,No,Q3,No,3,No,California,No,No,No,1,20.95,0,2.29,0.0,23.24,No,No,92027
56,27,22.62,,No,,65,0,Escondido,6063,Two Year,United States,7399-QHBJS,Stayed,Yes,No,Female,Yes,Cable,"33.141265, -116.967221",33.141265,-116.967221,Yes,66.75,Yes,3,8,,Yes,Yes,No,Credit Card,Yes,48690,Yes,Q3,Yes,3,No,California,No,No,No,72,4760.3,0,1628.64,0.0,6388.94,No,Yes,92027
28,69,2.87,,No,,62,0,Escondido,4292,Two Year,United States,5320-BRKGK,Stayed,Yes,Yes,Female,Yes,DSL,"33.141265, -116.967221",33.141265,-116.967221,Yes,75.8,Yes,2,1,Offer B,No,Yes,No,Credit Card,Yes,48690,Yes,Q3,Yes,3,No,California,No,No,Yes,58,4415.75,0,166.46,0.0,4582.21,Yes,Yes,92027
55,18,1.39,,No,,54,0,Escondido,3835,One Year,United States,1183-CANVH,Stayed,No,No,Female,Yes,DSL,"33.141265, -116.967221",33.141265,-116.967221,Yes,60.0,No,0,5,Offer D,No,No,No,Bank Withdrawal,Yes,48690,Yes,Q3,Yes,4,No,California,No,No,Yes,23,1347.15,0,31.97,0.0,1379.12,No,Yes,92027
29,51,23.31,,No,,64,0,Escondido,4161,Two Year,United States,6754-LZUKA,Stayed,No,Yes,Male,Yes,DSL,"33.141265, -116.967221",33.141265,-116.967221,Yes,80.9,Yes,0,1,,Yes,No,No,Bank Withdrawal,Yes,48690,No,Q3,Yes,3,No,California,Yes,Yes,Yes,61,4932.5,0,1421.91,0.0,6354.41,Yes,Yes,92027
50,29,15.94,,No,,43,0,Escondido,5958,One Year,United States,2868-LLSKM,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,Yes,83.65,Yes,2,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,48690,Yes,Q3,Yes,4,No,California,No,No,No,68,5733.4,0,1083.92,46.99,6770.33,No,Yes,92027
57,0,6.85,,No,,80,0,Escondido,5191,Month-to-Month,United States,0871-OPBXW,Joined,No,No,Female,No,,"33.141265, -116.967221",33.141265,-116.967221,No,20.05,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,48690,No,Q3,No,3,No,California,No,No,No,2,39.25,0,13.7,0.0,52.95,No,No,92027
73,30,6.13,Competitor,Yes,Competitor had better devices,90,1,Lakewood,3180,One Year,United States,4187-CINZD,Churned,No,No,Female,Yes,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,No,95.25,No,0,0,,Yes,No,No,Credit Card,Yes,30173,No,Q3,No,2,Yes,California,Yes,No,Yes,46,4424.2,0,281.98,0.0,4706.18,No,Yes,90712
78,17,9.7,Attitude,Yes,Attitude of service provider,75,1,Lakewood,3591,Month-to-Month,United States,6502-HCJTI,Churned,No,No,Male,Yes,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,Yes,94.7,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,30173,No,Q3,No,1,Yes,California,Yes,Yes,No,7,673.1,0,67.9,0.0,741.0,No,Yes,90712
79,29,47.35,Attitude,Yes,Attitude of support person,83,1,Lakewood,3330,Month-to-Month,United States,2446-BEGGB,Churned,No,No,Female,Yes,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,No,98.25,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,30173,No,Q3,No,3,Yes,California,Yes,Yes,Yes,6,560.6,0,284.1,0.0,844.7,No,Yes,90712
45,3,46.84,Other,Yes,Don't know,76,1,Lakewood,2570,Month-to-Month,United States,2372-HWUHI,Churned,No,No,Male,Yes,DSL,"33.840524, -118.148403",33.840524,-118.148403,No,44.35,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,30173,No,Q3,No,3,No,California,No,No,No,2,81.25,0,93.68,0.0,174.93,No,Yes,90712
26,41,17.66,Attitude,Yes,Attitude of support person,70,1,Lakewood,2885,Month-to-Month,United States,7530-HDYDS,Churned,No,Yes,Female,Yes,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,No,84.25,No,0,0,,Yes,No,Yes,Credit Card,Yes,30173,Yes,Q3,No,2,No,California,No,Yes,No,38,3264.5,0,671.08,0.0,3935.58,Yes,Yes,90712
53,20,31.49,Price,Yes,Long distance charges,72,1,Lakewood,2206,Month-to-Month,United States,5955-ERIHD,Churned,No,No,Male,Yes,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,Yes,94.7,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,30173,No,Q3,Yes,1,No,California,Yes,Yes,Yes,18,1687.95,0,566.82,0.0,2254.77,No,Yes,90712
61,12,16.53,,No,,22,0,Lakewood,4509,Two Year,United States,1960-UOTYM,Stayed,Yes,Yes,Male,Yes,DSL,"33.840524, -118.148403",33.840524,-118.148403,Yes,79.2,No,2,5,,Yes,Yes,No,Bank Withdrawal,Yes,30173,No,Q3,Yes,4,No,California,Yes,Yes,Yes,52,4016.3,0,859.56,0.0,4875.86,No,Yes,90712
70,24,24.13,Competitor,Yes,Competitor had better devices,69,1,Fulton,5651,Month-to-Month,United States,6818-WOBHJ,Churned,No,No,Female,Yes,Fiber Optic,"38.493888, -122.777141",38.493888,-122.777141,Yes,89.6,Yes,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,476,No,Q3,Yes,1,Yes,California,Yes,No,No,68,6127.6,0,1640.84,0.0,7768.44,No,Yes,95439
68,9,0.0,Attitude,Yes,Attitude of service provider,83,1,Fulton,4095,Month-to-Month,United States,1496-GGSUK,Churned,No,No,Female,Yes,Cable,"38.493888, -122.777141",38.493888,-122.777141,No,25.7,No,0,0,,No,No,Yes,Mailed Check,No,476,No,Q3,No,1,Yes,California,No,No,No,1,25.7,0,0.0,0.0,25.7,No,Yes,95439
61,22,0.0,,No,,32,0,Fulton,6107,Two Year,United States,0301-FIDRB,Stayed,Yes,Yes,Female,Yes,DSL,"38.493888, -122.777141",38.493888,-122.777141,Yes,63.8,No,3,8,,Yes,Yes,Yes,Bank Withdrawal,No,476,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,4684.3,0,0.0,0.0,4684.3,No,Yes,95439
51,18,28.0,,No,,74,0,Fulton,5503,Month-to-Month,United States,2697-NQBPF,Stayed,No,No,Male,Yes,Fiber Optic,"38.493888, -122.777141",38.493888,-122.777141,No,105.35,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,476,Yes,Q3,No,3,No,California,Yes,Yes,Yes,34,3540.65,0,952.0,0.0,4492.65,No,Yes,95439
75,27,13.63,Dissatisfaction,Yes,Network reliability,89,1,Nice,3077,Month-to-Month,United States,9134-CEQMF,Churned,No,No,Male,Yes,Fiber Optic,"39.12334, -122.838198",39.12334,-122.838198,Yes,89.5,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,2223,No,Q3,Yes,2,Yes,California,Yes,No,Yes,7,676.7,0,95.41,0.0,772.11,No,Yes,95464
47,29,40.79,Competitor,Yes,Competitor had better devices,68,1,Nice,5598,Month-to-Month,United States,8878-HMWBV,Churned,No,Yes,Male,Yes,DSL,"39.12334, -122.838198",39.12334,-122.838198,No,49.15,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,2223,No,Q3,No,1,No,California,No,No,No,3,169.05,10,122.37,0.0,301.42,No,No,95464
21,69,37.47,,No,,58,0,Nice,5206,One Year,United States,5312-IRCFR,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.12334, -122.838198",39.12334,-122.838198,Yes,92.85,Yes,3,8,,Yes,No,Yes,Bank Withdrawal,Yes,2223,No,Q3,Yes,4,No,California,Yes,Yes,No,64,5980.75,0,2398.08,0.0,8378.83,Yes,Yes,95464
51,0,18.62,,No,,74,0,Nice,2836,Two Year,United States,1494-EJZDW,Stayed,Yes,No,Female,No,,"39.12334, -122.838198",39.12334,-122.838198,Yes,20.15,No,3,1,,No,No,No,Credit Card,Yes,2223,No,Q3,Yes,5,No,California,No,No,No,10,220.8,0,186.2,0.0,407.0,No,No,95464
74,22,45.25,Competitor,Yes,Competitor had better devices,83,1,Alderpoint,4981,Month-to-Month,United States,8519-IMDHU,Churned,No,No,Male,Yes,Cable,"40.166028, -123.584144",40.166028,-123.584144,Yes,85.6,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,261,No,Q3,Yes,1,Yes,California,Yes,No,No,15,1345.55,0,678.75,0.0,2024.3,No,Yes,95511
34,2,42.33,,No,,78,0,Alderpoint,5787,Month-to-Month,United States,5649-RXQTV,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.166028, -123.584144",40.166028,-123.584144,No,99.0,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,261,No,Q3,No,5,No,California,Yes,Yes,Yes,51,5038.15,0,2158.83,0.0,7196.98,No,Yes,95511
48,23,26.3,,No,,59,0,Alderpoint,6483,Two Year,United States,0813-TAXXS,Stayed,No,Yes,Male,Yes,DSL,"40.166028, -123.584144",40.166028,-123.584144,No,77.8,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,261,No,Q3,No,5,No,California,Yes,Yes,Yes,55,4323.35,0,1446.5,0.0,5769.85,No,Yes,95511
58,13,0.0,,No,,69,0,Alderpoint,3239,Two Year,United States,0458-HEUZG,Stayed,No,Yes,Female,Yes,Cable,"40.166028, -123.584144",40.166028,-123.584144,No,35.4,No,0,0,Offer D,No,No,No,Credit Card,No,261,Yes,Q3,No,3,No,California,No,No,No,13,450.4,100,0.0,0.0,550.4,No,No,95511
76,22,19.18,Dissatisfaction,Yes,Network reliability,81,1,Bayside,2508,Month-to-Month,United States,3372-KWFBM,Churned,No,No,Male,Yes,Fiber Optic,"40.825486, -124.049485",40.825486,-124.049485,No,86.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1689,No,Q3,No,3,Yes,California,No,No,Yes,16,1281.0,0,306.88,0.0,1587.88,No,Yes,95524
51,17,35.93,Other,Yes,Don't know,91,1,Bayside,4152,Month-to-Month,United States,5590-BYNII,Churned,No,No,Male,Yes,Fiber Optic,"40.825486, -124.049485",40.825486,-124.049485,No,100.75,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,1689,No,Q3,No,2,No,California,Yes,Yes,Yes,22,2095.0,0,790.46,0.0,2885.46,No,Yes,95524
33,25,0.0,,No,,37,0,Bayside,5712,Two Year,United States,6723-CEGQI,Stayed,Yes,No,Female,Yes,DSL,"40.825486, -124.049485",40.825486,-124.049485,No,45.25,No,2,0,,Yes,No,No,Credit Card,No,1689,Yes,Q3,No,5,No,California,No,No,Yes,65,2933.95,0,0.0,0.0,2933.95,No,Yes,95524
30,59,48.95,,No,,68,0,Bayside,4025,Two Year,United States,2578-JQPHZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.825486, -124.049485",40.825486,-124.049485,No,100.1,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,1689,Yes,Q3,No,3,No,California,Yes,Yes,Yes,44,4378.35,0,2153.8,0.0,6532.15,No,Yes,95524
75,18,29.68,Attitude,Yes,Attitude of support person,75,1,Loleta,4371,Month-to-Month,United States,7206-GZCDC,Churned,No,No,Female,Yes,Cable,"40.665952, -124.240051",40.665952,-124.240051,No,69.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1447,No,Q3,No,2,Yes,California,No,No,No,1,69.25,0,29.68,0.0,98.93,No,Yes,95551
54,0,8.02,,No,,21,0,Loleta,3753,Month-to-Month,United States,5906-BFOZT,Joined,No,No,Male,No,,"40.665952, -124.240051",40.665952,-124.240051,No,19.5,No,0,0,,No,No,Yes,Credit Card,Yes,1447,No,Q3,No,5,No,California,No,No,No,1,19.5,0,8.02,0.0,27.52,No,No,95551
50,0,21.36,,No,,23,0,Loleta,5917,Month-to-Month,United States,6112-KTHFQ,Stayed,No,No,Female,No,,"40.665952, -124.240051",40.665952,-124.240051,No,19.3,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,1447,No,Q3,No,5,No,California,No,No,No,13,279.3,0,277.68,0.0,556.98,No,No,95551
24,0,12.17,,No,,20,0,Loleta,4439,One Year,United States,7435-ZNUYY,Stayed,No,No,Male,No,,"40.665952, -124.240051",40.665952,-124.240051,No,20.6,No,0,0,Offer E,No,No,No,Credit Card,Yes,1447,No,Q3,No,3,No,California,No,No,No,6,116.6,0,73.02,0.0,189.62,Yes,No,95551
74,5,0.0,Competitor,Yes,Competitor made better offer,67,1,Rio Dell,5688,Month-to-Month,United States,1768-ZAIFU,Churned,No,No,Female,Yes,Cable,"40.485849, -124.163234",40.485849,-124.163234,No,25.2,No,0,0,,No,No,Yes,Bank Withdrawal,No,3284,No,Q3,No,1,Yes,California,No,No,No,1,25.2,0,0.0,0.0,25.2,No,Yes,95562
32,28,41.37,Competitor,Yes,Competitor made better offer,77,1,Rio Dell,4320,Month-to-Month,United States,7817-BOQPW,Churned,No,No,Female,Yes,Fiber Optic,"40.485849, -124.163234",40.485849,-124.163234,No,75.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,3284,No,Q3,No,2,No,California,No,No,No,2,166.3,0,82.74,0.0,249.04,No,Yes,95562
55,17,40.52,Competitor,Yes,Competitor offered more data,91,1,Rio Dell,4296,Two Year,United States,2530-ENDWQ,Churned,No,No,Female,Yes,Fiber Optic,"40.485849, -124.163234",40.485849,-124.163234,Yes,93.7,Yes,0,2,Offer A,No,No,Yes,Bank Withdrawal,Yes,3284,No,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6585.35,0,2876.92,0.0,9462.27,No,Yes,95562
52,17,27.87,,No,,67,0,Rio Dell,4318,Two Year,United States,1303-SRDOK,Stayed,Yes,No,Female,Yes,Fiber Optic,"40.485849, -124.163234",40.485849,-124.163234,Yes,69.05,No,2,3,Offer B,No,No,Yes,Credit Card,Yes,3284,No,Q3,Yes,3,No,California,No,No,No,55,3842.6,0,1532.85,0.0,5375.45,No,Yes,95562
73,24,19.03,Competitor,Yes,Competitor made better offer,90,1,Davis,2230,Month-to-Month,United States,3793-MMFUH,Churned,No,No,Female,Yes,Fiber Optic,"38.544002, -121.685559",38.544002,-121.685559,No,95.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,648,No,Q3,No,1,Yes,California,Yes,Yes,Yes,13,1290.0,0,247.39,0.0,1537.39,No,Yes,95618
37,18,38.28,Price,Yes,Long distance charges,93,1,Davis,2078,Month-to-Month,United States,7571-YXDAD,Churned,No,No,Female,Yes,Fiber Optic,"38.544002, -121.685559",38.544002,-121.685559,No,74.9,Yes,0,0,,No,No,No,Credit Card,Yes,648,No,Q3,No,1,No,California,No,No,No,2,147.15,0,76.56,0.0,223.71,No,Yes,95618
25,52,24.59,,No,,49,0,Davis,5725,Two Year,United States,2160-GPFXD,Stayed,Yes,No,Male,Yes,DSL,"38.544002, -121.685559",38.544002,-121.685559,Yes,65.65,Yes,2,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,648,Yes,Q3,Yes,3,No,California,No,No,No,54,3566.7,0,1327.86,0.0,4894.56,Yes,Yes,95618
19,0,24.5,,No,,39,0,Davis,6245,Two Year,United States,8946-BFWSG,Stayed,Yes,No,Male,No,,"38.544002, -121.685559",38.544002,-121.685559,Yes,25.25,Yes,3,8,Offer B,No,No,No,Credit Card,Yes,648,No,Q3,Yes,5,No,California,No,No,No,63,1573.05,0,1543.5,0.0,3116.55,Yes,No,95618
69,24,20.06,Competitor,Yes,Competitor made better offer,76,1,Folsom,4363,Month-to-Month,United States,6567-HOOPW,Churned,No,No,Female,Yes,Fiber Optic,"38.672638, -121.147403",38.672638,-121.147403,No,79.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,51855,No,Q3,No,3,Yes,California,No,No,Yes,1,79.2,0,20.06,0.0,99.26,No,Yes,95630
56,23,39.37,Dissatisfaction,Yes,Product dissatisfaction,93,1,Folsom,4760,One Year,United States,7486-KSRVI,Churned,No,No,Male,Yes,Fiber Optic,"38.672638, -121.147403",38.672638,-121.147403,No,100.0,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,51855,Yes,Q3,No,1,No,California,Yes,Yes,Yes,43,4211.55,140,1692.91,0.0,6044.46,No,No,95630
25,30,33.75,,No,,50,0,Folsom,4193,Two Year,United States,0238-WHBIQ,Stayed,Yes,Yes,Male,Yes,Cable,"38.672638, -121.147403",38.672638,-121.147403,Yes,89.7,Yes,1,10,Offer A,Yes,Yes,No,Credit Card,Yes,51855,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6339.3,0,2430.0,0.0,8769.3,Yes,Yes,95630
50,12,13.69,,No,,41,0,Folsom,2886,One Year,United States,3736-BLEPA,Stayed,No,No,Male,Yes,Fiber Optic,"38.672638, -121.147403",38.672638,-121.147403,No,91.25,No,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,51855,Yes,Q3,No,5,No,California,No,No,Yes,28,2483.65,0,383.32,0.0,2866.97,No,Yes,95630
75,4,2.88,Competitor,Yes,Competitor had better devices,88,1,Madison,3369,Month-to-Month,United States,8621-MNIHH,Churned,No,Yes,Female,Yes,Fiber Optic,"38.674276, -121.961866",38.674276,-121.961866,Yes,94.25,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,844,No,Q3,Yes,1,Yes,California,Yes,No,No,34,3217.55,0,97.92,0.0,3315.47,No,Yes,95653
68,25,31.74,,No,,33,0,Madison,2069,Month-to-Month,United States,6048-QBXKL,Joined,No,No,Female,Yes,DSL,"38.674276, -121.961866",38.674276,-121.961866,No,56.55,Yes,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,844,No,Q3,No,4,Yes,California,No,No,No,2,118.25,0,63.48,0.0,181.73,No,Yes,95653
29,76,6.35,,No,,39,0,Madison,3239,Month-to-Month,United States,1406-PUQVY,Joined,Yes,No,Male,Yes,DSL,"38.674276, -121.961866",38.674276,-121.961866,No,49.9,No,1,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,844,No,Q3,No,5,No,California,No,No,No,1,49.9,0,6.35,0.0,56.25,Yes,Yes,95653
26,0,23.12,,No,,76,0,Madison,5662,Two Year,United States,0463-TXOAK,Stayed,Yes,No,Male,No,,"38.674276, -121.961866",38.674276,-121.961866,No,25.6,Yes,1,0,,No,No,No,Credit Card,Yes,844,No,Q3,No,3,No,California,No,No,No,52,1334.5,0,1202.24,0.0,2536.74,Yes,No,95653
65,10,12.68,Competitor,Yes,Competitor had better devices,89,1,Pleasant Grove,2268,Month-to-Month,United States,5419-CONWX,Churned,No,Yes,Female,Yes,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,No,99.8,No,0,0,,Yes,No,Yes,Credit Card,Yes,901,No,Q3,No,1,Yes,California,Yes,Yes,Yes,4,442.85,0,50.72,0.0,493.57,No,Yes,95668
39,16,49.33,Dissatisfaction,Yes,Network reliability,72,1,Pleasant Grove,6110,One Year,United States,8079-XRJRS,Churned,No,Yes,Male,Yes,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,Yes,89.75,Yes,0,5,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,901,No,Q3,Yes,1,No,California,No,No,No,65,5769.6,0,3206.45,18.72,8957.33,No,Yes,95668
40,57,39.52,,No,,25,0,Pleasant Grove,4024,Two Year,United States,0960-HUWBM,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,Yes,104.1,Yes,3,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,901,Yes,Q3,No,4,No,California,Yes,Yes,Yes,65,6700.05,0,2568.8,0.0,9268.85,No,Yes,95668
55,28,29.52,,No,,35,0,Pleasant Grove,4093,Month-to-Month,United States,5760-FXFVO,Stayed,No,No,Male,Yes,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,No,78.95,No,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,Yes,901,No,Q3,No,3,No,California,No,No,No,6,494.95,0,177.12,0.0,672.07,No,Yes,95668
77,18,19.27,Other,Yes,Poor expertise of online support,72,1,Sheridan,4193,Month-to-Month,United States,7024-OHCCK,Churned,No,No,Female,Yes,Fiber Optic,"38.984756, -121.345074",38.984756,-121.345074,No,93.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1219,No,Q3,No,3,Yes,California,Yes,No,Yes,2,170.85,0,38.54,0.0,209.39,No,Yes,95681
68,28,0.0,,No,,63,0,Sheridan,2525,Two Year,United States,8070-AAWZP,Stayed,No,Yes,Male,Yes,Cable,"38.984756, -121.345074",38.984756,-121.345074,Yes,34.25,No,0,3,,No,No,No,Credit Card,No,1219,Yes,Q3,Yes,4,Yes,California,No,No,No,24,828.2,0,0.0,0.0,828.2,No,Yes,95681
43,14,28.46,,No,,25,0,Sheridan,5509,Two Year,United States,0016-QLJIS,Stayed,Yes,Yes,Female,Yes,Cable,"38.984756, -121.345074",38.984756,-121.345074,Yes,90.45,Yes,1,3,,Yes,Yes,Yes,Credit Card,Yes,1219,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,65,5957.9,0,1849.9,0.0,7807.8,No,Yes,95681
57,25,23.29,,No,,31,0,Sheridan,5425,Two Year,United States,2845-KDHVX,Stayed,No,Yes,Female,Yes,DSL,"38.984756, -121.345074",38.984756,-121.345074,Yes,68.3,No,0,9,,Yes,No,Yes,Credit Card,Yes,1219,Yes,Q3,Yes,5,No,California,Yes,Yes,No,64,4378.8,0,1490.56,0.0,5869.36,No,Yes,95681
67,18,30.8,Attitude,Yes,Attitude of support person,83,1,Wheatland,5745,Month-to-Month,United States,5357-TZHPP,Churned,No,No,Male,Yes,Fiber Optic,"39.043387, -121.409837",39.043387,-121.409837,No,84.4,Yes,0,0,,No,No,Yes,Credit Card,Yes,3600,No,Q3,No,2,Yes,California,Yes,No,No,9,732.5,0,277.2,0.0,1009.7,No,Yes,95692
58,12,47.83,Other,Yes,Moved,86,1,Wheatland,2937,Month-to-Month,United States,1541-ETJZO,Churned,No,Yes,Male,Yes,DSL,"39.043387, -121.409837",39.043387,-121.409837,No,62.05,Yes,0,0,Offer E,No,No,No,Mailed Check,Yes,3600,Yes,Q3,No,2,No,California,No,No,No,1,62.05,10,47.83,0.0,119.88,No,No,95692
49,19,0.0,Competitor,Yes,Competitor had better devices,66,1,Wheatland,3704,Month-to-Month,United States,7851-FLGGQ,Churned,No,No,Male,Yes,Cable,"39.043387, -121.409837",39.043387,-121.409837,No,44.65,No,0,0,Offer E,Yes,No,Yes,Mailed Check,No,3600,Yes,Q3,No,1,No,California,Yes,Yes,No,1,44.65,0,0.0,0.0,44.65,No,Yes,95692
40,19,0.0,,No,,21,0,Wheatland,5122,Two Year,United States,5762-TJXGK,Stayed,No,Yes,Female,Yes,DSL,"39.043387, -121.409837",39.043387,-121.409837,No,58.75,No,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,3600,No,Q3,No,4,No,California,Yes,Yes,Yes,52,3038.55,0,0.0,0.0,3038.55,No,Yes,95692
78,9,42.33,Competitor,Yes,Competitor had better devices,90,1,Rancho Cordova,4028,Month-to-Month,United States,0506-LVNGN,Churned,No,Yes,Female,Yes,Fiber Optic,"38.591134, -121.161585",38.591134,-121.161585,No,75.55,No,0,0,,No,No,Yes,Credit Card,Yes,299,No,Q3,No,1,Yes,California,No,No,No,5,349.65,0,211.65,0.0,561.3,No,Yes,95742
36,10,45.03,Competitor,Yes,Competitor had better devices,84,1,Rancho Cordova,2098,One Year,United States,3058-HJCUY,Churned,No,Yes,Male,Yes,Fiber Optic,"38.591134, -121.161585",38.591134,-121.161585,Yes,102.6,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,299,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,41,4213.35,0,1846.23,2.93,6056.65,No,Yes,95742
52,0,44.73,,No,,80,0,Rancho Cordova,3233,One Year,United States,8189-DUKMV,Stayed,No,No,Female,No,,"38.591134, -121.161585",38.591134,-121.161585,Yes,20.5,No,0,8,,No,No,No,Bank Withdrawal,Yes,299,No,Q3,Yes,5,No,California,No,No,No,4,79.05,0,178.92,0.0,257.97,No,No,95742
34,17,35.55,,No,,71,0,Rancho Cordova,5477,Two Year,United States,6681-ZSEXG,Stayed,No,Yes,Male,Yes,DSL,"38.591134, -121.161585",38.591134,-121.161585,Yes,59.5,Yes,0,9,Offer B,Yes,No,No,Credit Card,Yes,299,No,Q3,Yes,5,No,California,No,No,No,56,3389.25,0,1990.8,0.0,5380.05,No,Yes,95742
65,8,40.18,Competitor,Yes,Competitor made better offer,93,1,Canyon Dam,4458,Month-to-Month,United States,9809-IMGCQ,Churned,No,No,Male,Yes,Fiber Optic,"40.171312, -121.120605",40.171312,-121.120605,No,96.7,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,86,No,Q3,No,1,Yes,California,Yes,Yes,Yes,22,2082.95,100,883.96,0.0,3066.91,No,No,95923
41,9,10.19,Competitor,Yes,Competitor made better offer,91,1,Canyon Dam,5824,Month-to-Month,United States,0511-JTEOY,Churned,No,No,Female,Yes,Fiber Optic,"40.171312, -121.120605",40.171312,-121.120605,No,71.1,No,0,0,Offer E,No,No,No,Mailed Check,Yes,86,No,Q3,No,2,No,California,No,No,No,1,71.1,0,10.19,0.0,81.29,No,Yes,95923
28,59,20.41,,No,,77,0,Canyon Dam,4854,One Year,United States,4567-AKPIA,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"40.171312, -121.120605",40.171312,-121.120605,Yes,109.1,Yes,2,3,,Yes,No,Yes,Bank Withdrawal,Yes,86,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,41,4454.25,0,836.81,0.0,5291.06,Yes,Yes,95923
25,69,20.23,,No,,57,0,Canyon Dam,5465,Month-to-Month,United States,5084-OOVCJ,Stayed,Yes,No,Female,Yes,DSL,"40.171312, -121.120605",40.171312,-121.120605,Yes,55.35,No,3,1,,No,Yes,Yes,Credit Card,Yes,86,Yes,Q3,Yes,4,No,California,No,No,No,17,920.5,0,343.91,0.0,1264.41,Yes,Yes,95923
74,9,39.97,Competitor,Yes,Competitor had better devices,69,1,Dobbins,5683,Month-to-Month,United States,3254-YRILK,Churned,No,No,Male,Yes,Fiber Optic,"39.381174, -121.21191",39.381174,-121.21191,No,88.2,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,614,No,Q3,No,1,Yes,California,No,No,Yes,19,1775.8,0,759.43,0.0,2535.23,No,Yes,95935
34,25,41.14,Dissatisfaction,Yes,Service dissatisfaction,66,1,Dobbins,5411,One Year,United States,3685-YLCMQ,Churned,No,Yes,Male,Yes,Fiber Optic,"39.381174, -121.21191",39.381174,-121.21191,No,104.65,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,614,Yes,Q3,No,2,No,California,Yes,Yes,Yes,58,6219.6,40,2386.12,0.0,8645.72,No,No,95935
24,0,27.54,,No,,68,0,Dobbins,5920,Month-to-Month,United States,7968-QUXNS,Stayed,No,No,Male,No,,"39.381174, -121.21191",39.381174,-121.21191,No,18.95,No,0,0,,No,No,No,Mailed Check,Yes,614,No,Q3,No,4,No,California,No,No,No,6,110.15,0,165.24,0.0,275.39,Yes,No,95935
59,17,24.93,,No,,63,0,Dobbins,6021,One Year,United States,3807-BPOMJ,Stayed,No,No,Female,Yes,Fiber Optic,"39.381174, -121.21191",39.381174,-121.21191,Yes,94.75,No,0,6,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,614,No,Q3,Yes,4,No,California,Yes,Yes,Yes,55,5276.1,0,1371.15,0.0,6647.25,No,Yes,95935
70,19,46.38,Attitude,Yes,Attitude of support person,96,1,Forest Ranch,2099,Month-to-Month,United States,0529-ONKER,Churned,No,No,Male,Yes,Fiber Optic,"40.077028, -121.494168",40.077028,-121.494168,No,75.65,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,1351,No,Q3,No,3,Yes,California,No,No,No,15,1146.65,0,695.7,0.0,1842.35,No,Yes,95942
63,11,0.0,,No,,24,0,Forest Ranch,3090,Month-to-Month,United States,6029-CSMJE,Stayed,No,No,Male,Yes,Cable,"40.077028, -121.494168",40.077028,-121.494168,No,25.65,No,0,0,,No,No,Yes,Mailed Check,No,1351,No,Q3,No,3,No,California,No,No,No,17,440.2,0,0.0,0.0,440.2,No,Yes,95942
55,7,25.59,,No,,73,0,Forest Ranch,3185,Month-to-Month,United States,9972-NKTFD,Stayed,No,No,Female,Yes,Cable,"40.077028, -121.494168",40.077028,-121.494168,No,54.65,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,1351,Yes,Q3,No,5,No,California,No,No,No,28,1517.5,0,716.52,0.0,2234.02,No,Yes,95942
32,19,7.83,,No,,62,0,Forest Ranch,2299,Month-to-Month,United States,2669-QVCRG,Stayed,No,No,Female,Yes,Fiber Optic,"40.077028, -121.494168",40.077028,-121.494168,No,81.3,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,1351,No,Q3,No,4,No,California,No,No,No,41,3190.65,0,321.03,0.0,3511.68,No,Yes,95942
69,20,11.34,Competitor,Yes,Competitor had better devices,88,1,Grass Valley,3348,Month-to-Month,United States,5240-IJOQT,Churned,No,No,Male,Yes,Fiber Optic,"39.099204, -121.137962",39.099204,-121.137962,No,74.7,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,17922,No,Q3,No,1,Yes,California,No,No,No,1,74.7,0,11.34,0.0,86.04,No,Yes,95949
57,26,2.88,Competitor,Yes,Competitor had better devices,66,1,Grass Valley,5023,Month-to-Month,United States,3030-YZADT,Churned,No,No,Male,Yes,DSL,"39.099204, -121.137962",39.099204,-121.137962,No,44.95,No,0,0,Offer E,No,No,No,Mailed Check,Yes,17922,No,Q3,No,1,No,California,No,No,No,9,431.0,10,25.92,0.0,466.92,No,No,95949
60,0,6.64,,No,,54,0,Grass Valley,4215,Month-to-Month,United States,7814-LEEVE,Joined,No,No,Female,No,,"39.099204, -121.137962",39.099204,-121.137962,Yes,20.3,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,17922,No,Q3,Yes,5,No,California,No,No,No,1,20.3,0,6.64,0.0,26.94,No,No,95949
44,23,14.21,,No,,71,0,Grass Valley,4696,Month-to-Month,United States,0419-YAAPX,Stayed,No,No,Male,Yes,Fiber Optic,"39.099204, -121.137962",39.099204,-121.137962,Yes,85.3,No,0,1,Offer B,Yes,No,Yes,Credit Card,Yes,17922,No,Q3,Yes,4,No,California,No,No,Yes,49,4297.95,0,696.29,0.0,4994.24,No,Yes,95949
76,26,0.0,Competitor,Yes,Competitor had better devices,90,1,Nevada City,3884,Month-to-Month,United States,0661-XEYAN,Churned,No,No,Female,Yes,DSL,"39.333737, -120.858667",39.333737,-120.858667,No,25.8,No,0,0,,No,No,Yes,Mailed Check,No,17269,No,Q3,No,1,Yes,California,No,No,No,1,25.8,20,0.0,0.0,45.8,No,No,95959
61,0,40.81,,No,,58,0,Nevada City,3000,One Year,United States,1834-WULEG,Stayed,Yes,No,Male,No,,"39.333737, -120.858667",39.333737,-120.858667,Yes,20.25,No,2,5,Offer C,No,No,No,Mailed Check,Yes,17269,No,Q3,Yes,4,No,California,No,No,No,24,439.75,0,979.44,0.0,1419.19,No,No,95959
21,0,1.5,,No,,54,0,Nevada City,5057,Month-to-Month,United States,6654-QGBZZ,Joined,No,No,Female,No,,"39.333737, -120.858667",39.333737,-120.858667,No,19.9,No,0,0,,No,No,No,Credit Card,Yes,17269,No,Q3,No,5,No,California,No,No,No,1,19.9,0,1.5,0.0,21.4,Yes,No,95959
47,0,17.2,,No,,71,0,Nevada City,3967,Two Year,United States,7945-PRBVF,Stayed,No,No,Male,No,,"39.333737, -120.858667",39.333737,-120.858667,No,21.45,No,0,0,,No,No,No,Bank Withdrawal,Yes,17269,No,Q3,No,3,No,California,No,No,No,35,705.45,0,602.0,0.0,1307.45,No,No,95959
76,6,30.14,Competitor,Yes,Competitor made better offer,77,1,Fallbrook,4145,Month-to-Month,United States,7675-OZCZG,Churned,No,No,Female,Yes,DSL,"33.362575, -117.299644",33.362575,-117.299644,No,45.0,No,0,0,,No,No,No,Bank Withdrawal,Yes,42239,No,Q3,No,3,Yes,California,No,No,No,3,127.1,10,90.42,0.0,227.52,No,No,92028
69,6,33.74,Competitor,Yes,Competitor made better offer,90,1,Fallbrook,5247,Month-to-Month,United States,8290-YWKHZ,Churned,No,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,93.2,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,Yes,3,Yes,California,Yes,No,Yes,32,2931.0,0,1079.68,17.88,3992.8,No,Yes,92028
68,52,42.13,Competitor,Yes,Competitor made better offer,92,1,Fallbrook,4797,Month-to-Month,United States,2718-GAXQD,Churned,Yes,No,Female,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,Yes,46.0,No,3,1,Offer E,No,No,No,Bank Withdrawal,Yes,42239,No,Q3,Yes,1,Yes,California,No,No,No,4,181.6,0,168.52,0.0,350.12,No,Yes,92028
73,27,10.19,Competitor,Yes,Competitor made better offer,75,1,Fallbrook,3444,Month-to-Month,United States,3096-JRDSO,Churned,No,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,104.3,Yes,0,5,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,42239,Yes,Q3,Yes,1,Yes,California,Yes,No,Yes,27,2867.75,0,275.13,0.0,3142.88,No,Yes,92028
73,11,31.27,Other,Yes,Don't know,94,1,Fallbrook,2394,Month-to-Month,United States,0723-DRCLG,Churned,No,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,74.45,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,Yes,2,Yes,California,No,No,No,1,74.45,10,31.27,0.0,115.72,No,No,92028
75,8,10.61,Competitor,Yes,Competitor made better offer,77,1,Fallbrook,5839,Month-to-Month,United States,8361-LTMKD,Churned,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,74.4,Yes,0,0,,No,No,Yes,Mailed Check,Yes,42239,No,Q3,No,2,Yes,California,No,No,No,4,306.6,20,42.44,0.0,369.04,No,No,92028
68,2,29.15,,No,,21,0,Fallbrook,4413,One Year,United States,5701-YVSVF,Stayed,No,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,82.9,No,0,9,Offer D,No,No,Yes,Bank Withdrawal,Yes,42239,Yes,Q3,Yes,4,Yes,California,No,No,Yes,11,880.05,0,320.65,0.0,1200.7,No,Yes,92028
67,7,7.82,,No,,37,0,Fallbrook,4615,Two Year,United States,7351-KYHQH,Stayed,No,Yes,Female,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,No,64.95,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,4,Yes,California,No,No,Yes,7,493.65,0,54.74,0.0,548.39,No,Yes,92028
77,4,2.97,,No,,77,0,Fallbrook,5990,Two Year,United States,0141-YEAYS,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,86.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,4,Yes,California,No,No,No,27,2401.05,0,80.19,0.0,2481.24,No,Yes,92028
68,27,42.9,,No,,54,0,Fallbrook,4958,Two Year,United States,0531-ZZJWQ,Stayed,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,74.0,Yes,0,6,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,Yes,5,Yes,California,No,No,No,55,4052.4,0,2359.5,0.0,6411.9,No,Yes,92028
50,22,9.67,Competitor,Yes,Competitor made better offer,82,1,Fallbrook,3394,Month-to-Month,United States,0742-MOABM,Churned,No,No,Male,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,Yes,50.05,No,0,2,,No,No,No,Credit Card,Yes,42239,Yes,Q3,Yes,2,No,California,No,No,No,4,179.35,0,38.68,0.0,218.03,No,Yes,92028
49,14,11.12,Competitor,Yes,Competitor made better offer,68,1,Fallbrook,2887,Month-to-Month,United States,2957-LOLHO,Churned,No,No,Male,Yes,DSL,"33.362575, -117.299644",33.362575,-117.299644,No,45.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,3,No,California,No,No,No,12,518.9,0,133.44,0.0,652.34,No,Yes,92028
61,11,31.09,Competitor,Yes,Competitor made better offer,66,1,Fallbrook,4192,Month-to-Month,United States,0306-JAELE,Churned,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,96.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,42239,Yes,Q3,No,1,No,California,Yes,Yes,Yes,5,453.4,0,155.45,0.0,608.85,No,Yes,92028
54,20,7.62,Competitor,Yes,Competitor made better offer,90,1,Fallbrook,5863,Month-to-Month,United States,6599-RCLCJ,Churned,No,Yes,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,109.55,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,42239,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,47,5124.55,0,358.14,0.0,5482.69,No,No,92028
49,19,29.18,Competitor,Yes,Competitor made better offer,78,1,Fallbrook,4786,Month-to-Month,United States,2845-HSJCY,Churned,No,Yes,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,87.25,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,Yes,2,No,California,Yes,Yes,No,14,1258.6,0,408.52,0.0,1667.12,No,Yes,92028
27,52,24.83,Competitor,Yes,Competitor made better offer,90,1,Fallbrook,5115,Month-to-Month,United States,9734-UYXQI,Churned,No,No,Female,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,No,49.4,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,1,No,California,No,Yes,No,2,106.55,0,49.66,0.0,156.21,Yes,Yes,92028
22,58,44.77,Competitor,Yes,Competitor made better offer,94,1,Fallbrook,5074,One Year,United States,8945-MUQUF,Churned,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,94.8,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,3,No,California,No,Yes,Yes,51,4837.6,0,2283.27,0.0,7120.87,Yes,Yes,92028
38,16,5.62,Other,Yes,Poor expertise of online support,91,1,Fallbrook,4769,Month-to-Month,United States,1591-NFNLQ,Churned,No,Yes,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,80.0,Yes,0,0,,No,No,No,Credit Card,Yes,42239,No,Q3,No,3,No,California,No,No,No,51,4242.35,0,286.62,0.0,4528.97,No,Yes,92028
33,19,48.82,Competitor,Yes,Competitor made better offer,67,1,Fallbrook,4612,Month-to-Month,United States,4013-UBXWQ,Churned,No,No,Female,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,No,74.65,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,42239,Yes,Q3,No,3,No,California,Yes,Yes,Yes,7,521.1,0,341.74,28.35,834.49,No,Yes,92028
33,0,16.81,Competitor,Yes,Competitor made better offer,80,1,Fallbrook,5747,Month-to-Month,United States,3148-BLQJT,Churned,No,No,Male,No,,"33.362575, -117.299644",33.362575,-117.299644,No,20.1,No,0,0,Offer E,No,No,No,Credit Card,Yes,42239,No,Q3,No,1,No,California,No,No,No,1,20.1,0,16.81,0.0,36.91,No,No,92028
41,23,36.91,Competitor,Yes,Competitor made better offer,68,1,Fallbrook,5762,Month-to-Month,United States,4210-QFJMF,Churned,No,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,79.15,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,1,No,California,Yes,Yes,No,4,317.25,0,147.64,0.0,464.89,No,Yes,92028
63,3,44.73,Competitor,Yes,Competitor made better offer,75,1,Fallbrook,5861,Month-to-Month,United States,3746-EUBYR,Churned,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,74.6,Yes,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,Yes,1,No,California,No,No,No,1,74.6,0,44.73,0.0,119.33,No,Yes,92028
36,0,2.01,Competitor,Yes,Competitor made better offer,85,1,Fallbrook,5822,Month-to-Month,United States,9986-BONCE,Churned,No,No,Female,No,,"33.362575, -117.299644",33.362575,-117.299644,No,20.95,No,0,0,,No,No,No,Bank Withdrawal,Yes,42239,No,Q3,No,1,No,California,No,No,No,4,85.5,0,8.04,0.0,93.54,No,No,92028
54,2,37.1,Competitor,Yes,Competitor made better offer,94,1,Fallbrook,2353,Month-to-Month,United States,8601-QACRS,Churned,No,No,Female,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,No,50.6,Yes,0,0,Offer E,No,No,Yes,Mailed Check,Yes,42239,No,Q3,No,2,No,California,No,No,No,5,249.95,20,185.5,0.0,455.45,No,No,92028
37,2,8.38,Competitor,Yes,Competitor made better offer,84,1,Fallbrook,5035,Month-to-Month,United States,5923-GXUOC,Churned,No,Yes,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,104.4,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,1,No,California,Yes,Yes,Yes,10,1081.45,0,83.8,0.0,1165.25,No,Yes,92028
46,11,24.9,Competitor,Yes,Competitor made better offer,91,1,Fallbrook,4655,Month-to-Month,United States,4432-ADRLB,Churned,No,No,Male,Yes,DSL,"33.362575, -117.299644",33.362575,-117.299644,No,44.65,No,0,0,,No,No,No,Mailed Check,Yes,42239,No,Q3,No,1,No,California,No,No,No,2,74.9,10,49.8,0.0,134.7,No,No,92028
48,6,35.64,Other,Yes,Don't know,91,1,Fallbrook,3520,Month-to-Month,United States,9048-JVYVF,Churned,No,No,Male,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,No,69.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,42239,Yes,Q3,No,2,No,California,Yes,Yes,Yes,3,191.35,0,106.92,0.0,298.27,No,Yes,92028
20,58,35.22,Competitor,Yes,Competitor made better offer,79,1,Fallbrook,4600,Month-to-Month,United States,9250-WYPLL,Churned,No,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,75.55,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,42239,No,Q3,No,2,No,California,No,Yes,No,5,413.65,0,176.1,0.0,589.75,Yes,Yes,92028
31,16,36.43,Competitor,Yes,Competitor made better offer,90,1,Fallbrook,5900,Month-to-Month,United States,1518-VOWAV,Churned,No,No,Female,Yes,DSL,"33.362575, -117.299644",33.362575,-117.299644,No,74.65,No,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,1,No,California,Yes,Yes,Yes,9,703.55,0,327.87,0.0,1031.42,No,Yes,92028
22,59,30.61,Competitor,Yes,Competitor made better offer,66,1,Fallbrook,3780,Month-to-Month,United States,9451-LPGOO,Churned,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,86.8,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,2,No,California,Yes,Yes,No,7,620.35,0,214.27,0.0,834.62,Yes,Yes,92028
56,10,30.35,,No,,75,0,Fallbrook,2444,Month-to-Month,United States,5175-WLYXL,Stayed,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,78.85,Yes,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,42239,No,Q3,No,5,No,California,No,No,No,22,1600.25,50,667.7,0.0,2317.95,No,No,92028
64,3,23.27,,No,,61,0,Fallbrook,4965,Two Year,United States,9637-CDTKZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,114.1,Yes,0,6,,Yes,Yes,Yes,Credit Card,Yes,42239,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8086.4,0,1675.44,0.0,9761.84,No,Yes,92028
21,48,36.14,,No,,38,0,Fallbrook,4487,Two Year,United States,0602-DDUML,Stayed,No,Yes,Female,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,No,69.75,No,0,0,,Yes,No,No,Mailed Check,Yes,42239,Yes,Q3,No,3,No,California,No,Yes,Yes,57,3894.4,0,2059.98,0.0,5954.38,Yes,Yes,92028
19,52,43.56,,No,,34,0,Fallbrook,4545,Month-to-Month,United States,4770-UEZOX,Joined,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,74.75,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,3,No,California,No,No,No,2,144.8,0,87.12,0.0,231.92,Yes,Yes,92028
56,19,17.85,,No,,77,0,Fallbrook,4621,Month-to-Month,United States,8800-JOOCF,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,84.05,Yes,1,0,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,4,No,California,No,No,Yes,12,966.55,0,214.2,0.0,1180.75,No,Yes,92028
28,0,13.89,,No,,46,0,Fallbrook,2107,Month-to-Month,United States,3007-FDPEA,Joined,No,No,Female,No,,"33.362575, -117.299644",33.362575,-117.299644,No,20.7,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,4,No,California,No,No,No,2,39.85,0,27.78,0.0,67.63,Yes,No,92028
42,0,31.83,,No,,72,0,Fallbrook,5359,Month-to-Month,United States,6509-TSGWN,Stayed,Yes,No,Female,No,,"33.362575, -117.299644",33.362575,-117.299644,Yes,26.45,Yes,2,1,,No,No,No,Credit Card,Yes,42239,No,Q3,Yes,4,No,California,No,No,No,37,911.6,0,1177.71,0.0,2089.31,No,No,92028
63,13,45.76,,No,,55,0,Fallbrook,5187,Month-to-Month,United States,9701-CDXHR,Stayed,No,No,Female,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,69.15,No,0,1,Offer B,No,No,No,Credit Card,Yes,42239,No,Q3,Yes,4,No,California,No,No,No,51,3649.6,110,2333.76,0.0,6093.36,No,No,92028
55,53,10.36,,No,,38,0,Fallbrook,3087,Month-to-Month,United States,9921-EZKBY,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,No,95.3,Yes,3,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,42239,No,Q3,No,4,No,California,Yes,Yes,No,33,3275.15,0,341.88,0.0,3617.03,No,Yes,92028
59,12,0.0,,No,,66,0,Fallbrook,2553,Month-to-Month,United States,2946-KIQSP,Stayed,No,Yes,Female,Yes,Cable,"33.362575, -117.299644",33.362575,-117.299644,No,33.45,No,0,0,Offer C,No,No,Yes,Credit Card,No,42239,Yes,Q3,No,5,No,California,No,No,No,35,1175.85,30,0.0,0.0,1205.85,No,No,92028
38,0,31.78,,No,,69,0,Fallbrook,5748,Two Year,United States,4957-SREEC,Stayed,Yes,No,Male,No,,"33.362575, -117.299644",33.362575,-117.299644,Yes,20.35,No,1,2,Offer A,No,No,No,Credit Card,Yes,42239,No,Q3,Yes,5,No,California,No,No,No,70,1458.1,0,2224.6,35.44,3647.26,No,No,92028
23,82,9.07,,No,,69,0,Fallbrook,4200,One Year,United States,7696-AMHOD,Stayed,Yes,Yes,Female,Yes,DSL,"33.362575, -117.299644",33.362575,-117.299644,Yes,78.0,No,1,10,,Yes,No,No,Credit Card,Yes,42239,No,Q3,Yes,5,No,California,Yes,Yes,Yes,49,3824.2,0,444.43,0.0,4268.63,Yes,Yes,92028
27,85,3.86,,No,,65,0,Fallbrook,5973,Two Year,United States,6257-DTAYD,Stayed,No,No,Male,Yes,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,Yes,104.15,Yes,0,1,Offer A,Yes,No,Yes,Credit Card,Yes,42239,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,7365.3,0,274.06,0.0,7639.36,Yes,Yes,92028
77,19,6.97,Competitor,Yes,Competitor made better offer,69,1,Lewiston,5374,Month-to-Month,United States,9391-EOYLI,Churned,No,No,Male,Yes,Fiber Optic,"40.704293, -122.803899",40.704293,-122.803899,Yes,80.45,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,1845,No,Q3,Yes,2,Yes,California,Yes,No,No,12,950.2,0,83.64,0.0,1033.84,No,Yes,96052
65,4,0.0,Competitor,Yes,Competitor had better devices,85,1,Lewiston,5971,Month-to-Month,United States,5233-GEEAX,Churned,No,Yes,Male,Yes,DSL,"40.704293, -122.803899",40.704293,-122.803899,No,29.4,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,1845,No,Q3,No,1,Yes,California,No,No,No,8,221.9,0,0.0,0.0,221.9,No,Yes,96052
26,48,39.84,Price,Yes,Price too high,80,1,Lewiston,2473,One Year,United States,0520-FDVVT,Churned,No,Yes,Male,Yes,Fiber Optic,"40.704293, -122.803899",40.704293,-122.803899,No,102.35,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1845,No,Q3,No,3,No,California,Yes,Yes,Yes,35,3626.1,0,1394.4,0.0,5020.5,Yes,Yes,96052
58,2,8.97,,No,,46,0,Lewiston,4653,Month-to-Month,United States,9938-EKRGF,Stayed,No,Yes,Female,Yes,Cable,"40.704293, -122.803899",40.704293,-122.803899,No,84.45,No,0,0,Offer D,Yes,Yes,No,Mailed Check,Yes,1845,Yes,Q3,No,3,No,California,Yes,Yes,Yes,15,1287.85,0,134.55,0.0,1422.4,No,Yes,96052
74,11,6.51,Competitor,Yes,Competitor made better offer,81,1,Palo Cedro,2803,Month-to-Month,United States,2761-OCIAX,Churned,No,No,Male,Yes,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,No,74.7,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4931,No,Q3,No,2,Yes,California,No,No,No,2,165.4,0,13.02,0.0,178.42,No,Yes,96073
21,69,41.72,Competitor,Yes,Competitor offered higher download speeds,95,1,Palo Cedro,5552,Month-to-Month,United States,1565-RHDJD,Churned,No,Yes,Female,Yes,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,No,84.05,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,4931,No,Q3,No,3,No,California,No,Yes,No,4,333.55,0,166.88,0.0,500.43,Yes,Yes,96073
42,13,24.19,,No,,59,0,Palo Cedro,5425,Two Year,United States,8853-TZDGH,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,No,111.6,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4931,Yes,Q3,No,5,No,California,Yes,Yes,Yes,72,8012.75,0,1741.68,0.0,9754.43,No,Yes,96073
20,51,20.51,,No,,80,0,Palo Cedro,5016,One Year,United States,6728-VOIFY,Stayed,No,No,Female,Yes,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,Yes,96.0,No,0,5,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,4931,No,Q3,Yes,3,No,California,Yes,Yes,Yes,63,6109.75,30,1292.13,0.0,7431.88,Yes,No,96073
77,20,49.6,Competitor,Yes,Competitor made better offer,91,1,Round Mountain,3106,Month-to-Month,United States,3068-OMWZA,Churned,No,Yes,Male,Yes,Fiber Optic,"40.923558, -122.059933",40.923558,-122.059933,No,88.8,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,459,No,Q3,No,1,Yes,California,No,No,Yes,1,88.8,10,49.6,0.0,148.4,No,No,96084
58,28,32.27,,No,,33,0,Round Mountain,3937,One Year,United States,1536-YHDOE,Stayed,Yes,No,Male,Yes,Cable,"40.923558, -122.059933",40.923558,-122.059933,Yes,62.1,Yes,3,10,,No,Yes,Yes,Credit Card,Yes,459,Yes,Q3,Yes,3,No,California,No,No,No,17,1096.65,0,548.59,0.0,1645.24,No,Yes,96084
39,12,49.69,,No,,33,0,Round Mountain,4800,Month-to-Month,United States,0114-PEGZZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.923558, -122.059933",40.923558,-122.059933,No,107.55,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,459,No,Q3,No,3,No,California,Yes,Yes,Yes,33,3645.5,0,1639.77,0.0,5285.27,No,Yes,96084
38,0,30.01,,No,,46,0,Round Mountain,5518,One Year,United States,0661-KQHNK,Stayed,Yes,No,Female,No,,"40.923558, -122.059933",40.923558,-122.059933,Yes,19.0,No,3,0,,No,No,No,Credit Card,Yes,459,No,Q3,No,5,No,California,No,No,No,6,105.5,0,180.06,0.0,285.56,No,No,96084
76,5,1.47,Competitor,Yes,Competitor made better offer,82,1,San Diego,3861,Month-to-Month,United States,4154-AQUGT,Churned,No,No,Male,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,Yes,89.05,No,0,1,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,28201,Yes,Q3,Yes,1,Yes,California,Yes,No,No,13,1169.35,0,19.11,0.0,1188.46,No,Yes,92130
77,23,31.17,Competitor,Yes,Competitor made better offer,95,1,San Diego,2740,Month-to-Month,United States,8017-LXHFA,Churned,No,No,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,94.75,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,2,Yes,California,Yes,No,Yes,23,2293.6,0,716.91,0.0,3010.51,No,Yes,92130
80,6,36.82,Competitor,Yes,Competitor made better offer,90,1,San Diego,3209,Month-to-Month,United States,4248-QPAVC,Churned,No,Yes,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,Yes,85.35,Yes,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,28201,No,Q3,Yes,1,Yes,California,No,No,No,17,1463.45,0,625.94,0.0,2089.39,No,Yes,92130
68,2,40.93,Competitor,Yes,Competitor made better offer,93,1,San Diego,3797,Month-to-Month,United States,4690-LLKUA,Churned,No,No,Male,Yes,DSL,"32.957195, -117.202542",32.957195,-117.202542,No,45.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,1,Yes,California,No,No,No,17,770.6,0,695.81,0.0,1466.41,No,Yes,92130
79,17,9.53,Competitor,Yes,Competitor made better offer,90,1,San Diego,4871,Month-to-Month,United States,9490-DFPMD,Churned,No,No,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,84.65,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,2,Yes,California,No,No,Yes,42,3541.35,0,400.26,0.0,3941.61,No,Yes,92130
65,16,42.3,Competitor,Yes,Competitor made better offer,92,1,San Diego,5001,Month-to-Month,United States,8580-AECUZ,Churned,No,No,Male,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,79.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,3,Yes,California,No,No,Yes,1,79.1,0,42.3,0.0,121.4,No,Yes,92130
33,19,30.06,Competitor,Yes,Competitor made better offer,84,1,San Diego,5654,Month-to-Month,United States,6032-KRXXO,Churned,No,No,Male,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,90.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,2,No,California,Yes,Yes,Yes,30,2755.35,0,901.8,0.0,3657.15,No,Yes,92130
51,26,47.57,Competitor,Yes,Competitor made better offer,89,1,San Diego,4780,Month-to-Month,United States,7459-RRWQZ,Churned,No,No,Female,Yes,DSL,"32.957195, -117.202542",32.957195,-117.202542,No,64.65,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,1,No,California,Yes,Yes,No,15,994.55,0,713.55,0.0,1708.1,No,Yes,92130
34,10,28.4,Competitor,Yes,Competitor made better offer,65,1,San Diego,4421,One Year,United States,3092-IGHWF,Churned,No,Yes,Male,Yes,Cable,"32.957195, -117.202542",32.957195,-117.202542,Yes,87.4,Yes,0,1,Offer A,Yes,No,No,Bank Withdrawal,Yes,28201,No,Q3,Yes,2,No,California,No,No,No,67,5918.8,0,1902.8,0.0,7821.6,No,Yes,92130
32,17,19.07,Competitor,Yes,Competitor made better offer,68,1,San Diego,5874,Month-to-Month,United States,6352-TWCAU,Churned,No,No,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,86.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,1,No,California,No,No,Yes,35,3029.1,0,667.45,0.0,3696.55,No,Yes,92130
21,48,19.16,Competitor,Yes,Competitor made better offer,90,1,San Diego,4886,One Year,United States,2929-QNSRW,Churned,No,No,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,Yes,98.25,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,Yes,1,No,California,Yes,Yes,Yes,56,5508.35,150,1072.96,0.0,6731.31,Yes,No,92130
46,25,31.75,Competitor,Yes,Competitor made better offer,92,1,San Diego,5105,Month-to-Month,United States,1262-OPMFY,Churned,No,Yes,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,Yes,75.75,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,Yes,3,No,California,No,No,No,9,655.9,0,285.75,0.0,941.65,No,Yes,92130
55,4,24.73,Other,Yes,Don't know,89,1,San Diego,5898,One Year,United States,1899-VXWXM,Churned,No,Yes,Male,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,106.1,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,28201,No,Q3,No,1,No,California,Yes,Yes,Yes,48,5082.8,0,1187.04,0.0,6269.84,No,Yes,92130
23,76,7.99,Competitor,Yes,Competitor made better offer,89,1,San Diego,3410,Month-to-Month,United States,3331-HQDTW,Churned,No,Yes,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,109.8,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,28201,No,Q3,No,1,No,California,Yes,Yes,Yes,34,3587.25,0,271.66,0.0,3858.91,Yes,Yes,92130
61,19,13.33,Competitor,Yes,Competitor made better offer,91,1,San Diego,3469,Month-to-Month,United States,5442-XSDCW,Churned,No,No,Male,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,Yes,79.5,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,Yes,1,No,California,No,No,Yes,11,868.5,50,146.63,0.0,1065.13,No,No,92130
30,59,34.47,Competitor,Yes,Competitor made better offer,89,1,San Diego,2850,Month-to-Month,United States,3049-NDXFL,Churned,No,No,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,85.8,Yes,0,0,Offer E,No,No,No,Credit Card,Yes,28201,No,Q3,No,3,No,California,Yes,Yes,No,1,85.8,0,34.47,0.0,120.27,No,Yes,92130
31,26,30.95,Competitor,Yes,Competitor made better offer,89,1,San Diego,5365,Month-to-Month,United States,7786-WBJYI,Churned,No,No,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,77.95,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,28201,No,Q3,No,2,No,California,No,No,No,4,305.55,0,123.8,0.0,429.35,No,Yes,92130
62,18,38.66,Competitor,Yes,Competitor made better offer,82,1,San Diego,5795,Month-to-Month,United States,3716-BDVDB,Churned,No,No,Male,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,69.1,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,28201,No,Q3,No,1,No,California,No,No,No,1,69.1,0,38.66,0.0,107.76,No,Yes,92130
62,20,38.53,Competitor,Yes,Competitor made better offer,91,1,San Diego,2847,Month-to-Month,United States,5884-GCYMI,Churned,No,No,Male,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,No,69.4,No,0,0,Offer E,No,No,No,Mailed Check,Yes,28201,No,Q3,No,1,No,California,No,No,No,1,69.4,0,38.53,0.0,107.93,No,Yes,92130
63,24,7.01,Competitor,Yes,Competitor made better offer,94,1,San Diego,5255,Month-to-Month,United States,3976-BWUCK,Churned,No,No,Female,Yes,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,Yes,94.1,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,28201,Yes,Q3,Yes,3,No,California,No,No,Yes,30,2804.45,0,210.3,0.0,3014.75,No,Yes,92130
52,8,23.45,,No,,48,0,San Diego,6149,Two Year,United States,2863-IMQDR,Stayed,No,Yes,Female,Yes,DSL,"32.957195, -117.202542",32.957195,-117.202542,No,89.65,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,28201,Yes,Q3,No,3,No,California,Yes,Yes,Yes,61,5308.7,0,1430.45,0.0,6739.15,No,Yes,92130
54,12,14.88,,No,,78,0,San Diego,3172,Month-to-Month,United States,3090-LETTY,Joined,Yes,No,Male,Yes,DSL,"32.957195, -117.202542",32.957195,-117.202542,No,60.95,Yes,2,0,,Yes,Yes,No,Bank Withdrawal,Yes,28201,No,Q3,No,4,No,California,No,No,No,2,134.6,0,29.76,0.0,164.36,No,Yes,92130
68,12,39.78,Competitor,Yes,Competitor made better offer,91,1,San Diego,3438,Month-to-Month,United States,5047-LHVLY,Churned,No,Yes,Male,Yes,Cable,"32.898613, -117.202937",32.898613,-117.202937,No,50.15,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,4258,No,Q3,No,2,Yes,California,No,No,No,1,50.15,0,39.78,0.0,89.93,No,Yes,92121
76,21,12.91,Competitor,Yes,Competitor made better offer,95,1,San Diego,3543,Month-to-Month,United States,8058-JMEQO,Churned,No,No,Female,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,No,84.45,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,No,3,Yes,California,Yes,No,No,9,762.5,0,116.19,0.0,878.69,No,Yes,92121
74,13,3.84,Competitor,Yes,Competitor made better offer,95,1,San Diego,3763,Month-to-Month,United States,9248-OJYKK,Churned,No,No,Male,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,No,76.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,No,3,Yes,California,No,No,No,1,76.45,10,3.84,0.0,90.29,No,No,92121
79,18,34.01,Competitor,Yes,Competitor made better offer,94,1,San Diego,4703,Month-to-Month,United States,3398-FSHON,Churned,No,No,Female,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,No,91.3,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,No,2,Yes,California,No,No,Yes,12,1094.5,0,408.12,0.0,1502.62,No,Yes,92121
69,6,47.9,Competitor,Yes,Competitor made better offer,90,1,San Diego,5750,Month-to-Month,United States,3319-DWOEP,Churned,No,Yes,Male,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,Yes,95.75,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,No,3,Yes,California,Yes,No,Yes,6,573.75,0,287.4,0.0,861.15,No,Yes,92121
21,69,9.41,Competitor,Yes,Competitor made better offer,78,1,San Diego,5925,Month-to-Month,United States,4190-MFLUW,Churned,No,Yes,Female,Yes,Cable,"32.898613, -117.202937",32.898613,-117.202937,Yes,55.2,No,0,6,,No,No,No,Credit Card,Yes,4258,Yes,Q3,Yes,1,No,California,No,No,No,10,528.35,0,94.1,0.0,622.45,Yes,Yes,92121
41,18,22.11,Competitor,Yes,Competitor made better offer,78,1,San Diego,5973,Month-to-Month,United States,7825-GKXMW,Churned,No,No,Female,Yes,DSL,"32.898613, -117.202937",32.898613,-117.202937,No,45.8,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,4258,No,Q3,No,1,No,California,No,No,No,1,45.8,10,22.11,0.0,77.91,No,No,92121
44,21,0.0,Competitor,Yes,Competitor made better offer,91,1,San Diego,5825,Month-to-Month,United States,4430-UZIPO,Churned,No,No,Male,Yes,DSL,"32.898613, -117.202937",32.898613,-117.202937,No,36.85,No,0,0,Offer E,Yes,No,Yes,Mailed Check,No,4258,Yes,Q3,No,1,No,California,No,No,No,3,108.7,0,0.0,0.0,108.7,No,Yes,92121
59,0,31.14,Competitor,Yes,Competitor made better offer,73,1,San Diego,4672,Month-to-Month,United States,5688-KZTSN,Churned,Yes,No,Male,No,,"32.898613, -117.202937",32.898613,-117.202937,Yes,20.0,No,3,1,,No,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,Yes,1,No,California,No,No,No,15,288.05,0,467.1,0.0,755.15,No,No,92121
60,4,19.08,Other,Yes,Don't know,92,1,San Diego,2341,Month-to-Month,United States,6518-LGAOV,Churned,No,Yes,Female,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,Yes,105.0,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,4258,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,38,4026.4,0,725.04,0.0,4751.44,No,Yes,92121
20,51,0.0,Competitor,Yes,Competitor made better offer,91,1,San Diego,5421,Month-to-Month,United States,7242-QZLXF,Churned,Yes,No,Male,Yes,Cable,"32.898613, -117.202937",32.898613,-117.202937,No,25.3,No,3,0,,No,No,Yes,Bank Withdrawal,No,4258,No,Q3,No,2,No,California,No,No,No,1,25.3,10,0.0,0.0,35.3,Yes,No,92121
22,59,33.53,Competitor,Yes,Competitor made better offer,90,1,San Diego,5866,One Year,United States,4576-CSAJH,Churned,No,No,Male,Yes,DSL,"32.898613, -117.202937",32.898613,-117.202937,No,55.15,No,0,0,,Yes,No,Yes,Credit Card,Yes,4258,Yes,Q3,No,3,No,California,No,No,No,22,1193.05,0,737.66,0.0,1930.71,Yes,Yes,92121
25,0,4.11,Competitor,Yes,Competitor made better offer,90,1,San Diego,4389,Month-to-Month,United States,1000-AJSLD,Churned,No,No,Male,No,,"32.898613, -117.202937",32.898613,-117.202937,No,20.1,No,0,0,,No,No,Yes,Mailed Check,Yes,4258,No,Q3,No,1,No,California,No,No,No,1,20.1,0,4.11,0.0,24.21,Yes,No,92121
49,28,4.99,Competitor,Yes,Competitor made better offer,90,1,San Diego,2100,Month-to-Month,United States,1062-LHZOD,Churned,No,No,Male,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,Yes,69.9,No,0,0,,No,No,Yes,Mailed Check,Yes,4258,No,Q3,No,1,No,California,No,No,No,1,69.9,0,4.99,0.0,74.89,No,Yes,92121
39,27,49.64,Competitor,Yes,Competitor made better offer,90,1,San Diego,3370,Month-to-Month,United States,9600-NAXZN,Churned,No,No,Male,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,No,101.4,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,No,1,No,California,Yes,Yes,Yes,43,4528.0,0,2134.52,0.0,6662.52,No,Yes,92121
34,15,41.77,Competitor,Yes,Competitor made better offer,90,1,San Diego,4424,Month-to-Month,United States,6457-USBER,Churned,No,No,Male,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,No,80.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,No,3,No,California,Yes,Yes,No,1,80.8,0,41.77,0.0,122.57,No,Yes,92121
44,20,37.29,Competitor,Yes,Competitor made better offer,90,1,San Diego,5344,Month-to-Month,United States,4662-EKDPQ,Churned,No,No,Male,Yes,Cable,"32.898613, -117.202937",32.898613,-117.202937,No,62.05,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,4258,No,Q3,No,1,No,California,Yes,Yes,No,2,118.3,0,74.58,0.0,192.88,No,Yes,92121
63,0,34.22,,No,,52,0,San Diego,5212,One Year,United States,6563-VRERX,Stayed,No,No,Male,No,,"32.898613, -117.202937",32.898613,-117.202937,Yes,20.6,No,0,2,,No,No,No,Credit Card,Yes,4258,No,Q3,Yes,5,No,California,No,No,No,33,690.25,0,1129.26,0.0,1819.51,No,No,92121
40,28,22.3,,No,,65,0,San Diego,3511,Month-to-Month,United States,5989-PGKJB,Stayed,No,No,Female,Yes,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,No,86.25,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,4258,No,Q3,No,5,No,California,Yes,Yes,No,16,1340.1,0,356.8,0.0,1696.9,No,Yes,92121
50,16,4.11,,No,,49,0,San Diego,4412,Two Year,United States,6439-PKTRR,Stayed,Yes,Yes,Female,Yes,Cable,"32.898613, -117.202937",32.898613,-117.202937,Yes,80.7,Yes,2,6,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,4258,Yes,Q3,Yes,4,No,California,No,No,Yes,70,5617.95,0,287.7,0.0,5905.65,No,Yes,92121
72,15,34.51,Competitor,Yes,Competitor had better devices,96,1,Hermosa Beach,3438,Month-to-Month,United States,8375-DKEBR,Churned,No,No,Female,Yes,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,No,69.6,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,18693,No,Q3,No,1,Yes,California,No,No,No,1,69.6,0,34.51,0.0,104.11,No,Yes,90254
78,18,17.73,Price,Yes,Price too high,67,1,Hermosa Beach,4225,Month-to-Month,United States,5561-NWEVX,Churned,No,Yes,Female,Yes,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,Yes,79.2,Yes,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,18693,No,Q3,Yes,3,Yes,California,No,No,No,2,172.85,0,35.46,0.0,208.31,No,Yes,90254
33,13,21.23,Dissatisfaction,Yes,Product dissatisfaction,88,1,Hermosa Beach,5838,Month-to-Month,United States,8185-UPYBR,Churned,No,No,Male,Yes,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,Yes,75.5,Yes,0,4,,No,No,Yes,Bank Withdrawal,Yes,18693,No,Q3,Yes,1,No,California,No,No,No,6,438.0,0,127.38,0.0,565.38,No,Yes,90254
48,0,22.49,,No,,78,0,Hermosa Beach,5741,One Year,United States,3887-PBQAO,Stayed,No,No,Female,No,,"33.86532, -118.396336",33.86532,-118.396336,Yes,25.9,Yes,0,4,Offer B,No,No,Yes,Credit Card,Yes,18693,No,Q3,Yes,4,No,California,No,No,No,45,1216.6,0,1012.05,0.0,2228.65,No,No,90254
45,24,45.39,,No,,80,0,Hermosa Beach,2317,Month-to-Month,United States,3955-JBZZM,Stayed,No,No,Male,Yes,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,No,78.8,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,18693,No,Q3,No,3,No,California,No,No,Yes,20,1641.3,0,907.8,0.0,2549.1,No,Yes,90254
66,23,27.95,Attitude,Yes,Attitude of support person,89,1,Buena Park,3380,Month-to-Month,United States,7279-BUYWN,Churned,No,Yes,Female,Yes,Fiber Optic,"33.845706, -118.012204",33.845706,-118.012204,No,113.2,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,44442,No,Q3,No,1,Yes,California,Yes,Yes,Yes,41,4689.5,0,1145.95,0.0,5835.45,No,Yes,90620
74,21,9.86,Price,Yes,Long distance charges,96,1,Buena Park,4407,Month-to-Month,United States,0685-MLYYM,Churned,No,No,Female,Yes,Fiber Optic,"33.845706, -118.012204",33.845706,-118.012204,No,70.75,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,44442,No,Q3,No,2,Yes,California,No,No,No,2,154.85,0,19.72,0.0,174.57,No,Yes,90620
53,0,31.62,,No,,59,0,Buena Park,5918,Two Year,United States,8402-OOOHJ,Stayed,No,No,Female,No,,"33.845706, -118.012204",33.845706,-118.012204,No,20.65,No,0,0,,No,No,No,Credit Card,Yes,44442,No,Q3,No,5,No,California,No,No,No,41,835.15,0,1296.42,0.0,2131.57,No,No,90620
54,13,0.0,,No,,55,0,Buena Park,4093,Two Year,United States,1837-YQUCE,Stayed,No,Yes,Female,Yes,DSL,"33.845706, -118.012204",33.845706,-118.012204,No,58.35,No,0,0,Offer A,No,Yes,Yes,Bank Withdrawal,No,44442,Yes,Q3,No,3,No,California,Yes,Yes,Yes,70,4214.25,0,0.0,0.0,4214.25,No,Yes,90620
25,0,45.64,,No,,34,0,Buena Park,4170,One Year,United States,2821-WARNZ,Stayed,Yes,No,Female,No,,"33.845706, -118.012204",33.845706,-118.012204,No,19.45,No,1,0,,No,No,No,Credit Card,Yes,44442,No,Q3,No,5,No,California,No,No,No,49,921.3,0,2236.36,0.0,3157.66,Yes,No,90620
68,4,26.11,Competitor,Yes,Competitor had better devices,76,1,Buena Park,5394,Month-to-Month,United States,7156-MHUGY,Churned,No,No,Male,Yes,Fiber Optic,"33.874224, -117.993368",33.874224,-117.993368,No,90.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,33528,No,Q3,No,1,Yes,California,Yes,Yes,Yes,13,1201.15,140,339.43,29.84,1650.74,No,No,90621
68,9,0.0,,No,,48,0,Buena Park,4118,Month-to-Month,United States,0749-IRGQE,Stayed,No,No,Female,Yes,DSL,"33.874224, -117.993368",33.874224,-117.993368,Yes,45.3,No,0,5,,No,No,No,Bank Withdrawal,No,33528,No,Q3,Yes,4,Yes,California,Yes,No,Yes,13,528.45,0,0.0,0.0,528.45,No,Yes,90621
47,13,11.86,Dissatisfaction,Yes,Service dissatisfaction,82,1,Buena Park,3677,Month-to-Month,United States,2947-DOMLJ,Churned,Yes,No,Male,Yes,Cable,"33.874224, -117.993368",33.874224,-117.993368,No,50.6,No,2,0,,No,Yes,No,Credit Card,Yes,33528,No,Q3,No,1,No,California,No,No,No,1,50.6,0,11.86,0.0,62.46,No,Yes,90621
33,15,48.17,,No,,28,0,Buena Park,3796,Month-to-Month,United States,9445-ZUEQE,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.874224, -117.993368",33.874224,-117.993368,Yes,85.2,Yes,1,1,Offer C,Yes,No,Yes,Credit Card,Yes,33528,Yes,Q3,Yes,3,No,California,No,No,No,27,2151.6,30,1300.59,0.0,3482.19,No,No,90621
33,53,17.75,,No,,33,0,Buena Park,5697,Month-to-Month,United States,4879-GZLFH,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.874224, -117.993368",33.874224,-117.993368,Yes,92.15,No,3,10,,No,No,Yes,Bank Withdrawal,Yes,33528,No,Q3,Yes,5,No,California,Yes,Yes,Yes,42,3875.4,0,745.5,0.0,4620.9,No,Yes,90621
69,23,5.99,Attitude,Yes,Attitude of support person,94,1,Long Beach,4584,Month-to-Month,United States,9606-PBKBQ,Churned,No,No,Male,Yes,Fiber Optic,"33.781086, -118.199049",33.781086,-118.199049,Yes,85.0,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,63136,No,Q3,Yes,1,Yes,California,Yes,Yes,No,32,2642.05,0,191.68,49.57,2784.16,No,Yes,90813
37,0,48.06,,No,,72,0,Long Beach,2173,One Year,United States,2749-CTKAJ,Stayed,No,No,Male,No,,"33.781086, -118.199049",33.781086,-118.199049,Yes,20.15,No,0,3,,No,No,No,Credit Card,Yes,63136,No,Q3,Yes,5,No,California,No,No,No,22,419.9,0,1057.32,0.0,1477.22,No,No,90813
49,14,36.41,,No,,61,0,Long Beach,4149,Month-to-Month,United States,8400-WZICQ,Stayed,Yes,No,Female,Yes,DSL,"33.781086, -118.199049",33.781086,-118.199049,Yes,55.7,No,2,9,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,63136,No,Q3,Yes,3,No,California,No,No,No,55,3131.8,0,2002.55,34.16,5100.19,No,Yes,90813
23,41,4.32,,No,,27,0,Long Beach,6208,Two Year,United States,9258-CNWAC,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.781086, -118.199049",33.781086,-118.199049,Yes,113.65,Yes,2,2,Offer A,Yes,Yes,No,Credit Card,Yes,63136,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,8166.8,0,306.72,0.0,8473.52,Yes,Yes,90813
55,0,20.98,,No,,60,0,Long Beach,6053,Two Year,United States,5115-SQAAU,Stayed,Yes,No,Female,No,,"33.781086, -118.199049",33.781086,-118.199049,Yes,25.6,Yes,1,5,,No,No,Yes,Bank Withdrawal,Yes,63136,No,Q3,Yes,4,No,California,No,No,No,69,1673.4,0,1447.62,28.09,3092.93,No,No,90813
76,10,49.6,Competitor,Yes,Competitor had better devices,75,1,South Pasadena,2712,Month-to-Month,United States,3536-IQCTX,Churned,No,No,Male,Yes,Fiber Optic,"34.110444, -118.156957",34.110444,-118.156957,Yes,85.3,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,23984,No,Q3,Yes,1,Yes,California,Yes,Yes,No,32,2661.1,0,1587.2,0.0,4248.3,No,Yes,91030
54,21,2.41,Other,Yes,Don't know,93,1,South Pasadena,2265,Month-to-Month,United States,7599-FKVXZ,Churned,No,Yes,Male,Yes,Fiber Optic,"34.110444, -118.156957",34.110444,-118.156957,Yes,106.15,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,23984,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,42,4512.7,0,101.22,0.0,4613.92,No,Yes,91030
64,18,25.67,Competitor,Yes,Competitor made better offer,67,1,South Pasadena,2120,Month-to-Month,United States,2982-VPSGI,Churned,No,No,Female,Yes,Fiber Optic,"34.110444, -118.156957",34.110444,-118.156957,Yes,94.0,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,23984,No,Q3,Yes,1,No,California,Yes,Yes,Yes,11,1078.9,0,282.37,0.0,1361.27,No,Yes,91030
59,0,45.54,,No,,62,0,South Pasadena,3990,Month-to-Month,United States,1159-WFSGR,Stayed,Yes,No,Female,No,,"34.110444, -118.156957",34.110444,-118.156957,Yes,20.4,No,2,3,Offer D,No,No,No,Bank Withdrawal,Yes,23984,No,Q3,Yes,4,No,California,No,No,No,16,321.4,0,728.64,0.0,1050.04,No,No,91030
22,41,0.0,,No,,23,0,South Pasadena,4416,Month-to-Month,United States,9572-WUKSB,Joined,No,No,Male,Yes,DSL,"34.110444, -118.156957",34.110444,-118.156957,Yes,29.9,No,0,5,,No,No,Yes,Bank Withdrawal,No,23984,Yes,Q3,Yes,3,No,California,No,No,No,3,92.25,0,0.0,0.0,92.25,Yes,Yes,91030
70,3,0.0,Attitude,Yes,Attitude of support person,82,1,Glendale,5172,Month-to-Month,United States,3132-TVFDZ,Churned,No,No,Male,Yes,Cable,"34.167926, -118.267539",34.167926,-118.267539,Yes,44.85,No,0,1,,No,No,Yes,Bank Withdrawal,No,21990,No,Q3,Yes,2,Yes,California,Yes,Yes,Yes,57,2572.95,0,0.0,12.07,2560.88,No,Yes,91202
76,15,3.42,,No,,49,0,Glendale,2768,Two Year,United States,2921-XWDJH,Stayed,No,No,Female,Yes,Fiber Optic,"34.167926, -118.267539",34.167926,-118.267539,Yes,83.45,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,21990,No,Q3,No,3,Yes,California,Yes,No,No,38,3147.15,0,129.96,24.98,3252.13,No,Yes,91202
73,30,15.19,,No,,47,0,Glendale,5098,Month-to-Month,United States,3295-YVUSR,Joined,No,No,Male,Yes,Fiber Optic,"34.167926, -118.267539",34.167926,-118.267539,No,72.6,Yes,0,0,,No,No,Yes,Mailed Check,Yes,21990,No,Q3,No,3,Yes,California,No,No,No,2,154.3,0,30.38,0.0,184.68,No,Yes,91202
54,27,0.0,Competitor,Yes,Competitor had better devices,95,1,Glendale,4534,Month-to-Month,United States,6317-YPKDH,Churned,No,No,Female,Yes,DSL,"34.167926, -118.267539",34.167926,-118.267539,No,29.95,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,No,21990,No,Q3,No,1,No,California,No,No,No,1,29.95,0,0.0,0.0,29.95,No,Yes,91202
55,0,3.07,,No,,60,0,Glendale,3274,Month-to-Month,United States,1760-CAZHT,Stayed,Yes,No,Male,No,,"34.167926, -118.267539",34.167926,-118.267539,No,20.8,No,3,0,,No,No,No,Credit Card,Yes,21990,No,Q3,No,5,No,California,No,No,No,25,460.2,0,76.75,21.81,515.14,No,No,91202
71,14,15.28,Attitude,Yes,Attitude of support person,79,1,Glendale,4499,Month-to-Month,United States,8080-DDEMJ,Churned,No,No,Male,Yes,Cable,"34.136306, -118.26036",34.136306,-118.26036,No,45.1,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,17015,No,Q3,No,2,Yes,California,No,No,No,1,45.1,0,15.28,0.0,60.38,No,Yes,91204
67,21,34.8,,No,,28,0,Glendale,6423,Two Year,United States,4119-ZYPZY,Stayed,No,No,Male,Yes,Fiber Optic,"34.136306, -118.26036",34.136306,-118.26036,No,106.8,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,17015,Yes,Q3,No,3,Yes,California,Yes,No,Yes,71,7623.2,0,2470.8,0.0,10094.0,No,Yes,91204
51,19,25.73,Price,Yes,Extra data charges,86,1,Glendale,2152,Month-to-Month,United States,9367-WXLCH,Churned,Yes,No,Male,Yes,Fiber Optic,"34.136306, -118.26036",34.136306,-118.26036,No,84.5,Yes,2,0,Offer E,No,No,No,Bank Withdrawal,Yes,17015,No,Q3,No,2,No,California,Yes,Yes,No,8,662.65,0,205.84,33.21,835.28,No,Yes,91204
51,20,40.25,,No,,66,0,Glendale,5022,One Year,United States,2558-BUOZZ,Stayed,No,No,Male,Yes,Fiber Optic,"34.136306, -118.26036",34.136306,-118.26036,No,94.8,Yes,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,17015,No,Q3,No,4,No,California,No,No,Yes,47,4535.85,0,1891.75,3.34,6424.26,No,Yes,91204
53,0,16.72,,No,,34,0,Glendale,5183,Two Year,United States,8441-SHIPE,Stayed,No,No,Female,No,,"34.136306, -118.26036",34.136306,-118.26036,No,25.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,17015,No,Q3,No,3,No,California,No,No,No,67,1790.35,0,1120.24,46.06,2864.53,No,No,91204
75,26,0.0,Other,Yes,Poor expertise of online support,91,1,Reseda,4972,Month-to-Month,United States,6702-OHFWR,Churned,No,Yes,Male,Yes,DSL,"34.200175, -118.540958",34.200175,-118.540958,No,43.3,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,No,68018,No,Q3,No,3,Yes,California,Yes,No,No,1,43.3,0,0.0,0.0,43.3,No,Yes,91335
56,29,0.0,Competitor,Yes,Competitor offered more data,82,1,Reseda,5518,Month-to-Month,United States,7758-XKCBS,Churned,No,No,Male,Yes,DSL,"34.200175, -118.540958",34.200175,-118.540958,No,29.7,No,0,0,,No,No,Yes,Bank Withdrawal,No,68018,Yes,Q3,No,1,No,California,No,No,No,15,438.25,90,0.0,0.0,528.25,No,No,91335
55,53,25.02,,No,,63,0,Reseda,5010,Two Year,United States,3363-DTIVD,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.200175, -118.540958",34.200175,-118.540958,Yes,105.55,Yes,3,3,Offer A,No,Yes,No,Bank Withdrawal,Yes,68018,No,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7405.5,0,1776.42,0.0,9181.92,No,Yes,91335
29,41,11.42,,No,,24,0,Reseda,5157,Month-to-Month,United States,2916-BQZLN,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.200175, -118.540958",34.200175,-118.540958,No,84.75,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,68018,No,Q3,No,4,No,California,No,No,No,19,1651.95,0,216.98,49.38,1819.55,Yes,Yes,91335
25,0,29.29,,No,,35,0,Reseda,5398,Two Year,United States,8092-NLTGF,Stayed,No,No,Male,No,,"34.200175, -118.540958",34.200175,-118.540958,No,24.75,Yes,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,68018,No,Q3,No,5,No,California,No,No,No,72,1777.6,0,2108.88,0.0,3886.48,Yes,No,91335
67,27,26.1,Attitude,Yes,Attitude of support person,75,1,Sylmar,3110,Month-to-Month,United States,4510-PYUSH,Churned,No,No,Female,Yes,DSL,"34.321621, -118.399841",34.321621,-118.399841,No,57.15,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,81986,No,Q3,No,1,Yes,California,No,No,No,38,2250.65,0,991.8,0.0,3242.45,No,Yes,91342
80,20,4.14,,No,,44,0,Sylmar,5397,Month-to-Month,United States,6563-VNPMN,Stayed,No,No,Female,Yes,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,No,85.7,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,81986,Yes,Q3,No,4,Yes,California,No,No,No,45,3778.1,50,186.3,0.0,4014.4,No,No,91342
41,28,1.7,,No,,51,0,Sylmar,2053,Month-to-Month,United States,9142-KZXOP,Stayed,No,No,Male,Yes,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,No,68.85,No,0,0,Offer B,No,No,No,Credit Card,Yes,81986,No,Q3,No,3,No,California,No,No,No,44,2958.95,0,74.8,0.0,3033.75,No,Yes,91342
28,30,17.32,,No,,75,0,Sylmar,6424,Two Year,United States,2368-GAKKQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,No,113.65,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,81986,Yes,Q3,No,4,No,California,Yes,Yes,Yes,70,7939.25,0,1212.4,0.0,9151.65,Yes,Yes,91342
43,4,24.41,,No,,80,0,Sylmar,4237,Month-to-Month,United States,9840-EFJQB,Joined,No,No,Female,Yes,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,No,74.35,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,81986,No,Q3,No,4,No,California,No,No,No,1,74.35,0,24.41,0.0,98.76,No,Yes,91342
65,22,15.98,Attitude,Yes,Attitude of support person,81,1,Burbank,4745,Month-to-Month,United States,8840-DQLGN,Churned,No,No,Female,Yes,Cable,"34.177267, -118.31003",34.177267,-118.31003,Yes,100.5,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,11517,Yes,Q3,Yes,1,Yes,California,No,No,Yes,35,3653.35,0,559.3,0.0,4212.65,No,Yes,91502
78,15,6.33,,No,,61,0,Burbank,4477,Month-to-Month,United States,2080-CAZNM,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,No,104.4,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,11517,No,Q3,No,5,Yes,California,Yes,No,Yes,41,4133.95,0,259.53,0.0,4393.48,No,Yes,91502
45,28,48.64,Price,Yes,Long distance charges,65,1,Burbank,2229,Month-to-Month,United States,4078-SAYYN,Churned,No,Yes,Female,Yes,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,No,100.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,11517,No,Q3,No,2,No,California,Yes,Yes,Yes,11,1129.75,0,535.04,0.0,1664.79,No,Yes,91502
64,21,40.83,,No,,70,0,Burbank,6367,Month-to-Month,United States,3316-UWXUY,Stayed,No,No,Male,Yes,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,No,93.5,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,11517,Yes,Q3,No,4,No,California,Yes,Yes,No,50,4747.5,0,2041.5,0.0,6789.0,No,Yes,91502
53,12,13.73,,No,,34,0,Burbank,5543,Two Year,United States,3612-YUNGG,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,Yes,109.2,Yes,1,1,,Yes,No,Yes,Credit Card,Yes,11517,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,6741.15,0,878.72,17.3,7602.57,No,Yes,91502
80,14,15.24,Competitor,Yes,Competitor had better devices,70,1,North Hollywood,2740,Month-to-Month,United States,4193-ORFCL,Churned,No,No,Female,Yes,DSL,"34.187599, -118.387125",34.187599,-118.387125,No,45.1,No,0,0,Offer E,No,No,No,Credit Card,Yes,45358,No,Q3,No,1,Yes,California,No,No,No,1,45.1,0,15.24,0.0,60.34,No,Yes,91606
40,0,40.17,,No,,53,0,North Hollywood,4272,Two Year,United States,9227-UAQFT,Stayed,No,No,Male,No,,"34.187599, -118.387125",34.187599,-118.387125,No,19.75,No,0,0,Offer D,No,No,No,Mailed Check,Yes,45358,No,Q3,No,5,No,California,No,No,No,16,284.35,0,642.72,0.0,927.07,No,No,91606
59,5,6.15,,No,,48,0,North Hollywood,5981,Two Year,United States,0853-TWRVK,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.187599, -118.387125",34.187599,-118.387125,Yes,105.6,Yes,0,5,,Yes,Yes,No,Bank Withdrawal,Yes,45358,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,7581.5,0,442.8,0.0,8024.3,No,Yes,91606
32,22,15.03,,No,,55,0,North Hollywood,6284,Two Year,United States,1676-MQAOA,Stayed,No,Yes,Male,Yes,Cable,"34.187599, -118.387125",34.187599,-118.387125,No,75.1,No,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,45358,Yes,Q3,No,3,No,California,No,No,Yes,72,5336.35,0,1082.16,0.0,6418.51,No,Yes,91606
33,30,18.47,,No,,76,0,North Hollywood,2035,Month-to-Month,United States,8930-XOTDP,Stayed,Yes,No,Female,Yes,DSL,"34.187599, -118.387125",34.187599,-118.387125,Yes,55.95,No,4,1,,No,No,No,Credit Card,Yes,45358,No,Q3,Yes,4,No,California,No,No,Yes,18,1082.8,0,332.46,0.0,1415.26,No,Yes,91606
71,29,4.65,Attitude,Yes,Attitude of support person,83,1,Chino,4795,Month-to-Month,United States,7776-QWNFX,Churned,No,No,Male,Yes,DSL,"33.990646, -117.663025",33.990646,-117.663025,Yes,50.4,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,75319,No,Q3,Yes,3,Yes,California,No,No,No,30,1527.5,0,139.5,0.0,1667.0,No,Yes,91710
66,29,36.4,,No,,40,0,Chino,4033,One Year,United States,0221-WMXNQ,Stayed,No,No,Male,Yes,Fiber Optic,"33.990646, -117.663025",33.990646,-117.663025,No,75.35,No,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,75319,No,Q3,No,3,Yes,California,No,No,No,4,273.4,0,145.6,0.0,419.0,No,Yes,91710
56,16,46.74,Dissatisfaction,Yes,Product dissatisfaction,93,1,Chino,5527,Month-to-Month,United States,9079-YEXQJ,Churned,No,Yes,Female,Yes,Fiber Optic,"33.990646, -117.663025",33.990646,-117.663025,No,111.1,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,75319,Yes,Q3,No,1,No,California,Yes,Yes,Yes,54,6014.85,50,2523.96,0.0,8588.81,No,No,91710
23,59,42.31,,No,,78,0,Chino,4436,Two Year,United States,6897-RWMUB,Stayed,Yes,Yes,Male,Yes,DSL,"33.990646, -117.663025",33.990646,-117.663025,Yes,68.05,No,2,2,,Yes,Yes,Yes,Bank Withdrawal,Yes,75319,Yes,Q3,Yes,4,No,California,No,No,No,61,4158.25,0,2580.91,0.0,6739.16,Yes,Yes,91710
28,0,4.02,,No,,31,0,Chino,3643,One Year,United States,6202-JVYEU,Stayed,No,No,Male,No,,"33.990646, -117.663025",33.990646,-117.663025,No,19.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,75319,No,Q3,No,4,No,California,No,No,No,9,164.6,0,36.18,0.0,200.78,Yes,No,91710
70,20,12.27,Attitude,Yes,Attitude of support person,65,1,Claremont,4054,Month-to-Month,United States,6689-TCZHQ,Churned,No,No,Female,Yes,Fiber Optic,"34.127621, -117.717863",34.127621,-117.717863,No,78.95,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,34716,No,Q3,No,3,Yes,California,Yes,No,No,5,378.4,0,61.35,0.0,439.75,No,Yes,91711
45,26,25.21,Attitude,Yes,Attitude of support person,93,1,Claremont,3606,Month-to-Month,United States,0963-ZBDRN,Churned,No,No,Male,Yes,Fiber Optic,"34.127621, -117.717863",34.127621,-117.717863,No,96.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,34716,Yes,Q3,No,3,No,California,Yes,Yes,Yes,32,3183.4,0,806.72,0.0,3990.12,No,Yes,91711
35,30,37.55,,No,,57,0,Claremont,5043,One Year,United States,0303-UNCIP,Stayed,No,Yes,Male,Yes,DSL,"34.127621, -117.717863",34.127621,-117.717863,No,65.0,Yes,0,0,Offer B,No,No,No,Mailed Check,Yes,34716,No,Q3,No,4,No,California,Yes,Yes,No,41,2531.8,140,1539.55,0.0,4211.35,No,No,91711
40,57,46.1,,No,,76,0,Claremont,4952,Two Year,United States,8591-TKMZH,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.127621, -117.717863",34.127621,-117.717863,Yes,111.1,Yes,3,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,34716,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,59,6555.2,0,2719.9,0.0,9275.1,No,Yes,91711
46,0,17.03,,No,,77,0,Claremont,3922,Month-to-Month,United States,9700-ZCLOT,Joined,No,No,Male,No,,"34.127621, -117.717863",34.127621,-117.717863,No,20.0,No,0,0,Offer E,No,No,No,Credit Card,Yes,34716,No,Q3,No,5,No,California,No,No,No,2,32.7,0,34.06,0.0,66.76,No,No,91711
73,6,30.17,Competitor,Yes,Competitor made better offer,81,1,San Diego,5536,Month-to-Month,United States,9497-QCMMS,Churned,No,No,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,93.55,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,1,Yes,California,Yes,No,Yes,1,93.55,0,30.17,0.0,123.72,No,Yes,92117
78,19,49.38,Competitor,Yes,Competitor made better offer,91,1,San Diego,4739,One Year,United States,3424-NMNBO,Churned,No,Yes,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,108.85,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,1,Yes,California,Yes,No,Yes,58,6287.25,0,2864.04,0.0,9151.29,No,Yes,92117
76,7,17.51,Attitude,Yes,Attitude of support person,91,1,San Diego,5136,Month-to-Month,United States,4514-GFCFI,Churned,No,No,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,84.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,2,Yes,California,No,No,Yes,16,1350.15,0,280.16,0.0,1630.31,No,Yes,92117
73,27,22.5,Competitor,Yes,Competitor made better offer,94,1,San Diego,3208,Month-to-Month,United States,8000-REIQB,Churned,No,No,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,69.95,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,2,Yes,California,No,No,No,1,69.95,10,22.5,0.0,102.45,No,No,92117
40,16,0.0,Attitude,Yes,Attitude of support person,78,1,San Diego,5578,Month-to-Month,United States,0420-BWTPW,Churned,No,No,Male,Yes,DSL,"32.825086, -117.199424",32.825086,-117.199424,No,25.5,No,0,0,,No,No,No,Mailed Check,No,51213,No,Q3,No,2,No,California,No,No,No,8,215.2,0,0.0,0.0,215.2,No,Yes,92117
41,6,5.11,Competitor,Yes,Competitor made better offer,87,1,San Diego,2176,Month-to-Month,United States,8183-ONMXC,Churned,No,No,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,80.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,51213,No,Q3,No,3,No,California,Yes,Yes,No,2,159.45,0,10.22,0.0,169.67,No,Yes,92117
29,73,36.75,Competitor,Yes,Competitor made better offer,82,1,San Diego,5530,Month-to-Month,United States,9614-RMGHA,Churned,No,No,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,91.85,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,3,No,California,No,Yes,Yes,65,5940.85,0,2388.75,0.0,8329.6,Yes,Yes,92117
41,21,32.82,Competitor,Yes,Competitor made better offer,90,1,San Diego,5284,Month-to-Month,United States,5054-IEXZT,Churned,No,No,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,75.35,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,3,No,California,No,No,No,1,75.35,10,32.82,0.0,118.17,No,No,92117
55,15,11.58,Competitor,Yes,Competitor made better offer,74,1,San Diego,5518,Month-to-Month,United States,5834-ASPWA,Churned,No,No,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,75.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,3,No,California,No,No,No,1,75.45,0,11.58,0.0,87.03,No,Yes,92117
35,28,14.39,Other,Yes,Don't know,80,1,San Diego,5005,Month-to-Month,United States,3948-XHGNA,Churned,No,No,Male,Yes,DSL,"32.825086, -117.199424",32.825086,-117.199424,No,49.55,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,1,No,California,No,No,No,24,1210.4,0,345.36,0.0,1555.76,No,Yes,92117
51,9,29.38,Competitor,Yes,Competitor made better offer,93,1,San Diego,6230,One Year,United States,0565-IYCGT,Churned,No,Yes,Male,Yes,DSL,"32.825086, -117.199424",32.825086,-117.199424,No,78.6,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,51213,Yes,Q3,No,1,No,California,Yes,Yes,No,69,5356.45,0,2027.22,0.0,7383.67,No,Yes,92117
35,27,11.58,Competitor,Yes,Competitor made better offer,87,1,San Diego,3238,Month-to-Month,United States,5445-UTODQ,Churned,No,No,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,81.1,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,2,No,California,No,No,Yes,7,576.65,0,81.06,0.0,657.71,No,Yes,92117
39,30,21.58,Competitor,Yes,Competitor made better offer,70,1,San Diego,2044,Month-to-Month,United States,1024-VRZHF,Churned,No,No,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,74.95,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,1,No,California,No,No,No,11,825.7,0,237.38,0.0,1063.08,No,Yes,92117
33,28,3.51,Competitor,Yes,Competitor made better offer,96,1,San Diego,4415,Month-to-Month,United States,0348-SDKOL,Churned,No,Yes,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,102.1,Yes,0,1,,No,No,Yes,Credit Card,Yes,51213,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,58,5885.4,100,203.58,0.0,6188.98,No,No,92117
64,9,13.64,Competitor,Yes,Competitor made better offer,70,1,San Diego,5148,Month-to-Month,United States,4373-MAVJG,Churned,No,No,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,90.9,Yes,0,1,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,2,No,California,Yes,Yes,No,14,1259.0,0,190.96,0.0,1449.96,No,Yes,92117
46,27,0.0,Competitor,Yes,Competitor made better offer,94,1,San Diego,3747,Month-to-Month,United States,8901-HJXTF,Churned,No,No,Female,Yes,DSL,"32.825086, -117.199424",32.825086,-117.199424,Yes,29.2,No,0,1,,Yes,No,No,Mailed Check,No,51213,No,Q3,Yes,1,No,California,No,No,No,12,309.1,0,0.0,0.0,309.1,No,Yes,92117
36,5,24.64,Competitor,Yes,Competitor made better offer,90,1,San Diego,5853,Month-to-Month,United States,5419-KLXBN,Churned,No,Yes,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,89.15,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,2,No,California,No,No,Yes,25,2257.75,0,616.0,0.0,2873.75,No,Yes,92117
37,5,12.8,Competitor,Yes,Competitor made better offer,91,1,San Diego,3187,Month-to-Month,United States,9828-AOQLM,Churned,No,No,Female,Yes,DSL,"32.825086, -117.199424",32.825086,-117.199424,Yes,45.7,No,0,3,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,1,No,California,No,No,No,1,45.7,0,12.8,0.0,58.5,No,Yes,92117
23,51,0.0,Competitor,Yes,Competitor made better offer,70,1,San Diego,5482,Month-to-Month,United States,7615-ESMYF,Churned,No,No,Female,Yes,Cable,"32.825086, -117.199424",32.825086,-117.199424,Yes,44.6,No,0,1,,No,No,No,Bank Withdrawal,No,51213,No,Q3,Yes,3,No,California,Yes,Yes,Yes,2,97.1,0,0.0,0.0,97.1,Yes,Yes,92117
48,13,28.8,Competitor,Yes,Competitor made better offer,89,1,San Diego,5897,Month-to-Month,United States,3858-VOBET,Churned,No,No,Male,Yes,Cable,"32.825086, -117.199424",32.825086,-117.199424,No,74.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,3,No,California,No,No,No,23,1710.45,0,662.4,0.0,2372.85,No,Yes,92117
39,15,17.55,Competitor,Yes,Competitor made better offer,93,1,San Diego,5789,Two Year,United States,1447-PJGGA,Churned,No,Yes,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,95.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,1,No,California,Yes,Yes,Yes,57,5464.65,0,1000.35,0.0,6465.0,No,Yes,92117
23,58,27.97,Competitor,Yes,Competitor made better offer,95,1,San Diego,2050,Month-to-Month,United States,8565-CLBZW,Churned,No,Yes,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,89.85,Yes,0,0,,No,No,Yes,Mailed Check,Yes,51213,No,Q3,No,3,No,California,No,Yes,Yes,24,2165.05,0,671.28,0.0,2836.33,Yes,Yes,92117
35,19,26.37,Other,Yes,Poor expertise of online support,90,1,San Diego,4235,One Year,United States,9139-WQQDY,Churned,No,No,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,100.45,Yes,0,1,,Yes,No,No,Mailed Check,Yes,51213,No,Q3,Yes,3,No,California,Yes,Yes,Yes,49,4941.8,0,1292.13,0.0,6233.93,No,Yes,92117
25,85,22.01,Competitor,Yes,Competitor made better offer,82,1,San Diego,2857,Month-to-Month,United States,0224-HJAPT,Churned,No,No,Male,Yes,Cable,"32.825086, -117.199424",32.825086,-117.199424,No,47.15,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,51213,No,Q3,No,2,No,California,No,Yes,No,5,223.15,0,110.05,0.0,333.2,Yes,Yes,92117
58,10,26.47,Competitor,Yes,Competitor made better offer,91,1,San Diego,2384,Month-to-Month,United States,8086-OVPWV,Churned,No,No,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,80.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,1,No,California,Yes,Yes,No,2,181.1,10,52.94,0.0,244.04,No,No,92117
33,3,32.46,Competitor,Yes,Competitor made better offer,80,1,San Diego,5587,Month-to-Month,United States,9430-FRQOC,Churned,No,Yes,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,87.1,Yes,0,0,,No,No,Yes,Mailed Check,Yes,51213,Yes,Q3,No,2,No,California,No,No,No,4,341.45,0,129.84,0.0,471.29,No,Yes,92117
30,59,46.88,Competitor,Yes,Competitor made better offer,87,1,San Diego,3520,Month-to-Month,United States,3074-GQWYX,Churned,No,No,Male,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,75.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,No,2,No,California,No,No,No,5,357.75,0,234.4,0.0,592.15,No,Yes,92117
29,51,2.87,Competitor,Yes,Competitor made better offer,80,1,San Diego,4622,Month-to-Month,United States,6845-RGTYS,Churned,No,Yes,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,98.75,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,1,No,California,No,Yes,Yes,47,4533.7,0,134.89,0.0,4668.59,Yes,Yes,92117
57,20,17.65,Competitor,Yes,Competitor made better offer,80,1,San Diego,5699,Month-to-Month,United States,8861-HGGKB,Churned,No,No,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,No,86.45,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,51213,No,Q3,No,2,No,California,Yes,Yes,No,10,830.85,0,176.5,0.0,1007.35,No,Yes,92117
28,59,39.94,Competitor,Yes,Competitor made better offer,69,1,San Diego,3049,Month-to-Month,United States,7065-YUNRY,Churned,No,No,Female,Yes,Cable,"32.825086, -117.199424",32.825086,-117.199424,No,45.3,No,0,0,,No,No,Yes,Mailed Check,Yes,51213,No,Q3,No,1,No,California,No,Yes,No,1,45.3,0,39.94,0.0,85.24,Yes,Yes,92117
25,69,3.67,,No,,42,0,San Diego,5379,Month-to-Month,United States,9069-LGEUL,Stayed,No,No,Male,Yes,DSL,"32.825086, -117.199424",32.825086,-117.199424,Yes,59.95,No,0,5,,No,Yes,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,4,No,California,Yes,Yes,No,23,1406.0,140,84.41,26.55,1603.86,Yes,No,92117
49,0,9.97,,No,,73,0,San Diego,5531,Month-to-Month,United States,5442-BXVND,Stayed,Yes,No,Female,No,,"32.825086, -117.199424",32.825086,-117.199424,Yes,24.25,Yes,2,2,,No,No,No,Bank Withdrawal,Yes,51213,No,Q3,Yes,5,No,California,No,No,No,33,838.5,0,329.01,0.0,1167.51,No,No,92117
26,48,11.23,,No,,55,0,San Diego,3350,Month-to-Month,United States,8731-WBBMB,Stayed,No,Yes,Female,Yes,Cable,"32.825086, -117.199424",32.825086,-117.199424,Yes,81.9,No,0,7,,Yes,No,No,Bank Withdrawal,Yes,51213,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,26,2078.55,0,291.98,44.86,2325.67,Yes,Yes,92117
34,23,47.72,,No,,43,0,San Diego,6034,One Year,United States,0422-UXFAP,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,Yes,98.85,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,51213,No,Q3,Yes,5,No,California,Yes,Yes,Yes,51,4947.55,130,2433.72,0.0,7511.27,No,No,92117
79,7,42.27,Dissatisfaction,Yes,Product dissatisfaction,87,1,Desert Center,4317,Month-to-Month,United States,9961-JBNMK,Churned,No,Yes,Male,Yes,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,No,96.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,964,No,Q3,No,1,Yes,California,Yes,No,Yes,21,2030.3,0,887.67,10.2,2907.77,No,Yes,92239
78,20,25.15,,No,,59,0,Desert Center,5655,One Year,United States,0177-PXBAT,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,Yes,109.9,Yes,0,7,,No,Yes,Yes,Bank Withdrawal,Yes,964,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,33,3694.7,0,829.95,0.0,4524.65,No,Yes,92239
30,0,22.78,Attitude,Yes,Attitude of support person,86,1,Desert Center,3785,Month-to-Month,United States,5616-PRTNT,Churned,Yes,No,Male,No,,"33.889605, -115.257009",33.889605,-115.257009,No,19.4,No,3,0,,No,No,Yes,Bank Withdrawal,Yes,964,No,Q3,No,2,No,California,No,No,No,20,374.5,0,455.6,0.0,830.1,No,No,92239
26,76,37.0,,No,,62,0,Desert Center,4191,Month-to-Month,United States,6559-PDZLR,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,No,98.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,964,Yes,Q3,No,3,No,California,Yes,Yes,Yes,26,2537.0,0,962.0,0.0,3499.0,Yes,Yes,92239
47,11,6.71,,No,,62,0,Desert Center,5393,Month-to-Month,United States,6075-SLNIL,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,No,95.1,Yes,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,964,No,Q3,No,3,No,California,Yes,Yes,No,38,3691.2,0,254.98,0.0,3946.18,No,Yes,92239
72,13,18.2,Attitude,Yes,Attitude of service provider,82,1,Wrightwood,2146,Month-to-Month,United States,8051-HJRLT,Churned,No,No,Female,Yes,Fiber Optic,"34.358321, -117.618263",34.358321,-117.618263,No,70.55,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,4253,No,Q3,No,3,Yes,California,No,No,No,1,70.55,0,18.2,0.0,88.75,No,Yes,92397
71,24,16.88,Competitor,Yes,Competitor made better offer,76,1,Wrightwood,5124,Month-to-Month,United States,8337-UPOAQ,Churned,No,Yes,Male,Yes,Fiber Optic,"34.358321, -117.618263",34.358321,-117.618263,Yes,89.8,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,4253,No,Q3,No,2,Yes,California,Yes,No,No,10,914.3,0,168.8,0.0,1083.1,No,Yes,92397
67,27,27.11,Price,Yes,Long distance charges,85,1,Wrightwood,3866,Month-to-Month,United States,7000-WCEVQ,Churned,No,No,Female,Yes,DSL,"34.358321, -117.618263",34.358321,-117.618263,No,61.6,Yes,0,0,,No,No,Yes,Credit Card,Yes,4253,No,Q3,No,1,Yes,California,Yes,No,No,20,1174.35,0,542.2,0.0,1716.55,No,Yes,92397
28,58,0.0,Price,Yes,Price too high,65,1,Wrightwood,4926,Month-to-Month,United States,0447-BEMNG,Churned,No,Yes,Female,Yes,Cable,"34.358321, -117.618263",34.358321,-117.618263,Yes,45.3,No,0,3,,No,Yes,Yes,Bank Withdrawal,No,4253,No,Q3,Yes,1,No,California,Yes,Yes,No,48,2145.0,140,0.0,0.0,2285.0,Yes,No,92397
75,28,25.78,Attitude,Yes,Attitude of service provider,72,1,Moreno Valley,5137,Month-to-Month,United States,4021-RQSNY,Churned,No,Yes,Male,Yes,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,Yes,98.5,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,12743,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,29,3004.15,40,747.62,37.55,3754.22,No,No,92555
44,27,35.54,Competitor,Yes,Competitor made better offer,94,1,Moreno Valley,3207,Month-to-Month,United States,9306-CPCBC,Churned,No,No,Female,Yes,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,No,74.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,12743,No,Q3,No,3,No,California,No,No,No,3,210.3,0,106.62,0.0,316.92,No,Yes,92555
21,73,36.05,,No,,65,0,Moreno Valley,4842,Month-to-Month,United States,8535-SFUTN,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,No,106.45,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,12743,No,Q3,No,3,No,California,Yes,Yes,Yes,61,6300.15,0,2199.05,0.0,8499.2,Yes,Yes,92555
52,12,29.39,,No,,20,0,Moreno Valley,4635,One Year,United States,9770-KXGQU,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,No,98.6,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,12743,No,Q3,No,3,No,California,No,No,Yes,53,5311.85,0,1557.67,0.0,6869.52,No,Yes,92555
67,6,31.7,Competitor,Yes,Competitor had better devices,90,1,Murrieta,2982,Month-to-Month,United States,9061-TIHDA,Churned,No,No,Male,Yes,Cable,"33.581045, -117.14719",33.581045,-117.14719,Yes,95.25,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,18311,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,13,1233.65,0,412.1,48.09,1597.66,No,Yes,92563
55,8,35.58,Competitor,Yes,Competitor had better devices,88,1,Murrieta,3492,Month-to-Month,United States,9412-GHEEC,Churned,No,Yes,Male,Yes,Fiber Optic,"33.581045, -117.14719",33.581045,-117.14719,No,104.8,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,18311,Yes,Q3,No,1,No,California,Yes,Yes,Yes,40,4131.95,0,1423.2,0.0,5555.15,No,Yes,92563
44,19,0.0,,No,,42,0,Murrieta,5646,One Year,United States,6174-NRBTZ,Stayed,No,No,Male,Yes,Cable,"33.581045, -117.14719",33.581045,-117.14719,No,30.75,No,0,0,,No,Yes,Yes,Bank Withdrawal,No,18311,No,Q3,No,3,No,California,No,No,No,46,1489.3,0,0.0,0.0,1489.3,No,Yes,92563
25,82,16.38,,No,,55,0,Murrieta,3982,Month-to-Month,United States,3002-WQZWT,Stayed,No,No,Female,Yes,Fiber Optic,"33.581045, -117.14719",33.581045,-117.14719,No,74.2,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,18311,No,Q3,No,5,No,California,No,No,No,29,1993.25,0,475.02,0.0,2468.27,Yes,Yes,92563
72,17,8.92,Attitude,Yes,Attitude of service provider,96,1,Nuevo,4969,Month-to-Month,United States,8699-ASUFO,Churned,No,No,Male,Yes,Fiber Optic,"33.82769, -117.102244",33.82769,-117.102244,Yes,74.4,Yes,0,1,,No,No,Yes,Credit Card,Yes,7344,No,Q3,Yes,3,Yes,California,No,No,No,7,527.9,0,62.44,32.46,557.88,No,Yes,92567
69,14,30.3,,No,,29,0,Nuevo,5569,Two Year,United States,9481-IEBZY,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.82769, -117.102244",33.82769,-117.102244,Yes,112.9,Yes,0,6,Offer A,Yes,Yes,Yes,Credit Card,Yes,7344,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,8061.5,20,2181.6,0.0,10263.1,No,No,92567
19,48,28.42,,No,,30,0,Nuevo,5271,One Year,United States,3482-ABPKK,Stayed,No,No,Female,Yes,DSL,"33.82769, -117.102244",33.82769,-117.102244,No,54.3,No,0,0,Offer C,No,Yes,No,Credit Card,Yes,7344,Yes,Q3,No,3,No,California,No,No,No,28,1546.3,150,795.76,0.0,2492.06,Yes,No,92567
51,26,45.68,,No,,50,0,Nuevo,3019,Month-to-Month,United States,4277-UDIEF,Stayed,Yes,No,Male,Yes,Cable,"33.82769, -117.102244",33.82769,-117.102244,Yes,81.0,Yes,3,3,Offer C,No,Yes,No,Bank Withdrawal,Yes,7344,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,24,1923.85,0,1096.32,0.0,3020.17,No,Yes,92567
68,28,21.57,Competitor,Yes,Competitor had better devices,80,1,Irvine,3685,Month-to-Month,United States,4695-WJZUE,Churned,No,Yes,Female,Yes,Fiber Optic,"33.703976, -117.824172",33.703976,-117.824172,No,88.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,17621,No,Q3,No,1,Yes,California,Yes,Yes,No,2,179.25,0,43.14,0.0,222.39,No,Yes,92606
71,20,2.38,,No,,66,0,Irvine,2535,One Year,United States,7856-GANIL,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.703976, -117.824172",33.703976,-117.824172,Yes,98.7,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,17621,Yes,Q3,Yes,3,Yes,California,No,No,Yes,45,4525.8,0,107.1,0.0,4632.9,No,Yes,92606
25,73,37.7,,No,,44,0,Irvine,5213,Month-to-Month,United States,4234-XTNEA,Joined,No,No,Male,Yes,Fiber Optic,"33.703976, -117.824172",33.703976,-117.824172,No,79.95,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,17621,No,Q3,No,5,No,California,No,No,Yes,2,174.45,0,75.4,0.0,249.85,Yes,Yes,92606
27,52,40.28,,No,,55,0,Irvine,5331,One Year,United States,6872-HXFNF,Stayed,No,Yes,Female,Yes,DSL,"33.703976, -117.824172",33.703976,-117.824172,Yes,58.35,Yes,0,1,Offer B,No,No,No,Bank Withdrawal,Yes,17621,Yes,Q3,Yes,3,No,California,No,No,No,64,3756.45,0,2577.92,0.0,6334.37,Yes,Yes,92606
68,2,43.61,Attitude,Yes,Attitude of service provider,71,1,Corona Del Mar,2371,Month-to-Month,United States,3988-RQIXO,Churned,No,No,Female,Yes,Fiber Optic,"33.600987, -117.862734",33.600987,-117.862734,No,91.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,13422,No,Q3,No,3,Yes,California,Yes,Yes,Yes,1,91.3,0,43.61,0.0,134.91,No,Yes,92625
65,13,49.6,Price,Yes,Long distance charges,69,1,Corona Del Mar,3022,Month-to-Month,United States,0812-WUPTB,Churned,No,No,Male,Yes,Fiber Optic,"33.600987, -117.862734",33.600987,-117.862734,Yes,70.85,No,0,1,Offer E,No,No,No,Credit Card,Yes,13422,No,Q3,Yes,2,Yes,California,No,No,No,1,70.85,0,49.6,0.0,120.45,No,Yes,92625
40,25,44.94,Other,Yes,Moved,66,1,Corona Del Mar,3634,Month-to-Month,United States,2696-NARTR,Churned,No,No,Male,Yes,Fiber Optic,"33.600987, -117.862734",33.600987,-117.862734,No,73.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,13422,Yes,Q3,No,2,No,California,No,No,No,11,926.25,0,494.34,0.0,1420.59,No,Yes,92625
26,42,14.0,,No,,52,0,Corona Del Mar,5667,Two Year,United States,5394-MEITZ,Stayed,No,Yes,Female,Yes,Cable,"33.600987, -117.862734",33.600987,-117.862734,Yes,80.6,No,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,13422,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,60,4946.7,0,840.0,0.0,5786.7,Yes,Yes,92625
75,22,16.05,Attitude,Yes,Attitude of service provider,83,1,Midway City,3669,Month-to-Month,United States,5931-FLJJF,Churned,No,No,Male,Yes,Fiber Optic,"33.744439, -117.98588",33.744439,-117.98588,Yes,70.1,No,0,1,,No,No,Yes,Credit Card,Yes,8660,No,Q3,Yes,2,Yes,California,No,No,No,7,467.55,0,112.35,20.23,559.67,No,Yes,92655
44,51,33.01,,No,,73,0,Midway City,5780,Two Year,United States,3580-HYCSP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.744439, -117.98588",33.744439,-117.98588,Yes,110.3,Yes,4,10,,Yes,Yes,Yes,Bank Withdrawal,Yes,8660,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7966.9,0,2376.72,0.0,10343.62,No,Yes,92655
62,13,34.57,,No,,21,0,Midway City,4676,Month-to-Month,United States,0237-YFUTL,Stayed,No,No,Female,Yes,Fiber Optic,"33.744439, -117.98588",33.744439,-117.98588,Yes,109.65,Yes,0,4,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,8660,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,50,5405.8,0,1728.5,0.0,7134.3,No,Yes,92655
63,0,13.08,,No,,42,0,Midway City,4496,Month-to-Month,United States,8048-DSDFQ,Joined,No,No,Male,No,,"33.744439, -117.98588",33.744439,-117.98588,No,20.2,No,0,0,,No,No,No,Credit Card,Yes,8660,No,Q3,No,5,No,California,No,No,No,1,20.2,0,13.08,0.0,33.28,No,No,92655
74,21,49.91,Attitude,Yes,Attitude of support person,86,1,Newport Beach,6259,Month-to-Month,United States,3207-OYBWH,Churned,No,Yes,Male,Yes,Fiber Optic,"33.601309, -117.902304",33.601309,-117.902304,Yes,95.25,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,4242,No,Q3,Yes,2,Yes,California,Yes,No,No,57,5427.05,0,2844.87,12.59,8259.33,No,Yes,92661
31,21,1.49,Competitor,Yes,Competitor had better devices,92,1,Newport Beach,5974,Month-to-Month,United States,5301-GAUUY,Churned,No,No,Male,Yes,Fiber Optic,"33.601309, -117.902304",33.601309,-117.902304,No,80.35,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,4242,No,Q3,No,1,No,California,No,No,No,32,2596.15,0,47.68,0.0,2643.83,No,Yes,92661
33,25,36.78,,No,,57,0,Newport Beach,5631,One Year,United States,0840-DCNZE,Stayed,No,Yes,Male,Yes,DSL,"33.601309, -117.902304",33.601309,-117.902304,No,86.95,No,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,4242,Yes,Q3,No,4,No,California,Yes,Yes,Yes,47,4138.9,0,1728.66,0.0,5867.56,No,Yes,92661
61,20,7.56,,No,,80,0,Newport Beach,5948,Month-to-Month,United States,6693-FRIRW,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.601309, -117.902304",33.601309,-117.902304,No,101.3,No,0,0,,Yes,No,No,Credit Card,Yes,4242,No,Q3,No,3,No,California,Yes,Yes,Yes,18,1794.65,0,136.08,0.0,1930.73,No,Yes,92661
78,23,17.35,Attitude,Yes,Attitude of service provider,65,1,Newport Beach,3128,Month-to-Month,United States,7216-EWTRS,Churned,No,Yes,Female,Yes,Fiber Optic,"33.62251, -117.927024",33.62251,-117.927024,Yes,100.8,Yes,0,4,,No,No,Yes,Bank Withdrawal,Yes,22133,No,Q3,Yes,1,Yes,California,Yes,No,Yes,1,100.8,0,17.35,0.0,118.15,No,Yes,92663
22,0,11.83,,No,,49,0,Newport Beach,2010,Month-to-Month,United States,2654-VBVPB,Joined,No,No,Female,No,,"33.62251, -117.927024",33.62251,-117.927024,No,19.9,No,0,0,,No,No,No,Bank Withdrawal,Yes,22133,No,Q3,No,5,No,California,No,No,No,1,19.9,0,11.83,0.0,31.73,Yes,No,92663
19,59,0.0,,No,,68,0,Newport Beach,3072,Month-to-Month,United States,9862-KJTYK,Stayed,Yes,No,Male,Yes,DSL,"33.62251, -117.927024",33.62251,-117.927024,No,25.35,No,2,0,Offer D,No,No,Yes,Credit Card,No,22133,No,Q3,No,4,No,California,No,Yes,No,19,566.1,0,0.0,0.0,566.1,Yes,Yes,92663
51,22,23.36,,No,,80,0,Newport Beach,4291,Month-to-Month,United States,3173-NVMPX,Stayed,Yes,No,Female,Yes,DSL,"33.62251, -117.927024",33.62251,-117.927024,Yes,55.3,Yes,3,1,,Yes,No,Yes,Credit Card,Yes,22133,No,Q3,Yes,5,No,California,No,No,No,9,501.2,0,210.24,0.0,711.44,No,Yes,92663
66,8,1.05,Competitor,Yes,Competitor had better devices,92,1,Santa Ana,3266,Month-to-Month,United States,2528-HFYZX,Churned,No,No,Male,Yes,Fiber Optic,"33.765893, -117.881533",33.765893,-117.881533,Yes,76.45,No,0,2,,Yes,No,Yes,Bank Withdrawal,Yes,37879,No,Q3,Yes,1,Yes,California,No,No,No,17,1233.4,0,17.85,0.0,1251.25,No,Yes,92706
55,23,5.0,,No,,49,0,Santa Ana,3206,One Year,United States,5756-JYOJT,Stayed,No,Yes,Female,Yes,Cable,"33.765893, -117.881533",33.765893,-117.881533,No,64.9,No,0,0,,No,No,No,Credit Card,Yes,37879,Yes,Q3,No,3,No,California,Yes,Yes,No,11,697.25,0,55.0,0.0,752.25,No,Yes,92706
26,73,28.42,,No,,34,0,Santa Ana,4094,Month-to-Month,United States,7392-YYPYJ,Stayed,No,No,Male,Yes,Fiber Optic,"33.765893, -117.881533",33.765893,-117.881533,No,100.65,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,37879,No,Q3,No,5,No,California,Yes,Yes,Yes,22,2415.95,0,625.24,5.01,3036.18,Yes,Yes,92706
39,24,17.61,,No,,35,0,Santa Ana,5981,One Year,United States,9127-QRZMH,Stayed,No,No,Male,Yes,DSL,"33.765893, -117.881533",33.765893,-117.881533,Yes,59.85,No,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,37879,Yes,Q3,Yes,3,No,California,No,No,No,44,2603.95,0,774.84,0.0,3378.79,No,Yes,92706
73,20,18.38,Attitude,Yes,Attitude of service provider,70,1,Oak View,3561,Month-to-Month,United States,4140-MUHUG,Churned,No,Yes,Female,Yes,Fiber Optic,"34.404544, -119.302118",34.404544,-119.302118,No,86.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,6503,No,Q3,No,2,Yes,California,No,No,Yes,3,220.95,0,55.14,0.0,276.09,No,Yes,93022
79,23,7.2,,No,,47,0,Oak View,4228,Two Year,United States,6173-GOLSU,Stayed,No,No,Male,Yes,Fiber Optic,"34.404544, -119.302118",34.404544,-119.302118,Yes,94.65,Yes,0,4,Offer A,No,No,Yes,Credit Card,Yes,6503,No,Q3,Yes,4,Yes,California,Yes,No,Yes,67,6079.0,0,482.4,0.0,6561.4,No,Yes,93022
30,41,28.27,,No,,43,0,Oak View,4882,Month-to-Month,United States,5240-CAOYT,Stayed,No,No,Female,Yes,Fiber Optic,"34.404544, -119.302118",34.404544,-119.302118,No,87.55,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,6503,Yes,Q3,No,3,No,California,No,No,No,57,4884.85,0,1611.39,1.83,6494.41,No,Yes,93022
52,0,15.48,,No,,80,0,Oak View,2839,Month-to-Month,United States,5546-BYZSM,Stayed,No,No,Female,No,,"34.404544, -119.302118",34.404544,-119.302118,No,20.45,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,6503,No,Q3,No,5,No,California,No,No,No,41,775.6,0,634.68,0.0,1410.28,No,No,93022
69,4,48.88,Attitude,Yes,Attitude of service provider,73,1,Santa Barbara,4708,Two Year,United States,5440-FLBQG,Churned,No,Yes,Male,Yes,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,Yes,108.4,Yes,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,15757,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,69,7318.2,0,3372.72,0.0,10690.92,No,Yes,93110
20,26,34.14,Competitor,Yes,Competitor had better devices,89,1,Santa Barbara,5720,Month-to-Month,United States,7207-RMRDB,Churned,No,Yes,Female,Yes,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,Yes,105.5,Yes,0,7,,Yes,No,Yes,Bank Withdrawal,Yes,15757,No,Q3,Yes,1,No,California,Yes,Yes,Yes,65,6985.65,0,2219.1,0.0,9204.75,Yes,Yes,93110
41,10,46.09,Competitor,Yes,Competitor had better devices,81,1,Santa Barbara,2728,Month-to-Month,United States,8945-GRKHX,Churned,No,No,Female,Yes,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,No,78.65,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,15757,No,Q3,No,1,No,California,Yes,Yes,No,1,78.65,0,46.09,0.0,124.74,No,Yes,93110
32,15,49.14,Other,Yes,Don't know,91,1,Santa Barbara,2456,Month-to-Month,United States,7228-OMTPN,Churned,No,No,Male,Yes,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,No,88.45,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,15757,No,Q3,No,3,No,California,Yes,Yes,Yes,4,370.65,0,196.56,0.0,567.21,No,Yes,93110
68,4,34.58,Attitude,Yes,Attitude of service provider,93,1,Terra Bella,5605,One Year,United States,4612-THJBS,Churned,No,Yes,Female,Yes,Fiber Optic,"35.939068, -119.043666",35.939068,-119.043666,No,104.75,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,5868,No,Q3,No,3,Yes,California,Yes,No,Yes,56,5510.65,0,1936.48,0.0,7447.13,No,Yes,93270
33,4,14.93,,No,,56,0,Terra Bella,4667,Month-to-Month,United States,1536-HBSWP,Joined,No,No,Female,Yes,DSL,"35.939068, -119.043666",35.939068,-119.043666,No,49.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,5868,Yes,Q3,No,3,No,California,No,No,No,1,49.9,0,14.93,0.0,64.83,No,Yes,93270
22,51,0.0,,No,,22,0,Terra Bella,4194,Month-to-Month,United States,7634-WSWDB,Stayed,Yes,No,Female,Yes,DSL,"35.939068, -119.043666",35.939068,-119.043666,No,38.5,No,1,0,,No,Yes,Yes,Bank Withdrawal,No,5868,No,Q3,No,3,No,California,Yes,Yes,No,8,330.8,0,0.0,0.0,330.8,Yes,Yes,93270
45,0,46.57,,No,,53,0,Terra Bella,5986,One Year,United States,7452-FOLON,Stayed,Yes,No,Male,No,,"35.939068, -119.043666",35.939068,-119.043666,No,25.45,Yes,2,0,,No,No,No,Bank Withdrawal,Yes,5868,No,Q3,No,5,No,California,No,No,No,39,958.45,0,1816.23,0.0,2774.68,No,No,93270
80,8,47.97,Competitor,Yes,Competitor made better offer,71,1,Bradley,2825,Month-to-Month,United States,1846-XWOQN,Churned,No,No,Female,Yes,Fiber Optic,"35.842889, -121.004862",35.842889,-121.004862,No,70.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1363,No,Q3,No,2,Yes,California,No,No,No,1,70.15,0,47.97,0.0,118.12,No,Yes,93426
31,0,18.26,Price,Yes,Long distance charges,86,1,Bradley,4648,Month-to-Month,United States,7812-FZHPE,Churned,Yes,No,Female,No,,"35.842889, -121.004862",35.842889,-121.004862,Yes,24.1,Yes,2,1,Offer D,No,No,No,Credit Card,Yes,1363,No,Q3,Yes,1,No,California,No,No,No,17,409.9,0,310.42,0.0,720.32,No,No,93426
61,0,34.29,,No,,30,0,Bradley,5512,Two Year,United States,4312-KFRXN,Stayed,No,No,Male,No,,"35.842889, -121.004862",35.842889,-121.004862,Yes,25.4,Yes,0,2,Offer A,No,No,No,Credit Card,Yes,1363,No,Q3,Yes,3,No,California,No,No,No,72,1710.9,0,2468.88,0.0,4179.78,No,No,93426
39,29,18.91,,No,,54,0,Bradley,3334,One Year,United States,2969-WGHQO,Stayed,Yes,Yes,Female,Yes,DSL,"35.842889, -121.004862",35.842889,-121.004862,Yes,69.45,No,3,1,,Yes,Yes,No,Bank Withdrawal,Yes,1363,No,Q3,Yes,3,No,California,No,No,Yes,7,477.05,0,132.37,0.0,609.42,No,Yes,93426
77,3,7.92,Other,Yes,Moved,65,1,Nipomo,4113,Month-to-Month,United States,3757-NJYBX,Churned,No,Yes,Male,Yes,Fiber Optic,"35.050345, -120.489599",35.050345,-120.489599,Yes,106.35,Yes,0,3,,Yes,No,No,Bank Withdrawal,Yes,15405,No,Q3,Yes,2,Yes,California,Yes,No,Yes,32,3520.75,0,253.44,0.0,3774.19,No,Yes,93444
35,4,0.0,Attitude,Yes,Attitude of support person,94,1,Nipomo,4119,Month-to-Month,United States,5057-LCOUI,Churned,No,Yes,Female,Yes,DSL,"35.050345, -120.489599",35.050345,-120.489599,No,50.75,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,No,15405,No,Q3,No,3,No,California,Yes,Yes,Yes,39,2011.4,0,0.0,0.0,2011.4,No,Yes,93444
20,73,47.91,,No,,69,0,Nipomo,5109,Month-to-Month,United States,6786-OBWQR,Stayed,Yes,No,Female,Yes,Fiber Optic,"35.050345, -120.489599",35.050345,-120.489599,Yes,80.85,No,2,8,,No,No,Yes,Bank Withdrawal,Yes,15405,No,Q3,Yes,5,No,California,No,No,Yes,5,356.1,0,239.55,0.0,595.65,Yes,Yes,93444
33,18,46.23,,No,,55,0,Nipomo,6030,Two Year,United States,8309-PPCED,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.050345, -120.489599",35.050345,-120.489599,Yes,110.45,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,15405,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7982.5,0,3328.56,0.0,11311.06,No,Yes,93444
65,20,49.5,Competitor,Yes,Competitor had better devices,95,1,Lee Vining,5676,Month-to-Month,United States,9898-KZQDZ,Churned,No,No,Female,Yes,Fiber Optic,"37.890145, -119.184087",37.890145,-119.184087,Yes,94.55,Yes,0,1,,No,No,Yes,Credit Card,Yes,504,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,40,3640.45,0,1980.0,0.0,5620.45,No,Yes,93541
56,20,14.65,,No,,32,0,Lee Vining,6264,Two Year,United States,1266-NZYUI,Stayed,No,Yes,Female,Yes,DSL,"37.890145, -119.184087",37.890145,-119.184087,Yes,66.85,Yes,0,6,Offer A,No,Yes,No,Bank Withdrawal,Yes,504,Yes,Q3,Yes,3,No,California,No,No,No,72,4758.8,0,1054.8,0.0,5813.6,No,Yes,93541
38,14,47.95,,No,,39,0,Lee Vining,5601,Two Year,United States,9140-CZQZZ,Stayed,No,No,Female,Yes,DSL,"37.890145, -119.184087",37.890145,-119.184087,Yes,79.6,No,0,7,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,504,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,5515.8,0,3260.6,0.0,8776.4,No,Yes,93541
43,0,46.3,,No,,31,0,Lee Vining,3594,Two Year,United States,1089-XZWHH,Stayed,Yes,No,Female,No,,"37.890145, -119.184087",37.890145,-119.184087,Yes,19.7,No,3,5,,No,No,Yes,Credit Card,Yes,504,No,Q3,Yes,5,No,California,No,No,No,24,494.05,0,1111.2,0.0,1605.25,No,No,93541
66,6,0.0,Competitor,Yes,Competitor offered more data,77,1,Palmdale,5573,Month-to-Month,United States,8263-JQAIK,Churned,No,No,Male,Yes,DSL,"34.598221, -117.79593",34.598221,-117.79593,No,24.45,No,0,0,,No,No,Yes,Credit Card,No,6787,No,Q3,No,3,Yes,California,No,No,No,2,47.5,0,0.0,0.0,47.5,No,Yes,93591
74,24,21.33,Competitor,Yes,Competitor offered more data,70,1,Palmdale,4481,Month-to-Month,United States,0324-BRPCJ,Churned,No,No,Female,Yes,Cable,"34.598221, -117.79593",34.598221,-117.79593,Yes,100.2,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,6787,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,68,6851.65,0,1450.44,0.0,8302.09,No,Yes,93591
63,9,25.49,Competitor,Yes,Competitor had better devices,81,1,Palmdale,3478,Month-to-Month,United States,0322-CHQRU,Churned,No,No,Male,Yes,DSL,"34.598221, -117.79593",34.598221,-117.79593,No,45.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,6787,No,Q3,No,1,No,California,No,No,No,2,89.5,0,50.98,0.0,140.48,No,Yes,93591
19,0,9.77,,No,,50,0,Palmdale,2608,Two Year,United States,9251-AWQGT,Stayed,Yes,No,Female,No,,"34.598221, -117.79593",34.598221,-117.79593,Yes,20.0,No,3,2,,No,No,No,Credit Card,Yes,6787,No,Q3,Yes,5,No,California,No,No,No,48,935.9,0,468.96,0.0,1404.86,Yes,No,93591
75,13,39.51,Competitor,Yes,Competitor made better offer,70,1,Clovis,2015,Month-to-Month,United States,2205-YMZZJ,Churned,No,No,Male,Yes,Fiber Optic,"36.814539, -119.711868",36.814539,-119.711868,No,84.8,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,33856,No,Q3,No,3,Yes,California,No,No,Yes,7,546.95,0,276.57,0.0,823.52,No,No,93612
46,19,49.5,Attitude,Yes,Attitude of support person,95,1,Clovis,2946,Month-to-Month,United States,4817-QRJSX,Churned,No,No,Female,Yes,Fiber Optic,"36.814539, -119.711868",36.814539,-119.711868,No,81.0,Yes,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,33856,No,Q3,No,2,No,California,No,No,No,10,818.05,0,495.0,0.0,1313.05,No,Yes,93612
46,19,0.0,,No,,37,0,Clovis,5790,Two Year,United States,7131-ZQZNK,Stayed,No,Yes,Female,Yes,DSL,"36.814539, -119.711868",36.814539,-119.711868,Yes,59.85,No,0,1,Offer B,No,Yes,No,Credit Card,No,33856,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,60,3590.2,0,0.0,0.0,3590.2,No,Yes,93612
34,25,23.7,,No,,34,0,Clovis,4148,Month-to-Month,United States,8687-BAFGU,Joined,No,No,Male,Yes,Fiber Optic,"36.814539, -119.711868",36.814539,-119.711868,No,74.0,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,33856,Yes,Q3,No,4,No,California,No,No,No,1,74.0,0,23.7,0.0,97.7,No,Yes,93612
74,4,39.36,Competitor,Yes,Competitor made better offer,96,1,Cutler,5362,Month-to-Month,United States,1254-IZEYF,Churned,No,No,Female,Yes,Fiber Optic,"36.497895, -119.285484",36.497895,-119.285484,No,99.95,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,5519,No,Q3,No,3,Yes,California,Yes,No,Yes,31,3186.65,0,1220.16,0.0,4406.81,No,Yes,93615
44,0,17.09,,No,,65,0,Cutler,3260,Two Year,United States,5726-CVNYA,Stayed,No,No,Female,No,,"36.497895, -119.285484",36.497895,-119.285484,Yes,19.85,No,0,8,Offer E,No,No,Yes,Credit Card,Yes,5519,No,Q3,Yes,5,No,California,No,No,No,8,146.6,0,136.72,0.0,283.32,No,No,93615
48,21,30.52,,No,,68,0,Cutler,2098,Month-to-Month,United States,0829-XXPLX,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.497895, -119.285484",36.497895,-119.285484,No,89.4,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,5519,No,Q3,No,4,No,California,No,No,Yes,20,1871.15,0,610.4,0.0,2481.55,No,Yes,93615
24,48,24.86,,No,,74,0,Cutler,2113,Month-to-Month,United States,4686-UXDML,Stayed,No,No,Female,Yes,Fiber Optic,"36.497895, -119.285484",36.497895,-119.285484,No,99.85,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,5519,No,Q3,No,3,No,California,Yes,Yes,Yes,21,1992.55,0,522.06,0.0,2514.61,Yes,Yes,93615
80,7,29.96,Dissatisfaction,Yes,Product dissatisfaction,86,1,Dunlap,2292,Month-to-Month,United States,9221-OTIVJ,Churned,No,Yes,Female,Yes,Fiber Optic,"36.789213, -119.140338",36.789213,-119.140338,No,104.85,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,506,No,Q3,No,1,Yes,California,Yes,No,Yes,14,1531.4,0,419.44,0.0,1950.84,No,Yes,93621
24,76,17.18,,No,,68,0,Dunlap,4850,One Year,United States,2040-OBMLJ,Stayed,No,No,Male,Yes,Fiber Optic,"36.789213, -119.140338",36.789213,-119.140338,No,81.7,Yes,0,0,,No,No,No,Credit Card,Yes,506,Yes,Q3,No,5,No,California,No,No,No,31,2548.65,0,532.58,0.0,3081.23,Yes,Yes,93621
55,0,1.87,,No,,61,0,Dunlap,5914,Two Year,United States,0608-JDVEC,Stayed,No,No,Male,No,,"36.789213, -119.140338",36.789213,-119.140338,Yes,19.8,No,0,5,Offer B,No,No,No,Bank Withdrawal,Yes,506,No,Q3,Yes,4,No,California,No,No,No,50,1013.2,0,93.5,0.0,1106.7,No,No,93621
63,0,11.6,,No,,22,0,Dunlap,4933,Two Year,United States,7480-SPLEF,Stayed,Yes,No,Male,No,,"36.789213, -119.140338",36.789213,-119.140338,Yes,26.0,Yes,2,5,,No,No,Yes,Bank Withdrawal,Yes,506,No,Q3,Yes,3,No,California,No,No,No,69,1796.55,0,800.4,0.0,2596.95,No,No,93621
74,9,23.53,Competitor,Yes,Competitor had better devices,80,1,Fowler,4553,Month-to-Month,United States,5908-QMGOE,Churned,No,No,Male,Yes,Fiber Optic,"36.625792, -119.672483",36.625792,-119.672483,No,74.2,Yes,0,0,,No,No,Yes,Credit Card,Yes,5635,No,Q3,No,1,Yes,California,No,No,No,15,1133.9,0,352.95,43.31,1443.54,No,Yes,93625
72,3,16.87,,No,,30,0,Fowler,4181,Two Year,United States,5671-RQRLP,Stayed,No,No,Female,Yes,Fiber Optic,"36.625792, -119.672483",36.625792,-119.672483,Yes,75.65,Yes,0,4,Offer A,No,No,Yes,Credit Card,Yes,5635,No,Q3,Yes,4,Yes,California,No,No,No,70,5411.4,0,1180.9,25.67,6566.63,No,Yes,93625
24,53,2.38,,No,,25,0,Fowler,5922,Month-to-Month,United States,3345-PBBFH,Stayed,No,No,Male,Yes,DSL,"36.625792, -119.672483",36.625792,-119.672483,Yes,49.55,No,0,6,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,5635,No,Q3,Yes,5,No,California,No,No,No,8,393.45,0,19.04,0.0,412.49,Yes,Yes,93625
62,0,18.81,,No,,36,0,Fowler,6338,Two Year,United States,6349-JDHQP,Stayed,No,No,Female,No,,"36.625792, -119.672483",36.625792,-119.672483,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,5635,No,Q3,No,3,No,California,No,No,No,53,1049.6,0,996.93,0.0,2046.53,No,No,93625
70,15,10.78,Price,Yes,Price too high,85,1,South Dos Palos,5390,Month-to-Month,United States,0397-GZBBC,Churned,No,No,Male,Yes,Fiber Optic,"36.959731, -120.653519",36.959731,-120.653519,Yes,93.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,343,No,Q3,No,2,Yes,California,Yes,No,Yes,59,5574.75,0,636.02,8.13,6202.64,No,Yes,93665
21,52,33.25,Other,Yes,Moved,76,1,South Dos Palos,4111,One Year,United States,3104-OWCGK,Churned,No,Yes,Male,Yes,Fiber Optic,"36.959731, -120.653519",36.959731,-120.653519,Yes,90.95,No,0,1,Offer B,Yes,No,No,Bank Withdrawal,Yes,343,No,Q3,Yes,3,No,California,No,Yes,Yes,60,5453.4,0,1995.0,0.0,7448.4,Yes,Yes,93665
30,53,0.0,Dissatisfaction,Yes,Limited range of services,82,1,South Dos Palos,2967,Month-to-Month,United States,6834-NXDCA,Churned,No,No,Female,Yes,DSL,"36.959731, -120.653519",36.959731,-120.653519,No,23.9,No,0,0,,No,No,Yes,Bank Withdrawal,No,343,No,Q3,No,3,No,California,No,No,No,13,300.8,0,0.0,0.0,300.8,No,Yes,93665
25,41,43.29,,No,,39,0,South Dos Palos,4809,Month-to-Month,United States,7401-RUBNK,Stayed,No,No,Female,Yes,Fiber Optic,"36.959731, -120.653519",36.959731,-120.653519,Yes,74.8,No,0,1,Offer D,No,Yes,No,Bank Withdrawal,Yes,343,No,Q3,Yes,3,No,California,No,No,No,18,1438.05,0,779.22,0.0,2217.27,Yes,Yes,93665
76,17,49.11,Dissatisfaction,Yes,Product dissatisfaction,72,1,Tranquillity,5712,Month-to-Month,United States,7641-EUYET,Churned,No,Yes,Male,Yes,Fiber Optic,"36.635661, -120.288644",36.635661,-120.288644,Yes,100.7,Yes,0,3,,Yes,Yes,Yes,Bank Withdrawal,Yes,1130,No,Q3,Yes,1,Yes,California,No,No,Yes,46,4541.2,0,2259.06,46.64,6753.62,No,Yes,93668
42,24,27.72,Competitor,Yes,Competitor had better devices,92,1,Tranquillity,2558,Month-to-Month,United States,6711-VTNRE,Churned,No,Yes,Female,Yes,Fiber Optic,"36.635661, -120.288644",36.635661,-120.288644,No,87.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1130,Yes,Q3,No,1,No,California,Yes,Yes,No,36,3078.1,0,997.92,0.0,4076.02,No,Yes,93668
44,0,33.1,,No,,73,0,Tranquillity,3772,Two Year,United States,9650-VBUOG,Stayed,Yes,No,Male,No,,"36.635661, -120.288644",36.635661,-120.288644,Yes,25.05,Yes,1,9,Offer C,No,No,No,Credit Card,Yes,1130,No,Q3,Yes,3,No,California,No,No,No,38,963.95,0,1257.8,0.0,2221.75,No,No,93668
23,59,40.54,,No,,77,0,Tranquillity,3570,Two Year,United States,8670-MEFCP,Stayed,Yes,Yes,Female,Yes,Cable,"36.635661, -120.288644",36.635661,-120.288644,Yes,92.9,Yes,2,7,,Yes,Yes,Yes,Credit Card,Yes,1130,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,36,3379.25,0,1459.44,0.0,4838.69,Yes,Yes,93668
66,14,32.11,Dissatisfaction,Yes,Poor expertise of phone support,80,1,Lockwood,2688,Month-to-Month,United States,8245-UMPYT,Churned,No,No,Female,Yes,Fiber Optic,"35.989792, -121.055933",35.989792,-121.055933,No,96.4,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,538,No,Q3,No,3,Yes,California,Yes,No,Yes,16,1581.2,0,513.76,47.2,2047.76,No,Yes,93932
52,16,46.28,Competitor,Yes,Competitor offered higher download speeds,85,1,Lockwood,3665,Month-to-Month,United States,4124-MMETB,Churned,No,No,Male,Yes,Fiber Optic,"35.989792, -121.055933",35.989792,-121.055933,No,94.65,Yes,0,0,,No,No,Yes,Credit Card,Yes,538,No,Q3,No,2,No,California,Yes,Yes,Yes,22,2104.55,40,1018.16,0.0,3162.71,No,No,93932
22,59,0.0,,No,,59,0,Lockwood,6427,Two Year,United States,1194-BHJYC,Stayed,No,Yes,Male,Yes,DSL,"35.989792, -121.055933",35.989792,-121.055933,Yes,62.15,No,0,1,Offer B,No,Yes,Yes,Credit Card,No,538,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,61,3778.85,0,0.0,0.0,3778.85,Yes,Yes,93932
39,16,15.24,,No,,63,0,Lockwood,5488,One Year,United States,1752-OZXFY,Stayed,No,No,Male,Yes,DSL,"35.989792, -121.055933",35.989792,-121.055933,Yes,59.8,No,0,6,Offer B,No,Yes,Yes,Credit Card,Yes,538,No,Q3,Yes,3,No,California,No,No,Yes,60,3561.15,0,914.4,0.0,4475.55,No,Yes,93932
75,15,41.2,Price,Yes,Price too high,77,1,Marina,3273,Month-to-Month,United States,5186-SAMNZ,Churned,No,No,Male,Yes,Fiber Optic,"36.689582, -121.758398",36.689582,-121.758398,No,69.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,21759,No,Q3,No,2,Yes,California,No,No,No,1,69.5,80,41.2,0.0,190.7,No,No,93933
46,2,14.3,Competitor,Yes,Competitor offered more data,86,1,Marina,3080,Month-to-Month,United States,3671-SHRSP,Churned,No,Yes,Male,Yes,Fiber Optic,"36.689582, -121.758398",36.689582,-121.758398,Yes,80.6,No,0,1,Offer E,No,No,Yes,Mailed Check,Yes,21759,Yes,Q3,Yes,3,No,California,No,No,No,4,319.15,0,57.2,0.0,376.35,No,Yes,93933
43,26,16.82,Dissatisfaction,Yes,Lack of self-service on Website,85,1,Marina,3968,Month-to-Month,United States,3663-MITLP,Churned,No,Yes,Female,Yes,Fiber Optic,"36.689582, -121.758398",36.689582,-121.758398,No,101.25,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,21759,No,Q3,No,3,No,California,Yes,Yes,Yes,15,1457.25,0,252.3,0.0,1709.55,No,Yes,93933
23,0,22.08,,No,,25,0,Marina,5418,One Year,United States,9066-QRSDU,Stayed,No,No,Female,No,,"36.689582, -121.758398",36.689582,-121.758398,Yes,26.3,Yes,0,7,Offer A,No,No,Yes,Bank Withdrawal,Yes,21759,No,Q3,Yes,4,No,California,No,No,No,69,1763.55,0,1523.52,0.0,3287.07,Yes,No,93933
65,5,24.54,Dissatisfaction,Yes,Product dissatisfaction,82,1,San Lucas,3041,Month-to-Month,United States,5373-SFODM,Churned,No,No,Male,Yes,Fiber Optic,"36.125529, -120.864443",36.125529,-120.864443,Yes,85.25,Yes,0,1,,No,No,Yes,Credit Card,Yes,521,No,Q3,Yes,2,Yes,California,Yes,Yes,No,36,3132.75,0,883.44,0.0,4016.19,No,Yes,93954
80,27,39.1,Competitor,Yes,Competitor had better devices,91,1,San Lucas,4962,Month-to-Month,United States,1363-TXLSL,Churned,No,No,Male,Yes,Fiber Optic,"36.125529, -120.864443",36.125529,-120.864443,Yes,70.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,521,No,Q3,No,1,Yes,California,No,No,No,1,70.3,0,39.1,0.0,109.4,No,Yes,93954
44,0,33.87,,No,,77,0,San Lucas,4315,Two Year,United States,0323-XWWTN,Joined,Yes,No,Male,No,,"36.125529, -120.864443",36.125529,-120.864443,No,26.4,Yes,1,0,,No,No,Yes,Credit Card,Yes,521,No,Q3,No,5,No,California,No,No,No,3,121.25,0,101.61,0.0,222.86,No,No,93954
33,25,18.75,,No,,71,0,San Lucas,2061,Month-to-Month,United States,7858-GTZSP,Stayed,No,No,Female,Yes,Fiber Optic,"36.125529, -120.864443",36.125529,-120.864443,No,86.55,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,521,No,Q3,No,5,No,California,Yes,Yes,No,12,1066.9,110,225.0,0.0,1401.9,No,No,93954
79,17,10.67,Dissatisfaction,Yes,Limited range of services,92,1,Daly City,2654,One Year,United States,0022-TCJCI,Churned,No,Yes,Male,Yes,DSL,"37.680844, -122.48131",37.680844,-122.48131,No,62.7,No,0,0,,No,Yes,No,Credit Card,Yes,63337,No,Q3,No,1,Yes,California,Yes,No,No,45,2791.5,0,480.15,0.0,3271.65,No,Yes,94015
65,14,0.0,,No,,20,0,Daly City,4615,Month-to-Month,United States,4976-LNFVV,Stayed,No,Yes,Male,Yes,DSL,"37.680844, -122.48131",37.680844,-122.48131,Yes,34.3,No,0,6,,Yes,No,Yes,Credit Card,No,63337,No,Q3,Yes,5,Yes,California,No,No,No,19,577.15,0,0.0,0.0,577.15,No,Yes,94015
48,10,0.0,,No,,37,0,Daly City,5404,One Year,United States,7876-AEHIG,Stayed,No,Yes,Female,Yes,DSL,"37.680844, -122.48131",37.680844,-122.48131,No,60.15,No,0,0,,No,Yes,No,Bank Withdrawal,No,63337,Yes,Q3,No,3,No,California,Yes,Yes,Yes,51,3077.0,0,0.0,0.0,3077.0,No,Yes,94015
30,82,15.06,,No,,77,0,Daly City,5049,Month-to-Month,United States,4553-DVPZG,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.680844, -122.48131",37.680844,-122.48131,Yes,101.35,Yes,0,10,Offer B,No,No,Yes,Bank Withdrawal,Yes,63337,No,Q3,Yes,5,No,California,Yes,Yes,Yes,62,6164.7,0,933.72,0.0,7098.42,No,Yes,94015
73,22,46.34,Price,Yes,Price too high,91,1,San Francisco,4283,Month-to-Month,United States,5130-IEKQT,Churned,No,Yes,Male,Yes,Fiber Optic,"37.794487, -122.42227",37.794487,-122.42227,No,105.95,Yes,0,0,Offer C,Yes,No,No,Credit Card,Yes,56330,No,Q3,No,2,Yes,California,Yes,No,Yes,25,2655.25,0,1158.5,0.0,3813.75,No,Yes,94109
72,21,1.67,,No,,77,0,San Francisco,4452,One Year,United States,7508-SMHXL,Stayed,No,No,Female,Yes,Fiber Optic,"37.794487, -122.42227",37.794487,-122.42227,No,89.0,Yes,0,0,,Yes,No,No,Credit Card,Yes,56330,No,Q3,No,4,Yes,California,No,No,Yes,15,1288.3,0,25.05,45.69,1267.66,No,Yes,94109
74,0,1.89,,No,,42,0,San Francisco,4975,Two Year,United States,2428-HYUNX,Stayed,No,No,Male,No,,"37.794487, -122.42227",37.794487,-122.42227,Yes,19.35,No,0,4,,No,No,Yes,Credit Card,Yes,56330,No,Q3,Yes,5,Yes,California,No,No,No,44,847.25,0,83.16,0.0,930.41,No,No,94109
21,71,14.19,,No,,57,0,San Francisco,4773,Two Year,United States,9031-ZVQPT,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.794487, -122.42227",37.794487,-122.42227,Yes,108.2,Yes,0,10,,Yes,No,Yes,Bank Withdrawal,Yes,56330,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7840.6,0,1021.68,0.0,8862.28,Yes,Yes,94109
79,23,41.93,Other,Yes,Don't know,65,1,San Francisco,4892,Month-to-Month,United States,3269-ATYWD,Churned,No,No,Male,Yes,Fiber Optic,"37.800254, -122.436975",37.800254,-122.436975,No,95.65,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,22920,No,Q3,No,1,Yes,California,Yes,No,Yes,39,3759.05,150,1635.27,0.0,5544.32,No,No,94123
61,29,44.34,Competitor,Yes,Competitor offered more data,79,1,San Francisco,4062,Month-to-Month,United States,3519-ZKXGG,Churned,No,No,Female,Yes,Fiber Optic,"37.800254, -122.436975",37.800254,-122.436975,Yes,75.85,Yes,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,22920,No,Q3,Yes,2,No,California,No,No,No,3,256.6,0,133.02,0.0,389.62,No,Yes,94123
25,46,25.83,,No,,51,0,San Francisco,5432,Month-to-Month,United States,4301-VVZKA,Stayed,No,No,Male,Yes,Fiber Optic,"37.800254, -122.436975",37.800254,-122.436975,Yes,75.4,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,22920,No,Q3,Yes,5,No,California,No,No,No,16,1189.4,0,413.28,0.0,1602.68,Yes,Yes,94123
40,0,12.05,,No,,29,0,San Francisco,2088,One Year,United States,8909-BOLNL,Joined,No,No,Male,No,,"37.800254, -122.436975",37.800254,-122.436975,No,21.2,No,0,0,,No,No,No,Credit Card,Yes,22920,No,Q3,No,5,No,California,No,No,No,3,52.05,0,36.15,0.0,88.2,No,No,94123
71,28,30.25,Competitor,Yes,Competitor had better devices,67,1,San Mateo,2930,Month-to-Month,United States,7576-OYWBN,Churned,No,No,Male,Yes,Fiber Optic,"37.556634, -122.317723",37.556634,-122.317723,No,76.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,23393,No,Q3,No,1,Yes,California,No,No,No,3,231.8,0,90.75,0.0,322.55,No,Yes,94402
51,27,19.74,Dissatisfaction,Yes,Network reliability,91,1,San Mateo,3263,Month-to-Month,United States,6400-BWQKW,Churned,No,No,Female,Yes,Fiber Optic,"37.556634, -122.317723",37.556634,-122.317723,No,79.05,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,23393,No,Q3,No,1,No,California,No,No,No,6,434.5,0,118.44,0.0,552.94,No,Yes,94402
21,30,42.98,Dissatisfaction,Yes,Service dissatisfaction,87,1,San Mateo,4626,Month-to-Month,United States,2150-UWTFY,Churned,Yes,Yes,Female,Yes,DSL,"37.556634, -122.317723",37.556634,-122.317723,Yes,61.15,No,3,1,Offer D,Yes,Yes,No,Credit Card,Yes,23393,No,Q3,Yes,1,No,California,No,No,No,22,1422.05,80,945.56,0.0,2447.61,Yes,No,94402
56,0,26.17,,No,,69,0,San Mateo,3705,Two Year,United States,3549-ZTMNH,Stayed,Yes,No,Male,No,,"37.556634, -122.317723",37.556634,-122.317723,Yes,24.0,Yes,1,0,,No,No,Yes,Bank Withdrawal,Yes,23393,No,Q3,No,3,No,California,No,No,No,12,269.65,0,314.04,0.0,583.69,No,No,94402
69,5,33.84,Competitor,Yes,Competitor had better devices,69,1,Concord,5057,Month-to-Month,United States,5539-TMZLF,Churned,No,No,Male,Yes,Fiber Optic,"38.013825, -122.039144",38.013825,-122.039144,No,69.75,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,36186,No,Q3,No,1,Yes,California,No,No,No,1,69.75,0,33.84,0.0,103.59,No,Yes,94520
21,73,32.08,Other,Yes,Don't know,74,1,Concord,3700,Month-to-Month,United States,9448-REEVD,Churned,No,No,Male,Yes,DSL,"38.013825, -122.039144",38.013825,-122.039144,Yes,44.7,No,0,1,,No,No,No,Credit Card,Yes,36186,No,Q3,Yes,3,No,California,No,Yes,No,1,44.7,0,32.08,0.0,76.78,Yes,Yes,94520
38,0,13.28,Attitude,Yes,Attitude of support person,81,1,Concord,5000,Month-to-Month,United States,1087-UDSIH,Churned,No,No,Female,No,,"38.013825, -122.039144",38.013825,-122.039144,No,19.6,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,36186,No,Q3,No,3,No,California,No,No,No,3,59.75,0,39.84,0.0,99.59,No,No,94520
47,17,0.0,,No,,32,0,Concord,5100,Month-to-Month,United States,1976-AZZPJ,Stayed,No,No,Male,Yes,DSL,"38.013825, -122.039144",38.013825,-122.039144,Yes,34.2,No,0,3,Offer E,Yes,Yes,No,Credit Card,No,36186,No,Q3,Yes,4,No,California,No,No,No,7,256.6,0,0.0,0.0,256.6,No,Yes,94520
70,25,17.24,Dissatisfaction,Yes,Product dissatisfaction,80,1,Hayward,3401,Month-to-Month,United States,3336-JORSO,Churned,No,Yes,Female,Yes,Fiber Optic,"37.656695, -122.048361",37.656695,-122.048361,No,110.45,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,11147,Yes,Q3,No,1,Yes,California,Yes,Yes,Yes,33,3655.45,70,568.92,0.0,4294.37,No,No,94542
50,0,19.58,,No,,38,0,Hayward,5868,Month-to-Month,United States,7764-BDPEE,Joined,Yes,No,Male,No,,"37.656695, -122.048361",37.656695,-122.048361,No,20.85,No,3,0,,No,No,No,Credit Card,Yes,11147,No,Q3,No,4,No,California,No,No,No,3,60.65,0,58.74,0.0,119.39,No,No,94542
64,0,21.91,,No,,41,0,Hayward,2987,One Year,United States,2819-GWENI,Stayed,Yes,No,Female,No,,"37.656695, -122.048361",37.656695,-122.048361,Yes,19.9,No,1,9,Offer C,No,No,No,Credit Card,Yes,11147,No,Q3,Yes,4,No,California,No,No,No,28,543.0,0,613.48,0.0,1156.48,No,No,94542
60,10,35.88,,No,,76,0,Hayward,4430,Month-to-Month,United States,8035-PWSEV,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.656695, -122.048361",37.656695,-122.048361,No,89.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,11147,Yes,Q3,No,3,No,California,Yes,Yes,No,6,487.05,0,215.28,0.0,702.33,No,Yes,94542
71,2,42.92,Attitude,Yes,Attitude of support person,90,1,Napa,2487,Month-to-Month,United States,6861-XWTWQ,Churned,No,Yes,Male,Yes,Fiber Optic,"38.232389, -122.324944",38.232389,-122.324944,Yes,99.25,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,26894,No,Q3,Yes,2,Yes,California,Yes,Yes,Yes,7,665.45,0,300.44,0.0,965.89,No,Yes,94559
70,8,6.03,,No,,53,0,Napa,4444,Two Year,United States,7044-YAACC,Stayed,No,No,Male,Yes,Fiber Optic,"38.232389, -122.324944",38.232389,-122.324944,Yes,70.2,No,0,5,,No,No,Yes,Bank Withdrawal,Yes,26894,No,Q3,Yes,5,Yes,California,No,No,No,4,280.35,0,24.12,30.75,273.72,No,Yes,94559
76,30,49.9,,No,,58,0,Napa,5254,Month-to-Month,United States,2931-FSOHN,Stayed,No,No,Male,Yes,DSL,"38.232389, -122.324944",38.232389,-122.324944,No,59.9,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,26894,No,Q3,No,5,Yes,California,No,No,Yes,13,788.35,0,648.7,0.0,1437.05,No,Yes,94559
20,59,42.18,,No,,30,0,Napa,4858,One Year,United States,6461-PPAXN,Stayed,No,No,Female,Yes,Cable,"38.232389, -122.324944",38.232389,-122.324944,Yes,54.95,No,0,5,,No,Yes,Yes,Bank Withdrawal,Yes,26894,Yes,Q3,Yes,4,No,California,No,No,No,35,1916.0,0,1476.3,0.0,3392.3,Yes,Yes,94559
67,15,16.78,Dissatisfaction,Yes,Network reliability,65,1,El Sobrante,3715,Month-to-Month,United States,4283-FUTGF,Churned,No,Yes,Male,Yes,Fiber Optic,"37.963995, -122.288296",37.963995,-122.288296,No,79.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,25399,No,Q3,No,3,Yes,California,No,No,No,19,1471.75,0,318.82,0.0,1790.57,No,Yes,94803
74,4,0.0,,No,,68,0,El Sobrante,2599,Two Year,United States,9708-HPXWZ,Stayed,No,Yes,Male,Yes,DSL,"37.963995, -122.288296",37.963995,-122.288296,No,45.4,No,0,0,,No,No,No,Credit Card,No,25399,Yes,Q3,No,5,Yes,California,No,No,Yes,5,214.75,0,0.0,0.0,214.75,No,Yes,94803
25,58,6.23,,No,,78,0,El Sobrante,4090,Two Year,United States,8146-QQKZH,Stayed,No,Yes,Female,Yes,DSL,"37.963995, -122.288296",37.963995,-122.288296,Yes,81.85,No,0,4,Offer A,No,Yes,No,Bank Withdrawal,Yes,25399,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,5924.4,0,442.33,0.0,6366.73,Yes,Yes,94803
55,18,21.3,,No,,76,0,El Sobrante,4671,Month-to-Month,United States,1472-TNCWL,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.963995, -122.288296",37.963995,-122.288296,No,94.7,No,1,0,,Yes,No,Yes,Bank Withdrawal,Yes,25399,No,Q3,No,3,No,California,Yes,Yes,Yes,36,3512.5,0,766.8,0.0,4279.3,No,Yes,94803
67,2,26.99,Other,Yes,Don't know,91,1,San Rafael,3443,Month-to-Month,United States,2397-BRLOM,Churned,No,No,Male,Yes,Fiber Optic,"37.972662, -122.491452",37.972662,-122.491452,Yes,80.45,No,0,2,,No,No,Yes,Credit Card,Yes,40239,No,Q3,Yes,1,Yes,California,No,No,Yes,8,583.45,0,215.92,0.0,799.37,No,Yes,94901
78,3,34.0,,No,,71,0,San Rafael,5085,Two Year,United States,5792-JALQC,Stayed,No,Yes,Female,Yes,DSL,"37.972662, -122.491452",37.972662,-122.491452,No,59.85,Yes,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,40239,No,Q3,No,3,Yes,California,No,No,No,52,3103.25,0,1768.0,19.16,4852.09,No,Yes,94901
26,52,33.46,Competitor,Yes,Competitor made better offer,89,1,San Rafael,2317,Month-to-Month,United States,9661-ACXBS,Churned,No,Yes,Female,Yes,Fiber Optic,"37.972662, -122.491452",37.972662,-122.491452,No,105.2,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,40239,No,Q3,No,1,No,California,Yes,Yes,Yes,42,4400.75,0,1405.32,40.15,5765.92,Yes,Yes,94901
37,24,46.18,,No,,56,0,San Rafael,5344,One Year,United States,4869-EPIUS,Stayed,No,No,Male,Yes,Fiber Optic,"37.972662, -122.491452",37.972662,-122.491452,Yes,80.9,No,0,3,,No,No,Yes,Bank Withdrawal,Yes,40239,No,Q3,Yes,5,No,California,Yes,Yes,No,56,4557.5,0,2586.08,0.0,7143.58,No,Yes,94901
69,28,7.22,Attitude,Yes,Attitude of support person,65,1,Novato,3269,Month-to-Month,United States,8510-AWCXC,Churned,No,No,Female,Yes,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,No,100.8,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,16429,No,Q3,No,1,Yes,California,Yes,No,Yes,13,1308.1,0,93.86,0.0,1401.96,No,Yes,94945
76,18,46.06,,No,,68,0,Novato,5597,Two Year,United States,2675-OTVVJ,Stayed,No,No,Male,Yes,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,Yes,89.45,Yes,0,5,Offer C,No,Yes,No,Bank Withdrawal,Yes,16429,No,Q3,Yes,4,Yes,California,No,No,Yes,31,2807.65,0,1427.86,31.58,4203.93,No,Yes,94945
26,42,43.99,Competitor,Yes,Competitor made better offer,90,1,Novato,3937,Month-to-Month,United States,6941-PMGEP,Churned,No,No,Female,Yes,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,No,80.0,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,16429,No,Q3,No,3,No,California,Yes,Yes,No,5,412.5,10,219.95,40.0,602.45,Yes,No,94945
54,23,7.0,Competitor,Yes,Competitor offered higher download speeds,93,1,Novato,4565,Month-to-Month,United States,5685-IIXLY,Churned,No,No,Female,Yes,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,Yes,83.6,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,16429,No,Q3,Yes,3,No,California,Yes,Yes,No,5,404.2,0,35.0,24.44,414.76,No,Yes,94945
75,18,7.51,Competitor,Yes,Competitor had better devices,87,1,Stinson Beach,3856,Month-to-Month,United States,8225-BTJAU,Churned,No,No,Male,Yes,Fiber Optic,"37.921137, -122.657562",37.921137,-122.657562,No,79.25,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,781,No,Q3,No,1,Yes,California,Yes,No,No,10,793.55,0,75.1,0.0,868.65,No,Yes,94970
68,21,22.31,,No,,20,0,Stinson Beach,5090,One Year,United States,8883-GRDWQ,Stayed,No,No,Male,Yes,DSL,"37.921137, -122.657562",37.921137,-122.657562,No,54.0,No,0,0,,No,Yes,No,Credit Card,Yes,781,Yes,Q3,No,4,Yes,California,No,No,No,20,1055.9,0,446.2,0.0,1502.1,No,Yes,94970
52,0,13.06,,No,,60,0,Stinson Beach,2010,One Year,United States,7632-YUTXB,Stayed,Yes,No,Female,No,,"37.921137, -122.657562",37.921137,-122.657562,Yes,20.05,No,2,7,Offer C,No,No,No,Credit Card,Yes,781,No,Q3,Yes,4,No,California,No,No,No,25,520.1,0,326.5,0.0,846.6,No,No,94970
58,28,38.94,,No,,42,0,Stinson Beach,4418,Month-to-Month,United States,2887-JPYLU,Stayed,Yes,No,Female,Yes,DSL,"37.921137, -122.657562",37.921137,-122.657562,No,45.2,No,3,0,,No,No,No,Bank Withdrawal,Yes,781,No,Q3,No,5,No,California,No,No,No,41,1841.9,0,1596.54,0.0,3438.44,No,Yes,94970
67,6,45.72,Attitude,Yes,Attitude of support person,66,1,Los Gatos,2718,Month-to-Month,United States,1724-BQUHA,Churned,No,No,Male,Yes,Fiber Optic,"37.233034, -121.947427",37.233034,-121.947427,No,89.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,24443,No,Q3,No,2,Yes,California,Yes,No,Yes,5,477.7,0,228.6,0.0,706.3,No,Yes,95032
50,29,42.22,Competitor,Yes,Competitor offered more data,72,1,Los Gatos,2036,Month-to-Month,United States,2057-ZBLPD,Churned,No,No,Female,Yes,Fiber Optic,"37.233034, -121.947427",37.233034,-121.947427,Yes,86.5,Yes,0,3,Offer D,No,No,Yes,Bank Withdrawal,Yes,24443,No,Q3,Yes,3,No,California,Yes,Yes,No,21,1808.7,0,886.62,0.0,2695.32,No,Yes,95032
35,16,13.04,,No,,27,0,Los Gatos,3574,Month-to-Month,United States,4546-FOKWR,Stayed,No,No,Female,Yes,Fiber Optic,"37.233034, -121.947427",37.233034,-121.947427,No,74.75,Yes,0,0,,No,No,Yes,Credit Card,Yes,24443,No,Q3,No,5,No,California,No,No,No,16,1129.35,0,208.64,39.99,1298.0,No,Yes,95032
60,0,36.72,,No,,53,0,Los Gatos,4623,One Year,United States,4487-ZYJZK,Stayed,Yes,No,Female,No,,"37.233034, -121.947427",37.233034,-121.947427,Yes,19.6,No,2,1,,No,No,No,Credit Card,Yes,24443,No,Q3,Yes,3,No,California,No,No,No,38,763.1,0,1395.36,0.0,2158.46,No,No,95032
66,23,38.78,Competitor,Yes,Competitor had better devices,96,1,Moss Landing,4843,Month-to-Month,United States,4826-XTSOH,Churned,No,No,Male,Yes,Fiber Optic,"36.863303, -121.781632",36.863303,-121.781632,Yes,86.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,899,No,Q3,No,1,Yes,California,No,No,Yes,1,86.05,0,38.78,0.0,124.83,No,Yes,95039
25,59,32.16,,No,,34,0,Moss Landing,6171,Two Year,United States,8659-IOOPU,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"36.863303, -121.781632",36.863303,-121.781632,Yes,100.45,Yes,2,4,Offer A,No,Yes,No,Bank Withdrawal,Yes,899,Yes,Q3,Yes,3,No,California,Yes,Yes,No,71,7159.7,0,2283.36,16.12,9426.94,Yes,Yes,95039
33,8,44.27,,No,,56,0,Moss Landing,5096,Two Year,United States,7663-YJHSN,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.863303, -121.781632",36.863303,-121.781632,Yes,103.95,Yes,0,10,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,899,Yes,Q3,Yes,3,No,California,No,No,Yes,72,7556.9,70,3187.44,0.0,10814.34,No,No,95039
52,0,1.44,,No,,35,0,Moss Landing,3260,Two Year,United States,7634-HLQJR,Stayed,Yes,No,Female,No,,"36.863303, -121.781632",36.863303,-121.781632,Yes,20.05,No,1,1,,No,No,No,Credit Card,Yes,899,No,Q3,Yes,5,No,California,No,No,No,47,1016.7,0,67.68,0.0,1084.38,No,No,95039
67,4,0.0,Other,Yes,Deceased,92,1,San Jose,3244,Month-to-Month,United States,2408-WITXK,Churned,No,No,Female,Yes,DSL,"37.34667, -121.910019",37.34667,-121.910019,No,34.7,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,No,18197,No,Q3,No,1,Yes,California,Yes,No,No,10,329.8,0,0.0,0.0,329.8,No,Yes,95110
80,28,30.37,Dissatisfaction,Yes,Service dissatisfaction,89,1,San Jose,5082,Month-to-Month,United States,1792-UXAFY,Churned,No,Yes,Female,Yes,Fiber Optic,"37.34667, -121.910019",37.34667,-121.910019,No,89.15,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,18197,No,Q3,No,1,Yes,California,No,No,Yes,17,1496.9,0,516.29,0.0,2013.19,No,Yes,95110
32,28,24.3,,No,,71,0,San Jose,2454,Month-to-Month,United States,3391-JSQEW,Stayed,No,No,Male,Yes,DSL,"37.34667, -121.910019",37.34667,-121.910019,Yes,50.15,No,0,7,,Yes,No,Yes,Credit Card,Yes,18197,No,Q3,Yes,4,No,California,No,No,No,40,2058.5,0,972.0,37.03,2993.47,No,Yes,95110
25,0,25.89,,No,,69,0,San Jose,5537,Two Year,United States,4458-KVRBJ,Stayed,No,No,Male,No,,"37.34667, -121.910019",37.34667,-121.910019,No,25.0,Yes,0,0,,No,No,No,Credit Card,Yes,18197,No,Q3,No,4,No,California,No,No,No,59,1510.5,0,1527.51,0.0,3038.01,Yes,No,95110
71,6,21.67,Other,Yes,Moved,77,1,San Jose,5271,One Year,United States,2634-HCZGT,Churned,No,No,Male,Yes,Cable,"37.327069, -121.916819",37.327069,-121.916819,Yes,60.05,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,27023,Yes,Q3,Yes,1,Yes,California,No,No,No,53,3229.65,100,1148.51,0.0,4478.16,No,No,95126
46,19,6.45,,No,,66,0,San Jose,3807,One Year,United States,0074-HDKDG,Stayed,No,Yes,Male,Yes,Cable,"37.327069, -121.916819",37.327069,-121.916819,Yes,61.6,No,0,5,,Yes,Yes,Yes,Bank Withdrawal,Yes,27023,No,Q3,Yes,3,No,California,No,No,No,25,1611.0,0,161.25,44.9,1727.35,No,Yes,95126
49,27,11.11,,No,,52,0,San Jose,5499,Two Year,United States,5278-PNYOX,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.327069, -121.916819",37.327069,-121.916819,No,100.65,No,0,0,,No,No,No,Credit Card,Yes,27023,Yes,Q3,No,3,No,California,Yes,Yes,Yes,49,4917.75,0,544.39,0.0,5462.14,No,Yes,95126
29,59,12.12,,No,,64,0,San Jose,5701,Month-to-Month,United States,9881-VCZEP,Stayed,No,No,Female,Yes,Cable,"37.327069, -121.916819",37.327069,-121.916819,Yes,54.1,Yes,0,8,,Yes,No,No,Bank Withdrawal,Yes,27023,No,Q3,Yes,3,No,California,No,No,No,25,1373.0,110,303.0,0.0,1786.0,Yes,No,95126
74,8,26.12,Competitor,Yes,Competitor had better devices,81,1,San Jose,2076,Month-to-Month,United States,7503-QQRVF,Churned,No,No,Male,Yes,Fiber Optic,"37.375156, -121.795867",37.375156,-121.795867,Yes,74.3,No,0,1,Offer D,Yes,No,Yes,Credit Card,Yes,60620,No,Q3,Yes,1,Yes,California,No,No,No,16,1178.25,0,417.92,0.0,1596.17,No,Yes,95127
34,22,28.04,Price,Yes,Lack of affordable download/upload speed,67,1,San Jose,2349,Month-to-Month,United States,5449-FIBXJ,Churned,No,Yes,Male,Yes,Fiber Optic,"37.375156, -121.795867",37.375156,-121.795867,Yes,103.3,Yes,0,1,Offer D,No,No,No,Bank Withdrawal,Yes,60620,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,19,2012.7,0,532.76,0.0,2545.46,No,Yes,95127
30,69,0.0,Dissatisfaction,Yes,Product dissatisfaction,74,1,San Jose,3383,Month-to-Month,United States,9526-BIHHD,Churned,No,No,Male,Yes,Cable,"37.375156, -121.795867",37.375156,-121.795867,No,29.7,No,0,0,Offer E,No,Yes,No,Mailed Check,No,60620,No,Q3,No,1,No,California,No,No,No,1,29.7,0,0.0,0.0,29.7,No,Yes,95127
58,12,44.78,,No,,70,0,San Jose,4244,Month-to-Month,United States,8791-GFXLZ,Stayed,No,No,Male,Yes,DSL,"37.375156, -121.795867",37.375156,-121.795867,No,49.05,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,60620,No,Q3,No,5,No,California,No,No,No,12,593.05,0,537.36,29.32,1101.09,No,Yes,95127
70,27,17.56,Competitor,Yes,Competitor had better devices,69,1,Stockton,3145,Month-to-Month,United States,0709-TVGUR,Churned,No,No,Female,Yes,Fiber Optic,"38.002125, -121.324979",38.002125,-121.324979,No,74.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,49965,No,Q3,No,1,Yes,California,No,No,No,9,622.9,0,158.04,33.25,747.69,No,Yes,95207
19,30,1.28,,No,,59,0,Stockton,5558,Month-to-Month,United States,2446-ZKVAF,Stayed,No,No,Male,Yes,DSL,"38.002125, -121.324979",38.002125,-121.324979,Yes,56.8,Yes,0,5,,Yes,No,No,Credit Card,Yes,49965,No,Q3,Yes,5,No,California,No,No,No,18,1074.65,0,23.04,0.0,1097.69,Yes,Yes,95207
25,48,24.01,,No,,53,0,Stockton,5015,Month-to-Month,United States,7821-DPRQE,Stayed,No,No,Male,Yes,Fiber Optic,"38.002125, -121.324979",38.002125,-121.324979,Yes,107.7,Yes,0,2,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,49965,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7320.9,0,1632.68,0.0,8953.58,Yes,Yes,95207
42,0,19.49,,No,,45,0,Stockton,5187,Two Year,United States,7711-GQBZC,Stayed,Yes,No,Female,No,,"38.002125, -121.324979",38.002125,-121.324979,Yes,24.7,Yes,1,1,,No,No,No,Bank Withdrawal,Yes,49965,No,Q3,Yes,4,No,California,No,No,No,71,1810.55,0,1383.79,0.0,3194.34,No,No,95207
76,22,43.51,Attitude,Yes,Attitude of support person,79,1,Angels Camp,3966,Month-to-Month,United States,3001-CBHLQ,Churned,No,Yes,Male,Yes,Fiber Optic,"38.071327, -120.632221",38.071327,-120.632221,Yes,104.9,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,4264,Yes,Q3,Yes,1,Yes,California,Yes,No,Yes,32,3351.55,0,1392.32,33.73,4710.14,No,Yes,95222
19,52,5.33,Competitor,Yes,Competitor made better offer,70,1,Angels Camp,4235,Month-to-Month,United States,5493-SDRDQ,Churned,No,Yes,Male,Yes,Cable,"38.071327, -120.632221",38.071327,-120.632221,No,55.1,No,0,0,Offer E,No,Yes,Yes,Mailed Check,Yes,4264,No,Q3,No,1,No,California,No,No,No,2,113.35,0,10.66,0.0,124.01,Yes,Yes,95222
59,21,0.0,,No,,79,0,Angels Camp,2454,Month-to-Month,United States,8807-ARQET,Stayed,No,No,Female,Yes,Cable,"38.071327, -120.632221",38.071327,-120.632221,No,40.35,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,No,4264,No,Q3,No,5,No,California,Yes,Yes,No,41,1677.85,0,0.0,0.0,1677.85,No,Yes,95222
26,0,22.54,,No,,54,0,Angels Camp,4402,Month-to-Month,United States,8410-BGQXN,Stayed,No,No,Male,No,,"38.071327, -120.632221",38.071327,-120.632221,No,19.4,No,0,0,,No,No,No,Credit Card,Yes,4264,No,Q3,No,5,No,California,No,No,No,4,93.4,0,90.16,0.0,183.56,Yes,No,95222
67,29,17.36,Competitor,Yes,Competitor made better offer,91,1,Sheep Ranch,5429,Month-to-Month,United States,4102-OQUPX,Churned,No,No,Male,Yes,Fiber Optic,"38.244806, -120.417301",38.244806,-120.417301,Yes,74.4,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,88,No,Q3,Yes,3,Yes,California,No,No,No,1,74.4,30,17.36,0.0,121.76,No,No,95250
68,13,0.0,,No,,68,0,Sheep Ranch,4022,One Year,United States,1282-IHQAC,Stayed,No,Yes,Male,Yes,Cable,"38.244806, -120.417301",38.244806,-120.417301,No,44.05,No,0,0,Offer A,Yes,No,Yes,Credit Card,No,88,No,Q3,No,3,Yes,California,No,No,Yes,70,3011.65,0,0.0,0.0,3011.65,No,Yes,95250
79,11,18.66,,No,,38,0,Sheep Ranch,3114,Two Year,United States,2665-NPTGL,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.244806, -120.417301",38.244806,-120.417301,Yes,98.1,Yes,0,8,Offer C,No,No,Yes,Bank Withdrawal,Yes,88,No,Q3,Yes,4,Yes,California,Yes,No,Yes,26,2510.7,0,485.16,44.17,2951.69,No,Yes,95250
36,28,30.55,Competitor,Yes,Competitor had better devices,66,1,Sheep Ranch,2003,Month-to-Month,United States,0871-URUWO,Churned,No,Yes,Male,Yes,Fiber Optic,"38.244806, -120.417301",38.244806,-120.417301,Yes,102.25,Yes,0,1,,No,No,Yes,Credit Card,Yes,88,No,Q3,Yes,1,No,California,Yes,Yes,Yes,13,1359.0,0,397.15,0.0,1756.15,No,Yes,95250
80,20,14.89,Dissatisfaction,Yes,Product dissatisfaction,88,1,Ballico,3068,Month-to-Month,United States,3999-QGRJH,Churned,No,No,Male,Yes,Fiber Optic,"37.4695, -120.672724",37.4695,-120.672724,No,69.7,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,809,No,Q3,No,1,Yes,California,No,No,No,8,560.85,0,119.12,0.0,679.97,No,Yes,95303
56,2,46.83,,No,,63,0,Ballico,2007,Two Year,United States,2933-XEUJM,Stayed,No,Yes,Female,Yes,DSL,"37.4695, -120.672724",37.4695,-120.672724,No,79.2,Yes,0,0,Offer B,No,Yes,No,Mailed Check,Yes,809,No,Q3,No,4,No,California,Yes,Yes,Yes,46,3593.8,0,2154.18,0.0,5747.98,No,Yes,95303
37,7,0.0,,No,,68,0,Ballico,4348,Month-to-Month,United States,8644-XYTSV,Stayed,No,No,Male,Yes,DSL,"37.4695, -120.672724",37.4695,-120.672724,Yes,40.15,No,0,1,Offer B,No,Yes,Yes,Bank Withdrawal,No,809,No,Q3,Yes,4,No,California,No,No,Yes,42,1626.05,0,0.0,0.0,1626.05,No,Yes,95303
22,48,0.0,,No,,41,0,Ballico,4033,Month-to-Month,United States,9638-JIQYA,Joined,No,No,Male,Yes,DSL,"37.4695, -120.672724",37.4695,-120.672724,No,24.9,No,0,0,,No,No,Yes,Credit Card,No,809,No,Q3,No,3,No,California,No,No,No,2,49.7,10,0.0,0.0,59.7,Yes,No,95303
67,27,30.63,Dissatisfaction,Yes,Service dissatisfaction,90,1,Catheys Valley,2709,Month-to-Month,United States,2454-RPBRZ,Churned,No,Yes,Female,Yes,Fiber Optic,"37.394411, -120.127262",37.394411,-120.127262,Yes,98.1,Yes,0,1,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,986,No,Q3,Yes,3,Yes,California,No,No,Yes,12,1060.2,0,367.56,49.06,1378.7,No,Yes,95306
71,5,4.59,,No,,63,0,Catheys Valley,2040,One Year,United States,5461-QKNTN,Stayed,No,No,Male,Yes,Fiber Optic,"37.394411, -120.127262",37.394411,-120.127262,Yes,94.3,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,986,Yes,Q3,Yes,3,Yes,California,No,No,Yes,43,3953.15,0,197.37,0.0,4150.52,No,Yes,95306
58,0,11.74,,No,,38,0,Catheys Valley,4879,Two Year,United States,3873-WOSBC,Stayed,No,No,Male,No,,"37.394411, -120.127262",37.394411,-120.127262,Yes,25.6,Yes,0,1,Offer A,No,No,No,Credit Card,Yes,986,No,Q3,Yes,3,No,California,No,No,No,67,1784.9,0,786.58,0.0,2571.48,No,No,95306
25,59,25.45,,No,,23,0,Catheys Valley,5600,Two Year,United States,3726-TBHQT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.394411, -120.127262",37.394411,-120.127262,Yes,114.0,Yes,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,986,Yes,Q3,No,4,No,California,Yes,Yes,Yes,71,8175.9,0,1806.95,0.0,9982.85,Yes,Yes,95306
68,20,18.91,Dissatisfaction,Yes,Network reliability,77,1,Hickman,4708,Month-to-Month,United States,2265-CYWIV,Churned,No,No,Female,Yes,Fiber Optic,"37.605926, -120.69955",37.605926,-120.69955,Yes,99.6,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,1055,No,Q3,Yes,1,Yes,California,Yes,No,Yes,4,347.65,0,75.64,25.79,397.5,No,Yes,95323
31,27,35.91,Competitor,Yes,Competitor made better offer,91,1,Hickman,5356,Month-to-Month,United States,1579-KLYDT,Churned,No,Yes,Male,Yes,Fiber Optic,"37.605926, -120.69955",37.605926,-120.69955,No,90.45,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1055,No,Q3,No,2,No,California,No,No,Yes,7,593.45,0,251.37,0.0,844.82,No,Yes,95323
41,20,15.58,,No,,60,0,Hickman,5096,Two Year,United States,9489-JMTTN,Stayed,Yes,Yes,Female,Yes,DSL,"37.605926, -120.69955",37.605926,-120.69955,Yes,89.75,Yes,1,1,Offer A,Yes,Yes,No,Credit Card,Yes,1055,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6595.9,0,1121.76,0.0,7717.66,No,Yes,95323
46,7,13.91,,No,,68,0,Hickman,5059,Two Year,United States,8990-YOZLV,Stayed,No,No,Female,Yes,Cable,"37.605926, -120.69955",37.605926,-120.69955,No,66.9,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,1055,Yes,Q3,No,3,No,California,No,No,No,69,4577.9,0,959.79,0.0,5537.69,No,Yes,95323
69,20,17.45,Competitor,Yes,Competitor had better devices,91,1,Soulsbyville,5005,Month-to-Month,United States,4550-VBOFE,Churned,No,Yes,Male,Yes,Fiber Optic,"37.990574, -120.261821",37.990574,-120.261821,Yes,102.95,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,1519,No,Q3,Yes,1,Yes,California,Yes,No,Yes,70,7101.5,0,1221.5,15.24,8307.76,No,Yes,95372
30,59,31.67,Dissatisfaction,Yes,Network reliability,93,1,Soulsbyville,4533,Month-to-Month,United States,4910-AQFFX,Churned,No,Yes,Male,Yes,Cable,"37.990574, -120.261821",37.990574,-120.261821,Yes,79.35,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,1519,No,Q3,Yes,3,No,California,No,No,No,9,661.25,10,285.03,0.0,956.28,No,No,95372
62,18,7.19,,No,,78,0,Soulsbyville,3171,One Year,United States,8496-DMZUK,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.990574, -120.261821",37.990574,-120.261821,No,90.4,Yes,0,0,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,1519,No,Q3,No,4,No,California,No,No,No,30,2820.65,0,215.7,0.0,3036.35,No,Yes,95372
25,69,0.0,,No,,39,0,Soulsbyville,3423,One Year,United States,6981-TDRFT,Stayed,Yes,Yes,Male,Yes,DSL,"37.990574, -120.261821",37.990574,-120.261821,Yes,54.3,No,1,1,,No,No,Yes,Bank Withdrawal,No,1519,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,44,2317.1,10,0.0,0.0,2327.1,Yes,No,95372
73,8,37.3,Competitor,Yes,Competitor had better devices,87,1,Branscomb,4568,Month-to-Month,United States,0679-IDSTG,Churned,No,No,Female,Yes,Fiber Optic,"39.710591, -123.682799",39.710591,-123.682799,Yes,69.25,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,176,No,Q3,Yes,1,Yes,California,No,No,No,1,69.25,0,37.3,0.0,106.55,No,Yes,95417
46,3,22.36,Competitor,Yes,Competitor had better devices,66,1,Branscomb,5250,Month-to-Month,United States,7321-PKUYW,Churned,No,No,Female,Yes,Cable,"39.710591, -123.682799",39.710591,-123.682799,No,90.15,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,176,Yes,Q3,No,1,No,California,No,No,Yes,11,987.95,0,245.96,0.0,1233.91,No,Yes,95417
32,0,45.99,,No,,41,0,Branscomb,2392,Month-to-Month,United States,1385-TQOZW,Stayed,No,No,Female,No,,"39.710591, -123.682799",39.710591,-123.682799,No,20.45,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,176,No,Q3,No,4,No,California,No,No,No,9,147.55,0,413.91,0.0,561.46,No,No,95417
37,16,0.0,,No,,53,0,Branscomb,4943,Month-to-Month,United States,3058-WQDRE,Stayed,No,No,Male,Yes,Cable,"39.710591, -123.682799",39.710591,-123.682799,No,25.15,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,No,176,No,Q3,No,5,No,California,No,No,No,13,331.85,0,0.0,48.59,283.26,No,Yes,95417
65,7,28.63,Competitor,Yes,Competitor had better devices,78,1,Philo,5565,Month-to-Month,United States,8802-UNOJF,Churned,No,Yes,Male,Yes,Cable,"39.094102, -123.500853",39.094102,-123.500853,No,83.8,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,1113,Yes,Q3,No,1,Yes,California,No,No,No,12,1029.75,80,343.56,44.58,1408.73,No,No,95466
62,18,24.56,,No,,51,0,Philo,3094,Month-to-Month,United States,8800-ZKRFW,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.094102, -123.500853",39.094102,-123.500853,Yes,107.5,Yes,2,9,,Yes,No,Yes,Bank Withdrawal,Yes,1113,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,30,3242.5,0,736.8,0.0,3979.3,No,Yes,95466
52,0,10.46,,No,,34,0,Philo,2066,Month-to-Month,United States,8003-EWNDZ,Stayed,No,No,Female,No,,"39.094102, -123.500853",39.094102,-123.500853,No,21.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1113,No,Q3,No,4,No,California,No,No,No,10,222.65,0,104.6,0.0,327.25,No,No,95466
36,22,12.84,,No,,67,0,Philo,4116,Two Year,United States,3544-FBCAS,Stayed,Yes,Yes,Female,Yes,DSL,"39.094102, -123.500853",39.094102,-123.500853,Yes,83.6,Yes,1,4,,Yes,Yes,Yes,Credit Card,Yes,1113,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,5959.3,0,924.48,0.0,6883.78,No,Yes,95466
73,25,0.0,Price,Yes,Price too high,65,1,Point Arena,6280,Month-to-Month,United States,6313-GIDIT,Churned,No,Yes,Male,Yes,DSL,"38.911299, -123.609588",38.911299,-123.609588,No,54.45,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,1352,No,Q3,No,2,Yes,California,Yes,No,Yes,53,2854.55,0,0.0,20.16,2834.39,No,Yes,95468
67,13,38.48,,No,,34,0,Point Arena,4011,Month-to-Month,United States,5331-RGMTT,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.911299, -123.609588",38.911299,-123.609588,Yes,99.05,Yes,0,0,,No,No,Yes,Credit Card,Yes,1352,No,Q3,No,5,Yes,California,Yes,No,Yes,54,5295.7,40,2077.92,0.0,7413.62,No,No,95468
42,0,38.96,,No,,27,0,Point Arena,6036,Two Year,United States,2616-FLVQC,Stayed,No,No,Male,No,,"38.911299, -123.609588",38.911299,-123.609588,No,19.55,No,0,0,,No,No,No,Credit Card,Yes,1352,No,Q3,No,3,No,California,No,No,No,64,1240.15,0,2493.44,0.0,3733.59,No,No,95468
31,0,5.88,,No,,67,0,Point Arena,3109,One Year,United States,1897-RCFUM,Stayed,Yes,No,Female,No,,"38.911299, -123.609588",38.911299,-123.609588,Yes,24.2,Yes,2,1,,No,No,Yes,Credit Card,Yes,1352,No,Q3,Yes,3,No,California,No,No,No,39,914.6,0,229.32,0.0,1143.92,No,No,95468
78,15,22.56,Dissatisfaction,Yes,Product dissatisfaction,76,1,Westport,4726,Month-to-Month,United States,2845-AFFTX,Churned,No,Yes,Male,Yes,Fiber Optic,"39.724433, -123.767578",39.724433,-123.767578,Yes,99.8,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,309,No,Q3,No,1,Yes,California,Yes,No,Yes,41,4259.3,0,924.96,8.88,5175.38,No,Yes,95488
71,4,21.49,,No,,73,0,Westport,3111,One Year,United States,6729-GDNGC,Stayed,No,No,Female,Yes,Fiber Optic,"39.724433, -123.767578",39.724433,-123.767578,No,80.7,No,0,0,,No,No,No,Bank Withdrawal,Yes,309,No,Q3,No,5,Yes,California,No,No,Yes,20,1614.2,0,429.8,0.0,2044.0,No,Yes,95488
42,27,40.86,,No,,75,0,Westport,4937,Two Year,United States,1741-WTPON,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.724433, -123.767578",39.724433,-123.767578,Yes,115.85,Yes,3,8,Offer B,Yes,Yes,No,Credit Card,Yes,309,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,56,6567.9,0,2288.16,0.0,8856.06,No,Yes,95488
44,23,0.0,,No,,27,0,Westport,6018,Month-to-Month,United States,9074-KGVOX,Stayed,Yes,No,Male,Yes,DSL,"39.724433, -123.767578",39.724433,-123.767578,Yes,39.45,No,3,10,,No,Yes,Yes,Credit Card,No,309,No,Q3,Yes,3,No,California,No,No,Yes,50,2021.35,0,0.0,0.0,2021.35,No,Yes,95488
68,17,2.27,Price,Yes,Price too high,89,1,Gasquet,3684,Month-to-Month,United States,2815-CPTUL,Churned,No,No,Male,Yes,Fiber Optic,"41.867908, -123.794144",41.867908,-123.794144,No,70.25,No,0,0,,No,No,Yes,Credit Card,Yes,532,No,Q3,No,2,Yes,California,No,No,No,5,331.9,0,11.35,12.48,330.77,No,Yes,95543
47,27,41.13,,No,,35,0,Gasquet,4490,Month-to-Month,United States,1907-YLNYW,Stayed,No,Yes,Male,Yes,DSL,"41.867908, -123.794144",41.867908,-123.794144,No,66.7,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,532,No,Q3,No,3,No,California,Yes,Yes,No,8,579.0,0,329.04,0.0,908.04,No,Yes,95543
58,23,5.92,,No,,40,0,Gasquet,6339,Month-to-Month,United States,8705-DWKTI,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.867908, -123.794144",41.867908,-123.794144,No,83.8,No,0,0,,No,No,Yes,Credit Card,Yes,532,No,Q3,No,3,No,California,Yes,Yes,No,52,4331.4,70,307.84,0.0,4709.24,No,No,95543
45,26,36.08,,No,,71,0,Gasquet,6109,One Year,United States,4685-ERGHK,Stayed,No,No,Male,Yes,Fiber Optic,"41.867908, -123.794144",41.867908,-123.794144,No,86.9,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,532,No,Q3,No,5,No,California,No,No,Yes,57,4939.25,0,2056.56,0.0,6995.81,No,Yes,95543
65,4,16.34,Competitor,Yes,Competitor had better devices,82,1,Piercy,6363,Month-to-Month,United States,1891-FZYSA,Churned,No,No,Male,Yes,Fiber Optic,"39.955587, -123.681175",39.955587,-123.681175,Yes,89.95,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,200,No,Q3,Yes,1,Yes,California,No,No,Yes,69,6143.15,110,1127.46,6.79,7373.82,No,No,95587
68,28,48.43,,No,,33,0,Piercy,4826,Month-to-Month,United States,7872-RDDLZ,Stayed,No,No,Female,Yes,DSL,"39.955587, -123.681175",39.955587,-123.681175,No,54.9,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,200,No,Q3,No,4,Yes,California,No,No,No,67,3725.5,0,3244.81,0.0,6970.31,No,Yes,95587
39,11,3.72,,No,,31,0,Piercy,6354,One Year,United States,2293-IJWPS,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.955587, -123.681175",39.955587,-123.681175,Yes,100.75,Yes,0,5,Offer B,No,No,Yes,Credit Card,Yes,200,No,Q3,Yes,3,No,California,Yes,Yes,Yes,57,5985.0,0,212.04,0.0,6197.04,No,Yes,95587
28,53,21.26,,No,,21,0,Piercy,5758,Two Year,United States,5172-RKOCB,Stayed,No,No,Male,Yes,Fiber Optic,"39.955587, -123.681175",39.955587,-123.681175,Yes,108.95,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,200,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,7875.0,0,1530.72,0.0,9405.72,Yes,Yes,95587
67,11,16.32,Price,Yes,Extra data charges,70,1,Carmichael,2075,Month-to-Month,United States,9685-WKZGT,Churned,No,No,Male,Yes,Fiber Optic,"38.626128, -121.328011",38.626128,-121.328011,No,74.95,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,58830,No,Q3,No,3,Yes,California,No,No,No,14,1036.75,0,228.48,39.29,1225.94,No,Yes,95608
47,23,12.67,Competitor,Yes,Competitor offered more data,96,1,Carmichael,5727,Month-to-Month,United States,9415-DPEWS,Churned,No,No,Female,Yes,Fiber Optic,"38.626128, -121.328011",38.626128,-121.328011,No,88.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,58830,Yes,Q3,No,3,No,California,No,No,Yes,18,1639.3,0,228.06,0.0,1867.36,No,Yes,95608
56,16,10.91,,No,,65,0,Carmichael,4909,Month-to-Month,United States,8455-HIRAQ,Stayed,No,No,Female,Yes,DSL,"38.626128, -121.328011",38.626128,-121.328011,No,44.45,No,0,0,,No,No,No,Credit Card,Yes,58830,No,Q3,No,3,No,California,No,No,No,8,369.3,0,87.28,0.0,456.58,No,Yes,95608
29,73,0.0,,No,,48,0,Carmichael,4928,One Year,United States,5872-OEQNH,Stayed,No,Yes,Female,Yes,DSL,"38.626128, -121.328011",38.626128,-121.328011,No,44.45,No,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,No,58830,No,Q3,No,4,No,California,Yes,Yes,No,60,2773.9,0,0.0,0.0,2773.9,Yes,Yes,95608
70,9,33.22,Competitor,Yes,Competitor had better devices,90,1,Citrus Heights,2091,Month-to-Month,United States,6022-UGGSO,Churned,No,No,Female,Yes,Fiber Optic,"38.69508, -121.271616",38.69508,-121.271616,No,74.4,No,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,43718,No,Q3,No,1,Yes,California,No,No,No,32,2276.95,0,1063.04,44.31,3295.68,No,Yes,95610
75,3,29.6,,No,,64,0,Citrus Heights,5182,One Year,United States,3162-KKZXO,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.69508, -121.271616",38.69508,-121.271616,No,100.15,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,43718,No,Q3,No,4,Yes,California,Yes,No,Yes,55,5409.75,0,1628.0,0.0,7037.75,No,Yes,95610
43,0,46.94,,No,,64,0,Citrus Heights,4283,Month-to-Month,United States,5624-RYAMH,Stayed,No,No,Female,No,,"38.69508, -121.271616",38.69508,-121.271616,No,19.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,43718,No,Q3,No,4,No,California,No,No,No,9,178.85,0,422.46,0.0,601.31,No,No,95610
23,59,13.17,,No,,76,0,Citrus Heights,4997,Two Year,United States,6616-AALSR,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.69508, -121.271616",38.69508,-121.271616,Yes,104.3,Yes,1,5,,No,Yes,Yes,Credit Card,Yes,43718,No,Q3,Yes,3,No,California,Yes,Yes,Yes,65,6725.3,70,856.05,0.0,7651.35,Yes,No,95610
69,24,4.6,Other,Yes,Poor expertise of online support,94,1,Herald,5746,Month-to-Month,United States,3923-CSIHK,Churned,No,No,Female,Yes,Cable,"38.313447, -121.123886",38.313447,-121.123886,Yes,71.05,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,1745,No,Q3,Yes,3,Yes,California,No,No,No,50,3444.85,0,230.0,0.0,3674.85,No,Yes,95638
62,11,0.0,,No,,26,0,Herald,4442,Two Year,United States,0562-KBDVM,Stayed,No,Yes,Female,Yes,DSL,"38.313447, -121.123886",38.313447,-121.123886,No,44.6,No,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,1745,Yes,Q3,No,3,No,California,No,No,No,70,3058.15,0,0.0,0.0,3058.15,No,Yes,95638
60,14,30.42,,No,,69,0,Herald,3192,Month-to-Month,United States,9360-OMDZZ,Stayed,No,No,Male,Yes,Fiber Optic,"38.313447, -121.123886",38.313447,-121.123886,No,94.1,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,1745,No,Q3,No,3,No,California,Yes,Yes,Yes,24,2322.85,110,730.08,0.0,3162.93,No,No,95638
52,29,37.01,,No,,69,0,Herald,5351,Month-to-Month,United States,7798-JVXYM,Stayed,No,No,Female,Yes,DSL,"38.313447, -121.123886",38.313447,-121.123886,No,69.65,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,1745,Yes,Q3,No,3,No,California,Yes,Yes,Yes,14,921.4,0,518.14,0.0,1439.54,No,Yes,95638
73,13,0.0,Attitude,Yes,Attitude of support person,90,1,Newcastle,4002,Month-to-Month,United States,3677-IYRBF,Churned,No,Yes,Female,Yes,DSL,"38.883224, -121.15918",38.883224,-121.15918,No,30.4,No,0,0,,No,No,Yes,Bank Withdrawal,No,6096,No,Q3,No,1,Yes,California,No,No,No,2,78.65,0,0.0,0.0,78.65,No,Yes,95658
62,16,39.5,,No,,70,0,Newcastle,2568,Month-to-Month,United States,9885-AIBVB,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.883224, -121.15918",38.883224,-121.15918,Yes,85.8,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,6096,No,Q3,Yes,3,No,California,No,No,No,29,2440.25,150,1145.5,0.0,3735.75,No,No,95658
34,0,35.5,,No,,67,0,Newcastle,4261,One Year,United States,9509-MPYOD,Stayed,No,No,Female,No,,"38.883224, -121.15918",38.883224,-121.15918,No,20.75,No,0,0,Offer C,No,No,No,Credit Card,Yes,6096,No,Q3,No,4,No,California,No,No,No,35,700.45,0,1242.5,0.0,1942.95,No,No,95658
54,10,24.17,,No,,47,0,Newcastle,3351,Month-to-Month,United States,7718-RXDGG,Stayed,No,No,Male,Yes,Fiber Optic,"38.883224, -121.15918",38.883224,-121.15918,Yes,68.6,No,0,9,Offer D,No,No,Yes,Bank Withdrawal,Yes,6096,No,Q3,Yes,4,No,California,No,No,No,15,1108.6,90,362.55,0.0,1561.15,No,No,95658
74,29,17.62,Dissatisfaction,Yes,Product dissatisfaction,79,1,Roseville,5507,Month-to-Month,United States,8118-LSUEL,Churned,No,Yes,Male,Yes,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,No,106.4,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,30614,No,Q3,No,1,Yes,California,Yes,No,Yes,23,2483.5,0,405.26,0.0,2888.76,No,Yes,95678
65,3,34.66,Other,Yes,Don't know,74,1,Roseville,2016,Month-to-Month,United States,8884-ADFVN,Churned,No,Yes,Male,Yes,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,Yes,101.95,Yes,0,2,,No,No,Yes,Bank Withdrawal,Yes,30614,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,7,700.85,0,242.62,0.0,943.47,No,Yes,95678
59,53,27.49,,No,,37,0,Roseville,3853,Month-to-Month,United States,5977-CKHON,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,Yes,92.55,Yes,3,3,Offer B,No,No,Yes,Bank Withdrawal,Yes,30614,No,Q3,Yes,3,No,California,Yes,Yes,No,43,4039.0,0,1182.07,0.0,5221.07,No,Yes,95678
33,10,33.82,,No,,75,0,Roseville,5870,One Year,United States,7544-ZVIKX,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,Yes,105.05,Yes,2,2,,No,No,Yes,Bank Withdrawal,Yes,30614,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,58,6004.85,0,1961.56,0.0,7966.41,No,Yes,95678
78,25,5.49,Dissatisfaction,Yes,Network reliability,86,1,Applegate,5512,Month-to-Month,United States,5277-ZLOOR,Churned,No,No,Female,Yes,Fiber Optic,"38.983388, -120.988814",38.983388,-120.988814,No,85.55,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1526,No,Q3,No,3,Yes,California,No,No,Yes,2,187.45,0,10.98,0.0,198.43,No,Yes,95703
70,10,36.6,,No,,66,0,Applegate,4322,One Year,United States,8752-GHJFU,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.983388, -120.988814",38.983388,-120.988814,Yes,92.0,Yes,0,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,1526,Yes,Q3,Yes,3,Yes,California,No,No,No,71,6585.2,0,2598.6,0.0,9183.8,No,Yes,95703
68,10,15.35,,No,,40,0,Applegate,3364,Two Year,United States,7813-ZGGAW,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.983388, -120.988814",38.983388,-120.988814,No,96.6,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,1526,Yes,Q3,No,5,Yes,California,No,No,Yes,31,2877.95,0,475.85,0.0,3353.8,No,Yes,95703
59,76,31.45,,No,,59,0,Applegate,5975,One Year,United States,8608-OZTLB,Stayed,Yes,Yes,Male,Yes,DSL,"38.983388, -120.988814",38.983388,-120.988814,Yes,74.05,No,3,4,,Yes,Yes,No,Bank Withdrawal,Yes,1526,Yes,Q3,Yes,3,No,California,No,No,Yes,38,2802.3,0,1195.1,0.0,3997.4,No,Yes,95703
77,4,6.23,Attitude,Yes,Attitude of support person,73,1,Sacramento,2174,Month-to-Month,United States,4248-HCETZ,Churned,No,Yes,Male,Yes,Fiber Optic,"38.584505, -121.491956",38.584505,-121.491956,Yes,79.65,No,0,1,Offer C,Yes,No,Yes,Credit Card,Yes,16599,No,Q3,Yes,3,Yes,California,No,No,No,30,2365.15,0,186.9,0.0,2552.05,No,Yes,95814
24,69,43.05,,No,,61,0,Sacramento,5523,Month-to-Month,United States,8445-DNBAE,Joined,Yes,No,Male,Yes,DSL,"38.584505, -121.491956",38.584505,-121.491956,No,50.05,Yes,3,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,16599,No,Q3,No,4,No,California,No,No,No,1,50.05,0,43.05,0.0,93.1,Yes,Yes,95814
34,19,0.0,,No,,67,0,Sacramento,3755,One Year,United States,0373-AIVNJ,Stayed,No,Yes,Male,Yes,Cable,"38.584505, -121.491956",38.584505,-121.491956,No,39.55,No,0,0,Offer E,Yes,Yes,No,Credit Card,No,16599,No,Q3,No,3,No,California,No,No,No,9,373.0,0,0.0,0.0,373.0,No,Yes,95814
61,21,23.02,,No,,24,0,Sacramento,5898,Two Year,United States,8510-TMWYB,Stayed,Yes,Yes,Female,Yes,Cable,"38.584505, -121.491956",38.584505,-121.491956,Yes,59.8,Yes,3,9,,Yes,No,Yes,Bank Withdrawal,Yes,16599,No,Q3,Yes,5,No,California,No,No,No,54,3246.45,0,1243.08,0.0,4489.53,No,Yes,95814
70,0,22.92,Dissatisfaction,Yes,Limited range of services,78,1,Sacramento,3848,Month-to-Month,United States,9174-FKWZE,Churned,No,No,Female,No,,"38.567594, -121.437507",38.567594,-121.437507,No,19.45,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,15975,No,Q3,No,1,Yes,California,No,No,No,1,19.45,0,22.92,0.0,42.37,No,No,95819
56,8,12.21,,No,,24,0,Sacramento,4466,Month-to-Month,United States,6890-PFRQX,Stayed,No,Yes,Male,Yes,DSL,"38.567594, -121.437507",38.567594,-121.437507,No,69.5,Yes,0,0,,No,Yes,No,Mailed Check,Yes,15975,No,Q3,No,3,No,California,No,No,Yes,18,1199.4,0,219.78,0.0,1419.18,No,Yes,95819
55,17,26.8,,No,,57,0,Sacramento,3296,Month-to-Month,United States,8849-AYPTR,Stayed,No,No,Male,Yes,Fiber Optic,"38.567594, -121.437507",38.567594,-121.437507,Yes,91.25,No,0,1,Offer C,No,No,No,Bank Withdrawal,Yes,15975,No,Q3,Yes,5,No,California,Yes,Yes,Yes,33,2964.05,130,884.4,0.0,3978.45,No,No,95819
28,52,6.56,,No,,25,0,Sacramento,5473,One Year,United States,6728-CZFEI,Stayed,No,No,Female,Yes,DSL,"38.567594, -121.437507",38.567594,-121.437507,No,56.15,No,0,0,,No,No,No,Credit Card,Yes,15975,No,Q3,No,4,No,California,No,No,Yes,15,931.9,0,98.4,35.23,995.07,Yes,Yes,95819
78,9,48.95,Price,Yes,Extra data charges,74,1,Sacramento,2431,Month-to-Month,United States,5307-DZCVC,Churned,No,No,Female,Yes,Fiber Optic,"38.685069, -121.543709",38.685069,-121.543709,Yes,85.95,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,854,No,Q3,No,3,Yes,California,No,No,Yes,32,2628.6,0,1566.4,0.0,4195.0,No,Yes,95835
28,76,46.6,Competitor,Yes,Competitor offered higher download speeds,90,1,Sacramento,2448,Month-to-Month,United States,1678-FYZOW,Churned,No,No,Female,Yes,Fiber Optic,"38.685069, -121.543709",38.685069,-121.543709,No,79.4,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,854,No,Q3,No,1,No,California,No,No,Yes,3,244.65,0,139.8,0.0,384.45,Yes,Yes,95835
37,3,35.03,,No,,28,0,Sacramento,3483,One Year,United States,8970-ANWXO,Stayed,No,No,Female,Yes,DSL,"38.685069, -121.543709",38.685069,-121.543709,No,73.75,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,854,Yes,Q3,No,3,No,California,Yes,Yes,Yes,23,1756.6,0,805.69,0.0,2562.29,No,Yes,95835
42,0,47.6,,No,,26,0,Sacramento,5897,Two Year,United States,0480-KYJVA,Stayed,Yes,No,Female,No,,"38.685069, -121.543709",38.685069,-121.543709,Yes,24.25,Yes,3,8,,No,No,No,Credit Card,Yes,854,No,Q3,Yes,4,No,California,No,No,No,72,1784.5,0,3427.2,49.76,5161.94,No,No,95835
75,16,36.83,Price,Yes,Price too high,87,1,Sacramento,5556,Month-to-Month,United States,8679-JOEVF,Churned,No,No,Female,Yes,DSL,"38.646096, -121.442433",38.646096,-121.442433,No,59.4,No,0,0,,No,No,No,Bank Withdrawal,Yes,34894,Yes,Q3,No,1,Yes,California,No,No,Yes,16,1023.9,0,589.28,0.0,1613.18,No,Yes,95838
27,42,30.72,Competitor,Yes,Competitor made better offer,82,1,Sacramento,3066,Month-to-Month,United States,5394-SVGJV,Churned,No,No,Male,Yes,Fiber Optic,"38.646096, -121.442433",38.646096,-121.442433,No,98.8,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,34894,Yes,Q3,No,1,No,California,Yes,Yes,Yes,37,3475.55,0,1136.64,0.0,4612.19,Yes,Yes,95838
38,4,0.0,Competitor,Yes,Competitor offered more data,91,1,Sacramento,3051,One Year,United States,8627-EHGIP,Churned,No,Yes,Male,Yes,Cable,"38.646096, -121.442433",38.646096,-121.442433,No,53.95,No,0,0,Offer B,Yes,No,Yes,Credit Card,No,34894,No,Q3,No,2,No,California,Yes,Yes,Yes,44,2375.4,0,0.0,0.0,2375.4,No,Yes,95838
48,19,0.0,,No,,30,0,Sacramento,6340,One Year,United States,9746-YKGXB,Stayed,Yes,Yes,Male,Yes,DSL,"38.646096, -121.442433",38.646096,-121.442433,Yes,44.25,No,2,9,,No,Yes,No,Bank Withdrawal,No,34894,No,Q3,Yes,3,No,California,Yes,Yes,No,52,2276.1,0,0.0,23.5,2252.6,No,Yes,95838
75,2,47.39,Dissatisfaction,Yes,Service dissatisfaction,91,1,Butte City,3474,Month-to-Month,United States,4803-AXVYP,Churned,No,No,Female,Yes,Fiber Optic,"39.449794, -121.936372",39.449794,-121.936372,No,99.55,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,303,Yes,Q3,No,1,Yes,California,Yes,No,Yes,38,3734.25,0,1800.82,0.0,5535.07,No,Yes,95920
50,14,17.95,,No,,50,0,Butte City,5628,One Year,United States,0743-HNPFG,Stayed,No,No,Female,Yes,DSL,"39.449794, -121.936372",39.449794,-121.936372,Yes,69.75,No,0,2,,Yes,Yes,Yes,Credit Card,Yes,303,Yes,Q3,Yes,3,No,California,Yes,Yes,No,51,3562.5,0,915.45,0.0,4477.95,No,Yes,95920
36,3,6.77,,No,,37,0,Butte City,3475,Month-to-Month,United States,5542-DHSXL,Stayed,No,No,Female,Yes,Cable,"39.449794, -121.936372",39.449794,-121.936372,Yes,54.7,No,0,2,,Yes,Yes,No,Credit Card,Yes,303,No,Q3,Yes,4,No,California,No,No,No,4,235.05,0,27.08,0.0,262.13,No,Yes,95920
33,56,26.09,,No,,80,0,Butte City,5447,Month-to-Month,United States,9137-UIYPG,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.449794, -121.936372",39.449794,-121.936372,Yes,106.9,No,3,1,,No,Yes,Yes,Bank Withdrawal,Yes,303,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,35,3756.45,150,913.15,34.47,4785.13,No,No,95920
76,20,12.96,Other,Yes,Poor expertise of online support,90,1,Clipper Mills,4486,Month-to-Month,United States,5649-ANRML,Churned,No,Yes,Male,Yes,Fiber Optic,"39.562239, -121.14836",39.562239,-121.14836,No,95.1,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,282,Yes,Q3,No,3,Yes,California,Yes,No,No,2,180.25,0,25.92,0.0,206.17,No,Yes,95930
30,41,12.88,,No,,22,0,Clipper Mills,3794,One Year,United States,6543-JXSOO,Stayed,No,No,Female,Yes,DSL,"39.562239, -121.14836",39.562239,-121.14836,Yes,57.75,No,0,5,Offer D,Yes,Yes,Yes,Credit Card,Yes,282,Yes,Q3,Yes,3,No,California,No,No,No,23,1282.85,0,296.24,0.0,1579.09,No,Yes,95930
23,27,33.93,,No,,43,0,Clipper Mills,4995,One Year,United States,2284-VFLKH,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.562239, -121.14836",39.562239,-121.14836,Yes,99.25,No,0,4,Offer B,No,No,Yes,Credit Card,Yes,282,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,49,4920.8,0,1662.57,0.0,6583.37,Yes,Yes,95930
43,18,31.57,,No,,70,0,Clipper Mills,3559,Month-to-Month,United States,5339-PXDVH,Stayed,No,No,Male,Yes,Fiber Optic,"39.562239, -121.14836",39.562239,-121.14836,No,90.65,Yes,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,282,No,Q3,No,3,No,California,No,No,Yes,4,367.95,0,126.28,0.0,494.23,No,Yes,95930
70,16,9.5,Competitor,Yes,Competitor made better offer,79,1,Quincy,3443,Month-to-Month,United States,7395-IGJOS,Churned,No,No,Male,Yes,Fiber Optic,"39.971228, -121.041166",39.971228,-121.041166,Yes,81.5,No,0,1,,No,No,No,Bank Withdrawal,Yes,6189,No,Q3,Yes,2,Yes,California,Yes,No,No,17,1329.2,0,161.5,0.0,1490.7,No,Yes,95971
40,12,12.92,Dissatisfaction,Yes,Product dissatisfaction,83,1,Quincy,2335,Month-to-Month,United States,9560-ARGQJ,Churned,No,No,Female,Yes,Fiber Optic,"39.971228, -121.041166",39.971228,-121.041166,No,81.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,6189,No,Q3,No,1,No,California,No,No,Yes,16,1312.15,0,206.72,0.0,1518.87,No,No,95971
47,26,32.74,Price,Yes,Long distance charges,91,1,Quincy,3809,Month-to-Month,United States,4351-QLCSU,Churned,No,No,Female,Yes,DSL,"39.971228, -121.041166",39.971228,-121.041166,No,55.0,No,0,0,,No,No,Yes,Credit Card,Yes,6189,No,Q3,No,1,No,California,No,No,Yes,1,55.0,0,32.74,0.0,87.74,No,Yes,95971
44,23,7.02,,No,,60,0,Quincy,3266,Month-to-Month,United States,9327-QSDED,Stayed,No,No,Male,Yes,DSL,"39.971228, -121.041166",39.971228,-121.041166,No,43.55,No,0,0,,No,No,No,Credit Card,Yes,6189,No,Q3,No,5,No,California,No,No,No,8,335.4,10,56.16,0.0,401.56,No,No,95971
67,20,0.0,Competitor,Yes,Competitor had better devices,89,1,Sutter,3766,Month-to-Month,United States,7890-VYYWG,Churned,No,No,Male,Yes,DSL,"39.172777, -121.805845",39.172777,-121.805845,Yes,36.45,No,0,1,Offer E,No,No,Yes,Credit Card,No,3193,No,Q3,Yes,1,Yes,California,No,No,Yes,3,93.7,0,0.0,0.0,93.7,No,Yes,95982
62,0,24.76,,No,,49,0,Sutter,4194,Month-to-Month,United States,7107-UBYKY,Stayed,Yes,No,Female,No,,"39.172777, -121.805845",39.172777,-121.805845,Yes,25.75,Yes,1,5,Offer C,No,No,Yes,Bank Withdrawal,Yes,3193,No,Q3,Yes,5,No,California,No,No,No,35,882.55,0,866.6,0.0,1749.15,No,No,95982
48,10,41.2,,No,,70,0,Sutter,5089,Month-to-Month,United States,2360-RDGRO,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.172777, -121.805845",39.172777,-121.805845,Yes,104.25,Yes,0,4,,No,Yes,Yes,Bank Withdrawal,Yes,3193,No,Q3,Yes,3,No,California,Yes,Yes,Yes,65,6812.95,0,2678.0,0.0,9490.95,No,Yes,95982
55,13,25.14,,No,,48,0,Sutter,4676,Two Year,United States,5998-DZLYR,Stayed,No,No,Female,Yes,Fiber Optic,"39.172777, -121.805845",39.172777,-121.805845,Yes,94.35,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,3193,Yes,Q3,Yes,5,No,California,Yes,Yes,No,61,5703.0,0,1533.54,29.88,7206.66,No,Yes,95982
69,21,0.0,Competitor,Yes,Competitor had better devices,65,1,Twain,4842,Month-to-Month,United States,9907-SWKKF,Churned,No,No,Female,Yes,DSL,"40.022184, -121.062384",40.022184,-121.062384,No,25.05,No,0,0,Offer E,No,No,No,Credit Card,No,73,No,Q3,No,1,Yes,California,No,No,No,1,25.05,0,0.0,0.0,25.05,No,Yes,95984
42,20,18.74,Attitude,Yes,Attitude of service provider,71,1,Twain,4995,Month-to-Month,United States,8519-QJGJD,Churned,No,Yes,Female,Yes,Cable,"40.022184, -121.062384",40.022184,-121.062384,No,75.35,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,73,No,Q3,No,2,No,California,No,No,No,14,1025.95,0,262.36,0.0,1288.31,No,Yes,95984
34,13,11.08,Dissatisfaction,Yes,Service dissatisfaction,96,1,Twain,2123,Month-to-Month,United States,5134-IKDAY,Churned,No,No,Female,Yes,Fiber Optic,"40.022184, -121.062384",40.022184,-121.062384,Yes,69.8,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,73,No,Q3,Yes,3,No,California,No,No,No,1,69.8,0,11.08,0.0,80.88,No,Yes,95984
53,0,40.49,Dissatisfaction,Yes,Service dissatisfaction,90,1,Twain,4132,Month-to-Month,United States,9318-NKNFC,Churned,No,No,Male,No,,"40.022184, -121.062384",40.022184,-121.062384,No,18.85,No,0,0,,No,No,Yes,Mailed Check,Yes,73,No,Q3,No,1,No,California,No,No,No,1,18.85,0,40.49,0.0,59.34,No,No,95984
70,21,0.0,Competitor,Yes,Competitor had better devices,85,1,Adin,2573,Month-to-Month,United States,6397-JNZZG,Churned,No,Yes,Female,Yes,DSL,"41.171578, -120.913161",41.171578,-120.913161,Yes,55.55,No,0,1,Offer B,Yes,No,No,Credit Card,No,615,No,Q3,Yes,1,Yes,California,Yes,No,Yes,43,2342.2,0,0.0,0.0,2342.2,No,Yes,96006
64,28,33.41,Competitor,Yes,Competitor had better devices,71,1,Adin,4278,Month-to-Month,United States,0742-NXBGR,Churned,No,Yes,Female,Yes,Fiber Optic,"41.171578, -120.913161",41.171578,-120.913161,No,82.3,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,615,No,Q3,No,1,No,California,No,No,No,1,82.3,0,33.41,0.0,115.71,No,Yes,96006
42,0,32.78,,No,,37,0,Adin,4791,Two Year,United States,9798-OPFEM,Stayed,No,No,Female,No,,"41.171578, -120.913161",41.171578,-120.913161,No,21.1,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,615,No,Q3,No,5,No,California,No,No,No,46,937.1,0,1507.88,0.0,2444.98,No,No,96006
54,7,21.12,,No,,20,0,Adin,4320,Month-to-Month,United States,8993-IZEUX,Stayed,No,No,Male,Yes,Fiber Optic,"41.171578, -120.913161",41.171578,-120.913161,No,69.15,No,0,0,,No,No,No,Bank Withdrawal,Yes,615,No,Q3,No,3,No,California,No,No,No,7,488.65,0,147.84,0.0,636.49,No,Yes,96006
74,4,46.5,Dissatisfaction,Yes,Limited range of services,84,1,Paskenta,4990,Month-to-Month,United States,7779-LGOVN,Churned,No,No,Male,Yes,Cable,"39.884395, -122.587513",39.884395,-122.587513,Yes,86.65,Yes,0,2,,No,No,Yes,Bank Withdrawal,Yes,263,No,Q3,Yes,1,Yes,California,Yes,No,No,10,856.65,0,465.0,0.0,1321.65,No,Yes,96074
75,26,46.61,Competitor,Yes,Competitor offered higher download speeds,86,1,Paskenta,4712,Month-to-Month,United States,7137-RYLPP,Churned,No,No,Male,Yes,Fiber Optic,"39.884395, -122.587513",39.884395,-122.587513,Yes,85.7,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,263,No,Q3,Yes,2,Yes,California,No,No,Yes,37,3171.15,0,1724.57,0.0,4895.72,No,Yes,96074
74,23,39.63,Price,Yes,Extra data charges,77,1,Paskenta,4038,Month-to-Month,United States,9317-WZPGV,Churned,No,No,Female,Yes,Fiber Optic,"39.884395, -122.587513",39.884395,-122.587513,No,79.75,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,263,No,Q3,No,3,Yes,California,Yes,No,No,2,159.4,10,79.26,0.0,248.66,No,No,96074
45,22,7.7,,No,,39,0,Paskenta,4917,Month-to-Month,United States,7321-VGNKU,Joined,No,No,Female,Yes,Fiber Optic,"39.884395, -122.587513",39.884395,-122.587513,Yes,70.35,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,263,No,Q3,Yes,3,No,California,No,No,No,2,120.25,20,15.4,0.0,155.65,No,No,96074
77,2,41.85,Price,Yes,Lack of affordable download/upload speed,92,1,Red Bluff,5849,Month-to-Month,United States,9710-ZUSHQ,Churned,No,No,Female,Yes,Fiber Optic,"40.186772, -122.388361",40.186772,-122.388361,No,106.75,Yes,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,26438,No,Q3,No,1,Yes,California,Yes,No,Yes,37,4056.75,0,1548.45,0.0,5605.2,No,Yes,96080
25,51,1.49,Competitor,Yes,Competitor offered more data,73,1,Red Bluff,5090,Month-to-Month,United States,7330-WZLNC,Churned,No,No,Female,Yes,Fiber Optic,"40.186772, -122.388361",40.186772,-122.388361,No,90.8,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,26438,No,Q3,No,3,No,California,No,Yes,Yes,5,455.5,0,7.45,0.0,462.95,Yes,Yes,96080
28,52,39.78,,No,,28,0,Red Bluff,6367,Two Year,United States,5816-JMLGY,Stayed,No,Yes,Female,Yes,DSL,"40.186772, -122.388361",40.186772,-122.388361,Yes,80.4,No,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,26438,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,70,5717.85,0,2784.6,0.0,8502.45,Yes,Yes,96080
32,0,1.42,,No,,32,0,Red Bluff,4695,One Year,United States,8969-PRHFK,Stayed,No,No,Male,No,,"40.186772, -122.388361",40.186772,-122.388361,No,19.65,No,0,0,Offer D,No,No,No,Credit Card,Yes,26438,No,Q3,No,3,No,California,No,No,No,18,411.25,0,25.56,0.0,436.81,No,No,96080
66,4,48.5,Dissatisfaction,Yes,Product dissatisfaction,68,1,Doyle,3967,Month-to-Month,United States,3902-FOIGH,Churned,No,No,Male,Yes,Fiber Optic,"40.012675, -120.101857",40.012675,-120.101857,Yes,101.35,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,1177,No,Q3,Yes,1,Yes,California,Yes,No,Yes,12,1218.55,0,582.0,0.0,1800.55,No,Yes,96109
46,26,3.24,,No,,45,0,Doyle,5286,Two Year,United States,5930-GBIWP,Stayed,No,Yes,Male,Yes,Cable,"40.012675, -120.101857",40.012675,-120.101857,No,81.5,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,1177,Yes,Q3,No,4,No,California,Yes,Yes,No,69,5553.25,0,223.56,0.0,5776.81,No,Yes,96109
33,8,38.93,,No,,26,0,Doyle,6334,Month-to-Month,United States,6075-QMNRR,Stayed,No,No,Female,Yes,DSL,"40.012675, -120.101857",40.012675,-120.101857,No,49.75,No,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,1177,No,Q3,No,3,No,California,No,No,No,52,2535.55,0,2024.36,0.0,4559.91,No,Yes,96109
33,24,32.75,,No,,47,0,Doyle,3995,Month-to-Month,United States,2978-XXSOG,Stayed,No,No,Female,Yes,DSL,"40.012675, -120.101857",40.012675,-120.101857,No,59.05,Yes,0,0,Offer D,No,Yes,Yes,Credit Card,Yes,1177,Yes,Q3,No,4,No,California,No,No,No,22,1253.5,0,720.5,0.0,1974.0,No,Yes,96109
70,29,35.1,Other,Yes,Don't know,91,1,Sierra City,2080,Month-to-Month,United States,3318-OSATS,Churned,No,No,Male,Yes,Fiber Optic,"39.600599, -120.636358",39.600599,-120.636358,No,95.45,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,348,No,Q3,No,2,Yes,California,Yes,No,Yes,35,3474.05,80,1228.5,0.0,4782.55,No,No,96125
54,22,19.19,Dissatisfaction,Yes,Service dissatisfaction,96,1,Sierra City,2544,Month-to-Month,United States,6413-XKKPU,Churned,No,Yes,Male,Yes,Fiber Optic,"39.600599, -120.636358",39.600599,-120.636358,Yes,89.4,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,348,No,Q3,Yes,1,No,California,No,No,Yes,17,1539.45,0,326.23,0.0,1865.68,No,Yes,96125
51,23,27.05,Dissatisfaction,Yes,Network reliability,72,1,Sierra City,2874,Month-to-Month,United States,1031-IIDEO,Churned,No,No,Female,Yes,Fiber Optic,"39.600599, -120.636358",39.600599,-120.636358,No,70.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,348,No,Q3,No,3,No,California,No,No,No,1,70.85,0,27.05,0.0,97.9,No,Yes,96125
36,5,0.0,,No,,20,0,Sierra City,5639,Two Year,United States,9995-HOTOH,Stayed,No,Yes,Male,Yes,Cable,"39.600599, -120.636358",39.600599,-120.636358,Yes,59.0,No,0,1,,Yes,Yes,No,Bank Withdrawal,No,348,No,Q3,Yes,3,No,California,Yes,Yes,Yes,63,3707.6,0,0.0,0.0,3707.6,No,Yes,96125
68,10,45.8,Dissatisfaction,Yes,Poor expertise of online support,74,1,Tahoe Vista,2151,Month-to-Month,United States,2636-ALXXZ,Churned,No,No,Female,Yes,Fiber Optic,"39.24124, -120.054765",39.24124,-120.054765,No,69.6,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,678,No,Q3,No,2,Yes,California,No,No,No,1,69.6,0,45.8,0.0,115.4,No,Yes,96148
69,25,9.9,Attitude,Yes,Attitude of service provider,93,1,Tahoe Vista,4389,One Year,United States,7632-MNYOY,Churned,No,Yes,Male,Yes,Fiber Optic,"39.24124, -120.054765",39.24124,-120.054765,No,110.9,Yes,0,0,,Yes,No,No,Credit Card,Yes,678,Yes,Q3,No,3,Yes,California,Yes,No,Yes,66,7432.05,0,653.4,0.0,8085.45,No,Yes,96148
29,53,1.31,,No,,69,0,Tahoe Vista,3056,Month-to-Month,United States,2851-MMUTZ,Stayed,No,No,Female,Yes,Cable,"39.24124, -120.054765",39.24124,-120.054765,No,56.15,No,0,0,,Yes,No,Yes,Mailed Check,Yes,678,Yes,Q3,No,3,No,California,No,No,No,27,1439.35,0,35.37,0.0,1474.72,Yes,Yes,96148
30,0,15.06,,No,,35,0,Tahoe Vista,2265,Two Year,United States,1627-AFWVJ,Stayed,No,No,Female,No,,"39.24124, -120.054765",39.24124,-120.054765,No,19.4,No,0,0,,No,No,No,Credit Card,Yes,678,No,Q3,No,3,No,California,No,No,No,29,554.25,0,436.74,0.0,990.99,No,No,96148
65,13,18.37,Dissatisfaction,Yes,Product dissatisfaction,67,1,Los Angeles,2139,Month-to-Month,United States,9885-CSMWE,Churned,No,No,Female,Yes,Fiber Optic,"34.027337, -118.28515",34.027337,-118.28515,No,78.45,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,45025,No,Q3,No,1,Yes,California,No,No,Yes,1,78.45,0,18.37,0.0,96.82,No,Yes,90007
37,13,20.88,Price,Yes,Extra data charges,79,1,Los Angeles,5536,Month-to-Month,United States,1228-FZFRV,Churned,No,Yes,Male,Yes,Fiber Optic,"34.027337, -118.28515",34.027337,-118.28515,Yes,105.95,Yes,0,0,,No,Yes,No,Credit Card,Yes,45025,No,Q3,No,1,No,California,Yes,Yes,Yes,50,5341.8,0,1044.0,0.0,6385.8,No,Yes,90007
42,53,29.54,,No,,43,0,Los Angeles,4459,Month-to-Month,United States,1452-KIOVK,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.027337, -118.28515",34.027337,-118.28515,No,89.1,Yes,3,0,Offer D,Yes,No,Yes,Credit Card,Yes,45025,No,Q3,No,4,No,California,No,No,Yes,22,1949.4,0,649.88,0.0,2599.28,No,Yes,90007
22,47,44.9,,No,,22,0,Los Angeles,4451,Month-to-Month,United States,7088-FBAWU,Stayed,Yes,No,Female,Yes,DSL,"34.027337, -118.28515",34.027337,-118.28515,Yes,74.55,No,2,8,Offer D,Yes,Yes,No,Credit Card,Yes,45025,No,Q3,Yes,3,No,California,Yes,Yes,Yes,17,1215.8,0,763.3,0.0,1979.1,Yes,Yes,90007
53,0,14.86,,No,,30,0,Los Angeles,4808,Two Year,United States,4086-WITJG,Stayed,Yes,No,Male,No,,"34.027337, -118.28515",34.027337,-118.28515,Yes,19.7,No,1,8,Offer A,No,No,No,Credit Card,Yes,45025,No,Q3,Yes,5,No,California,No,No,No,71,1301.1,0,1055.06,0.0,2356.16,No,No,90007
73,30,5.75,Price,Yes,Lack of affordable download/upload speed,82,1,Los Angeles,2645,One Year,United States,7657-DYEPJ,Churned,No,Yes,Male,Yes,Cable,"34.066303, -118.435479",34.066303,-118.435479,No,70.15,No,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,44150,Yes,Q3,No,3,Yes,California,No,No,Yes,38,2497.35,0,218.5,0.0,2715.85,No,Yes,90024
68,17,39.52,,No,,74,0,Los Angeles,4351,Month-to-Month,United States,1226-IENZN,Stayed,No,No,Male,Yes,Fiber Optic,"34.066303, -118.435479",34.066303,-118.435479,No,78.75,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,44150,No,Q3,No,4,Yes,California,Yes,Yes,No,16,1218.25,0,632.32,0.0,1850.57,No,Yes,90024
29,0,33.58,Competitor,Yes,Competitor made better offer,92,1,Los Angeles,4832,Month-to-Month,United States,1066-JKSGK,Churned,No,No,Male,No,,"34.066303, -118.435479",34.066303,-118.435479,No,20.15,No,0,0,,No,No,No,Credit Card,Yes,44150,No,Q3,No,1,No,California,No,No,No,1,20.15,0,33.58,0.0,53.73,Yes,No,90024
31,30,4.41,Competitor,Yes,Competitor made better offer,70,1,Los Angeles,5955,Month-to-Month,United States,4855-SNKMY,Churned,No,No,Female,Yes,DSL,"34.066303, -118.435479",34.066303,-118.435479,No,44.1,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,44150,No,Q3,No,3,No,California,No,No,No,1,44.1,0,4.41,0.0,48.51,No,Yes,90024
47,0,35.86,,No,,67,0,Los Angeles,2267,Two Year,United States,2808-CHTDM,Stayed,Yes,No,Female,No,,"34.066303, -118.435479",34.066303,-118.435479,Yes,25.1,Yes,2,4,,No,No,No,Mailed Check,Yes,44150,No,Q3,Yes,5,No,California,No,No,No,23,611.45,0,824.78,0.0,1436.23,No,No,90024
70,11,19.49,Price,Yes,Long distance charges,81,1,Los Angeles,6204,Month-to-Month,United States,8276-MQBYC,Churned,No,Yes,Male,Yes,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,No,97.8,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,30568,No,Q3,No,2,Yes,California,Yes,No,Yes,51,4913.3,0,993.99,0.0,5907.29,No,Yes,90028
77,17,35.11,Competitor,Yes,Competitor had better devices,84,1,Los Angeles,4412,One Year,United States,7124-UGSUR,Churned,No,Yes,Female,Yes,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,Yes,104.4,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,30568,No,Q3,Yes,1,Yes,California,Yes,No,Yes,61,6405.0,0,2141.71,0.0,8546.71,No,Yes,90028
70,25,2.67,,No,,64,0,Los Angeles,5703,One Year,United States,1060-ENTOF,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,Yes,105.4,Yes,0,3,,Yes,Yes,Yes,Credit Card,Yes,30568,Yes,Q3,Yes,4,Yes,California,Yes,No,No,67,7035.6,0,178.89,0.0,7214.49,No,Yes,90028
61,16,31.35,Competitor,Yes,Competitor had better devices,77,1,Los Angeles,5789,Month-to-Month,United States,6467-CHFZW,Churned,Yes,No,Male,Yes,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,Yes,99.35,Yes,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,30568,No,Q3,Yes,1,No,California,Yes,Yes,Yes,47,4749.15,0,1473.45,0.0,6222.6,No,Yes,90028
59,5,35.53,Other,Yes,Don't know,91,1,Los Angeles,3721,Month-to-Month,United States,2219-MVUSO,Churned,No,No,Male,Yes,Cable,"34.099869, -118.326843",34.099869,-118.326843,No,45.15,No,0,0,,No,No,Yes,Credit Card,Yes,30568,No,Q3,No,2,No,California,No,No,No,8,438.4,0,284.24,0.0,722.64,No,Yes,90028
31,22,32.07,Competitor,Yes,Competitor offered higher download speeds,78,1,Los Angeles,3596,Month-to-Month,United States,1465-VINDH,Churned,No,Yes,Female,Yes,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,Yes,102.1,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,30568,No,Q3,Yes,3,No,California,Yes,Yes,Yes,10,1068.85,0,320.7,0.0,1389.55,No,Yes,90028
68,25,41.83,Dissatisfaction,Yes,Service dissatisfaction,96,1,Los Angeles,2516,Month-to-Month,United States,6015-VVHHE,Churned,No,No,Female,Yes,Fiber Optic,"34.110845, -118.259595",34.110845,-118.259595,No,83.15,Yes,0,0,,No,No,Yes,Credit Card,Yes,29310,No,Q3,No,3,Yes,California,No,No,Yes,5,446.05,0,209.15,0.0,655.2,No,Yes,90039
56,58,12.6,Competitor,Yes,Competitor had better devices,66,1,Los Angeles,2454,Month-to-Month,United States,6047-YHPVI,Churned,Yes,No,Male,Yes,Fiber Optic,"34.110845, -118.259595",34.110845,-118.259595,No,69.7,No,3,0,,No,No,Yes,Bank Withdrawal,Yes,29310,No,Q3,No,1,No,California,No,No,No,5,316.9,0,63.0,0.0,379.9,No,Yes,90039
33,0,8.36,,No,,64,0,Los Angeles,3915,Two Year,United States,4735-BJKOU,Stayed,No,No,Female,No,,"34.110845, -118.259595",34.110845,-118.259595,No,20.15,No,0,0,,No,No,No,Mailed Check,Yes,29310,No,Q3,No,5,No,California,No,No,No,40,804.85,0,334.4,0.0,1139.25,No,No,90039
61,6,0.0,,No,,21,0,Los Angeles,5045,Month-to-Month,United States,7740-KKCXF,Stayed,No,No,Male,Yes,DSL,"34.110845, -118.259595",34.110845,-118.259595,Yes,30.05,No,0,9,,Yes,No,Yes,Credit Card,No,29310,No,Q3,Yes,4,No,California,No,No,No,51,1529.45,0,0.0,0.0,1529.45,No,Yes,90039
46,2,21.96,,No,,49,0,Los Angeles,5926,One Year,United States,0898-XCGTF,Stayed,No,No,Male,Yes,Fiber Optic,"34.110845, -118.259595",34.110845,-118.259595,Yes,96.5,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,29310,No,Q3,Yes,5,No,California,Yes,Yes,Yes,61,5673.7,0,1339.56,0.0,7013.26,No,Yes,90039
77,25,23.46,Price,Yes,Long distance charges,65,1,Culver City,3350,Month-to-Month,United States,2516-VQRRV,Churned,No,No,Female,Yes,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,No,75.45,Yes,0,0,,No,No,Yes,Credit Card,Yes,31963,No,Q3,No,3,Yes,California,No,No,No,2,158.4,0,46.92,0.0,205.32,No,Yes,90230
23,76,13.86,Attitude,Yes,Attitude of support person,76,1,Culver City,5393,Month-to-Month,United States,4116-TZAQJ,Churned,No,No,Female,Yes,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,No,74.25,No,0,0,,No,Yes,Yes,Credit Card,Yes,31963,No,Q3,No,1,No,California,No,Yes,No,9,639.65,0,124.74,0.0,764.39,Yes,Yes,90230
29,42,48.38,,No,,38,0,Culver City,5983,Month-to-Month,United States,7410-OIEDU,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,No,79.85,No,0,0,,No,Yes,Yes,Credit Card,Yes,31963,No,Q3,No,3,No,California,No,No,No,10,887.35,0,483.8,0.0,1371.15,Yes,Yes,90230
48,20,38.5,,No,,62,0,Culver City,2651,Month-to-Month,United States,7326-RIGQZ,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,Yes,69.8,No,3,9,,No,No,Yes,Bank Withdrawal,Yes,31963,No,Q3,Yes,4,No,California,No,No,No,6,377.85,0,231.0,0.0,608.85,No,Yes,90230
33,28,0.0,,No,,71,0,Culver City,2876,Month-to-Month,United States,1442-BQPVU,Stayed,No,No,Female,Yes,DSL,"33.993991, -118.39704",33.993991,-118.39704,No,29.15,No,0,0,,Yes,No,No,Bank Withdrawal,No,31963,No,Q3,No,4,No,California,No,No,No,13,357.15,0,0.0,0.0,357.15,No,Yes,90230
73,6,25.74,Price,Yes,Extra data charges,96,1,Culver City,3016,Month-to-Month,United States,7580-UGXNC,Churned,No,No,Female,Yes,DSL,"34.019323, -118.391902",34.019323,-118.391902,No,54.85,No,0,0,,Yes,Yes,No,Credit Card,Yes,15195,No,Q3,No,1,Yes,California,No,No,No,2,104.2,0,51.48,0.0,155.68,No,Yes,90232
39,5,25.77,,No,,30,0,Culver City,3178,Month-to-Month,United States,2273-QCKXA,Joined,No,No,Male,Yes,Cable,"34.019323, -118.391902",34.019323,-118.391902,No,49.05,No,0,0,,No,No,No,Credit Card,Yes,15195,Yes,Q3,No,3,No,California,No,No,No,1,49.05,0,25.77,0.0,74.82,No,Yes,90232
52,24,0.0,,No,,62,0,Culver City,4380,One Year,United States,9060-HJJRW,Stayed,No,Yes,Female,Yes,DSL,"34.019323, -118.391902",34.019323,-118.391902,No,56.4,No,0,0,,Yes,No,Yes,Credit Card,No,15195,No,Q3,No,4,No,California,Yes,Yes,Yes,51,2928.5,0,0.0,0.0,2928.5,No,Yes,90232
64,0,24.22,,No,,62,0,Culver City,2170,One Year,United States,1401-FTHFQ,Stayed,Yes,No,Male,No,,"34.019323, -118.391902",34.019323,-118.391902,Yes,20.0,No,1,2,Offer D,No,No,Yes,Credit Card,Yes,15195,No,Q3,Yes,5,No,California,No,No,No,23,445.3,0,557.06,0.0,1002.36,No,No,90232
62,0,36.16,,No,,43,0,Culver City,2654,Two Year,United States,3978-YNKDD,Stayed,Yes,No,Male,No,,"34.019323, -118.391902",34.019323,-118.391902,No,20.85,No,2,0,,No,No,No,Credit Card,Yes,15195,No,Q3,No,4,No,California,No,No,No,19,467.5,0,687.04,0.0,1154.54,No,No,90232
71,11,4.89,Price,Yes,Price too high,70,1,Gardena,5795,Month-to-Month,United States,5178-LMXOP,Churned,No,No,Male,Yes,Fiber Optic,"33.876482, -118.284077",33.876482,-118.284077,Yes,95.1,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,9960,No,Q3,Yes,1,Yes,California,Yes,No,Yes,1,95.1,0,4.89,0.0,99.99,No,Yes,90248
50,7,2.03,,No,,56,0,Gardena,2867,One Year,United States,6416-JNVRK,Stayed,No,No,Female,Yes,Cable,"33.876482, -118.284077",33.876482,-118.284077,No,55.65,No,0,0,Offer B,No,No,No,Credit Card,Yes,9960,No,Q3,No,5,No,California,Yes,Yes,No,46,2688.85,0,93.38,0.0,2782.23,No,Yes,90248
57,30,37.39,,No,,41,0,Gardena,5937,Two Year,United States,8345-MVDYC,Stayed,No,Yes,Female,Yes,DSL,"33.876482, -118.284077",33.876482,-118.284077,No,81.65,No,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,9960,Yes,Q3,No,3,No,California,Yes,Yes,Yes,45,3618.7,0,1682.55,0.0,5301.25,No,Yes,90248
52,6,34.73,,No,,80,0,Gardena,4041,Month-to-Month,United States,5429-LWCMV,Stayed,No,No,Female,Yes,Fiber Optic,"33.876482, -118.284077",33.876482,-118.284077,No,89.15,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,9960,No,Q3,No,5,No,California,Yes,Yes,No,12,1057.55,70,416.76,0.0,1544.31,No,No,90248
54,17,0.0,,No,,67,0,Gardena,4265,One Year,United States,0305-SQECB,Stayed,Yes,No,Female,Yes,DSL,"33.876482, -118.284077",33.876482,-118.284077,No,36.05,No,1,0,,No,Yes,Yes,Credit Card,No,9960,Yes,Q3,No,4,No,California,No,No,No,11,402.6,100,0.0,0.0,502.6,No,No,90248
69,6,7.94,Price,Yes,Price too high,94,1,Torrance,5884,Month-to-Month,United States,7056-IMHCC,Churned,No,No,Male,Yes,Fiber Optic,"33.833699, -118.314387",33.833699,-118.314387,Yes,101.9,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,40705,No,Q3,Yes,1,Yes,California,Yes,No,Yes,53,5549.4,0,420.82,0.0,5970.22,No,Yes,90501
25,48,12.76,Dissatisfaction,Yes,Network reliability,90,1,Torrance,2902,Month-to-Month,United States,3744-ZRRDZ,Churned,No,No,Male,Yes,Fiber Optic,"33.833699, -118.314387",33.833699,-118.314387,No,82.35,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,40705,No,Q3,No,1,No,California,No,Yes,No,21,1852.85,0,267.96,0.0,2120.81,Yes,Yes,90501
60,18,0.0,,No,,60,0,Torrance,3585,One Year,United States,9750-BOOHV,Stayed,No,No,Female,Yes,DSL,"33.833699, -118.314387",33.833699,-118.314387,No,30.15,No,0,0,Offer C,No,Yes,No,Credit Card,No,40705,No,Q3,No,4,No,California,No,No,No,32,927.65,0,0.0,0.0,927.65,No,Yes,90501
20,0,31.02,,No,,32,0,Torrance,4958,Month-to-Month,United States,2243-FNMMI,Stayed,No,No,Male,No,,"33.833699, -118.314387",33.833699,-118.314387,No,19.4,No,0,0,Offer D,No,No,No,Credit Card,Yes,40705,No,Q3,No,3,No,California,No,No,No,20,415.4,0,620.4,0.0,1035.8,Yes,No,90501
60,29,10.95,,No,,32,0,Torrance,3734,Month-to-Month,United States,1173-XZPYF,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.833699, -118.314387",33.833699,-118.314387,No,89.2,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,40705,No,Q3,No,4,No,California,No,No,Yes,11,990.3,0,120.45,0.0,1110.75,No,Yes,90501
80,30,22.14,Dissatisfaction,Yes,Limited range of services,83,1,Montebello,4788,Month-to-Month,United States,8749-JMNKX,Churned,No,Yes,Male,Yes,Fiber Optic,"34.015217, -118.109962",34.015217,-118.109962,Yes,93.8,Yes,0,1,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,62425,No,Q3,Yes,1,Yes,California,No,No,Yes,51,4750.95,0,1129.14,0.0,5880.09,No,Yes,90640
77,0,28.99,,No,,69,0,Montebello,4055,Two Year,United States,5605-XNWEN,Stayed,No,No,Male,No,,"34.015217, -118.109962",34.015217,-118.109962,Yes,25.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,62425,No,Q3,No,5,Yes,California,No,No,No,72,1802.55,0,2087.28,28.93,3860.9,No,No,90640
27,0,39.89,,No,,76,0,Montebello,3172,Month-to-Month,United States,7219-TLZHO,Stayed,Yes,No,Female,No,,"34.015217, -118.109962",34.015217,-118.109962,Yes,20.85,No,1,1,,No,No,No,Credit Card,Yes,62425,No,Q3,Yes,5,No,California,No,No,No,4,62.9,0,159.56,0.0,222.46,Yes,No,90640
42,11,17.4,,No,,59,0,Montebello,4001,Two Year,United States,7159-NOKYQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.015217, -118.109962",34.015217,-118.109962,Yes,93.15,Yes,0,5,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,62425,No,Q3,Yes,4,No,California,Yes,Yes,No,67,6368.2,90,1165.8,0.0,7624.0,No,No,90640
21,52,18.07,,No,,76,0,Montebello,5352,Month-to-Month,United States,5666-CYCYZ,Stayed,No,No,Female,Yes,Fiber Optic,"34.015217, -118.109962",34.015217,-118.109962,No,89.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,62425,Yes,Q3,No,4,No,California,Yes,Yes,No,24,2259.35,0,433.68,0.0,2693.03,Yes,Yes,90640
66,2,6.03,Price,Yes,Extra data charges,74,1,Lakewood,5925,Two Year,United States,0917-EZOLA,Churned,No,Yes,Male,Yes,Fiber Optic,"33.847755, -118.112532",33.847755,-118.112532,Yes,104.15,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,27563,No,Q3,No,3,Yes,California,Yes,No,Yes,72,7689.95,0,434.16,0.0,8124.11,No,Yes,90713
79,7,35.38,,No,,36,0,Lakewood,5573,One Year,United States,7789-HKSBS,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.847755, -118.112532",33.847755,-118.112532,Yes,105.2,Yes,0,2,,No,Yes,Yes,Bank Withdrawal,Yes,27563,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,42,4599.15,0,1485.96,40.46,6044.65,No,Yes,90713
47,14,0.0,Competitor,Yes,Competitor had better devices,93,1,Lakewood,4667,Month-to-Month,United States,2606-RMDHZ,Churned,No,No,Male,Yes,DSL,"33.847755, -118.112532",33.847755,-118.112532,No,30.5,No,0,0,Offer E,Yes,No,Yes,Credit Card,No,27563,No,Q3,No,1,No,California,No,No,No,6,208.7,0,0.0,0.0,208.7,No,Yes,90713
42,0,25.53,,No,,79,0,Lakewood,2017,Two Year,United States,7799-LGRDP,Stayed,No,No,Female,No,,"33.847755, -118.112532",33.847755,-118.112532,No,25.7,Yes,0,0,,No,No,Yes,Credit Card,Yes,27563,No,Q3,No,4,No,California,No,No,No,43,1188.2,0,1097.79,0.0,2285.99,No,No,90713
35,0,3.01,,No,,71,0,Lakewood,5299,Month-to-Month,United States,2740-JFBOK,Stayed,No,No,Male,No,,"33.847755, -118.112532",33.847755,-118.112532,No,24.0,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,27563,No,Q3,No,5,No,California,No,No,No,10,226.55,0,30.1,0.0,256.65,No,No,90713
79,11,4.59,Dissatisfaction,Yes,Network reliability,78,1,Arcadia,2834,Month-to-Month,United States,8414-MYSHR,Churned,No,No,Male,Yes,Fiber Optic,"34.128284, -118.047732",34.128284,-118.047732,No,91.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,30933,No,Q3,No,1,Yes,California,Yes,No,Yes,5,449.75,0,22.95,0.0,472.7,No,Yes,91007
35,4,6.54,,No,,55,0,Arcadia,5644,Two Year,United States,4648-YPBTM,Stayed,No,Yes,Male,Yes,DSL,"34.128284, -118.047732",34.128284,-118.047732,No,73.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,30933,Yes,Q3,No,4,No,California,Yes,Yes,No,53,3958.25,0,346.62,0.0,4304.87,No,Yes,91007
51,0,43.91,,No,,25,0,Arcadia,6302,Two Year,United States,1927-QEWMY,Stayed,No,No,Female,No,,"34.128284, -118.047732",34.128284,-118.047732,Yes,20.5,No,0,6,Offer A,No,No,No,Credit Card,Yes,30933,No,Q3,Yes,4,No,California,No,No,No,72,1502.25,0,3161.52,0.0,4663.77,No,No,91007
62,6,29.75,,No,,40,0,Arcadia,2296,Month-to-Month,United States,6034-YMTOB,Stayed,No,No,Female,Yes,Fiber Optic,"34.128284, -118.047732",34.128284,-118.047732,No,75.65,No,0,0,,No,No,Yes,Credit Card,Yes,30933,Yes,Q3,No,5,No,California,No,No,No,5,399.45,0,148.75,0.0,548.2,No,Yes,91007
31,0,9.56,,No,,79,0,Arcadia,2990,Month-to-Month,United States,1488-SYSFC,Stayed,Yes,No,Male,No,,"34.128284, -118.047732",34.128284,-118.047732,Yes,20.65,No,1,10,,No,No,Yes,Bank Withdrawal,Yes,30933,No,Q3,Yes,4,No,California,No,No,No,31,702.05,0,296.36,43.76,954.65,No,No,91007
80,18,28.49,Attitude,Yes,Attitude of support person,92,1,Canoga Park,4403,Month-to-Month,United States,4988-IQIGL,Churned,No,No,Male,Yes,Fiber Optic,"34.224377, -118.632656",34.224377,-118.632656,No,75.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,49242,No,Q3,No,3,Yes,California,No,No,No,1,75.35,0,28.49,0.0,103.84,No,Yes,91304
39,29,42.08,Dissatisfaction,Yes,Service dissatisfaction,94,1,Canoga Park,2283,Month-to-Month,United States,2472-OVKUP,Churned,Yes,Yes,Male,Yes,Fiber Optic,"34.224377, -118.632656",34.224377,-118.632656,Yes,91.0,No,2,5,,Yes,No,Yes,Bank Withdrawal,Yes,49242,No,Q3,Yes,2,No,California,Yes,Yes,No,6,531.0,0,252.48,0.0,783.48,No,Yes,91304
22,0,22.36,,No,,52,0,Canoga Park,5921,Two Year,United States,3173-WSSUE,Stayed,Yes,No,Female,No,,"34.224377, -118.632656",34.224377,-118.632656,Yes,19.7,No,2,5,,No,No,No,Credit Card,Yes,49242,No,Q3,Yes,3,No,California,No,No,No,71,1415.85,0,1587.56,0.0,3003.41,Yes,No,91304
29,48,0.0,,No,,31,0,Canoga Park,2653,Month-to-Month,United States,7622-NXQZR,Stayed,No,No,Male,Yes,DSL,"34.224377, -118.632656",34.224377,-118.632656,No,30.1,No,0,0,Offer C,No,No,Yes,Credit Card,No,49242,Yes,Q3,No,4,No,California,No,No,No,28,810.85,0,0.0,0.0,810.85,Yes,Yes,91304
63,17,23.15,,No,,62,0,Canoga Park,4240,Two Year,United States,8071-SBTRN,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.224377, -118.632656",34.224377,-118.632656,No,111.15,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,49242,No,Q3,No,4,No,California,Yes,Yes,Yes,70,7737.55,0,1620.5,46.26,9311.79,No,Yes,91304
78,5,4.1,Price,Yes,Extra data charges,67,1,Stevenson Ranch,5118,Month-to-Month,United States,4706-AXVKM,Churned,No,No,Female,Yes,Fiber Optic,"34.364153, -118.615583",34.364153,-118.615583,No,84.8,Yes,0,0,,No,No,Yes,Credit Card,Yes,9937,No,Q3,No,2,Yes,California,Yes,No,No,11,906.85,0,45.1,0.0,951.95,No,Yes,91381
39,17,29.4,Other,Yes,Don't know,67,1,Stevenson Ranch,2227,Month-to-Month,United States,9408-SSNVZ,Churned,Yes,No,Female,Yes,Fiber Optic,"34.364153, -118.615583",34.364153,-118.615583,No,70.15,No,2,0,,No,No,Yes,Bank Withdrawal,Yes,9937,No,Q3,No,2,No,California,No,No,No,4,268.35,0,117.6,21.69,364.26,No,Yes,91381
45,0,23.95,,No,,52,0,Stevenson Ranch,2902,Two Year,United States,9938-PRCVK,Stayed,Yes,No,Female,No,,"34.364153, -118.615583",34.364153,-118.615583,Yes,19.7,No,1,1,,No,No,No,Bank Withdrawal,Yes,9937,No,Q3,Yes,3,No,California,No,No,No,41,804.25,0,981.95,0.0,1786.2,No,No,91381
51,19,0.0,,No,,45,0,Stevenson Ranch,3287,Month-to-Month,United States,0128-MKWSG,Stayed,Yes,No,Female,Yes,DSL,"34.364153, -118.615583",34.364153,-118.615583,No,45.8,No,2,0,,No,Yes,No,Credit Card,No,9937,Yes,Q3,No,4,No,California,Yes,Yes,No,26,1147.0,0,0.0,0.0,1147.0,No,Yes,91381
26,0,42.67,,No,,47,0,Stevenson Ranch,3153,Two Year,United States,2005-DWQZJ,Stayed,Yes,No,Female,No,,"34.364153, -118.615583",34.364153,-118.615583,Yes,19.05,No,1,1,,No,No,No,Credit Card,Yes,9937,No,Q3,Yes,3,No,California,No,No,No,8,201.7,0,341.36,0.0,543.06,Yes,No,91381
67,4,31.56,Price,Yes,Price too high,92,1,Castaic,5863,Month-to-Month,United States,5889-JTMUL,Churned,No,Yes,Female,Yes,Fiber Optic,"34.506627, -118.699048",34.506627,-118.699048,Yes,95.05,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,22177,No,Q3,Yes,3,Yes,California,No,No,Yes,50,4888.7,50,1578.0,0.0,6516.7,No,No,91384
71,15,31.65,Competitor,Yes,Competitor made better offer,79,1,Castaic,2987,Month-to-Month,United States,3672-YITQD,Churned,No,No,Male,Yes,Fiber Optic,"34.506627, -118.699048",34.506627,-118.699048,Yes,84.1,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,22177,No,Q3,Yes,1,Yes,California,Yes,No,No,36,3021.6,0,1139.4,0.0,4161.0,No,Yes,91384
55,0,32.13,,No,,51,0,Castaic,4642,Two Year,United States,4443-EMBNA,Stayed,No,No,Female,No,,"34.506627, -118.699048",34.506627,-118.699048,Yes,24.75,Yes,0,3,,No,No,No,Bank Withdrawal,Yes,22177,No,Q3,Yes,3,No,California,No,No,No,71,1836.9,0,2281.23,0.0,4118.13,No,No,91384
59,22,43.12,,No,,75,0,Castaic,5176,Two Year,United States,0973-KYVNF,Stayed,No,Yes,Female,Yes,Cable,"34.506627, -118.699048",34.506627,-118.699048,Yes,70.65,No,0,6,,Yes,Yes,Yes,Credit Card,Yes,22177,No,Q3,Yes,3,No,California,No,No,Yes,72,5011.15,0,3104.64,0.0,8115.79,No,Yes,91384
54,0,13.43,,No,,67,0,Castaic,3214,Two Year,United States,8148-WOCMK,Stayed,Yes,No,Male,No,,"34.506627, -118.699048",34.506627,-118.699048,Yes,19.6,No,3,1,Offer E,No,No,No,Credit Card,Yes,22177,No,Q3,Yes,5,No,California,No,No,No,8,125.0,0,107.44,0.0,232.44,No,No,91384
73,28,18.69,Dissatisfaction,Yes,Product dissatisfaction,81,1,Van Nuys,4618,Month-to-Month,United States,9026-RNUJS,Churned,No,Yes,Male,Yes,DSL,"34.178483, -118.431791",34.178483,-118.431791,No,50.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,40376,No,Q3,No,1,Yes,California,No,No,No,5,237.25,0,93.45,0.0,330.7,No,Yes,91401
32,0,44.69,,No,,21,0,Van Nuys,4160,One Year,United States,6469-MRVET,Joined,No,No,Male,No,,"34.178483, -118.431791",34.178483,-118.431791,Yes,20.2,No,0,8,,No,No,Yes,Bank Withdrawal,Yes,40376,No,Q3,Yes,5,No,California,No,No,No,1,20.2,0,44.69,0.0,64.89,No,No,91401
64,14,21.08,,No,,53,0,Van Nuys,3110,Two Year,United States,5129-HHMZC,Stayed,No,No,Female,Yes,Cable,"34.178483, -118.431791",34.178483,-118.431791,Yes,86.45,Yes,0,6,,Yes,Yes,No,Credit Card,Yes,40376,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,43,3574.5,0,906.44,0.0,4480.94,No,Yes,91401
36,20,18.0,,No,,36,0,Van Nuys,4163,One Year,United States,4350-ZTLPI,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.178483, -118.431791",34.178483,-118.431791,Yes,108.95,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,40376,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,53,5718.2,0,954.0,0.0,6672.2,No,Yes,91401
64,0,42.8,,No,,45,0,Van Nuys,3481,Two Year,United States,7815-PDTHL,Stayed,No,No,Male,No,,"34.178483, -118.431791",34.178483,-118.431791,No,20.2,No,0,0,,No,No,Yes,Credit Card,Yes,40376,No,Q3,No,3,No,California,No,No,No,35,684.4,0,1498.0,0.0,2182.4,No,No,91401
67,15,10.66,Competitor,Yes,Competitor had better devices,93,1,West Covina,2313,Month-to-Month,United States,6210-KBBPI,Churned,No,No,Male,Yes,Fiber Optic,"34.066964, -117.937007",34.066964,-117.937007,No,99.45,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,44099,No,Q3,No,1,Yes,California,Yes,No,Yes,9,919.4,0,95.94,0.0,1015.34,No,Yes,91790
24,59,5.3,,No,,24,0,West Covina,5310,Month-to-Month,United States,9577-WJVCQ,Stayed,No,No,Female,Yes,DSL,"34.066964, -117.937007",34.066964,-117.937007,No,54.45,Yes,0,0,,No,Yes,No,Mailed Check,Yes,44099,No,Q3,No,3,No,California,No,No,No,68,3687.75,0,360.4,0.0,4048.15,Yes,Yes,91790
61,0,29.87,,No,,65,0,West Covina,5089,One Year,United States,7297-DVYGA,Stayed,No,No,Female,No,,"34.066964, -117.937007",34.066964,-117.937007,No,19.85,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,44099,No,Q3,No,5,No,California,No,No,No,51,996.95,0,1523.37,0.0,2520.32,No,No,91790
56,17,8.88,,No,,39,0,West Covina,4437,One Year,United States,2056-EVGZL,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.066964, -117.937007",34.066964,-117.937007,Yes,105.75,No,2,9,,Yes,No,No,Credit Card,Yes,44099,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7322.5,0,603.84,0.0,7926.34,No,Yes,91790
40,13,0.0,,No,,35,0,West Covina,3306,Month-to-Month,United States,7853-OETYL,Stayed,No,No,Female,Yes,DSL,"34.066964, -117.937007",34.066964,-117.937007,Yes,29.05,No,0,2,Offer E,No,Yes,Yes,Bank Withdrawal,No,44099,No,Q3,Yes,3,No,California,No,No,No,4,129.6,0,0.0,0.0,129.6,No,Yes,91790
75,28,9.55,Competitor,Yes,Competitor offered more data,67,1,Campo,2767,Month-to-Month,United States,2260-USTRB,Churned,No,No,Female,Yes,Fiber Optic,"32.673483, -116.472863",32.673483,-116.472863,No,70.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3133,No,Q3,No,1,Yes,California,No,No,No,2,115.95,0,19.1,0.0,135.05,No,Yes,91906
27,58,11.06,Other,Yes,Don't know,77,1,Campo,4884,Month-to-Month,United States,3926-CUQZX,Churned,No,No,Male,Yes,DSL,"32.673483, -116.472863",32.673483,-116.472863,No,45.1,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,3133,No,Q3,No,3,No,California,No,Yes,No,1,45.1,0,11.06,0.0,56.16,Yes,Yes,91906
24,82,38.38,,No,,70,0,Campo,2075,One Year,United States,3727-OWVYD,Stayed,No,Yes,Male,Yes,DSL,"32.673483, -116.472863",32.673483,-116.472863,No,61.2,No,0,0,,Yes,Yes,No,Mailed Check,Yes,3133,No,Q3,No,3,No,California,No,No,No,35,2021.2,0,1343.3,0.0,3364.5,Yes,Yes,91906
31,11,3.97,,No,,79,0,Campo,4796,Month-to-Month,United States,7442-YGZFK,Joined,No,No,Male,Yes,DSL,"32.673483, -116.472863",32.673483,-116.472863,No,49.8,Yes,0,0,,No,No,Yes,Credit Card,Yes,3133,No,Q3,No,4,No,California,No,No,No,1,49.8,0,3.97,0.0,53.77,No,Yes,91906
80,22,43.58,Competitor,Yes,Competitor offered more data,74,1,Chula Vista,6245,Month-to-Month,United States,8623-TMRBY,Churned,No,Yes,Male,Yes,Cable,"32.605012, -116.97595",32.605012,-116.97595,Yes,84.2,Yes,0,2,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,9278,No,Q3,Yes,2,Yes,California,No,No,No,51,4146.05,0,2222.58,0.0,6368.63,No,Yes,91915
68,19,30.59,,No,,64,0,Chula Vista,5775,Month-to-Month,United States,2615-YVMYX,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.605012, -116.97595",32.605012,-116.97595,Yes,107.5,Yes,0,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,9278,No,Q3,Yes,3,Yes,California,Yes,No,Yes,71,7713.55,140,2171.89,0.0,10025.44,No,No,91915
77,21,0.0,,No,,46,0,Chula Vista,6055,Month-to-Month,United States,6211-WHMYA,Stayed,No,No,Female,Yes,DSL,"32.605012, -116.97595",32.605012,-116.97595,No,43.85,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,9278,Yes,Q3,No,5,Yes,California,No,No,Yes,64,2751.0,30,0.0,0.0,2781.0,No,No,91915
38,10,9.4,,No,,26,0,Chula Vista,5841,Two Year,United States,6556-DBKZF,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.605012, -116.97595",32.605012,-116.97595,Yes,76.05,No,1,6,,No,No,No,Bank Withdrawal,Yes,9278,No,Q3,Yes,5,No,California,No,No,No,71,5436.45,0,667.4,0.0,6103.85,No,Yes,91915
72,18,1.26,Dissatisfaction,Yes,Product dissatisfaction,91,1,Spring Valley,3157,Month-to-Month,United States,6900-PXRMS,Churned,No,Yes,Male,Yes,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,Yes,105.75,Yes,0,0,Offer C,Yes,No,No,Bank Withdrawal,Yes,7863,No,Q3,No,1,Yes,California,Yes,Yes,Yes,26,2710.25,90,32.76,0.0,2833.01,No,No,91978
79,0,22.79,,No,,59,0,Spring Valley,5601,One Year,United States,8075-GXIUB,Stayed,No,No,Male,No,,"32.730264, -116.950963",32.730264,-116.950963,Yes,19.85,No,0,3,,No,No,No,Credit Card,Yes,7863,No,Q3,Yes,3,Yes,California,No,No,No,9,183.15,0,205.11,0.0,388.26,No,No,91978
40,8,6.0,,No,,75,0,Spring Valley,5479,Month-to-Month,United States,7277-OZCGZ,Stayed,No,No,Female,Yes,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,No,89.05,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,7863,Yes,Q3,No,3,No,California,Yes,Yes,No,22,1886.25,0,132.0,0.0,2018.25,No,Yes,91978
26,59,41.93,,No,,27,0,Spring Valley,4946,Month-to-Month,United States,7967-HYCDE,Stayed,No,No,Male,Yes,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,No,70.7,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,7863,No,Q3,No,5,No,California,No,Yes,No,8,553.4,0,335.44,0.0,888.84,Yes,Yes,91978
44,15,35.32,,No,,56,0,Spring Valley,5871,Month-to-Month,United States,5136-GFPMB,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,No,89.4,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,7863,No,Q3,No,5,No,California,Yes,Yes,No,54,4869.5,0,1907.28,0.0,6776.78,No,Yes,91978
70,12,0.0,Dissatisfaction,Yes,Service dissatisfaction,92,1,Bonsall,2167,Month-to-Month,United States,3346-BRMIS,Churned,No,Yes,Female,Yes,DSL,"33.290907, -117.202895",33.290907,-117.202895,Yes,48.35,No,0,1,,No,No,Yes,Bank Withdrawal,No,3849,No,Q3,Yes,2,Yes,California,Yes,Yes,Yes,18,810.7,0,0.0,0.0,810.7,No,Yes,92003
67,13,9.56,,No,,41,0,Bonsall,5437,One Year,United States,2799-ARNLO,Stayed,No,No,Female,Yes,Fiber Optic,"33.290907, -117.202895",33.290907,-117.202895,Yes,69.35,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,3849,No,Q3,No,4,Yes,California,No,No,No,5,341.6,0,47.8,0.0,389.4,No,Yes,92003
36,25,1.48,,No,,20,0,Bonsall,2385,Month-to-Month,United States,5424-RLQLC,Stayed,No,No,Male,Yes,DSL,"33.290907, -117.202895",33.290907,-117.202895,No,59.65,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,3849,No,Q3,No,3,No,California,No,No,Yes,10,638.95,90,14.8,0.0,743.75,No,No,92003
36,3,7.64,,No,,46,0,Bonsall,5166,Month-to-Month,United States,5243-SAOTC,Stayed,No,No,Male,Yes,Fiber Optic,"33.290907, -117.202895",33.290907,-117.202895,No,79.85,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,3849,No,Q3,No,4,No,California,No,No,No,54,4308.25,0,412.56,0.0,4720.81,No,Yes,92003
73,9,24.24,Dissatisfaction,Yes,Limited range of services,76,1,Escondido,4989,Month-to-Month,United States,2722-JMONI,Churned,No,No,Female,Yes,Cable,"33.079834, -117.134275",33.079834,-117.134275,Yes,49.55,No,0,1,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,17944,No,Q3,Yes,1,Yes,California,No,No,No,1,49.55,0,24.24,0.0,73.79,No,Yes,92029
42,0,21.73,,No,,71,0,Escondido,5169,Two Year,United States,2208-MPXIO,Stayed,Yes,No,Female,No,,"33.079834, -117.134275",33.079834,-117.134275,Yes,20.0,No,2,9,,No,No,Yes,Bank Withdrawal,Yes,17944,No,Q3,Yes,4,No,California,No,No,No,45,886.4,0,977.85,0.0,1864.25,No,No,92029
59,26,4.03,,No,,74,0,Escondido,3749,Month-to-Month,United States,0997-YTLNY,Stayed,Yes,No,Female,Yes,Cable,"33.079834, -117.134275",33.079834,-117.134275,No,48.8,No,2,0,Offer D,No,No,No,Credit Card,Yes,17944,Yes,Q3,No,3,No,California,No,No,No,19,953.65,0,76.57,0.0,1030.22,No,Yes,92029
33,19,45.21,,No,,23,0,Escondido,6332,Two Year,United States,4616-ULAOA,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.079834, -117.134275",33.079834,-117.134275,Yes,110.8,Yes,2,1,Offer B,Yes,No,Yes,Credit Card,Yes,17944,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,65,7245.9,0,2938.65,0.0,10184.55,No,Yes,92029
75,20,6.86,Competitor,Yes,Competitor had better devices,78,1,Pala,5461,Month-to-Month,United States,7579-OOPEC,Churned,No,No,Female,Yes,DSL,"33.384345, -117.072619",33.384345,-117.072619,Yes,50.15,No,0,1,Offer E,Yes,No,No,Credit Card,Yes,1831,No,Q3,Yes,1,Yes,California,No,No,No,2,115.1,0,13.72,0.0,128.82,No,Yes,92059
66,0,10.48,,No,,55,0,Pala,6136,Two Year,United States,3454-JFUBC,Stayed,No,No,Male,No,,"33.384345, -117.072619",33.384345,-117.072619,No,20.0,No,0,0,Offer A,No,No,Yes,Credit Card,Yes,1831,No,Q3,No,5,Yes,California,No,No,No,68,1396.0,0,712.64,0.0,2108.64,No,No,92059
59,24,28.53,,No,,45,0,Pala,5205,Two Year,United States,7710-JSYOA,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.384345, -117.072619",33.384345,-117.072619,Yes,93.3,Yes,1,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,1831,Yes,Q3,No,5,No,California,Yes,Yes,No,69,6398.05,0,1968.57,0.0,8366.62,No,Yes,92059
44,19,0.0,,No,,63,0,Pala,6420,Two Year,United States,0774-RMNUW,Stayed,Yes,No,Female,Yes,Cable,"33.384345, -117.072619",33.384345,-117.072619,Yes,59.7,No,1,6,Offer A,Yes,Yes,No,Bank Withdrawal,No,1831,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,4122.65,0,0.0,0.0,4122.65,No,Yes,92059
70,21,35.38,Price,Yes,Extra data charges,95,1,Pauma Valley,2151,Month-to-Month,United States,1771-OADNZ,Churned,No,Yes,Male,Yes,Fiber Optic,"33.313828, -116.940501",33.313828,-116.940501,Yes,95.9,Yes,0,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,2615,No,Q3,Yes,3,Yes,California,Yes,Yes,No,29,2745.2,50,1026.02,0.0,3821.22,No,No,92061
35,18,0.0,,No,,22,0,Pauma Valley,3007,One Year,United States,0756-MPZRL,Stayed,No,Yes,Male,Yes,DSL,"33.313828, -116.940501",33.313828,-116.940501,No,33.7,No,0,0,Offer B,No,No,No,Credit Card,No,2615,Yes,Q3,No,3,No,California,No,No,No,46,1537.85,0,0.0,0.0,1537.85,No,Yes,92061
49,0,16.32,,No,,68,0,Pauma Valley,4905,Month-to-Month,United States,9039-ZVJDC,Joined,No,No,Male,No,,"33.313828, -116.940501",33.313828,-116.940501,No,19.1,No,0,0,,No,No,Yes,Credit Card,Yes,2615,No,Q3,No,3,No,California,No,No,No,3,53.05,0,48.96,0.0,102.01,No,No,92061
77,15,0.0,Price,Yes,Price too high,87,1,Vista,4628,Month-to-Month,United States,0612-RTZZA,Churned,No,No,Female,Yes,DSL,"33.22784, -117.200024",33.22784,-117.200024,No,25.25,No,0,0,Offer E,No,No,No,Bank Withdrawal,No,44692,No,Q3,No,2,Yes,California,No,No,No,1,25.25,0,0.0,0.0,25.25,No,Yes,92084
65,9,24.96,,No,,30,0,Vista,3021,Two Year,United States,7020-OZKXZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.22784, -117.200024",33.22784,-117.200024,No,75.5,No,0,0,,No,No,No,Credit Card,Yes,44692,No,Q3,No,3,Yes,California,No,No,No,9,637.4,0,224.64,0.0,862.04,No,Yes,92084
78,26,36.57,,No,,53,0,Vista,5225,Month-to-Month,United States,6078-VESFR,Stayed,No,No,Male,Yes,Fiber Optic,"33.22784, -117.200024",33.22784,-117.200024,Yes,70.45,No,0,1,,No,No,No,Bank Withdrawal,Yes,44692,No,Q3,Yes,5,Yes,California,No,No,No,13,849.1,0,475.41,0.0,1324.51,No,Yes,92084
79,11,28.88,,No,,67,0,Vista,4494,Two Year,United States,2451-YMUXS,Stayed,No,No,Male,Yes,DSL,"33.22784, -117.200024",33.22784,-117.200024,No,64.55,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,44692,Yes,Q3,No,3,Yes,California,No,No,No,67,4250.1,0,1934.96,0.0,6185.06,No,Yes,92084
47,14,0.0,,No,,65,0,Vista,3248,Month-to-Month,United States,6243-OZGFH,Stayed,No,No,Female,Yes,DSL,"33.22784, -117.200024",33.22784,-117.200024,No,44.95,No,0,0,,No,No,Yes,Bank Withdrawal,No,44692,No,Q3,No,3,No,California,Yes,Yes,Yes,23,996.85,40,0.0,25.84,1011.01,No,No,92084
78,22,24.75,Competitor,Yes,Competitor made better offer,85,1,Indian Wells,5287,Month-to-Month,United States,9488-HGMJH,Churned,No,No,Female,Yes,Fiber Optic,"33.537646, -116.291089",33.537646,-116.291089,No,71.15,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,3873,No,Q3,No,3,Yes,California,No,No,No,1,71.15,20,24.75,0.0,115.9,No,No,92210
79,4,37.12,Competitor,Yes,Competitor made better offer,87,1,Indian Wells,5813,Month-to-Month,United States,6583-QGCSI,Churned,No,No,Female,Yes,Fiber Optic,"33.537646, -116.291089",33.537646,-116.291089,Yes,88.05,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,3873,No,Q3,Yes,3,Yes,California,No,No,Yes,50,4367.35,100,1856.0,0.0,6323.35,No,No,92210
73,27,32.61,,No,,25,0,Indian Wells,2576,Two Year,United States,8309-IEYJD,Joined,No,No,Female,Yes,Fiber Optic,"33.537646, -116.291089",33.537646,-116.291089,No,70.6,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,3873,No,Q3,No,4,Yes,California,No,No,No,1,70.6,30,32.61,0.0,133.21,No,No,92210
69,5,11.82,Attitude,Yes,Attitude of support person,95,1,Desert Hot Springs,4997,Month-to-Month,United States,4818-QIUFN,Churned,No,No,Female,Yes,Fiber Optic,"33.832799, -116.250973",33.832799,-116.250973,No,79.15,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,5529,No,Q3,No,1,Yes,California,No,No,No,20,1520.9,0,236.4,0.0,1757.3,No,Yes,92241
74,11,0.0,,No,,30,0,Desert Hot Springs,5322,One Year,United States,2519-ERQOJ,Stayed,No,Yes,Male,Yes,Cable,"33.832799, -116.250973",33.832799,-116.250973,No,54.6,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,No,5529,Yes,Q3,No,4,Yes,California,Yes,No,Yes,33,1803.7,0,0.0,0.0,1803.7,No,Yes,92241
51,15,37.69,Competitor,Yes,Competitor had better devices,93,1,Desert Hot Springs,2832,Month-to-Month,United States,0093-XWZFY,Churned,No,Yes,Male,Yes,Fiber Optic,"33.832799, -116.250973",33.832799,-116.250973,No,104.5,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,5529,No,Q3,No,1,No,California,Yes,Yes,Yes,40,4036.85,0,1507.6,0.0,5544.45,No,Yes,92241
44,16,0.0,,No,,22,0,Desert Hot Springs,4795,Two Year,United States,4872-JCVCA,Stayed,No,Yes,Female,Yes,DSL,"33.832799, -116.250973",33.832799,-116.250973,Yes,47.6,No,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,5529,Yes,Q3,Yes,3,No,California,No,No,No,71,3377.8,0,0.0,0.0,3377.8,No,Yes,92241
38,19,5.36,,No,,38,0,Desert Hot Springs,2432,Month-to-Month,United States,4273-MBHYA,Joined,Yes,No,Female,Yes,Fiber Optic,"33.832799, -116.250973",33.832799,-116.250973,No,89.35,No,1,0,,No,No,Yes,Bank Withdrawal,Yes,5529,No,Q3,No,3,No,California,Yes,Yes,Yes,1,89.35,0,5.36,0.0,94.71,No,Yes,92241
71,3,48.62,Competitor,Yes,Competitor offered more data,75,1,North Palm Springs,4876,Month-to-Month,United States,6961-VCPMC,Churned,No,No,Male,Yes,Fiber Optic,"33.906496, -116.569499",33.906496,-116.569499,Yes,80.4,No,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,732,No,Q3,Yes,3,Yes,California,Yes,No,No,46,3605.2,20,2236.52,0.0,5861.72,No,No,92258
61,4,5.13,Other,Yes,Don't know,91,1,North Palm Springs,2984,Month-to-Month,United States,4958-GZWIY,Churned,No,Yes,Male,Yes,DSL,"33.906496, -116.569499",33.906496,-116.569499,Yes,48.7,No,0,1,,No,No,No,Bank Withdrawal,Yes,732,No,Q3,Yes,2,No,California,No,No,No,7,340.25,0,35.91,0.0,376.16,No,Yes,92258
44,0,24.48,,No,,37,0,North Palm Springs,4402,Two Year,United States,0847-HGRML,Stayed,Yes,No,Male,No,,"33.906496, -116.569499",33.906496,-116.569499,No,20.0,No,2,0,,No,No,No,Bank Withdrawal,Yes,732,No,Q3,No,3,No,California,No,No,No,62,1250.1,0,1517.76,0.0,2767.86,No,No,92258
25,0,19.23,,No,,70,0,North Palm Springs,4725,Two Year,United States,4807-IZYOZ,Stayed,No,No,Female,No,,"33.906496, -116.569499",33.906496,-116.569499,No,20.65,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,732,No,Q3,No,3,No,California,No,No,No,51,1020.75,0,980.73,19.32,1982.16,Yes,No,92258
70,14,25.19,Price,Yes,Lack of affordable download/upload speed,70,1,Crestline,4998,Month-to-Month,United States,4424-TKOPW,Churned,No,No,Male,Yes,Fiber Optic,"34.248061, -117.29028",34.248061,-117.29028,No,93.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,10484,No,Q3,No,1,Yes,California,Yes,No,Yes,2,196.75,0,50.38,0.0,247.13,No,Yes,92325
20,71,10.7,Other,Yes,Don't know,84,1,Crestline,4105,Month-to-Month,United States,7752-XUSCI,Churned,No,Yes,Female,Yes,Fiber Optic,"34.248061, -117.29028",34.248061,-117.29028,No,105.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,10484,No,Q3,No,2,No,California,Yes,Yes,Yes,60,6396.45,0,642.0,0.0,7038.45,Yes,Yes,92325
40,14,15.53,,No,,42,0,Crestline,3475,Month-to-Month,United States,8087-LGYHQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.248061, -117.29028",34.248061,-117.29028,No,94.05,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,10484,No,Q3,No,4,No,California,Yes,Yes,Yes,9,811.65,0,139.77,0.0,951.42,No,Yes,92325
59,0,34.57,,No,,35,0,Crestline,2598,Two Year,United States,5124-EOGYE,Stayed,No,No,Male,No,,"34.248061, -117.29028",34.248061,-117.29028,No,20.45,No,0,0,,No,No,No,Credit Card,Yes,10484,No,Q3,No,3,No,California,No,No,No,31,638.55,0,1071.67,0.0,1710.22,No,No,92325
66,22,26.22,Dissatisfaction,Yes,Service dissatisfaction,87,1,Lucerne Valley,5527,Month-to-Month,United States,4201-JMNGR,Churned,No,Yes,Female,Yes,Cable,"34.508417, -116.856103",34.508417,-116.856103,No,55.8,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,5256,No,Q3,No,1,Yes,California,No,No,No,1,55.8,0,26.22,0.0,82.02,No,Yes,92356
67,14,38.79,,No,,27,0,Lucerne Valley,5137,Month-to-Month,United States,8490-BXHEO,Stayed,No,No,Male,Yes,Fiber Optic,"34.508417, -116.856103",34.508417,-116.856103,No,80.55,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,5256,No,Q3,No,5,Yes,California,No,No,No,18,1411.65,0,698.22,0.0,2109.87,No,Yes,92356
21,48,9.56,Competitor,Yes,Competitor had better devices,84,1,Lucerne Valley,4417,Month-to-Month,United States,0880-TKATG,Churned,No,Yes,Male,Yes,Fiber Optic,"34.508417, -116.856103",34.508417,-116.856103,Yes,101.15,Yes,0,3,Offer E,No,No,No,Bank Withdrawal,Yes,5256,No,Q3,Yes,1,No,California,Yes,Yes,Yes,4,385.9,0,38.24,0.0,424.14,Yes,Yes,92356
49,21,36.98,,No,,52,0,Lucerne Valley,2520,Month-to-Month,United States,7707-PYBBH,Stayed,No,No,Male,Yes,DSL,"34.508417, -116.856103",34.508417,-116.856103,No,61.9,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,5256,Yes,Q3,No,4,No,California,No,No,No,40,2647.1,0,1479.2,0.0,4126.3,No,Yes,92356
77,21,42.06,Competitor,Yes,Competitor had better devices,91,1,Redlands,2169,Month-to-Month,United States,1866-RZZQS,Churned,No,Yes,Male,Yes,Fiber Optic,"34.003243, -117.138286",34.003243,-117.138286,No,98.4,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,31230,No,Q3,No,1,Yes,California,Yes,No,Yes,41,4187.75,0,1724.46,0.0,5912.21,No,Yes,92373
25,53,47.22,Competitor,Yes,Competitor had better devices,71,1,Redlands,4877,Month-to-Month,United States,3583-EKAPL,Churned,No,No,Male,Yes,Cable,"34.003243, -117.138286",34.003243,-117.138286,No,55.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,31230,No,Q3,No,1,No,California,Yes,Yes,No,1,55.0,0,47.22,0.0,102.22,Yes,Yes,92373
43,23,37.07,,No,,49,0,Redlands,4684,Month-to-Month,United States,8819-IMISP,Stayed,No,No,Male,Yes,Fiber Optic,"34.003243, -117.138286",34.003243,-117.138286,No,80.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,31230,No,Q3,No,4,No,California,No,No,No,31,2429.1,0,1149.17,0.0,3578.27,No,Yes,92373
30,48,24.21,,No,,35,0,Redlands,3727,Month-to-Month,United States,2455-USLMV,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.003243, -117.138286",34.003243,-117.138286,No,84.75,Yes,0,0,Offer C,No,Yes,Yes,Credit Card,Yes,31230,No,Q3,No,3,No,California,No,No,No,31,2613.4,0,750.51,0.0,3363.91,No,Yes,92373
71,15,30.03,Competitor,Yes,Competitor offered higher download speeds,73,1,Running Springs,5910,Two Year,United States,8631-NBHFZ,Churned,No,Yes,Male,Yes,DSL,"34.186211, -117.07683",34.186211,-117.07683,Yes,79.4,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,5395,Yes,Q3,Yes,1,Yes,California,No,No,Yes,66,5154.6,150,1981.98,0.0,7286.58,No,No,92382
52,20,49.3,Competitor,Yes,Competitor had better devices,77,1,Running Springs,4418,Month-to-Month,United States,2359-KMGLI,Churned,No,No,Male,Yes,Fiber Optic,"34.186211, -117.07683",34.186211,-117.07683,No,80.25,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,5395,No,Q3,No,1,No,California,No,No,No,24,1861.5,0,1183.2,0.0,3044.7,No,Yes,92382
39,21,0.0,Attitude,Yes,Attitude of support person,67,1,Running Springs,5422,One Year,United States,8035-BUYVG,Churned,No,Yes,Male,Yes,DSL,"34.186211, -117.07683",34.186211,-117.07683,Yes,42.35,No,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,5395,No,Q3,Yes,1,No,California,No,No,No,40,1716.45,0,0.0,0.0,1716.45,No,Yes,92382
62,0,30.17,,No,,31,0,Running Springs,5987,One Year,United States,5995-WWKKG,Stayed,No,No,Female,No,,"34.186211, -117.07683",34.186211,-117.07683,No,19.8,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,5395,No,Q3,No,5,No,California,No,No,No,37,695.05,0,1116.29,0.0,1811.34,No,No,92382
68,25,39.69,Competitor,Yes,Competitor offered more data,92,1,Victorville,3689,Month-to-Month,United States,4958-XCBDQ,Churned,No,Yes,Male,Yes,Fiber Optic,"34.567058, -117.362329",34.567058,-117.362329,No,101.4,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,12083,No,Q3,No,3,Yes,California,Yes,No,Yes,35,3496.3,0,1389.15,0.0,4885.45,No,Yes,92394
48,0,40.76,,No,,33,0,Victorville,3372,Two Year,United States,0486-LGCCH,Stayed,Yes,No,Male,No,,"34.567058, -117.362329",34.567058,-117.362329,Yes,19.65,No,2,2,Offer D,No,No,No,Credit Card,Yes,12083,No,Q3,Yes,3,No,California,No,No,No,11,225.75,0,448.36,0.0,674.11,No,No,92394
62,0,24.88,,No,,70,0,Victorville,5460,One Year,United States,6082-OQFBA,Stayed,No,No,Male,No,,"34.567058, -117.362329",34.567058,-117.362329,Yes,19.65,No,0,2,Offer D,No,No,No,Mailed Check,Yes,12083,No,Q3,Yes,5,No,California,No,No,No,23,436.9,0,572.24,0.0,1009.14,No,No,92394
63,75,33.21,,No,,54,0,Victorville,4359,Month-to-Month,United States,7246-ZGQDF,Joined,Yes,No,Female,Yes,DSL,"34.567058, -117.362329",34.567058,-117.362329,No,54.5,No,3,0,,No,Yes,No,Bank Withdrawal,Yes,12083,Yes,Q3,No,3,No,California,No,No,No,1,54.5,0,33.21,0.0,87.71,No,Yes,92394
79,27,34.69,Attitude,Yes,Attitude of support person,76,1,San Bernardino,5154,Month-to-Month,United States,6712-OAWRH,Churned,No,No,Female,Yes,Fiber Optic,"34.084909, -117.258107",34.084909,-117.258107,No,91.25,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,12149,No,Q3,No,3,Yes,California,Yes,No,Yes,26,2351.8,0,901.94,0.0,3253.74,No,Yes,92408
63,28,14.34,Attitude,Yes,Attitude of service provider,66,1,San Bernardino,3336,Month-to-Month,United States,3023-GFLBR,Churned,No,No,Female,Yes,Fiber Optic,"34.084909, -117.258107",34.084909,-117.258107,Yes,86.15,Yes,0,1,,No,No,No,Credit Card,Yes,12149,No,Q3,Yes,2,No,California,Yes,Yes,No,33,2745.7,0,473.22,0.0,3218.92,No,Yes,92408
43,20,0.0,,No,,36,0,San Bernardino,2578,Two Year,United States,4472-LVYGI,Stayed,No,Yes,Female,Yes,Cable,"34.084909, -117.258107",34.084909,-117.258107,Yes,52.55,No,0,2,,No,Yes,Yes,Bank Withdrawal,No,12149,Yes,Q3,Yes,3,No,California,No,No,Yes,10,525.5,0,0.0,0.0,525.5,No,Yes,92408
50,27,29.81,,No,,27,0,San Bernardino,3301,Month-to-Month,United States,1833-TCXKK,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.084909, -117.258107",34.084909,-117.258107,Yes,107.75,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,12149,No,Q3,No,5,No,California,Yes,Yes,Yes,45,4882.8,0,1341.45,0.0,6224.25,No,Yes,92408
80,21,2.36,Competitor,Yes,Competitor offered more data,91,1,Riverside,5145,Month-to-Month,United States,5914-DVBWJ,Churned,No,No,Female,Yes,Fiber Optic,"33.885499, -117.324959",33.885499,-117.324959,No,85.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,17147,Yes,Q3,No,1,Yes,California,No,No,No,18,1505.85,0,42.48,0.0,1548.33,No,Yes,92508
41,0,11.71,,No,,30,0,Riverside,4500,Two Year,United States,0505-SPOOW,Stayed,No,No,Female,No,,"33.885499, -117.324959",33.885499,-117.324959,Yes,19.8,No,0,7,Offer A,No,No,No,Bank Withdrawal,Yes,17147,No,Q3,Yes,4,No,California,No,No,No,70,1397.65,0,819.7,0.0,2217.35,No,No,92508
45,22,27.97,,No,,54,0,Riverside,4883,One Year,United States,2014-MKGMH,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.885499, -117.324959",33.885499,-117.324959,No,101.1,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,17147,No,Q3,No,4,No,California,Yes,Yes,Yes,46,4674.4,0,1286.62,0.0,5961.02,No,Yes,92508
45,16,22.22,,No,,79,0,Riverside,6174,Two Year,United States,4012-YCFAI,Stayed,No,No,Male,Yes,DSL,"33.885499, -117.324959",33.885499,-117.324959,Yes,61.35,No,0,5,,Yes,Yes,Yes,Credit Card,Yes,17147,Yes,Q3,Yes,3,No,California,No,No,No,60,3766.2,0,1333.2,0.0,5099.4,No,Yes,92508
65,12,28.46,Competitor,Yes,Competitor offered more data,84,1,Lake Elsinore,5674,Month-to-Month,United States,8644-XLFBW,Churned,No,No,Male,Yes,Fiber Optic,"33.705836, -117.318204",33.705836,-117.318204,No,71.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,4546,No,Q3,No,2,Yes,California,No,No,No,1,71.65,0,28.46,0.0,100.11,No,Yes,92532
73,17,43.99,,No,,54,0,Lake Elsinore,4583,Two Year,United States,4513-CXYIX,Stayed,No,No,Female,Yes,Fiber Optic,"33.705836, -117.318204",33.705836,-117.318204,Yes,80.7,Yes,0,4,Offer A,No,Yes,Yes,Credit Card,Yes,4546,No,Q3,Yes,3,Yes,California,No,No,No,71,5676.0,0,3123.29,0.0,8799.29,No,Yes,92532
26,82,37.1,,No,,35,0,Lake Elsinore,4591,Month-to-Month,United States,7978-DKUQH,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.705836, -117.318204",33.705836,-117.318204,Yes,74.6,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,4546,No,Q3,Yes,5,No,California,No,No,No,25,1797.75,0,927.5,0.0,2725.25,Yes,Yes,92532
42,57,44.84,,No,,49,0,Lake Elsinore,5777,Month-to-Month,United States,9496-IVVRP,Stayed,Yes,No,Female,Yes,DSL,"33.705836, -117.318204",33.705836,-117.318204,Yes,51.0,No,3,8,,No,Yes,No,Bank Withdrawal,Yes,4546,No,Q3,Yes,3,No,California,No,No,No,11,581.7,60,493.24,0.0,1134.94,No,No,92532
70,23,48.95,Price,Yes,Price too high,71,1,Perris,4684,Month-to-Month,United States,1833-VGRUM,Churned,No,No,Female,Yes,Fiber Optic,"33.787298, -117.320676",33.787298,-117.320676,No,74.2,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,36817,No,Q3,No,2,Yes,California,No,No,No,1,74.2,0,48.95,0.0,123.15,No,Yes,92570
79,23,5.42,,No,,24,0,Perris,2064,One Year,United States,6705-LXORM,Stayed,No,No,Female,Yes,Fiber Optic,"33.787298, -117.320676",33.787298,-117.320676,Yes,70.05,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,36817,No,Q3,Yes,4,Yes,California,No,No,No,5,302.6,0,27.1,0.0,329.7,No,Yes,92570
49,22,13.32,,No,,31,0,Perris,4684,Two Year,United States,6418-PIQSP,Stayed,No,Yes,Female,Yes,Cable,"33.787298, -117.320676",33.787298,-117.320676,Yes,81.0,No,0,6,Offer B,No,Yes,No,Mailed Check,Yes,36817,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,4985.9,0,825.84,0.0,5811.74,No,Yes,92570
63,10,13.18,,No,,68,0,Perris,3235,Month-to-Month,United States,1208-NBVFH,Stayed,Yes,Yes,Male,Yes,Cable,"33.787298, -117.320676",33.787298,-117.320676,Yes,49.6,No,1,5,,No,No,Yes,Bank Withdrawal,Yes,36817,No,Q3,Yes,3,No,California,No,No,No,20,939.8,0,263.6,0.0,1203.4,No,Yes,92570
68,20,31.25,Dissatisfaction,Yes,Product dissatisfaction,87,1,Temecula,3123,Month-to-Month,United States,8374-XGEJJ,Churned,No,No,Male,Yes,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,Yes,101.0,Yes,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,3070,No,Q3,Yes,1,Yes,California,Yes,No,Yes,43,4388.4,150,1343.75,0.0,5882.15,No,No,92590
80,19,39.88,Attitude,Yes,Attitude of service provider,86,1,Temecula,5443,Month-to-Month,United States,8473-VUVJN,Churned,No,No,Male,Yes,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,No,73.65,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,3070,No,Q3,No,3,Yes,California,No,No,No,1,73.65,0,39.88,0.0,113.53,No,Yes,92590
75,5,28.5,,No,,66,0,Temecula,4680,Two Year,United States,2878-RMWXY,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,Yes,102.65,Yes,0,5,,Yes,Yes,Yes,Credit Card,Yes,3070,No,Q3,Yes,3,Yes,California,Yes,No,No,72,7550.3,0,2052.0,0.0,9602.3,No,Yes,92590
43,12,31.31,,No,,29,0,Temecula,4770,One Year,United States,0750-EBAIU,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,No,91.25,No,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,3070,No,Q3,No,3,No,California,No,No,Yes,52,4738.3,0,1628.12,0.0,6366.42,No,Yes,92590
77,3,16.61,Price,Yes,Lack of affordable download/upload speed,82,1,Irvine,4652,Month-to-Month,United States,4039-HEUNW,Churned,No,No,Male,Yes,Fiber Optic,"33.716136, -117.752574",33.716136,-117.752574,Yes,96.5,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,26419,No,Q3,Yes,3,Yes,California,Yes,No,Yes,36,3436.1,0,597.96,0.0,4034.06,No,Yes,92620
78,17,28.71,Other,Yes,Deceased,77,1,Irvine,5721,Month-to-Month,United States,0196-VULGZ,Churned,No,No,Female,Yes,Fiber Optic,"33.716136, -117.752574",33.716136,-117.752574,Yes,84.35,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,26419,No,Q3,Yes,3,Yes,California,Yes,No,No,6,474.9,0,172.26,0.0,647.16,No,Yes,92620
24,27,8.79,,No,,21,0,Irvine,4276,One Year,United States,5844-QVTAT,Stayed,No,Yes,Female,Yes,Cable,"33.716136, -117.752574",33.716136,-117.752574,Yes,58.45,No,0,8,Offer C,Yes,Yes,Yes,Credit Card,Yes,26419,No,Q3,Yes,4,No,California,No,No,No,33,1955.4,0,290.07,0.0,2245.47,Yes,Yes,92620
23,0,33.09,,No,,39,0,Irvine,5295,Two Year,United States,4195-PNGZS,Stayed,Yes,No,Male,No,,"33.716136, -117.752574",33.716136,-117.752574,Yes,24.45,Yes,3,1,,No,No,No,Bank Withdrawal,Yes,26419,No,Q3,Yes,5,No,California,No,No,No,69,1718.2,0,2283.21,0.0,4001.41,Yes,No,92620
66,29,45.04,Other,Yes,Don't know,93,1,Santa Ana,3711,One Year,United States,2403-BCASL,Churned,No,Yes,Male,Yes,Cable,"33.766004, -117.786763",33.766004,-117.786763,Yes,111.95,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,44117,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,41,4534.9,0,1846.64,0.0,6381.54,No,Yes,92705
74,10,14.78,,No,,33,0,Santa Ana,3155,Two Year,United States,7025-WCBNE,Stayed,No,No,Male,Yes,DSL,"33.766004, -117.786763",33.766004,-117.786763,No,59.6,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,44117,Yes,Q3,No,3,Yes,California,No,No,No,47,2754.0,0,694.66,0.0,3448.66,No,Yes,92705
78,10,27.79,,No,,56,0,Santa Ana,6423,One Year,United States,5985-BEHZK,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.766004, -117.786763",33.766004,-117.786763,Yes,105.0,Yes,0,1,Offer A,Yes,No,No,Credit Card,Yes,44117,No,Q3,Yes,5,Yes,California,Yes,No,Yes,72,7578.05,0,2000.88,0.0,9578.93,No,Yes,92705
56,30,30.28,Attitude,Yes,Attitude of service provider,90,1,Santa Ana,2468,Month-to-Month,United States,8182-BJDSI,Churned,No,No,Female,Yes,Fiber Optic,"33.766004, -117.786763",33.766004,-117.786763,No,89.95,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,44117,No,Q3,No,1,No,California,Yes,Yes,No,28,2625.55,0,847.84,0.0,3473.39,No,Yes,92705
70,12,16.19,Other,Yes,Moved,83,1,Camarillo,2767,Month-to-Month,United States,3871-IKPYH,Churned,No,No,Male,Yes,Fiber Optic,"34.227846, -119.079903",34.227846,-119.079903,No,69.1,No,0,0,,No,No,No,Bank Withdrawal,Yes,42853,No,Q3,No,3,Yes,California,No,No,No,1,69.1,0,16.19,0.0,85.29,No,Yes,93010
75,11,7.38,Dissatisfaction,Yes,Network reliability,68,1,Camarillo,3464,Month-to-Month,United States,0013-EXCHZ,Churned,No,No,Female,Yes,Fiber Optic,"34.227846, -119.079903",34.227846,-119.079903,Yes,83.9,No,0,3,,No,No,Yes,Credit Card,Yes,42853,Yes,Q3,Yes,1,Yes,California,No,No,Yes,3,267.4,0,22.14,0.0,289.54,No,Yes,93010
71,2,49.75,,No,,35,0,Camarillo,5720,One Year,United States,6689-VRRTK,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.227846, -119.079903",34.227846,-119.079903,No,109.8,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,42853,No,Q3,No,3,Yes,California,Yes,No,Yes,44,4860.35,0,2189.0,0.0,7049.35,No,Yes,93010
60,23,16.45,Attitude,Yes,Attitude of support person,90,1,Camarillo,3965,Month-to-Month,United States,1583-IHQZE,Churned,No,Yes,Male,Yes,Cable,"34.227846, -119.079903",34.227846,-119.079903,No,112.95,Yes,0,0,,Yes,No,Yes,Mailed Check,Yes,42853,Yes,Q3,No,2,No,California,Yes,Yes,Yes,12,1384.75,0,197.4,0.0,1582.15,No,Yes,93010
69,14,43.96,Competitor,Yes,Competitor made better offer,92,1,Somis,5203,Month-to-Month,United States,1304-NECVQ,Churned,No,Yes,Female,Yes,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,No,78.55,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,2966,No,Q3,No,2,Yes,California,No,No,No,2,149.55,0,87.92,0.0,237.47,No,Yes,93066
72,14,44.81,,No,,75,0,Somis,5388,Two Year,United States,2469-DTSGX,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,No,111.65,Yes,0,0,Offer A,Yes,No,No,Bank Withdrawal,Yes,2966,Yes,Q3,No,5,Yes,California,Yes,No,Yes,72,7943.45,0,3226.32,0.0,11169.77,No,Yes,93066
74,23,39.86,,No,,42,0,Somis,5157,Two Year,United States,2754-SDJRD,Stayed,No,No,Female,Yes,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,No,100.15,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,2966,Yes,Q3,No,4,Yes,California,Yes,Yes,Yes,8,908.55,0,318.88,0.0,1227.43,No,Yes,93066
42,27,11.5,Dissatisfaction,Yes,Product dissatisfaction,75,1,Somis,5119,Month-to-Month,United States,6330-JKLPC,Churned,No,No,Male,Yes,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,Yes,80.5,Yes,0,3,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,2966,No,Q3,Yes,1,No,California,No,No,No,11,896.9,0,126.5,0.0,1023.4,No,Yes,93066
66,2,32.36,Attitude,Yes,Attitude of support person,74,1,Coalinga,5904,Month-to-Month,United States,5655-JSMZM,Churned,No,No,Male,Yes,Fiber Optic,"36.186867, -120.387793",36.186867,-120.387793,No,96.2,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,18036,No,Q3,No,2,Yes,California,Yes,No,Yes,49,4718.25,0,1585.64,0.0,6303.89,No,Yes,93210
57,13,5.55,Competitor,Yes,Competitor offered higher download speeds,95,1,Coalinga,2295,Month-to-Month,United States,0887-HJGAR,Churned,No,No,Male,Yes,DSL,"36.186867, -120.387793",36.186867,-120.387793,No,45.7,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,18036,No,Q3,No,3,No,California,No,No,No,1,45.7,0,5.55,0.0,51.25,No,Yes,93210
53,17,21.56,,No,,63,0,Coalinga,4072,Two Year,United States,6670-MFRPK,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.186867, -120.387793",36.186867,-120.387793,Yes,79.2,Yes,1,5,Offer A,No,No,Yes,Credit Card,Yes,18036,No,Q3,Yes,4,No,California,No,No,No,69,5420.65,0,1487.64,0.0,6908.29,No,Yes,93210
50,10,22.95,,No,,26,0,Coalinga,2706,Two Year,United States,9152-AMKAK,Stayed,No,Yes,Male,Yes,Cable,"36.186867, -120.387793",36.186867,-120.387793,No,80.25,No,0,0,Offer E,No,Yes,Yes,Credit Card,Yes,18036,Yes,Q3,No,5,No,California,Yes,Yes,Yes,6,493.4,0,137.7,0.0,631.1,No,Yes,93210
75,27,8.91,Competitor,Yes,Competitor offered more data,91,1,Ducor,3964,Month-to-Month,United States,4505-EXZHB,Churned,No,Yes,Female,Yes,Fiber Optic,"35.846067, -119.004073",35.846067,-119.004073,No,74.4,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,823,No,Q3,No,1,Yes,California,No,No,No,6,434.1,20,53.46,0.0,507.56,No,No,93218
74,13,31.73,,No,,77,0,Ducor,5242,One Year,United States,3509-GWQGF,Stayed,No,No,Male,Yes,Fiber Optic,"35.846067, -119.004073",35.846067,-119.004073,No,70.0,No,0,0,Offer C,No,No,No,Credit Card,Yes,823,No,Q3,No,3,Yes,California,No,No,No,24,1732.6,140,761.52,0.0,2634.12,No,No,93218
54,4,9.88,,No,,76,0,Ducor,4969,Month-to-Month,United States,4813-HQMGZ,Stayed,No,No,Female,Yes,Fiber Optic,"35.846067, -119.004073",35.846067,-119.004073,Yes,90.25,Yes,0,4,Offer E,No,No,Yes,Bank Withdrawal,Yes,823,Yes,Q3,Yes,3,No,California,Yes,Yes,No,8,743.75,0,79.04,0.0,822.79,No,No,93218
50,12,19.77,,No,,52,0,Ducor,5318,Month-to-Month,United States,8049-WJCLQ,Stayed,Yes,Yes,Male,Yes,DSL,"35.846067, -119.004073",35.846067,-119.004073,Yes,60.2,No,2,5,Offer D,No,No,No,Credit Card,Yes,823,No,Q3,Yes,4,No,California,No,No,Yes,10,563.5,0,197.7,0.0,761.2,No,Yes,93218
75,12,21.43,Competitor,Yes,Competitor made better offer,80,1,Huron,5245,Month-to-Month,United States,8972-HJWNV,Churned,No,No,Female,Yes,Fiber Optic,"36.217864, -120.080117",36.217864,-120.080117,Yes,84.55,Yes,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,6918,No,Q3,Yes,1,Yes,California,Yes,No,No,7,646.85,0,150.01,0.0,796.86,No,Yes,93234
40,0,15.14,Attitude,Yes,Attitude of support person,68,1,Huron,2362,One Year,United States,4464-JCOLN,Churned,No,No,Male,No,,"36.217864, -120.080117",36.217864,-120.080117,Yes,19.85,No,0,2,Offer E,No,No,No,Mailed Check,Yes,6918,No,Q3,Yes,3,No,California,No,No,No,2,35.9,0,30.28,0.0,66.18,No,No,93234
36,14,0.0,,No,,46,0,Huron,4921,Two Year,United States,4967-WPNCF,Stayed,No,Yes,Male,Yes,Cable,"36.217864, -120.080117",36.217864,-120.080117,No,63.7,No,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,6918,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,4464.8,0,0.0,0.0,4464.8,No,Yes,93234
27,85,29.67,,No,,48,0,Huron,4380,One Year,United States,3301-VKTGC,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.217864, -120.080117",36.217864,-120.080117,Yes,85.5,Yes,1,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,6918,No,Q3,Yes,3,No,California,No,No,No,68,5696.6,0,2017.56,0.0,7714.16,Yes,Yes,93234
67,15,29.29,Price,Yes,Price too high,75,1,Mc Kittrick,3336,Month-to-Month,United States,2860-RANUS,Churned,No,No,Female,Yes,Fiber Optic,"35.38381, -119.730885",35.38381,-119.730885,No,85.8,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,302,No,Q3,No,1,Yes,California,Yes,Yes,No,20,1727.5,0,585.8,0.0,2313.3,No,Yes,93251
68,13,6.81,,No,,44,0,Mc Kittrick,2259,Month-to-Month,United States,9334-GWGOW,Stayed,No,No,Male,Yes,Fiber Optic,"35.38381, -119.730885",35.38381,-119.730885,Yes,74.85,Yes,0,2,,No,No,Yes,Bank Withdrawal,Yes,302,No,Q3,Yes,4,Yes,California,No,No,No,7,485.25,0,47.67,0.0,532.92,No,Yes,93251
49,2,27.75,Competitor,Yes,Competitor had better devices,72,1,Mc Kittrick,5144,Month-to-Month,United States,8949-JTMAY,Churned,No,Yes,Female,Yes,Fiber Optic,"35.38381, -119.730885",35.38381,-119.730885,No,98.6,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,302,No,Q3,No,1,No,California,Yes,Yes,Yes,29,2933.2,0,804.75,0.0,3737.95,No,Yes,93251
37,0,33.31,,No,,46,0,Mc Kittrick,5794,Two Year,United States,3088-FVYWK,Stayed,Yes,No,Male,No,,"35.38381, -119.730885",35.38381,-119.730885,Yes,25.55,Yes,3,3,Offer B,No,No,No,Credit Card,Yes,302,No,Q3,Yes,3,No,California,No,No,No,53,1336.1,0,1765.43,37.37,3064.16,No,No,93251
75,8,33.49,Price,Yes,Lack of affordable download/upload speed,68,1,Visalia,6405,One Year,United States,0406-BPDVR,Churned,No,No,Female,Yes,Fiber Optic,"36.303793, -119.375646",36.303793,-119.375646,Yes,101.5,Yes,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,44741,No,Q3,No,2,Yes,California,Yes,Yes,Yes,54,5373.1,0,1808.46,0.0,7181.56,No,Yes,93277
35,0,12.81,Attitude,Yes,Attitude of service provider,80,1,Visalia,5437,Month-to-Month,United States,5510-BOIUJ,Churned,Yes,No,Male,No,,"36.303793, -119.375646",36.303793,-119.375646,No,19.25,No,7,0,,No,No,No,Credit Card,Yes,44741,No,Q3,No,3,No,California,No,No,No,1,19.25,0,12.81,0.0,32.06,No,No,93277
53,0,11.61,,No,,48,0,Visalia,5384,Month-to-Month,United States,8262-COGGB,Joined,No,No,Male,No,,"36.303793, -119.375646",36.303793,-119.375646,No,20.45,No,0,0,,No,No,Yes,Mailed Check,Yes,44741,No,Q3,No,3,No,California,No,No,No,1,20.45,0,11.61,0.0,32.06,No,No,93277
22,73,42.49,,No,,35,0,Visalia,5503,Month-to-Month,United States,1552-AAGRX,Stayed,No,No,Female,Yes,Fiber Optic,"36.303793, -119.375646",36.303793,-119.375646,No,106.4,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,44741,Yes,Q3,No,4,No,California,Yes,Yes,Yes,30,3211.9,60,1274.7,0.0,4546.6,Yes,No,93277
74,21,15.32,Price,Yes,Extra data charges,74,1,Woody,4596,Month-to-Month,United States,5276-KQWHG,Churned,No,No,Female,Yes,Fiber Optic,"35.710244, -118.881679",35.710244,-118.881679,No,69.6,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,88,No,Q3,No,3,Yes,California,No,No,No,2,131.65,0,30.64,0.0,162.29,No,Yes,93287
58,22,10.73,Attitude,Yes,Attitude of service provider,91,1,Woody,2514,Month-to-Month,United States,4471-KXAUH,Churned,No,Yes,Female,Yes,Fiber Optic,"35.710244, -118.881679",35.710244,-118.881679,Yes,84.3,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,88,Yes,Q3,Yes,3,No,California,No,No,No,42,3588.4,0,450.66,0.0,4039.06,No,Yes,93287
64,0,35.24,,No,,59,0,Woody,4517,Month-to-Month,United States,2480-JZOSN,Joined,No,No,Female,No,,"35.710244, -118.881679",35.710244,-118.881679,Yes,20.65,No,0,8,,No,No,Yes,Credit Card,Yes,88,No,Q3,Yes,4,No,California,No,No,No,1,20.65,0,35.24,0.0,55.89,No,No,93287
43,0,23.18,,No,,35,0,Woody,2028,One Year,United States,7089-RKVSZ,Stayed,No,No,Male,No,,"35.710244, -118.881679",35.710244,-118.881679,Yes,24.4,Yes,0,6,,No,No,No,Mailed Check,Yes,88,No,Q3,Yes,5,No,California,No,No,No,8,203.95,0,185.44,0.0,389.39,No,No,93287
74,7,0.0,Other,Yes,Don't know,94,1,Boron,3016,Month-to-Month,United States,9667-EQRXU,Churned,No,Yes,Female,Yes,Cable,"34.95703, -117.73045",34.95703,-117.73045,No,40.3,No,0,0,,No,No,Yes,Bank Withdrawal,No,2241,No,Q3,No,2,Yes,California,No,No,Yes,30,1172.95,100,0.0,0.0,1272.95,No,No,93516
43,0,15.95,,No,,46,0,Boron,2282,Two Year,United States,6425-JWTDV,Stayed,No,No,Male,No,,"34.95703, -117.73045",34.95703,-117.73045,Yes,19.25,No,0,5,Offer B,No,No,No,Credit Card,Yes,2241,No,Q3,Yes,4,No,California,No,No,No,48,855.1,0,765.6,0.0,1620.7,No,No,93516
46,16,42.1,,No,,40,0,Boron,2267,Month-to-Month,United States,5141-ZUVBH,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.95703, -117.73045",34.95703,-117.73045,No,93.0,No,1,0,,No,Yes,No,Bank Withdrawal,Yes,2241,Yes,Q3,No,3,No,California,Yes,Yes,No,9,870.25,0,378.9,0.0,1249.15,No,Yes,93516
34,16,7.84,,No,,64,0,Boron,5072,Month-to-Month,United States,0168-XZKBB,Stayed,No,No,Female,Yes,Fiber Optic,"34.95703, -117.73045",34.95703,-117.73045,Yes,86.85,Yes,0,8,,No,No,Yes,Bank Withdrawal,Yes,2241,No,Q3,Yes,5,No,California,No,No,Yes,19,1564.4,0,148.96,0.0,1713.36,No,Yes,93516
67,5,3.18,Competitor,Yes,Competitor had better devices,91,1,Palmdale,4662,Month-to-Month,United States,0946-CLJTI,Churned,No,Yes,Male,Yes,Fiber Optic,"34.613476, -118.256358",34.613476,-118.256358,Yes,98.7,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,34045,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,58,5812.6,0,184.44,0.0,5997.04,No,Yes,93551
72,5,2.97,,No,,51,0,Palmdale,2469,Two Year,United States,9603-OAIHC,Joined,No,No,Male,Yes,Fiber Optic,"34.613476, -118.256358",34.613476,-118.256358,No,70.05,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,34045,No,Q3,No,3,Yes,California,No,No,No,1,70.05,0,2.97,0.0,73.02,No,Yes,93551
63,0,44.53,,No,,29,0,Palmdale,2642,Month-to-Month,United States,7706-DZNKK,Stayed,No,No,Male,No,,"34.613476, -118.256358",34.613476,-118.256358,No,20.45,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,34045,No,Q3,No,4,No,California,No,No,No,11,237.3,0,489.83,0.0,727.13,No,No,93551
47,0,3.95,,No,,30,0,Palmdale,2861,Two Year,United States,2888-ADFAO,Stayed,Yes,No,Female,No,,"34.613476, -118.256358",34.613476,-118.256358,Yes,21.3,No,3,5,,No,No,Yes,Bank Withdrawal,Yes,34045,No,Q3,Yes,4,No,California,No,No,No,47,1041.8,0,185.65,0.0,1227.45,No,No,93551
69,12,13.38,Price,Yes,Price too high,91,1,Helm,4937,Month-to-Month,United States,9189-JWSHV,Churned,No,No,Female,Yes,Fiber Optic,"36.520537, -120.118055",36.520537,-120.118055,Yes,93.55,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,152,No,Q3,Yes,2,Yes,California,Yes,Yes,Yes,24,2264.05,0,321.12,0.0,2585.17,No,Yes,93627
39,0,29.56,,No,,30,0,Helm,3970,Two Year,United States,8859-AXJZP,Stayed,No,No,Male,No,,"36.520537, -120.118055",36.520537,-120.118055,Yes,23.8,Yes,0,7,,No,No,Yes,Credit Card,Yes,152,No,Q3,Yes,5,No,California,No,No,No,39,903.8,0,1152.84,0.0,2056.64,No,No,93627
30,0,2.66,,No,,74,0,Helm,4555,Two Year,United States,5406-KGRMX,Stayed,No,No,Female,No,,"36.520537, -120.118055",36.520537,-120.118055,No,24.55,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,152,No,Q3,No,5,No,California,No,No,No,71,1719.15,0,188.86,0.0,1908.01,No,No,93627
42,0,10.36,,No,,50,0,Helm,4510,One Year,United States,5847-MXBEO,Stayed,No,No,Male,No,,"36.520537, -120.118055",36.520537,-120.118055,No,20.3,No,0,0,Offer D,No,No,No,Credit Card,Yes,152,No,Q3,No,5,No,California,No,No,No,22,475.1,0,227.92,0.0,703.02,No,No,93627
70,7,39.49,Dissatisfaction,Yes,Service dissatisfaction,75,1,Parlier,2999,Month-to-Month,United States,0576-WNXXC,Churned,No,Yes,Male,Yes,Fiber Optic,"36.622237, -119.521126",36.622237,-119.521126,Yes,95.55,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,12587,No,Q3,Yes,1,Yes,California,Yes,Yes,No,27,2510.2,0,1066.23,0.0,3576.43,No,Yes,93648
37,57,35.04,,No,,65,0,Parlier,5892,One Year,United States,0036-IHMOT,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"36.622237, -119.521126",36.622237,-119.521126,Yes,103.7,No,3,10,,Yes,No,Yes,Bank Withdrawal,Yes,12587,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,55,5656.75,20,1927.2,0.0,7603.95,No,No,93648
30,0,32.43,,No,,65,0,Parlier,4128,One Year,United States,4716-MRVEN,Stayed,No,No,Female,No,,"36.622237, -119.521126",36.622237,-119.521126,No,20.0,No,0,0,Offer C,No,No,No,Credit Card,Yes,12587,No,Q3,No,5,No,California,No,No,No,29,599.3,0,940.47,0.0,1539.77,No,No,93648
57,20,44.81,,No,,34,0,Parlier,3463,Month-to-Month,United States,0289-IVARM,Stayed,No,Yes,Female,Yes,DSL,"36.622237, -119.521126",36.622237,-119.521126,No,60.55,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,12587,No,Q3,No,4,No,California,No,No,No,35,1982.6,0,1568.35,0.0,3550.95,No,Yes,93648
79,11,0.0,Competitor,Yes,Competitor had better devices,72,1,Daly City,3278,Month-to-Month,United States,5482-PLVPE,Churned,No,No,Female,Yes,DSL,"37.691561, -122.445202",37.691561,-122.445202,No,24.35,No,0,0,,No,No,No,Bank Withdrawal,No,47453,No,Q3,No,1,Yes,California,No,No,No,2,41.85,0,0.0,0.0,41.85,No,Yes,94014
54,7,22.39,Competitor,Yes,Competitor made better offer,84,1,Daly City,2122,Month-to-Month,United States,0207-MDKNV,Churned,No,Yes,Female,Yes,Fiber Optic,"37.691561, -122.445202",37.691561,-122.445202,No,105.1,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,47453,Yes,Q3,No,1,No,California,Yes,Yes,Yes,15,1582.75,0,335.85,0.0,1918.6,No,Yes,94014
34,7,36.39,Competitor,Yes,Competitor had better devices,67,1,Daly City,5071,Month-to-Month,United States,4277-PVRAN,Churned,No,No,Female,Yes,Fiber Optic,"37.691561, -122.445202",37.691561,-122.445202,No,80.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,47453,No,Q3,No,1,No,California,No,No,Yes,8,679.3,0,291.12,0.0,970.42,No,Yes,94014
47,8,16.49,Competitor,Yes,Competitor had better devices,87,1,Daly City,4773,Month-to-Month,United States,6017-PPLPX,Churned,No,No,Male,Yes,Fiber Optic,"37.691561, -122.445202",37.691561,-122.445202,Yes,70.45,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,47453,No,Q3,Yes,1,No,California,No,No,No,20,1470.95,0,329.8,0.0,1800.75,No,Yes,94014
76,16,20.98,Attitude,Yes,Attitude of support person,93,1,Half Moon Bay,4235,Month-to-Month,United States,4902-OHLSK,Churned,No,No,Female,Yes,Fiber Optic,"37.45567, -122.407992",37.45567,-122.407992,No,98.65,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,17929,Yes,Q3,No,1,Yes,California,Yes,No,Yes,29,2862.75,0,608.42,0.0,3471.17,No,Yes,94019
29,27,37.95,,No,,25,0,Half Moon Bay,6408,One Year,United States,7945-HLKEA,Stayed,No,Yes,Female,Yes,DSL,"37.45567, -122.407992",37.45567,-122.407992,No,64.75,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,17929,Yes,Q3,No,3,No,California,No,No,No,60,4039.5,120,2277.0,0.0,6436.5,Yes,No,94019
45,25,39.02,,No,,56,0,Half Moon Bay,5041,Month-to-Month,United States,0722-SVSFK,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.45567, -122.407992",37.45567,-122.407992,No,100.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,17929,Yes,Q3,No,3,No,California,Yes,Yes,Yes,7,715.0,0,273.14,0.0,988.14,No,Yes,94019
35,23,40.71,,No,,53,0,Half Moon Bay,5313,Month-to-Month,United States,5055-MGMGF,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.45567, -122.407992",37.45567,-122.407992,Yes,105.05,Yes,0,3,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,17929,No,Q3,Yes,3,No,California,Yes,Yes,Yes,65,6914.95,60,2646.15,0.0,9621.1,No,No,94019
78,14,6.66,Competitor,Yes,Competitor offered more data,90,1,Loma Mar,4324,Month-to-Month,United States,0495-ZBNGW,Churned,No,Yes,Male,Yes,Fiber Optic,"37.266388, -122.26308",37.266388,-122.26308,Yes,79.9,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,148,No,Q3,Yes,2,Yes,California,No,No,No,5,343.95,20,33.3,0.0,397.25,No,No,94021
69,9,14.61,,No,,38,0,Loma Mar,2227,One Year,United States,9825-YCXWZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.266388, -122.26308",37.266388,-122.26308,No,101.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,148,Yes,Q3,No,5,Yes,California,Yes,Yes,Yes,41,4016.2,0,599.01,0.0,4615.21,No,Yes,94021
53,6,18.03,Competitor,Yes,Competitor made better offer,76,1,Loma Mar,5803,Month-to-Month,United States,9851-KIELU,Churned,No,Yes,Male,Yes,Fiber Optic,"37.266388, -122.26308",37.266388,-122.26308,No,110.1,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,148,Yes,Q3,No,1,No,California,Yes,Yes,Yes,10,1043.3,0,180.3,0.0,1223.6,No,Yes,94021
33,0,10.54,,No,,41,0,Loma Mar,5322,One Year,United States,2862-JVEOY,Stayed,No,No,Male,No,,"37.266388, -122.26308",37.266388,-122.26308,No,19.15,No,0,0,,No,No,No,Credit Card,Yes,148,No,Q3,No,5,No,California,No,No,No,6,124.4,0,63.24,0.0,187.64,No,No,94021
79,10,28.14,Competitor,Yes,Competitor made better offer,78,1,Atherton,4136,Month-to-Month,United States,2357-COQEK,Churned,No,Yes,Female,Yes,Fiber Optic,"37.454924, -122.203168",37.454924,-122.203168,No,103.3,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,6876,Yes,Q3,No,2,Yes,California,Yes,No,Yes,28,2890.65,0,787.92,0.0,3678.57,No,Yes,94027
62,0,5.57,Price,Yes,Long distance charges,79,1,Atherton,3779,One Year,United States,0203-HHYIJ,Churned,No,No,Male,No,,"37.454924, -122.203168",37.454924,-122.203168,No,25.3,Yes,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,6876,No,Q3,No,3,No,California,No,No,No,25,676.35,0,139.25,0.0,815.6,No,No,94027
19,82,0.0,,No,,69,0,Atherton,4865,One Year,United States,5170-PTRKA,Stayed,No,No,Female,Yes,Cable,"37.454924, -122.203168",37.454924,-122.203168,Yes,35.8,No,0,1,,No,Yes,Yes,Credit Card,No,6876,Yes,Q3,Yes,4,No,California,No,No,No,49,1782.0,0,0.0,0.0,1782.0,Yes,Yes,94027
34,11,42.85,,No,,46,0,Atherton,4577,One Year,United States,1534-OULXE,Stayed,Yes,No,Female,Yes,DSL,"37.454924, -122.203168",37.454924,-122.203168,Yes,49.7,No,2,2,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,6876,No,Q3,Yes,3,No,California,No,No,No,61,2961.4,0,2613.85,0.0,5575.25,No,Yes,94027
73,26,3.23,Attitude,Yes,Attitude of support person,66,1,San Francisco,5245,Month-to-Month,United States,2034-CGRHZ,Churned,No,Yes,Male,Yes,Fiber Optic,"37.791222, -122.402241",37.791222,-122.402241,No,102.95,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,384,No,Q3,No,3,Yes,California,Yes,No,Yes,24,2496.7,0,77.52,0.0,2574.22,No,Yes,94104
63,10,9.06,Other,Yes,Moved,89,1,San Francisco,4321,Month-to-Month,United States,7969-AULMZ,Churned,No,No,Female,Yes,Fiber Optic,"37.791222, -122.402241",37.791222,-122.402241,No,97.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,384,No,Q3,No,3,No,California,Yes,Yes,Yes,21,2119.5,0,190.26,0.0,2309.76,No,Yes,94104
61,6,41.79,,No,,39,0,San Francisco,2051,One Year,United States,0297-RBCSG,Stayed,No,No,Male,Yes,DSL,"37.791222, -122.402241",37.791222,-122.402241,No,65.35,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,384,Yes,Q3,No,4,No,California,Yes,Yes,No,19,1231.85,60,794.01,0.0,2085.86,No,No,94104
46,21,47.82,,No,,58,0,San Francisco,5890,Two Year,United States,8263-QMNTJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.791222, -122.402241",37.791222,-122.402241,Yes,115.55,Yes,0,2,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,384,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8425.3,0,3443.04,0.0,11868.34,No,Yes,94104
74,13,8.75,Dissatisfaction,Yes,Limited range of services,69,1,Concord,5863,One Year,United States,9360-AHGNL,Churned,No,Yes,Female,Yes,Fiber Optic,"37.990118, -122.012188",37.990118,-122.012188,Yes,109.55,Yes,0,7,Offer B,No,Yes,Yes,Credit Card,Yes,18650,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,43,4830.25,0,376.25,0.0,5206.5,No,Yes,94519
39,17,11.15,,No,,61,0,Concord,3729,Month-to-Month,United States,5382-SOYZL,Stayed,No,No,Male,Yes,Fiber Optic,"37.990118, -122.012188",37.990118,-122.012188,No,95.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,18650,No,Q3,No,4,No,California,Yes,Yes,Yes,22,2162.6,0,245.3,0.0,2407.9,No,Yes,94519
23,58,45.71,,No,,78,0,Concord,5320,Month-to-Month,United States,1550-EENBN,Stayed,No,No,Female,Yes,Fiber Optic,"37.990118, -122.012188",37.990118,-122.012188,No,104.35,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,18650,No,Q3,No,4,No,California,Yes,Yes,Yes,31,3205.6,0,1417.01,0.0,4622.61,Yes,Yes,94519
29,71,45.67,,No,,80,0,Concord,2191,Month-to-Month,United States,0856-NAOES,Stayed,No,Yes,Male,Yes,DSL,"37.990118, -122.012188",37.990118,-122.012188,No,60.9,No,0,0,Offer E,No,No,No,Credit Card,Yes,18650,No,Q3,No,5,No,California,No,No,Yes,6,414.1,0,274.02,0.0,688.12,Yes,Yes,94519
73,24,5.57,Price,Yes,Long distance charges,87,1,Crockett,4522,Month-to-Month,United States,5485-WUYWF,Churned,No,Yes,Male,Yes,Cable,"38.049292, -122.228415",38.049292,-122.228415,No,66.4,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,3193,No,Q3,No,1,Yes,California,No,No,Yes,2,94.55,0,11.14,0.0,105.69,No,Yes,94525
56,24,0.0,Dissatisfaction,Yes,Network reliability,72,1,Crockett,3106,Month-to-Month,United States,5202-IVJNU,Churned,Yes,Yes,Female,Yes,DSL,"38.049292, -122.228415",38.049292,-122.228415,No,30.1,No,2,0,,No,No,No,Credit Card,No,3193,No,Q3,No,3,No,California,No,No,No,39,1131.3,150,0.0,0.0,1281.3,No,No,94525
59,23,25.2,,No,,61,0,Crockett,5917,Month-to-Month,United States,4002-BQWPQ,Stayed,No,Yes,Male,Yes,Cable,"38.049292, -122.228415",38.049292,-122.228415,No,81.75,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,3193,Yes,Q3,No,3,No,California,Yes,Yes,No,25,2028.8,0,630.0,0.0,2658.8,No,Yes,94525
34,22,37.97,,No,,63,0,Crockett,3971,Month-to-Month,United States,3099-OONVS,Stayed,Yes,No,Male,Yes,DSL,"38.049292, -122.228415",38.049292,-122.228415,Yes,54.3,No,1,6,Offer C,No,Yes,No,Bank Withdrawal,Yes,3193,Yes,Q3,Yes,4,No,California,No,No,No,25,1296.8,0,949.25,0.0,2246.05,No,Yes,94525
71,14,49.85,Price,Yes,Extra data charges,72,1,Fairfield,4512,Month-to-Month,United States,2632-UCGVD,Churned,No,No,Male,Yes,Fiber Optic,"38.287136, -122.02711",38.287136,-122.02711,Yes,100.05,Yes,0,6,,No,No,Yes,Credit Card,Yes,77683,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,66,6871.9,0,3290.1,0.0,10162.0,No,Yes,94533
25,69,1.23,Price,Yes,Lack of affordable download/upload speed,90,1,Fairfield,3056,Month-to-Month,United States,0137-OCGAB,Churned,No,No,Female,Yes,Fiber Optic,"38.287136, -122.02711",38.287136,-122.02711,No,80.2,Yes,0,0,Offer E,Yes,No,Yes,Mailed Check,Yes,77683,No,Q3,No,3,No,California,No,No,No,1,80.2,0,1.23,0.0,81.43,Yes,Yes,94533
41,0,42.66,,No,,65,0,Fairfield,2259,One Year,United States,4378-BZYFP,Stayed,No,No,Male,No,,"38.287136, -122.02711",38.287136,-122.02711,No,20.5,No,0,0,,No,No,Yes,Mailed Check,Yes,77683,No,Q3,No,3,No,California,No,No,No,17,365.8,0,725.22,0.0,1091.02,No,No,94533
55,0,34.86,,No,,64,0,Fairfield,3172,Month-to-Month,United States,5144-PQCDZ,Stayed,No,No,Male,No,,"38.287136, -122.02711",38.287136,-122.02711,No,19.95,No,0,0,,No,No,Yes,Credit Card,Yes,77683,No,Q3,No,5,No,California,No,No,No,4,59.25,0,139.44,0.0,198.69,No,No,94533
68,11,27.75,Other,Yes,Don't know,86,1,Pinole,6117,One Year,United States,6425-YQLLO,Churned,No,Yes,Female,Yes,Fiber Optic,"37.996462, -122.293716",37.996462,-122.293716,Yes,105.95,Yes,0,1,,No,No,Yes,Credit Card,Yes,16717,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,66,6975.25,0,1831.5,0.0,8806.75,No,Yes,94564
41,18,5.43,Competitor,Yes,Competitor offered higher download speeds,93,1,Pinole,5228,Month-to-Month,United States,8603-IJWDN,Churned,No,No,Male,Yes,Fiber Optic,"37.996462, -122.293716",37.996462,-122.293716,No,86.6,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,16717,No,Q3,No,3,No,California,Yes,Yes,No,1,86.6,0,5.43,0.0,92.03,No,Yes,94564
28,0,4.01,,No,,79,0,Pinole,4530,Two Year,United States,9953-ZMKSM,Stayed,No,No,Male,No,,"37.996462, -122.293716",37.996462,-122.293716,No,25.25,Yes,0,0,Offer B,No,No,No,Mailed Check,Yes,16717,No,Q3,No,4,No,California,No,No,No,63,1559.3,0,252.63,0.0,1811.93,Yes,No,94564
53,30,0.0,,No,,21,0,Pinole,5388,Month-to-Month,United States,4712-AUQZO,Stayed,No,Yes,Male,Yes,DSL,"37.996462, -122.293716",37.996462,-122.293716,No,33.6,No,0,0,,No,Yes,No,Credit Card,No,16717,No,Q3,No,4,No,California,No,No,No,18,550.35,0,0.0,0.0,550.35,No,Yes,94564
70,2,15.43,Attitude,Yes,Attitude of support person,75,1,Port Costa,2560,Month-to-Month,United States,2091-RFFBA,Churned,No,No,Female,Yes,Fiber Optic,"38.035707, -122.196821",38.035707,-122.196821,No,73.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,173,No,Q3,No,1,Yes,California,No,No,No,31,2217.15,0,478.33,0.0,2695.48,No,Yes,94569
42,10,7.97,Price,Yes,Extra data charges,90,1,Port Costa,3043,Month-to-Month,United States,5995-OIGLP,Churned,No,No,Male,Yes,Cable,"38.035707, -122.196821",38.035707,-122.196821,No,56.65,No,0,0,,No,Yes,No,Credit Card,Yes,173,Yes,Q3,No,1,No,California,No,No,No,12,654.85,0,95.64,0.0,750.49,No,Yes,94569
20,0,30.36,,No,,51,0,Port Costa,4004,Month-to-Month,United States,9046-JBFWA,Stayed,Yes,No,Male,No,,"38.035707, -122.196821",38.035707,-122.196821,No,19.15,No,2,0,,No,No,No,Credit Card,Yes,173,No,Q3,No,3,No,California,No,No,No,27,537.35,0,819.72,0.0,1357.07,Yes,No,94569
37,18,48.07,,No,,28,0,Port Costa,4242,Month-to-Month,United States,4391-LNRXK,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.035707, -122.196821",38.035707,-122.196821,No,94.95,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,173,Yes,Q3,No,5,No,California,Yes,Yes,No,22,2142.8,0,1057.54,0.0,3200.34,No,Yes,94569
66,2,3.3,Attitude,Yes,Attitude of service provider,81,1,Vallejo,4448,Month-to-Month,United States,6899-PPEEA,Churned,No,No,Female,Yes,Fiber Optic,"38.104705, -122.247387",38.104705,-122.247387,No,96.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,37218,No,Q3,No,2,Yes,California,Yes,No,Yes,37,3580.3,0,122.1,0.0,3702.4,No,Yes,94590
64,20,36.76,Competitor,Yes,Competitor had better devices,87,1,Vallejo,4689,Month-to-Month,United States,9565-DJPIB,Churned,No,No,Female,Yes,Fiber Optic,"38.104705, -122.247387",38.104705,-122.247387,No,89.6,Yes,0,0,Offer E,Yes,No,No,Credit Card,Yes,37218,No,Q3,No,1,No,California,No,No,Yes,4,365.65,0,147.04,0.0,512.69,No,Yes,94590
28,0,26.49,,No,,27,0,Vallejo,3408,Two Year,United States,8917-FAEMR,Stayed,No,No,Female,No,,"38.104705, -122.247387",38.104705,-122.247387,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,37218,No,Q3,No,3,No,California,No,No,No,37,784.25,0,980.13,0.0,1764.38,Yes,No,94590
35,0,12.51,,No,,42,0,Vallejo,2635,Two Year,United States,2729-VNVAP,Stayed,Yes,No,Female,No,,"38.104705, -122.247387",38.104705,-122.247387,Yes,19.8,No,1,0,,No,No,No,Credit Card,Yes,37218,No,Q3,No,4,No,California,No,No,No,33,641.35,0,412.83,0.0,1054.18,No,No,94590
65,30,28.98,Attitude,Yes,Attitude of support person,87,1,Oakland,4287,Month-to-Month,United States,4597-NUCQV,Churned,No,No,Male,Yes,Fiber Optic,"37.776523, -122.219268",37.776523,-122.219268,No,101.25,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,54876,No,Q3,No,3,Yes,California,Yes,Yes,Yes,24,2440.15,0,695.52,0.0,3135.67,No,Yes,94601
21,51,0.0,Dissatisfaction,Yes,Limited range of services,90,1,Oakland,5775,Month-to-Month,United States,8348-HFYIV,Churned,No,Yes,Male,Yes,DSL,"37.776523, -122.219268",37.776523,-122.219268,No,49.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,54876,No,Q3,No,3,No,California,Yes,Yes,Yes,2,90.35,0,0.0,0.0,90.35,Yes,Yes,94601
50,9,34.65,Dissatisfaction,Yes,Network reliability,96,1,Oakland,4624,Month-to-Month,United States,8019-ENHXU,Churned,No,Yes,Male,Yes,Fiber Optic,"37.776523, -122.219268",37.776523,-122.219268,Yes,99.45,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,54876,Yes,Q3,Yes,2,No,California,Yes,Yes,No,42,4138.05,140,1455.3,30.46,5702.89,No,No,94601
20,59,17.42,,No,,23,0,Oakland,2085,Month-to-Month,United States,0929-HYQEW,Joined,No,No,Male,Yes,DSL,"37.776523, -122.219268",37.776523,-122.219268,No,50.15,No,0,0,,No,Yes,Yes,Credit Card,Yes,54876,No,Q3,No,3,No,California,No,No,No,3,160.85,0,52.26,0.0,213.11,Yes,Yes,94601
78,25,43.66,Attitude,Yes,Attitude of support person,86,1,San Pablo,5655,Month-to-Month,United States,3754-DXMRT,Churned,No,No,Male,Yes,DSL,"37.980269, -122.342635",37.980269,-122.342635,No,44.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,55720,No,Q3,No,2,Yes,California,No,No,No,2,92.65,0,87.32,0.0,179.97,No,Yes,94806
79,16,14.75,,No,,68,0,San Pablo,5098,Two Year,United States,8628-MFKAX,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.980269, -122.342635",37.980269,-122.342635,Yes,116.75,Yes,0,6,Offer A,Yes,Yes,Yes,Credit Card,Yes,55720,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,8277.05,0,1062.0,0.0,9339.05,No,Yes,94806
47,27,0.0,,No,,78,0,San Pablo,3000,Month-to-Month,United States,4581-LNWUM,Stayed,No,Yes,Female,Yes,DSL,"37.980269, -122.342635",37.980269,-122.342635,No,49.15,No,0,0,Offer D,No,No,No,Bank Withdrawal,No,55720,No,Q3,No,3,No,California,Yes,Yes,Yes,13,649.4,0,0.0,0.0,649.4,No,Yes,94806
54,16,3.76,,No,,76,0,San Pablo,3969,Month-to-Month,United States,2080-GKCWQ,Joined,No,No,Male,Yes,Fiber Optic,"37.980269, -122.342635",37.980269,-122.342635,No,74.95,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,55720,No,Q3,No,4,No,California,No,No,No,2,151.75,0,7.52,0.0,159.27,No,Yes,94806
74,6,13.8,Competitor,Yes,Competitor offered more data,92,1,San Rafael,4174,Month-to-Month,United States,7130-VTEWQ,Churned,No,No,Female,Yes,Fiber Optic,"38.018065, -122.546024",38.018065,-122.546024,No,75.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,28403,No,Q3,No,3,Yes,California,No,No,No,8,606.25,0,110.4,0.0,716.65,No,Yes,94903
44,13,35.61,Competitor,Yes,Competitor offered more data,85,1,San Rafael,2405,Month-to-Month,United States,9948-YPTDG,Churned,No,No,Male,Yes,Fiber Optic,"38.018065, -122.546024",38.018065,-122.546024,Yes,79.45,No,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,28403,No,Q3,Yes,1,No,California,No,No,No,38,3013.05,40,1353.18,9.36,4396.87,No,No,94903
32,17,6.83,,No,,29,0,San Rafael,4770,One Year,United States,7629-WIXZF,Stayed,No,No,Female,Yes,DSL,"38.018065, -122.546024",38.018065,-122.546024,No,59.1,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,28403,No,Q3,No,3,No,California,Yes,Yes,No,7,369.25,0,47.81,0.0,417.06,No,Yes,94903
47,19,24.08,,No,,25,0,San Rafael,4004,Two Year,United States,2193-SFWQW,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.018065, -122.546024",38.018065,-122.546024,Yes,111.95,No,1,9,,Yes,Yes,No,Bank Withdrawal,Yes,28403,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8033.1,0,1733.76,0.0,9766.86,No,Yes,94903
78,21,17.51,Competitor,Yes,Competitor had better devices,87,1,Corte Madera,4138,Month-to-Month,United States,7903-CMPEY,Churned,No,No,Male,Yes,Fiber Optic,"37.924014, -122.511694",37.924014,-122.511694,Yes,80.3,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,9038,No,Q3,Yes,1,Yes,California,No,No,No,1,80.3,0,17.51,0.0,97.81,No,Yes,94925
29,59,5.25,,No,,73,0,Corte Madera,3280,Month-to-Month,United States,3524-WQDSG,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.924014, -122.511694",37.924014,-122.511694,Yes,99.3,Yes,2,8,,No,No,Yes,Bank Withdrawal,Yes,9038,No,Q3,Yes,3,No,California,Yes,Yes,Yes,43,4209.95,0,225.75,0.0,4435.7,Yes,Yes,94925
46,30,9.06,,No,,71,0,Corte Madera,4278,Two Year,United States,6461-SZMCV,Stayed,No,Yes,Female,Yes,DSL,"37.924014, -122.511694",37.924014,-122.511694,Yes,87.95,Yes,0,7,,Yes,Yes,No,Bank Withdrawal,Yes,9038,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,6365.35,0,643.26,0.0,7008.61,No,Yes,94925
37,13,0.0,,No,,61,0,Corte Madera,5318,Month-to-Month,United States,4367-NHWMM,Joined,No,No,Female,Yes,Cable,"37.924014, -122.511694",37.924014,-122.511694,No,24.9,No,0,0,,No,No,Yes,Credit Card,No,9038,No,Q3,No,4,No,California,No,No,No,1,24.9,0,0.0,0.0,24.9,No,Yes,94925
79,2,43.34,Attitude,Yes,Attitude of support person,71,1,Point Reyes Station,5242,Month-to-Month,United States,1704-NRWYE,Churned,No,No,Female,Yes,Fiber Optic,"38.060264, -122.830646",38.060264,-122.830646,No,80.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1885,No,Q3,No,2,Yes,California,No,No,Yes,9,751.65,0,390.06,0.0,1141.71,No,Yes,94956
52,26,27.68,,No,,57,0,Point Reyes Station,4978,One Year,United States,3800-LYTRK,Stayed,No,No,Female,Yes,DSL,"38.060264, -122.830646",38.060264,-122.830646,No,55.7,No,0,0,,No,Yes,No,Credit Card,Yes,1885,Yes,Q3,No,4,No,California,No,No,No,14,795.15,100,387.52,0.0,1282.67,No,No,94956
33,22,34.51,,No,,76,0,Point Reyes Station,5842,Month-to-Month,United States,7883-ROJOC,Stayed,No,No,Female,Yes,Cable,"38.060264, -122.830646",38.060264,-122.830646,Yes,44.9,No,0,0,Offer D,No,No,No,Credit Card,Yes,1885,No,Q3,No,5,No,California,No,No,No,19,839.65,0,655.69,0.0,1495.34,No,Yes,94956
52,20,0.0,,No,,37,0,Point Reyes Station,3607,One Year,United States,0020-JDNXP,Stayed,Yes,Yes,Female,Yes,DSL,"38.060264, -122.830646",38.060264,-122.830646,Yes,61.25,No,1,0,,No,Yes,No,Credit Card,No,1885,Yes,Q3,No,4,No,California,Yes,Yes,Yes,34,1993.2,0,0.0,0.0,1993.2,No,Yes,94956
76,15,44.88,Attitude,Yes,Attitude of support person,70,1,Boulder Creek,5651,Month-to-Month,United States,7481-ATQQS,Churned,No,Yes,Female,Yes,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,No,90.85,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,10520,No,Q3,No,2,Yes,California,Yes,No,No,49,4515.85,0,2199.12,0.0,6714.97,No,Yes,95006
71,23,47.66,Competitor,Yes,Competitor made better offer,91,1,Boulder Creek,3878,Month-to-Month,United States,6595-YGXIT,Churned,No,No,Male,Yes,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,No,88.95,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,10520,No,Q3,No,2,Yes,California,No,No,Yes,25,2291.2,0,1191.5,0.0,3482.7,No,Yes,95006
23,59,21.56,Competitor,Yes,Competitor made better offer,80,1,Boulder Creek,3038,Month-to-Month,United States,4361-BKAXE,Churned,No,Yes,Female,Yes,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,No,114.5,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,10520,Yes,Q3,No,1,No,California,Yes,Yes,Yes,41,4527.45,0,883.96,0.0,5411.41,Yes,Yes,95006
39,6,14.07,Attitude,Yes,Attitude of service provider,95,1,Boulder Creek,2187,Month-to-Month,United States,1143-NMNQJ,Churned,No,No,Female,Yes,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,No,85.7,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,10520,No,Q3,No,2,No,California,Yes,Yes,No,2,169.8,0,28.14,0.0,197.94,No,Yes,95006
67,9,0.0,Competitor,Yes,Competitor made better offer,85,1,Morgan Hill,5437,Month-to-Month,United States,0023-HGHWL,Churned,No,No,Male,Yes,Cable,"37.161544, -121.649371",37.161544,-121.649371,No,25.1,No,0,0,,No,No,Yes,Bank Withdrawal,No,41707,No,Q3,No,3,Yes,California,No,No,No,1,25.1,0,0.0,0.0,25.1,No,Yes,95037
73,21,6.25,Competitor,Yes,Competitor had better devices,71,1,Morgan Hill,2233,Month-to-Month,United States,9253-QXKBE,Churned,No,No,Male,Yes,Fiber Optic,"37.161544, -121.649371",37.161544,-121.649371,Yes,94.45,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,41707,No,Q3,Yes,1,Yes,California,Yes,No,Yes,29,2653.65,0,181.25,0.0,2834.9,No,Yes,95037
24,41,1.63,,No,,78,0,Morgan Hill,5669,Two Year,United States,8590-YFFQO,Stayed,No,Yes,Male,Yes,DSL,"37.161544, -121.649371",37.161544,-121.649371,Yes,64.95,No,0,1,Offer A,Yes,Yes,No,Credit Card,Yes,41707,Yes,Q3,Yes,3,No,California,No,No,No,70,4523.25,0,114.1,42.89,4594.46,Yes,Yes,95037
54,17,1.31,,No,,76,0,Morgan Hill,4545,Two Year,United States,0815-MFZGM,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.161544, -121.649371",37.161544,-121.649371,Yes,99.0,No,0,9,,No,No,Yes,Credit Card,Yes,41707,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,42,4135.0,0,55.02,0.0,4190.02,No,Yes,95037
77,3,2.98,Price,Yes,Price too high,90,1,Stockton,4367,Month-to-Month,United States,6161-UUUTA,Churned,No,No,Male,Yes,Fiber Optic,"37.902422, -121.440029",37.902422,-121.440029,No,79.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,49657,No,Q3,No,2,Yes,California,No,No,Yes,3,260.9,0,8.94,0.0,269.84,No,Yes,95206
65,22,28.64,,No,,28,0,Stockton,5193,One Year,United States,2460-NGXBJ,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.902422, -121.440029",37.902422,-121.440029,Yes,75.2,Yes,1,8,,No,No,Yes,Credit Card,Yes,49657,No,Q3,Yes,5,Yes,California,No,No,No,11,775.3,0,315.04,0.0,1090.34,No,Yes,95206
51,15,44.11,,No,,47,0,Stockton,4468,Month-to-Month,United States,5353-WILCI,Stayed,No,No,Female,Yes,Cable,"37.902422, -121.440029",37.902422,-121.440029,No,56.05,No,0,0,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,49657,No,Q3,No,3,No,California,No,No,No,28,1522.65,110,1235.08,0.0,2867.73,No,No,95206
42,23,31.55,,No,,47,0,Stockton,3503,One Year,United States,4700-UBQMV,Stayed,Yes,No,Male,Yes,DSL,"37.902422, -121.440029",37.902422,-121.440029,Yes,75.9,Yes,3,6,,No,Yes,Yes,Bank Withdrawal,Yes,49657,No,Q3,Yes,4,No,California,Yes,Yes,Yes,21,1549.75,0,662.55,0.0,2212.3,No,Yes,95206
73,8,43.61,Dissatisfaction,Yes,Product dissatisfaction,69,1,Stockton,3548,Month-to-Month,United States,6543-XRMYR,Churned,No,No,Female,Yes,Fiber Optic,"38.044523, -121.348048",38.044523,-121.348048,No,99.7,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,30814,No,Q3,No,1,Yes,California,Yes,No,Yes,30,2967.35,80,1308.3,0.0,4355.65,No,No,95209
65,6,22.33,Competitor,Yes,Competitor offered higher download speeds,82,1,Stockton,3179,Month-to-Month,United States,3565-UNOCC,Churned,No,Yes,Female,Yes,Fiber Optic,"38.044523, -121.348048",38.044523,-121.348048,Yes,99.05,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,30814,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,29,2952.85,0,647.57,0.0,3600.42,No,Yes,95209
38,26,0.0,Other,Yes,Don't know,71,1,Stockton,3958,Month-to-Month,United States,0841-NULXI,Churned,No,No,Male,Yes,DSL,"38.044523, -121.348048",38.044523,-121.348048,No,35.55,No,0,0,,No,No,Yes,Bank Withdrawal,No,30814,No,Q3,No,1,No,California,Yes,Yes,No,1,35.55,0,0.0,0.0,35.55,No,Yes,95209
37,9,5.08,,No,,42,0,Stockton,5875,Month-to-Month,United States,0058-EVZWM,Stayed,No,No,Female,Yes,Fiber Optic,"38.044523, -121.348048",38.044523,-121.348048,Yes,89.8,Yes,0,2,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,30814,No,Q3,Yes,3,No,California,No,No,Yes,55,4959.6,0,279.4,0.0,5239.0,No,Yes,95209
74,18,45.84,Competitor,Yes,Competitor offered more data,71,1,Murphys,4995,Month-to-Month,United States,2479-BRAMR,Churned,No,Yes,Male,Yes,Fiber Optic,"38.147852, -120.440124",38.147852,-120.440124,Yes,83.75,Yes,0,1,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,4353,No,Q3,Yes,1,Yes,California,No,No,No,41,3273.55,0,1879.44,0.0,5152.99,No,Yes,95247
29,59,24.67,,No,,36,0,Murphys,3130,One Year,United States,4189-NAKJS,Stayed,No,No,Male,Yes,Cable,"38.147852, -120.440124",38.147852,-120.440124,No,51.55,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,4353,No,Q3,No,3,No,California,No,No,No,26,1295.4,0,641.42,0.0,1936.82,Yes,Yes,95247
64,17,7.49,,No,,74,0,Murphys,4042,Month-to-Month,United States,1575-KRZZE,Stayed,No,No,Female,Yes,Cable,"38.147852, -120.440124",38.147852,-120.440124,No,55.2,No,0,0,Offer E,Yes,Yes,No,Bank Withdrawal,Yes,4353,No,Q3,No,3,No,California,No,No,No,4,220.65,0,29.96,0.0,250.61,No,Yes,95247
50,16,2.72,,No,,76,0,Murphys,5774,One Year,United States,0623-EJQEG,Stayed,No,No,Male,Yes,Fiber Optic,"38.147852, -120.440124",38.147852,-120.440124,No,93.55,Yes,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,4353,Yes,Q3,No,3,No,California,Yes,Yes,No,65,6069.25,30,176.8,0.0,6276.05,No,No,95247
76,21,2.9,Attitude,Yes,Attitude of support person,94,1,Crows Landing,2322,Month-to-Month,United States,3714-JTVOV,Churned,No,No,Female,Yes,Fiber Optic,"37.435664, -121.049056",37.435664,-121.049056,Yes,74.15,No,0,1,Offer B,No,Yes,Yes,Credit Card,Yes,1508,No,Q3,Yes,1,Yes,California,No,No,No,42,3229.4,0,121.8,0.0,3351.2,No,Yes,95313
32,19,24.16,,No,,33,0,Crows Landing,5192,Month-to-Month,United States,4660-IRIBM,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.435664, -121.049056",37.435664,-121.049056,Yes,87.9,No,1,1,Offer D,No,Yes,Yes,Mailed Check,Yes,1508,No,Q3,Yes,4,No,California,No,No,Yes,18,1500.5,0,434.88,0.0,1935.38,No,Yes,95313
56,27,45.46,,No,,79,0,Crows Landing,6148,Month-to-Month,United States,6988-CJEYV,Stayed,No,No,Male,Yes,Fiber Optic,"37.435664, -121.049056",37.435664,-121.049056,No,98.7,Yes,0,0,Offer B,Yes,No,No,Bank Withdrawal,Yes,1508,No,Q3,No,3,No,California,Yes,Yes,Yes,49,4920.55,0,2227.54,0.0,7148.09,No,Yes,95313
60,0,2.69,,No,,74,0,Crows Landing,5949,Month-to-Month,United States,0178-CIIKR,Joined,No,No,Female,No,,"37.435664, -121.049056",37.435664,-121.049056,No,19.95,No,0,0,,No,No,No,Credit Card,Yes,1508,No,Q3,No,3,No,California,No,No,No,3,58.0,0,8.07,0.0,66.07,No,No,95313
78,6,25.77,Competitor,Yes,Competitor made better offer,78,1,Merced,5697,Two Year,United States,8580-QVLOC,Churned,No,Yes,Female,Yes,DSL,"37.40122, -120.514191",37.40122,-120.514191,Yes,92.45,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,23100,Yes,Q3,No,1,Yes,California,Yes,No,Yes,72,6440.25,0,1855.44,0.0,8295.69,No,Yes,95348
69,12,6.18,,No,,34,0,Merced,4510,Month-to-Month,United States,0644-OQMDK,Stayed,No,No,Male,Yes,Fiber Optic,"37.40122, -120.514191",37.40122,-120.514191,No,70.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,23100,No,Q3,No,4,Yes,California,No,No,No,4,293.85,0,24.72,0.0,318.57,No,Yes,95348
44,16,44.94,Competitor,Yes,Competitor had better devices,85,1,Merced,5622,Month-to-Month,United States,2004-OCQXK,Churned,No,No,Female,Yes,Fiber Optic,"37.40122, -120.514191",37.40122,-120.514191,No,81.95,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,23100,No,Q3,No,1,No,California,Yes,Yes,No,1,81.95,0,44.94,0.0,126.89,No,Yes,95348
45,9,40.33,,No,,56,0,Merced,4778,One Year,United States,8268-YDIXR,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.40122, -120.514191",37.40122,-120.514191,Yes,93.15,Yes,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,23100,No,Q3,Yes,3,No,California,No,No,No,56,5253.95,0,2258.48,0.0,7512.43,No,Yes,95348
78,14,1.28,Competitor,Yes,Competitor made better offer,71,1,Modesto,3172,Month-to-Month,United States,2012-NWRPA,Churned,No,Yes,Female,Yes,Fiber Optic,"37.672906, -120.946594",37.672906,-120.946594,Yes,99.55,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,47613,No,Q3,Yes,3,Yes,California,Yes,No,Yes,11,1131.2,0,14.08,0.0,1145.28,No,Yes,95355
30,59,41.78,Dissatisfaction,Yes,Lack of self-service on Website,76,1,Modesto,2632,Month-to-Month,United States,4847-QNOKA,Churned,No,No,Female,Yes,DSL,"37.672906, -120.946594",37.672906,-120.946594,No,44.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,47613,No,Q3,No,2,No,California,No,No,No,1,44.9,0,41.78,0.0,86.68,No,Yes,95355
28,0,42.49,,No,,34,0,Modesto,5267,Two Year,United States,6980-IMXXE,Stayed,Yes,No,Female,No,,"37.672906, -120.946594",37.672906,-120.946594,Yes,20.2,No,2,5,,No,No,No,Bank Withdrawal,Yes,47613,No,Q3,Yes,5,No,California,No,No,No,69,1412.65,0,2931.81,0.0,4344.46,Yes,No,95355
61,25,20.11,,No,,28,0,Modesto,5865,Two Year,United States,3617-XLSGQ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.672906, -120.946594",37.672906,-120.946594,Yes,109.25,Yes,2,2,,Yes,Yes,No,Bank Withdrawal,Yes,47613,No,Q3,Yes,3,No,California,Yes,Yes,Yes,66,7082.5,80,1327.26,0.0,8489.76,No,No,95355
66,26,5.02,Price,Yes,Price too high,72,1,Modesto,3812,Month-to-Month,United States,8808-ELEHO,Churned,No,Yes,Male,Yes,Fiber Optic,"37.716186, -121.025836",37.716186,-121.025836,No,81.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,26055,No,Q3,No,1,Yes,California,No,No,No,8,585.95,0,40.16,0.0,626.11,No,Yes,95356
58,11,20.41,Competitor,Yes,Competitor had better devices,91,1,Modesto,4857,Month-to-Month,United States,9866-QEVEE,Churned,No,No,Male,Yes,Fiber Optic,"37.716186, -121.025836",37.716186,-121.025836,No,86.0,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,26055,No,Q3,No,1,No,California,Yes,Yes,No,19,1532.45,30,387.79,0.0,1950.24,No,No,95356
31,25,2.57,,No,,75,0,Modesto,4807,Month-to-Month,United States,7517-LDMPS,Stayed,No,No,Female,Yes,Fiber Optic,"37.716186, -121.025836",37.716186,-121.025836,No,84.6,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,26055,No,Q3,No,5,No,California,Yes,Yes,No,12,1017.35,0,30.84,0.0,1048.19,No,Yes,95356
49,0,2.85,,No,,21,0,Modesto,5566,Month-to-Month,United States,2220-IAHLS,Joined,No,No,Female,No,,"37.716186, -121.025836",37.716186,-121.025836,No,19.4,No,0,0,,No,No,No,Credit Card,Yes,26055,No,Q3,No,3,No,California,No,No,No,1,19.4,0,2.85,0.0,22.25,No,No,95356
69,2,22.56,Dissatisfaction,Yes,Product dissatisfaction,95,1,Winton,3357,Month-to-Month,United States,9058-CBREO,Churned,No,No,Female,Yes,Cable,"37.421299, -120.599587",37.421299,-120.599587,No,50.55,Yes,0,0,,No,No,No,Credit Card,Yes,11463,No,Q3,No,1,Yes,California,No,No,No,1,50.55,0,22.56,0.0,73.11,No,Yes,95388
39,0,22.31,,No,,37,0,Winton,3799,One Year,United States,2788-CJQAQ,Stayed,No,No,Male,No,,"37.421299, -120.599587",37.421299,-120.599587,No,19.45,No,0,0,Offer D,No,No,No,Mailed Check,Yes,11463,No,Q3,No,5,No,California,No,No,No,13,270.2,0,290.03,0.0,560.23,No,No,95388
21,52,0.0,,No,,45,0,Winton,4704,One Year,United States,9830-ECLEN,Stayed,Yes,Yes,Male,Yes,Cable,"37.421299, -120.599587",37.421299,-120.599587,Yes,50.0,No,3,9,,Yes,Yes,No,Mailed Check,No,11463,No,Q3,Yes,4,No,California,No,No,Yes,58,2919.85,0,0.0,0.0,2919.85,Yes,Yes,95388
29,27,11.99,,No,,33,0,Winton,2810,One Year,United States,5716-LIBJC,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.421299, -120.599587",37.421299,-120.599587,No,104.15,Yes,2,0,Offer D,Yes,No,Yes,Credit Card,Yes,11463,No,Q3,No,3,No,California,Yes,Yes,Yes,13,1299.1,0,155.87,2.76,1452.21,Yes,Yes,95388
74,25,31.17,Competitor,Yes,Competitor had better devices,80,1,Cobb,5172,Month-to-Month,United States,8063-GBATB,Churned,No,No,Female,Yes,Fiber Optic,"38.838088, -122.73203",38.838088,-122.73203,No,85.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1591,No,Q3,No,1,Yes,California,Yes,Yes,No,27,2287.25,0,841.59,0.0,3128.84,No,Yes,95426
67,4,33.21,,No,,73,0,Cobb,4291,Two Year,United States,9220-ZNKJI,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.838088, -122.73203",38.838088,-122.73203,Yes,88.8,No,0,5,,No,No,No,Credit Card,Yes,1591,Yes,Q3,Yes,3,Yes,California,No,No,Yes,55,4805.3,0,1826.55,0.0,6631.85,No,Yes,95426
39,10,49.45,,No,,45,0,Cobb,4538,Month-to-Month,United States,7742-MYPGI,Stayed,Yes,No,Female,Yes,DSL,"38.838088, -122.73203",38.838088,-122.73203,Yes,48.8,No,2,3,,No,No,Yes,Credit Card,Yes,1591,Yes,Q3,Yes,4,No,California,No,No,No,6,297.35,0,296.7,0.0,594.05,No,Yes,95426
37,27,39.9,,No,,50,0,Cobb,5136,One Year,United States,1042-HFUCW,Stayed,Yes,No,Female,Yes,DSL,"38.838088, -122.73203",38.838088,-122.73203,No,54.75,No,1,0,Offer C,Yes,No,Yes,Credit Card,Yes,1591,Yes,Q3,No,5,No,California,No,No,No,25,1266.35,0,997.5,15.76,2248.09,No,Yes,95426
68,7,16.37,Competitor,Yes,Competitor had better devices,96,1,Mendocino,2975,Month-to-Month,United States,1069-XAIEM,Churned,No,No,Female,Yes,Fiber Optic,"39.305545, -123.743697",39.305545,-123.743697,No,85.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,2229,No,Q3,No,1,Yes,California,Yes,Yes,No,1,85.05,0,16.37,0.0,101.42,No,Yes,95460
48,16,27.58,Other,Yes,Moved,79,1,Mendocino,5066,Month-to-Month,United States,7153-OANIO,Churned,No,No,Male,Yes,Fiber Optic,"39.305545, -123.743697",39.305545,-123.743697,No,69.95,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,2229,No,Q3,No,1,No,California,No,No,No,1,69.95,0,27.58,0.0,97.53,No,Yes,95460
44,0,49.85,,No,,79,0,Mendocino,4904,One Year,United States,9531-NSBMR,Stayed,No,No,Female,No,,"39.305545, -123.743697",39.305545,-123.743697,No,19.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,2229,No,Q3,No,3,No,California,No,No,No,36,679.8,0,1794.6,0.0,2474.4,No,No,95460
60,0,2.71,,No,,57,0,Mendocino,5440,Two Year,United States,5220-AGAAX,Stayed,Yes,No,Male,No,,"39.305545, -123.743697",39.305545,-123.743697,Yes,24.0,Yes,1,8,Offer A,No,No,Yes,Bank Withdrawal,Yes,2229,No,Q3,Yes,4,No,California,No,No,No,68,1664.3,0,184.28,0.0,1848.58,No,No,95460
68,10,45.77,Attitude,Yes,Attitude of support person,78,1,Blue Lake,5684,Month-to-Month,United States,6987-XQSJT,Churned,No,No,Female,Yes,Fiber Optic,"40.94338, -123.831799",40.94338,-123.831799,No,79.5,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1584,No,Q3,No,1,Yes,California,No,No,No,54,4370.25,0,2471.58,0.0,6841.83,No,Yes,95525
27,71,24.4,Other,Yes,Don't know,77,1,Blue Lake,3326,Month-to-Month,United States,7831-QGOXH,Churned,No,No,Female,Yes,Fiber Optic,"40.94338, -123.831799",40.94338,-123.831799,No,85.2,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1584,No,Q3,No,3,No,California,No,Yes,Yes,18,1553.9,0,439.2,0.0,1993.1,Yes,Yes,95525
53,3,1.8,,No,,28,0,Blue Lake,5385,Month-to-Month,United States,6898-MDLZW,Stayed,No,No,Male,Yes,DSL,"40.94338, -123.831799",40.94338,-123.831799,No,53.75,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,1584,Yes,Q3,No,5,No,California,No,No,No,12,648.65,0,21.6,0.0,670.25,No,Yes,95525
34,26,39.5,,No,,27,0,Blue Lake,5441,Month-to-Month,United States,3278-FSIXX,Joined,No,No,Female,Yes,Cable,"40.94338, -123.831799",40.94338,-123.831799,No,45.25,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,1584,No,Q3,No,3,No,California,No,No,No,2,74.2,0,79.0,0.0,153.2,No,Yes,95525
68,29,26.23,Price,Yes,Lack of affordable download/upload speed,78,1,Davis,2122,Month-to-Month,United States,0722-TROQR,Churned,No,No,Female,Yes,Fiber Optic,"38.508735, -121.678813",38.508735,-121.678813,No,74.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,67411,No,Q3,No,1,Yes,California,No,No,No,4,321.75,0,104.92,0.0,426.67,No,Yes,95616
34,26,10.07,Competitor,Yes,Competitor offered more data,83,1,Davis,2893,Month-to-Month,United States,7943-RQCHR,Churned,No,No,Female,Yes,Fiber Optic,"38.508735, -121.678813",38.508735,-121.678813,No,94.75,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,67411,No,Q3,No,2,No,California,Yes,Yes,Yes,9,889.9,30,90.63,0.0,1010.53,No,No,95616
45,0,16.13,,No,,24,0,Davis,2427,Two Year,United States,3352-RICWQ,Stayed,Yes,No,Female,No,,"38.508735, -121.678813",38.508735,-121.678813,Yes,19.75,No,2,6,Offer E,No,No,No,Credit Card,Yes,67411,No,Q3,Yes,4,No,California,No,No,No,9,210.65,0,145.17,0.0,355.82,No,No,95616
56,57,4.45,,No,,27,0,Davis,5476,Two Year,United States,5696-JVVQY,Stayed,Yes,Yes,Female,Yes,DSL,"38.508735, -121.678813",38.508735,-121.678813,Yes,70.1,No,3,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,67411,No,Q3,Yes,4,No,California,Yes,Yes,No,48,3238.4,30,213.6,0.0,3482.0,No,No,95616
75,30,36.5,Price,Yes,Price too high,94,1,Fair Oaks,4969,Month-to-Month,United States,6402-ZFPPI,Churned,No,No,Female,Yes,Fiber Optic,"38.652065, -121.25441",38.652065,-121.25441,No,102.8,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,40750,No,Q3,No,1,Yes,California,Yes,No,Yes,25,2660.2,0,912.5,0.0,3572.7,No,Yes,95628
30,51,41.95,Price,Yes,Lack of affordable download/upload speed,89,1,Fair Oaks,5643,Month-to-Month,United States,4558-FANTW,Churned,No,No,Female,Yes,Fiber Optic,"38.652065, -121.25441",38.652065,-121.25441,Yes,91.85,No,0,1,Offer D,No,Yes,No,Bank Withdrawal,Yes,40750,Yes,Q3,Yes,1,No,California,No,No,Yes,17,1574.45,0,713.15,0.0,2287.6,No,Yes,95628
38,24,15.69,,No,,36,0,Fair Oaks,3009,Month-to-Month,United States,5478-JJVZK,Stayed,No,No,Female,Yes,DSL,"38.652065, -121.25441",38.652065,-121.25441,No,60.9,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,40750,No,Q3,No,4,No,California,No,No,No,33,2033.85,0,517.77,0.0,2551.62,No,Yes,95628
31,0,24.16,,No,,20,0,Fair Oaks,4281,Month-to-Month,United States,6377-KSLXC,Stayed,No,No,Male,No,,"38.652065, -121.25441",38.652065,-121.25441,No,19.95,No,0,0,,No,No,No,Credit Card,Yes,40750,No,Q3,No,5,No,California,No,No,No,5,107.05,0,120.8,0.0,227.85,No,No,95628
73,13,10.04,Dissatisfaction,Yes,Network reliability,71,1,Grizzly Flats,3723,Month-to-Month,United States,9965-YOKZB,Churned,No,No,Male,Yes,Fiber Optic,"38.636102, -120.522149",38.636102,-120.522149,No,83.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,659,No,Q3,No,1,Yes,California,Yes,No,No,9,790.15,0,90.36,0.0,880.51,No,Yes,95636
68,17,34.39,Price,Yes,Long distance charges,78,1,Grizzly Flats,5507,One Year,United States,8651-ENBZX,Churned,No,Yes,Female,Yes,Fiber Optic,"38.636102, -120.522149",38.636102,-120.522149,No,106.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,659,Yes,Q3,No,3,Yes,California,Yes,No,Yes,60,6441.4,110,2063.4,0.0,8614.8,No,No,95636
60,12,5.8,Other,Yes,Don't know,83,1,Grizzly Flats,4580,One Year,United States,1208-DNHLN,Churned,No,No,Male,Yes,DSL,"38.636102, -120.522149",38.636102,-120.522149,Yes,48.35,Yes,0,1,,No,No,Yes,Credit Card,Yes,659,No,Q3,Yes,2,No,California,No,No,No,23,1067.15,0,133.4,0.0,1200.55,No,Yes,95636
40,15,48.44,,No,,60,0,Grizzly Flats,4162,Two Year,United States,3071-MVJCD,Stayed,No,Yes,Male,Yes,Cable,"38.636102, -120.522149",38.636102,-120.522149,Yes,82.3,Yes,0,10,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,659,Yes,Q3,Yes,3,No,California,No,No,Yes,72,5815.15,0,3487.68,0.0,9302.83,No,Yes,95636
72,11,16.94,Other,Yes,Don't know,96,1,Guinda,2420,Month-to-Month,United States,0504-HHAPI,Churned,No,Yes,Female,Yes,Fiber Optic,"38.830739, -122.196202",38.830739,-122.196202,No,88.3,Yes,0,0,,No,No,No,Credit Card,Yes,228,No,Q3,No,3,Yes,California,Yes,No,No,27,2467.75,0,457.38,0.0,2925.13,No,Yes,95637
59,6,4.04,Other,Yes,Don't know,72,1,Guinda,5593,Month-to-Month,United States,1761-AEZZR,Churned,No,No,Male,Yes,Fiber Optic,"38.830739, -122.196202",38.830739,-122.196202,No,79.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,228,No,Q3,No,2,No,California,No,No,Yes,1,79.55,0,4.04,0.0,83.59,No,Yes,95637
44,19,44.1,,No,,70,0,Guinda,6433,Month-to-Month,United States,1697-BCSHV,Stayed,Yes,No,Female,Yes,DSL,"38.830739, -122.196202",38.830739,-122.196202,Yes,66.8,Yes,1,2,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,228,No,Q3,Yes,5,No,California,No,No,Yes,58,3970.4,0,2557.8,0.0,6528.2,No,Yes,95637
28,59,12.54,,No,,39,0,Guinda,4741,Two Year,United States,4129-LYCOI,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.830739, -122.196202",38.830739,-122.196202,No,104.0,Yes,1,0,,Yes,No,Yes,Bank Withdrawal,Yes,228,Yes,Q3,No,3,No,California,Yes,Yes,Yes,67,7039.05,0,840.18,0.0,7879.23,Yes,Yes,95637
68,29,33.81,Attitude,Yes,Attitude of support person,85,1,Loomis,4803,Month-to-Month,United States,3791-LGQCY,Churned,No,Yes,Female,Yes,Cable,"38.809175, -121.171375",38.809175,-121.171375,Yes,100.65,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,11191,No,Q3,Yes,1,Yes,California,Yes,No,Yes,56,5688.05,130,1893.36,0.0,7711.41,No,No,95650
76,9,0.0,,No,,68,0,Loomis,5295,Two Year,United States,5456-ITGIC,Stayed,No,Yes,Male,Yes,DSL,"38.809175, -121.171375",38.809175,-121.171375,Yes,64.45,No,0,9,,Yes,Yes,Yes,Credit Card,No,11191,Yes,Q3,Yes,5,Yes,California,Yes,Yes,Yes,72,4641.1,0,0.0,0.0,4641.1,No,Yes,95650
53,0,20.42,,No,,43,0,Loomis,5160,Two Year,United States,7684-XSZIY,Stayed,Yes,No,Male,No,,"38.809175, -121.171375",38.809175,-121.171375,Yes,24.3,Yes,3,3,Offer A,No,No,No,Bank Withdrawal,Yes,11191,No,Q3,Yes,4,No,California,No,No,No,72,1643.25,0,1470.24,0.0,3113.49,No,No,95650
38,0,22.23,,No,,26,0,Loomis,2907,One Year,United States,0902-RFHOF,Stayed,No,No,Male,No,,"38.809175, -121.171375",38.809175,-121.171375,No,20.1,No,0,0,,No,No,No,Credit Card,Yes,11191,No,Q3,No,3,No,California,No,No,No,38,730.1,0,844.74,0.0,1574.84,No,No,95650
74,3,21.7,Attitude,Yes,Attitude of support person,94,1,Roseville,4400,Two Year,United States,8166-ZZTFS,Churned,No,Yes,Female,Yes,Cable,"38.736685, -121.251984",38.736685,-121.251984,Yes,80.55,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,25173,No,Q3,Yes,3,Yes,California,Yes,No,Yes,66,5265.1,0,1432.2,0.0,6697.3,No,Yes,95661
42,57,13.25,,No,,49,0,Roseville,4306,One Year,United States,2272-JKMSI,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.736685, -121.251984",38.736685,-121.251984,Yes,110.8,Yes,3,5,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,25173,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,6840.95,0,821.5,0.0,7662.45,No,Yes,95661
63,22,18.03,,No,,27,0,Roseville,5401,One Year,United States,8715-KKTFG,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.736685, -121.251984",38.736685,-121.251984,Yes,103.3,Yes,0,6,Offer B,No,No,Yes,Bank Withdrawal,Yes,25173,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,61,6518.35,0,1099.83,0.0,7618.18,No,Yes,95661
23,0,37.85,,No,,70,0,Roseville,2948,Month-to-Month,United States,3407-QGWLG,Joined,Yes,No,Male,No,,"38.736685, -121.251984",38.736685,-121.251984,No,20.05,No,1,0,,No,No,Yes,Credit Card,Yes,25173,No,Q3,No,4,No,California,No,No,No,3,75.45,0,113.55,0.0,189.0,Yes,No,95661
71,22,2.05,Attitude,Yes,Attitude of service provider,65,1,Pioneer,3079,Month-to-Month,United States,2956-GGUCQ,Churned,No,No,Male,Yes,Fiber Optic,"38.546999, -120.271114",38.546999,-120.271114,Yes,78.85,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,5501,No,Q3,Yes,1,Yes,California,No,No,No,24,1772.25,0,49.2,0.0,1821.45,No,Yes,95666
56,0,19.03,,No,,47,0,Pioneer,5620,One Year,United States,3131-NWVFJ,Stayed,No,No,Female,No,,"38.546999, -120.271114",38.546999,-120.271114,Yes,19.55,No,0,9,,No,No,No,Mailed Check,Yes,5501,No,Q3,Yes,3,No,California,No,No,No,14,294.5,0,266.42,0.0,560.92,No,No,95666
22,85,37.57,,No,,54,0,Pioneer,5835,Two Year,United States,5117-ZSMHQ,Stayed,Yes,Yes,Female,Yes,DSL,"38.546999, -120.271114",38.546999,-120.271114,Yes,89.9,Yes,1,9,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,5501,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,71,6342.7,150,2667.47,0.0,9160.17,Yes,No,95666
43,17,48.82,,No,,36,0,Pioneer,5502,Two Year,United States,1936-UAFEH,Stayed,No,No,Female,Yes,Fiber Optic,"38.546999, -120.271114",38.546999,-120.271114,No,110.25,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,5501,Yes,Q3,No,4,No,California,Yes,Yes,Yes,68,7279.35,30,3319.76,0.0,10629.11,No,No,95666
75,5,0.0,Competitor,Yes,Competitor had better devices,89,1,Soda Springs,4591,Month-to-Month,United States,2778-OCLGR,Churned,No,No,Male,Yes,DSL,"39.279068, -120.414275",39.279068,-120.414275,Yes,39.1,No,0,1,,No,Yes,No,Bank Withdrawal,No,88,No,Q3,Yes,1,Yes,California,Yes,No,No,24,971.3,0,0.0,0.0,971.3,No,Yes,95728
50,7,39.62,Competitor,Yes,Competitor had better devices,80,1,Soda Springs,5100,Month-to-Month,United States,9546-CQJSU,Churned,No,Yes,Female,Yes,Fiber Optic,"39.279068, -120.414275",39.279068,-120.414275,No,91.4,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,88,No,Q3,No,1,No,California,No,No,Yes,2,193.6,0,79.24,0.0,272.84,No,Yes,95728
37,10,45.95,,No,,57,0,Soda Springs,4280,Two Year,United States,5751-USDBL,Stayed,Yes,Yes,Male,Yes,Cable,"39.279068, -120.414275",39.279068,-120.414275,Yes,81.0,No,1,1,,No,Yes,No,Mailed Check,Yes,88,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,46,3846.35,0,2113.7,0.0,5960.05,No,Yes,95728
39,51,0.0,,No,,77,0,Soda Springs,6307,Month-to-Month,United States,3999-WRNGR,Stayed,Yes,No,Female,Yes,Cable,"39.279068, -120.414275",39.279068,-120.414275,Yes,49.75,No,3,2,,Yes,No,Yes,Bank Withdrawal,No,88,No,Q3,Yes,3,No,California,Yes,Yes,Yes,60,3069.45,0,0.0,0.0,3069.45,No,Yes,95728
66,30,18.69,Competitor,Yes,Competitor made better offer,69,1,Chico,5965,One Year,United States,7067-KSAZT,Churned,No,Yes,Female,Yes,Fiber Optic,"39.681488, -121.83721",39.681488,-121.83721,Yes,106.25,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,32848,No,Q3,Yes,1,Yes,California,Yes,No,Yes,65,6979.8,0,1214.85,0.0,8194.65,No,Yes,95928
37,3,6.71,Dissatisfaction,Yes,Product dissatisfaction,67,1,Chico,2872,One Year,United States,6302-JGYRJ,Churned,No,No,Male,Yes,DSL,"39.681488, -121.83721",39.681488,-121.83721,No,79.45,Yes,0,0,,Yes,No,Yes,Mailed Check,Yes,32848,Yes,Q3,No,1,No,California,Yes,Yes,Yes,31,2587.7,0,208.01,0.0,2795.71,No,Yes,95928
32,26,39.3,,No,,57,0,Chico,4483,Month-to-Month,United States,8695-WDYEA,Joined,No,No,Male,Yes,DSL,"39.681488, -121.83721",39.681488,-121.83721,No,51.25,No,0,0,,No,Yes,No,Credit Card,Yes,32848,No,Q3,No,4,No,California,No,No,No,1,51.25,0,39.3,0.0,90.55,No,Yes,95928
20,26,18.46,,No,,52,0,Chico,2292,Month-to-Month,United States,7901-HXJVA,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.681488, -121.83721",39.681488,-121.83721,No,76.45,No,0,0,,No,No,No,Bank Withdrawal,Yes,32848,No,Q3,No,4,No,California,No,No,No,14,1117.55,0,258.44,0.0,1375.99,Yes,Yes,95928
76,29,21.85,Dissatisfaction,Yes,Product dissatisfaction,67,1,Elk Creek,4176,Month-to-Month,United States,9300-AGZNL,Churned,No,No,Male,Yes,Fiber Optic,"39.53222, -122.594879",39.53222,-122.594879,No,94.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,587,No,Q3,No,1,Yes,California,Yes,No,Yes,1,94.0,0,21.85,0.0,115.85,No,Yes,95939
19,0,1.57,,No,,42,0,Elk Creek,4050,Month-to-Month,United States,3195-TQDZX,Joined,No,No,Male,No,,"39.53222, -122.594879",39.53222,-122.594879,No,20.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,587,No,Q3,No,5,No,California,No,No,No,3,61.45,0,4.71,0.0,66.16,Yes,No,95939
19,69,48.03,,No,,66,0,Elk Creek,4995,Month-to-Month,United States,2452-SNHFZ,Stayed,No,No,Female,Yes,Fiber Optic,"39.53222, -122.594879",39.53222,-122.594879,No,75.45,No,0,0,,No,Yes,No,Credit Card,Yes,587,No,Q3,No,4,No,California,No,No,No,47,3545.1,0,2257.41,0.0,5802.51,Yes,Yes,95939
20,59,13.8,,No,,61,0,Elk Creek,5415,Month-to-Month,United States,9529-OFXHY,Stayed,No,No,Male,Yes,Fiber Optic,"39.53222, -122.594879",39.53222,-122.594879,No,87.75,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,587,No,Q3,No,3,No,California,No,No,Yes,15,1242.2,0,207.0,0.0,1449.2,Yes,Yes,95939
67,6,4.28,Dissatisfaction,Yes,Service dissatisfaction,91,1,Grimes,2668,Month-to-Month,United States,1112-CUNAO,Churned,No,No,Female,Yes,Fiber Optic,"39.033058, -121.895718",39.033058,-121.895718,No,89.85,Yes,0,0,Offer D,Yes,No,No,Bank Withdrawal,Yes,531,No,Q3,No,2,Yes,California,Yes,No,No,15,1424.95,0,64.2,0.0,1489.15,No,Yes,95950
53,26,19.05,Competitor,Yes,Competitor had better devices,90,1,Grimes,2815,Month-to-Month,United States,7410-KTVFV,Churned,No,Yes,Male,Yes,DSL,"39.033058, -121.895718",39.033058,-121.895718,Yes,49.55,No,0,1,,No,No,Yes,Mailed Check,Yes,531,No,Q3,Yes,1,No,California,No,No,No,18,878.35,0,342.9,0.0,1221.25,No,Yes,95950
34,27,16.76,Dissatisfaction,Yes,Limited range of services,82,1,Grimes,5332,Month-to-Month,United States,8413-VONUO,Churned,No,No,Male,Yes,Fiber Optic,"39.033058, -121.895718",39.033058,-121.895718,No,95.65,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,531,No,Q3,No,3,No,California,Yes,Yes,Yes,2,167.3,0,33.52,0.0,200.82,No,Yes,95950
42,16,0.0,,No,,30,0,Grimes,4601,Two Year,United States,8819-WFGGJ,Stayed,No,Yes,Male,Yes,Cable,"39.033058, -121.895718",39.033058,-121.895718,Yes,54.1,No,0,7,Offer A,No,Yes,Yes,Bank Withdrawal,No,531,No,Q3,Yes,3,No,California,Yes,Yes,Yes,68,3794.5,0,0.0,0.0,3794.5,No,Yes,95950
79,15,45.16,Price,Yes,Price too high,72,1,Princeton,5546,Month-to-Month,United States,3389-YGYAI,Churned,No,Yes,Female,Yes,Fiber Optic,"39.424957, -122.039307",39.424957,-122.039307,No,105.5,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,495,No,Q3,No,3,Yes,California,Yes,No,Yes,8,829.55,0,361.28,0.0,1190.83,No,Yes,95970
45,19,1.02,Competitor,Yes,Competitor made better offer,79,1,Princeton,5449,Month-to-Month,United States,5766-XQXMQ,Churned,No,Yes,Female,Yes,DSL,"39.424957, -122.039307",39.424957,-122.039307,No,68.85,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,495,No,Q3,No,1,No,California,Yes,Yes,No,29,1970.5,0,29.58,0.0,2000.08,No,Yes,95970
53,23,0.0,,No,,55,0,Princeton,5006,One Year,United States,6968-MHOMU,Stayed,No,No,Male,Yes,Cable,"39.424957, -122.039307",39.424957,-122.039307,Yes,45.0,No,0,0,,No,No,Yes,Credit Card,No,495,No,Q3,No,3,No,California,Yes,Yes,Yes,58,2689.35,0,0.0,0.0,2689.35,No,Yes,95970
34,14,30.23,,No,,79,0,Princeton,5942,Two Year,United States,9330-VOFSZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.424957, -122.039307",39.424957,-122.039307,Yes,110.8,Yes,0,1,Offer B,Yes,No,Yes,Credit Card,Yes,495,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,60,6640.7,0,1813.8,9.79,8444.71,No,Yes,95970
78,7,32.4,Attitude,Yes,Attitude of support person,84,1,Williams,5638,Month-to-Month,United States,3070-DVEYC,Churned,No,No,Male,Yes,Fiber Optic,"39.117537, -122.284654",39.117537,-122.284654,No,73.75,Yes,0,0,,No,No,No,Credit Card,Yes,4579,No,Q3,No,2,Yes,California,No,No,No,7,545.15,0,226.8,0.0,771.95,No,Yes,95987
68,26,3.19,,No,,74,0,Williams,5116,Two Year,United States,7905-NJMXS,Stayed,No,No,Male,Yes,Cable,"39.117537, -122.284654",39.117537,-122.284654,Yes,64.2,Yes,0,2,,Yes,Yes,No,Bank Withdrawal,Yes,4579,Yes,Q3,Yes,4,Yes,California,No,No,No,7,475.0,0,22.33,0.0,497.33,No,Yes,95987
44,19,23.72,Dissatisfaction,Yes,Lack of self-service on Website,82,1,Williams,4073,Month-to-Month,United States,9728-FTTVZ,Churned,No,No,Female,Yes,Fiber Optic,"39.117537, -122.284654",39.117537,-122.284654,No,69.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,4579,No,Q3,No,3,No,California,No,No,No,1,69.2,0,23.72,0.0,92.92,No,Yes,95987
25,85,18.36,,No,,45,0,Williams,3096,Month-to-Month,United States,7682-AZNDK,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.117537, -122.284654",39.117537,-122.284654,Yes,89.85,No,3,5,,Yes,No,Yes,Bank Withdrawal,Yes,4579,No,Q3,Yes,5,No,California,No,No,Yes,34,3091.75,0,624.24,14.93,3701.06,Yes,Yes,95987
79,7,2.45,Dissatisfaction,Yes,Network reliability,79,1,Yuba City,4656,Month-to-Month,United States,5707-ORNDZ,Churned,No,No,Male,Yes,DSL,"39.075694, -121.70606",39.075694,-121.70606,No,54.55,Yes,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,27786,No,Q3,No,1,Yes,California,No,No,No,9,494.05,0,22.05,0.0,516.1,No,Yes,95993
56,6,3.27,Attitude,Yes,Attitude of service provider,90,1,Yuba City,3849,Month-to-Month,United States,6326-MTTXK,Churned,No,No,Male,Yes,Fiber Optic,"39.075694, -121.70606",39.075694,-121.70606,No,100.85,Yes,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,27786,No,Q3,No,2,No,California,Yes,Yes,Yes,8,819.55,0,26.16,0.0,845.71,No,Yes,95993
49,28,0.0,,No,,42,0,Yuba City,4051,Two Year,United States,3745-HRPHI,Stayed,Yes,Yes,Male,Yes,DSL,"39.075694, -121.70606",39.075694,-121.70606,Yes,54.65,No,3,0,,No,No,No,Bank Withdrawal,No,27786,Yes,Q3,No,5,No,California,Yes,Yes,Yes,66,3632.0,0,0.0,46.75,3585.25,No,Yes,95993
24,27,0.0,,No,,27,0,Yuba City,3746,Month-to-Month,United States,4310-KEDTB,Stayed,Yes,Yes,Female,Yes,DSL,"39.075694, -121.70606",39.075694,-121.70606,No,29.8,No,2,0,,No,No,Yes,Credit Card,No,27786,No,Q3,No,3,No,California,No,No,No,26,786.5,0,0.0,10.28,776.22,Yes,Yes,95993
78,17,26.95,Other,Yes,Don't know,91,1,Anderson,5859,Month-to-Month,United States,8696-JKZNU,Churned,No,No,Female,Yes,Fiber Optic,"40.448632, -122.306657",40.448632,-122.306657,No,76.25,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,21418,No,Q3,No,3,Yes,California,No,No,No,37,2841.55,0,997.15,0.0,3838.7,No,Yes,96007
55,10,17.08,Attitude,Yes,Attitude of service provider,81,1,Anderson,2969,Month-to-Month,United States,0330-IVZHA,Churned,No,No,Female,Yes,Fiber Optic,"40.448632, -122.306657",40.448632,-122.306657,Yes,69.95,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,21418,No,Q3,Yes,2,No,California,No,No,No,5,330.15,0,85.4,0.0,415.55,No,Yes,96007
38,13,32.57,,No,,26,0,Anderson,3581,Month-to-Month,United States,0570-BFQHT,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.448632, -122.306657",40.448632,-122.306657,No,80.55,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,21418,No,Q3,No,3,No,California,No,No,No,9,653.9,0,293.13,2.28,944.75,No,Yes,96007
22,0,29.19,,No,,46,0,Anderson,5203,Month-to-Month,United States,2676-ISHSF,Joined,No,No,Male,No,,"40.448632, -122.306657",40.448632,-122.306657,No,20.3,No,0,0,,No,No,No,Credit Card,Yes,21418,No,Q3,No,5,No,California,No,No,No,1,20.3,0,29.19,0.0,49.49,Yes,No,96007
71,3,2.26,Other,Yes,Don't know,67,1,Big Bend,2491,Month-to-Month,United States,2055-PDADH,Churned,No,No,Female,Yes,Fiber Optic,"41.096569, -121.879082",41.096569,-121.879082,No,70.4,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,265,No,Q3,No,3,Yes,California,No,No,No,3,204.7,0,6.78,0.0,211.48,No,Yes,96011
50,21,1.93,Attitude,Yes,Attitude of support person,96,1,Big Bend,6144,One Year,United States,2886-KEFUM,Churned,No,Yes,Female,Yes,Fiber Optic,"41.096569, -121.879082",41.096569,-121.879082,Yes,107.5,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,265,No,Q3,Yes,3,No,California,Yes,Yes,Yes,63,6873.75,60,121.59,0.0,7055.34,No,No,96011
50,0,9.82,,No,,37,0,Big Bend,5182,Two Year,United States,3696-DFHHB,Stayed,No,No,Female,No,,"41.096569, -121.879082",41.096569,-121.879082,No,25.5,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,265,No,Q3,No,5,No,California,No,No,No,68,1821.8,0,667.76,16.85,2472.71,No,No,96011
19,47,0.0,,No,,56,0,Big Bend,4122,One Year,United States,7781-EWARA,Stayed,Yes,Yes,Male,Yes,Cable,"41.096569, -121.879082",41.096569,-121.879082,Yes,60.35,No,3,1,Offer A,Yes,No,No,Bank Withdrawal,No,265,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,4138.7,0,0.0,49.23,4089.47,Yes,Yes,96011
76,5,43.04,Competitor,Yes,Competitor offered more data,67,1,Hat Creek,5915,Month-to-Month,United States,2302-ANTDP,Churned,No,Yes,Female,Yes,Fiber Optic,"40.789799, -121.474529",40.789799,-121.474529,Yes,117.45,Yes,0,9,,Yes,Yes,No,Bank Withdrawal,Yes,397,Yes,Q3,Yes,1,Yes,California,Yes,No,Yes,48,5438.9,0,2065.92,0.0,7504.82,No,Yes,96040
49,19,1.86,Competitor,Yes,Competitor made better offer,91,1,Hat Creek,3878,Month-to-Month,United States,7551-DACSP,Churned,Yes,Yes,Male,Yes,DSL,"40.789799, -121.474529",40.789799,-121.474529,Yes,55.3,No,1,1,Offer E,Yes,No,Yes,Mailed Check,Yes,397,No,Q3,Yes,2,No,California,No,No,No,6,324.25,0,11.16,0.0,335.41,No,Yes,96040
46,0,7.66,,No,,27,0,Hat Creek,4221,Month-to-Month,United States,2812-SFXMJ,Joined,Yes,No,Male,No,,"40.789799, -121.474529",40.789799,-121.474529,No,20.05,No,3,0,,No,No,No,Credit Card,Yes,397,No,Q3,No,3,No,California,No,No,No,1,20.05,0,7.66,0.0,27.71,No,No,96040
62,4,0.0,,No,,32,0,Hat Creek,5614,Month-to-Month,United States,3082-VQXNH,Joined,No,No,Male,Yes,DSL,"40.789799, -121.474529",40.789799,-121.474529,Yes,29.8,No,0,1,Offer E,Yes,No,No,Credit Card,No,397,No,Q3,Yes,3,No,California,No,No,No,3,94.4,0,0.0,0.0,94.4,No,Yes,96040
75,28,9.67,Competitor,Yes,Competitor offered more data,83,1,Shingletown,5030,Month-to-Month,United States,3957-LXOLK,Churned,No,Yes,Female,Yes,Fiber Optic,"40.497441, -121.827524",40.497441,-121.827524,No,106.15,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,4231,No,Q3,No,1,Yes,California,Yes,No,Yes,28,3152.5,0,270.76,0.0,3423.26,No,Yes,96088
35,27,42.45,,No,,74,0,Shingletown,5561,One Year,United States,6265-SXWBU,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"40.497441, -121.827524",40.497441,-121.827524,Yes,95.75,Yes,2,9,,Yes,No,No,Credit Card,Yes,4231,No,Q3,Yes,4,No,California,No,No,Yes,69,6511.25,0,2929.05,0.0,9440.3,No,Yes,96088
21,48,12.72,,No,,72,0,Shingletown,4413,One Year,United States,7711-YIJWC,Stayed,Yes,Yes,Male,Yes,Cable,"40.497441, -121.827524",40.497441,-121.827524,Yes,84.9,No,2,3,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,4231,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,61,5264.5,0,775.92,0.0,6040.42,Yes,Yes,96088
50,0,1.2,,No,,49,0,Shingletown,3058,One Year,United States,9801-NOSHQ,Stayed,Yes,No,Male,No,,"40.497441, -121.827524",40.497441,-121.827524,No,19.8,No,3,0,Offer D,No,No,No,Credit Card,Yes,4231,No,Q3,No,3,No,California,No,No,No,23,465.45,0,27.6,0.0,493.05,No,No,96088
69,23,23.33,Competitor,Yes,Competitor made better offer,92,1,Weaverville,5692,Month-to-Month,United States,5281-BUZGT,Churned,No,No,Male,Yes,Fiber Optic,"40.759401, -122.939337",40.759401,-122.939337,No,90.85,Yes,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,3749,No,Q3,No,1,Yes,California,No,No,Yes,36,3186.7,0,839.88,0.0,4026.58,No,Yes,96093
46,20,34.38,Price,Yes,Long distance charges,72,1,Weaverville,3091,Month-to-Month,United States,4183-WCSEP,Churned,No,No,Male,Yes,Fiber Optic,"40.759401, -122.939337",40.759401,-122.939337,No,78.45,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,3749,Yes,Q3,No,1,No,California,No,No,No,31,2435.15,40,1065.78,0.0,3540.93,No,No,96093
46,0,31.6,,No,,51,0,Weaverville,2185,One Year,United States,2387-KDZQY,Stayed,No,No,Male,No,,"40.759401, -122.939337",40.759401,-122.939337,No,20.1,No,0,0,,No,No,Yes,Credit Card,Yes,3749,No,Q3,No,4,No,California,No,No,No,17,279.5,0,537.2,0.0,816.7,No,No,96093
26,0,22.16,,No,,51,0,Weaverville,2483,Month-to-Month,United States,2159-TURXX,Stayed,No,No,Male,No,,"40.759401, -122.939337",40.759401,-122.939337,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,3749,No,Q3,No,4,No,California,No,No,No,5,95.55,0,110.8,0.0,206.35,Yes,No,96093
66,8,5.21,Competitor,Yes,Competitor had better devices,83,1,Los Angeles,3676,Month-to-Month,United States,3217-FZDMN,Churned,No,Yes,Female,Yes,Fiber Optic,"33.973616, -118.24902",33.973616,-118.24902,No,94.45,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,54492,No,Q3,No,1,Yes,California,Yes,No,Yes,8,742.95,0,41.68,0.0,784.63,No,Yes,90001
71,17,18.41,,No,,63,0,Los Angeles,4297,Two Year,United States,0136-IFMYD,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.973616, -118.24902",33.973616,-118.24902,Yes,109.95,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,54492,Yes,Q3,Yes,5,Yes,California,Yes,No,Yes,69,7634.25,0,1270.29,0.0,8904.54,No,Yes,90001
36,10,0.0,,No,,27,0,Los Angeles,3964,Month-to-Month,United States,7590-VHVEG,Joined,No,No,Female,Yes,DSL,"33.973616, -118.24902",33.973616,-118.24902,Yes,29.85,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,No,54492,No,Q3,No,3,No,California,No,No,No,1,29.85,0,0.0,0.0,29.85,No,Yes,90001
36,10,0.0,,No,,45,0,Los Angeles,4207,Month-to-Month,United States,3307-TLCUD,Stayed,No,Yes,Male,Yes,Cable,"33.973616, -118.24902",33.973616,-118.24902,Yes,34.4,No,0,1,,No,Yes,No,Mailed Check,No,54492,No,Q3,Yes,3,No,California,No,No,No,17,592.75,0,0.0,0.0,592.75,No,Yes,90001
65,11,18.92,Dissatisfaction,Yes,Network reliability,73,1,Los Angeles,4287,Month-to-Month,United States,7480-QNVZJ,Churned,No,No,Male,Yes,Fiber Optic,"34.059281, -118.30742",34.059281,-118.30742,No,95.7,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,43019,No,Q3,No,3,Yes,California,Yes,Yes,Yes,50,4816.7,0,946.0,0.0,5762.7,No,Yes,90005
19,51,9.12,Other,Yes,Moved,67,1,Los Angeles,2701,Month-to-Month,United States,9237-HQITU,Churned,Yes,No,Female,Yes,Fiber Optic,"34.059281, -118.30742",34.059281,-118.30742,No,70.7,No,2,0,,No,No,Yes,Bank Withdrawal,Yes,43019,No,Q3,No,2,No,California,No,No,No,2,151.65,0,18.24,0.0,169.89,Yes,Yes,90005
50,19,2.51,,No,,20,0,Los Angeles,5249,Month-to-Month,United States,8189-HBVRW,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.059281, -118.30742",34.059281,-118.30742,No,90.8,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,43019,No,Q3,No,3,No,California,No,No,No,53,4921.2,60,133.03,0.0,5114.23,No,No,90005
35,0,46.68,,No,,25,0,Los Angeles,4411,Two Year,United States,2706-QZIHY,Stayed,No,No,Female,No,,"34.059281, -118.30742",34.059281,-118.30742,Yes,25.2,Yes,0,9,,No,No,No,Credit Card,Yes,43019,No,Q3,Yes,4,No,California,No,No,No,15,387.9,0,700.2,0.0,1088.1,No,No,90005
66,3,0.0,Competitor,Yes,Competitor offered higher download speeds,91,1,Los Angeles,2296,Month-to-Month,United States,1862-SKORY,Churned,No,No,Female,Yes,Cable,"34.089953, -118.294824",34.089953,-118.294824,Yes,39.3,No,0,1,,Yes,No,Yes,Bank Withdrawal,No,41713,No,Q3,Yes,3,Yes,California,No,No,Yes,40,1637.4,0,0.0,0.0,1637.4,No,Yes,90029
72,17,41.14,,No,,57,0,Los Angeles,3779,Two Year,United States,0999-QXNSA,Stayed,Yes,No,Male,Yes,DSL,"34.089953, -118.294824",34.089953,-118.294824,No,45.75,No,1,0,,No,No,Yes,Credit Card,Yes,41713,No,Q3,No,4,Yes,California,No,No,No,7,344.2,0,287.98,29.0,603.18,No,Yes,90029
27,58,0.0,Competitor,Yes,Competitor had better devices,90,1,Los Angeles,2915,Month-to-Month,United States,8665-UTDHZ,Churned,No,No,Male,Yes,DSL,"34.089953, -118.294824",34.089953,-118.294824,Yes,30.2,No,0,1,,Yes,No,No,Bank Withdrawal,No,41713,No,Q3,Yes,1,No,California,No,No,No,1,30.2,0,0.0,0.0,30.2,Yes,Yes,90029
56,0,15.51,,No,,53,0,Los Angeles,2019,Two Year,United States,7644-OMVMY,Stayed,Yes,No,Male,No,,"34.089953, -118.294824",34.089953,-118.294824,Yes,19.85,No,1,5,,No,No,No,Credit Card,Yes,41713,No,Q3,Yes,3,No,California,No,No,No,10,198.5,0,155.1,0.0,353.6,No,No,90029
56,0,35.8,,No,,69,0,Los Angeles,5689,One Year,United States,5474-LAMUQ,Stayed,No,No,Male,No,,"34.089953, -118.294824",34.089953,-118.294824,Yes,20.1,No,0,9,Offer C,No,No,No,Credit Card,Yes,41713,No,Q3,Yes,3,No,California,No,No,No,24,533.9,0,859.2,0.0,1393.1,No,No,90029
72,20,41.43,Competitor,Yes,Competitor offered more data,91,1,Los Angeles,4618,Month-to-Month,United States,4816-JBHOV,Churned,No,No,Male,Yes,Cable,"33.952714, -118.292061",33.952714,-118.292061,No,44.7,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,87383,No,Q3,No,1,Yes,California,No,No,No,2,93.7,0,82.86,0.0,176.56,No,Yes,90044
52,23,29.38,,No,,25,0,Los Angeles,4715,Two Year,United States,9489-DEDVP,Stayed,No,No,Female,Yes,DSL,"33.952714, -118.292061",33.952714,-118.292061,Yes,69.2,Yes,0,8,,Yes,Yes,Yes,Credit Card,Yes,87383,No,Q3,Yes,3,No,California,No,No,Yes,70,4872.35,80,2056.6,0.0,7008.95,No,No,90044
53,8,6.29,,No,,53,0,Los Angeles,6274,Two Year,United States,7359-WWYJV,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.952714, -118.292061",33.952714,-118.292061,Yes,114.45,Yes,0,5,,Yes,Yes,No,Credit Card,Yes,87383,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8375.05,0,452.88,0.0,8827.93,No,Yes,90044
49,23,46.1,,No,,25,0,Los Angeles,4497,One Year,United States,1335-HQMKX,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.952714, -118.292061",33.952714,-118.292061,Yes,101.35,Yes,0,6,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,87383,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7323.15,0,3319.2,0.0,10642.35,No,Yes,90044
54,0,23.73,,No,,42,0,Los Angeles,2186,Month-to-Month,United States,4020-KIUDI,Stayed,Yes,No,Male,No,,"33.952714, -118.292061",33.952714,-118.292061,Yes,19.85,No,2,8,Offer E,No,No,No,Credit Card,Yes,87383,No,Q3,Yes,5,No,California,No,No,No,6,138.85,0,142.38,0.0,281.23,No,No,90044
77,27,6.01,Attitude,Yes,Attitude of support person,81,1,Downey,3336,Month-to-Month,United States,3247-ZVOUO,Churned,No,No,Male,Yes,Fiber Optic,"33.956228, -118.120993",33.956228,-118.120993,Yes,85.55,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,24908,No,Q3,No,1,Yes,California,Yes,No,No,10,851.75,0,60.1,0.0,911.85,No,Yes,90240
24,0,5.65,,No,,26,0,Downey,5482,One Year,United States,0731-EBJQB,Stayed,No,No,Female,No,,"33.956228, -118.120993",33.956228,-118.120993,Yes,20.4,No,0,3,Offer B,No,No,Yes,Bank Withdrawal,Yes,24908,No,Q3,Yes,3,No,California,No,No,No,52,1090.65,0,293.8,0.0,1384.45,Yes,No,90240
52,0,25.05,,No,,42,0,Downey,5874,Two Year,United States,2587-YNLES,Stayed,Yes,No,Female,No,,"33.956228, -118.120993",33.956228,-118.120993,Yes,20.1,No,1,4,Offer E,No,No,No,Credit Card,Yes,24908,No,Q3,Yes,4,No,California,No,No,No,6,100.35,0,150.3,0.0,250.65,No,No,90240
34,0,12.22,,No,,31,0,Downey,5789,Two Year,United States,3642-BYHDO,Stayed,Yes,No,Female,No,,"33.956228, -118.120993",33.956228,-118.120993,Yes,19.9,No,1,4,Offer A,No,No,No,Bank Withdrawal,Yes,24908,No,Q3,Yes,4,No,California,No,No,No,71,1389.35,0,867.62,0.0,2256.97,No,No,90240
61,2,0.0,,No,,54,0,Downey,5148,Two Year,United States,4940-KHCWD,Stayed,No,No,Female,Yes,Cable,"33.956228, -118.120993",33.956228,-118.120993,Yes,37.7,No,0,1,Offer B,Yes,Yes,No,Bank Withdrawal,No,24908,Yes,Q3,Yes,4,No,California,No,No,No,60,2288.7,0,0.0,0.0,2288.7,No,Yes,90240
66,27,9.93,Dissatisfaction,Yes,Limited range of services,66,1,Huntington Park,5769,Month-to-Month,United States,1268-ASBGA,Churned,No,No,Female,Yes,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,Yes,85.35,Yes,0,1,Offer D,No,No,Yes,Credit Card,Yes,78114,No,Q3,Yes,2,Yes,California,Yes,No,No,16,1375.15,0,158.88,0.0,1534.03,No,Yes,90255
80,22,4.51,,No,,20,0,Huntington Park,5177,One Year,United States,9705-IOVQQ,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,Yes,99.0,Yes,2,10,,Yes,No,No,Bank Withdrawal,Yes,78114,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,61,5969.3,0,275.11,21.17,6223.24,No,Yes,90255
32,57,13.13,Competitor,Yes,Competitor had better devices,87,1,Huntington Park,2483,Month-to-Month,United States,5919-TMRGD,Churned,Yes,No,Female,Yes,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,No,79.35,No,3,0,,No,No,Yes,Bank Withdrawal,Yes,78114,No,Q3,No,1,No,California,No,No,Yes,1,79.35,0,13.13,0.0,92.48,No,Yes,90255
25,58,48.48,Dissatisfaction,Yes,Service dissatisfaction,83,1,Huntington Park,5026,Month-to-Month,United States,4585-HETAI,Churned,No,Yes,Female,Yes,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,Yes,73.75,No,0,5,,No,No,Yes,Bank Withdrawal,Yes,78114,No,Q3,Yes,1,No,California,No,Yes,No,4,325.45,0,193.92,0.0,519.37,Yes,Yes,90255
48,0,19.28,,No,,57,0,Huntington Park,5190,Two Year,United States,0064-SUDOG,Stayed,Yes,No,Female,No,,"33.97803, -118.217141",33.97803,-118.217141,Yes,20.3,No,3,3,,No,No,No,Bank Withdrawal,Yes,78114,No,Q3,Yes,5,No,California,No,No,No,12,224.5,0,231.36,0.0,455.86,No,No,90255
80,30,31.91,Price,Yes,Long distance charges,94,1,Malibu,4322,Month-to-Month,United States,4713-LZDRV,Churned,No,No,Female,Yes,Cable,"34.037037, -118.705803",34.037037,-118.705803,No,79.6,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,11,No,Q3,No,3,Yes,California,Yes,No,No,2,195.05,0,63.82,0.0,258.87,No,Yes,90263
38,28,40.15,,No,,37,0,Malibu,4005,Month-to-Month,United States,9919-YLNNG,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.037037, -118.705803",34.037037,-118.705803,No,103.8,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,11,Yes,Q3,No,4,No,California,Yes,Yes,Yes,42,4327.5,110,1686.3,0.0,6123.8,No,No,90263
51,13,24.95,,No,,32,0,Malibu,4700,Two Year,United States,2040-XBAVJ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.037037, -118.705803",34.037037,-118.705803,Yes,114.45,Yes,1,0,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,11,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,8100.55,0,1796.4,0.0,9896.95,No,Yes,90263
55,0,15.54,,No,,38,0,Malibu,2100,Month-to-Month,United States,3530-CRZSB,Stayed,No,No,Female,No,,"34.037037, -118.705803",34.037037,-118.705803,No,20.65,No,0,0,,No,No,No,Credit Card,Yes,11,No,Q3,No,5,No,California,No,No,No,7,155.9,0,108.78,0.0,264.68,No,No,90263
19,73,0.0,,No,,67,0,Malibu,3445,One Year,United States,8292-FRFZQ,Stayed,No,No,Female,Yes,DSL,"34.037037, -118.705803",34.037037,-118.705803,No,41.15,No,0,0,Offer C,Yes,Yes,No,Bank Withdrawal,No,11,Yes,Q3,No,4,No,California,No,No,No,39,1700.9,0,0.0,0.0,1700.9,Yes,Yes,90263
68,25,28.12,Price,Yes,Extra data charges,87,1,Pacific Palisades,2373,Month-to-Month,United States,4325-NFSKC,Churned,No,No,Male,Yes,Fiber Optic,"34.079449, -118.548306",34.079449,-118.548306,No,90.6,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,22548,No,Q3,No,1,Yes,California,No,No,Yes,19,1660.0,0,534.28,0.0,2194.28,No,Yes,90272
56,12,45.5,Attitude,Yes,Attitude of support person,88,1,Pacific Palisades,3349,Month-to-Month,United States,9804-ICWBG,Churned,No,No,Male,Yes,Fiber Optic,"34.079449, -118.548306",34.079449,-118.548306,No,69.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,22548,No,Q3,No,2,No,California,No,No,No,1,69.9,0,45.5,0.0,115.4,No,Yes,90272
24,0,37.96,,No,,25,0,Pacific Palisades,4124,Two Year,United States,1862-QRWPE,Stayed,No,No,Female,No,,"34.079449, -118.548306",34.079449,-118.548306,Yes,20.65,No,0,10,,No,No,No,Bank Withdrawal,Yes,22548,No,Q3,Yes,5,No,California,No,No,No,48,1057.0,0,1822.08,0.0,2879.08,Yes,No,90272
21,0,8.38,,No,,28,0,Pacific Palisades,4345,Month-to-Month,United States,7234-KMNRQ,Stayed,No,No,Male,No,,"34.079449, -118.548306",34.079449,-118.548306,No,19.0,No,0,0,,No,No,No,Credit Card,Yes,22548,No,Q3,No,5,No,California,No,No,No,4,73.45,0,33.52,0.0,106.97,Yes,No,90272
63,52,45.81,,No,,57,0,Pacific Palisades,6090,Two Year,United States,6253-GNHWH,Stayed,Yes,Yes,Female,Yes,DSL,"34.079449, -118.548306",34.079449,-118.548306,Yes,71.1,Yes,3,9,,Yes,Yes,No,Credit Card,Yes,22548,Yes,Q3,Yes,4,No,California,No,No,No,71,5224.95,0,3252.51,0.0,8477.46,No,Yes,90272
74,20,48.34,Competitor,Yes,Competitor had better devices,96,1,San Pedro,3128,Month-to-Month,United States,8258-GSTJK,Churned,No,No,Male,Yes,Fiber Optic,"33.744119, -118.31448",33.744119,-118.31448,No,77.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,21279,No,Q3,No,1,Yes,California,No,No,No,3,237.75,0,145.02,0.0,382.77,No,Yes,90732
35,21,17.49,,No,,60,0,San Pedro,6311,Two Year,United States,1095-WGNGG,Stayed,No,No,Female,Yes,Fiber Optic,"33.744119, -118.31448",33.744119,-118.31448,Yes,101.05,Yes,0,2,,Yes,No,Yes,Bank Withdrawal,Yes,21279,No,Q3,Yes,4,No,California,Yes,Yes,Yes,61,5971.25,0,1066.89,0.0,7038.14,No,Yes,90732
26,76,9.5,,No,,39,0,San Pedro,4644,Two Year,United States,5377-NDTOU,Stayed,No,Yes,Female,Yes,Cable,"33.744119, -118.31448",33.744119,-118.31448,Yes,91.05,Yes,0,3,Offer A,Yes,Yes,No,Credit Card,Yes,21279,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6293.75,0,674.5,0.0,6968.25,Yes,Yes,90732
51,19,46.7,,No,,57,0,San Pedro,5121,One Year,United States,2000-MPKCA,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.744119, -118.31448",33.744119,-118.31448,No,107.75,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,21279,No,Q3,No,3,No,California,Yes,Yes,Yes,58,6332.75,0,2708.6,0.0,9041.35,No,Yes,90732
47,4,0.0,,No,,70,0,San Pedro,5268,One Year,United States,2144-ESWKO,Stayed,No,Yes,Male,Yes,Cable,"33.744119, -118.31448",33.744119,-118.31448,No,35.2,No,0,0,,No,Yes,Yes,Credit Card,No,21279,No,Q3,No,3,No,California,No,No,No,43,1463.7,0,0.0,0.0,1463.7,No,Yes,90732
74,22,19.76,Other,Yes,Moved,69,1,Long Beach,5098,One Year,United States,2995-UPRYS,Churned,No,No,Female,Yes,Fiber Optic,"33.752524, -118.210737",33.752524,-118.210737,Yes,99.2,No,0,1,,Yes,No,Yes,Credit Card,Yes,38427,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,40,4062.2,0,790.4,0.0,4852.6,No,Yes,90802
51,2,0.0,Other,Yes,Don't know,95,1,Long Beach,5633,One Year,United States,5294-CDGWY,Churned,No,Yes,Male,Yes,DSL,"33.752524, -118.210737",33.752524,-118.210737,Yes,59.3,No,0,1,,Yes,Yes,No,Bank Withdrawal,No,38427,No,Q3,Yes,1,No,California,Yes,Yes,Yes,51,3014.65,0,0.0,0.0,3014.65,No,Yes,90802
50,21,8.44,,No,,35,0,Long Beach,3128,Month-to-Month,United States,3466-BYAVD,Stayed,Yes,Yes,Male,Yes,Cable,"33.752524, -118.210737",33.752524,-118.210737,Yes,69.5,No,1,1,,Yes,No,Yes,Credit Card,Yes,38427,Yes,Q3,Yes,4,No,California,Yes,Yes,No,15,1071.4,0,126.6,0.0,1198.0,No,Yes,90802
22,42,15.77,,No,,32,0,Long Beach,4838,Month-to-Month,United States,2178-PMGCJ,Stayed,No,No,Male,Yes,Fiber Optic,"33.752524, -118.210737",33.752524,-118.210737,No,69.7,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,38427,No,Q3,No,3,No,California,No,No,No,22,1490.4,0,346.94,0.0,1837.34,Yes,Yes,90802
21,26,16.66,,No,,35,0,Long Beach,4252,One Year,United States,0326-VDYXE,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.752524, -118.210737",33.752524,-118.210737,Yes,97.65,Yes,0,9,Offer A,No,No,Yes,Bank Withdrawal,Yes,38427,No,Q3,Yes,4,No,California,Yes,Yes,Yes,70,6982.5,80,1166.2,0.0,8228.7,Yes,No,90802
65,20,36.58,Other,Yes,Moved,68,1,Long Beach,3645,Month-to-Month,United States,6686-YPGHK,Churned,No,No,Male,Yes,Fiber Optic,"33.823943, -118.111335",33.823943,-118.111335,No,85.5,No,0,0,,No,Yes,No,Credit Card,Yes,37417,No,Q3,No,3,Yes,California,Yes,Yes,No,47,4042.3,50,1719.26,0.0,5811.56,No,No,90808
74,20,46.11,,No,,54,0,Long Beach,6404,One Year,United States,7471-MQPOS,Stayed,Yes,Yes,Male,Yes,DSL,"33.823943, -118.111335",33.823943,-118.111335,Yes,72.9,Yes,3,1,,Yes,No,Yes,Bank Withdrawal,Yes,37417,Yes,Q3,Yes,4,Yes,California,Yes,No,No,71,5139.65,20,3273.81,0.0,8433.46,No,No,90808
63,9,7.26,Attitude,Yes,Attitude of support person,67,1,Long Beach,5613,Month-to-Month,United States,6910-HADCM,Churned,No,Yes,Female,Yes,Cable,"33.823943, -118.111335",33.823943,-118.111335,No,76.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,37417,No,Q3,No,2,No,California,No,No,No,1,76.35,0,7.26,0.0,83.61,No,Yes,90808
33,19,40.22,,No,,46,0,Long Beach,2563,Month-to-Month,United States,6551-GNYDG,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.823943, -118.111335",33.823943,-118.111335,Yes,80.9,No,1,7,,No,No,Yes,Bank Withdrawal,Yes,37417,No,Q3,Yes,5,No,California,Yes,Yes,No,14,1152.8,0,563.08,0.0,1715.88,No,Yes,90808
39,0,47.21,,No,,35,0,Long Beach,5851,Two Year,United States,6609-MXJHJ,Stayed,Yes,No,Female,No,,"33.823943, -118.111335",33.823943,-118.111335,Yes,25.1,Yes,2,6,Offer C,No,No,Yes,Credit Card,Yes,37417,No,Q3,Yes,3,No,California,No,No,No,30,789.55,0,1416.3,15.41,2190.44,No,No,90808
70,27,7.99,Competitor,Yes,Competitor offered more data,91,1,Montrose,4526,Month-to-Month,United States,8020-BWHYL,Churned,No,No,Female,Yes,Fiber Optic,"34.2112, -118.230625",34.2112,-118.230625,No,75.3,No,0,0,,Yes,No,Yes,Credit Card,Yes,7527,No,Q3,No,3,Yes,California,No,No,No,15,1147.45,0,119.85,0.0,1267.3,No,Yes,91020
72,16,9.1,,No,,79,0,Montrose,5371,Two Year,United States,3259-KNMRR,Stayed,No,Yes,Male,Yes,DSL,"34.2112, -118.230625",34.2112,-118.230625,No,79.75,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,7527,No,Q3,No,4,Yes,California,Yes,No,Yes,57,4438.2,0,518.7,0.0,4956.9,No,Yes,91020
39,30,6.05,,No,,54,0,Montrose,6212,Two Year,United States,5997-OPVFA,Stayed,No,Yes,Male,Yes,Cable,"34.2112, -118.230625",34.2112,-118.230625,Yes,89.05,Yes,0,7,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,7527,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6254.45,0,435.6,0.0,6690.05,No,Yes,91020
38,17,0.0,,No,,55,0,Montrose,4159,Two Year,United States,6701-DHKWQ,Stayed,No,Yes,Female,Yes,DSL,"34.2112, -118.230625",34.2112,-118.230625,Yes,51.35,No,0,10,Offer B,Yes,No,No,Credit Card,No,7527,Yes,Q3,Yes,3,No,California,No,No,Yes,61,3244.4,0,0.0,0.0,3244.4,No,Yes,91020
61,0,23.77,,No,,79,0,Montrose,5707,One Year,United States,1293-HHSHJ,Stayed,No,No,Female,No,,"34.2112, -118.230625",34.2112,-118.230625,No,21.1,No,0,0,Offer C,No,No,No,Credit Card,Yes,7527,No,Q3,No,4,No,California,No,No,No,35,741.0,0,831.95,14.23,1558.72,No,No,91020
75,5,12.08,Competitor,Yes,Competitor offered higher download speeds,76,1,San Marino,4958,Month-to-Month,United States,8010-EZLOU,Churned,No,No,Male,Yes,Fiber Optic,"34.122671, -118.112911",34.122671,-118.112911,No,80.2,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,13158,No,Q3,No,1,Yes,California,No,No,No,15,1217.25,0,181.2,0.0,1398.45,No,Yes,91108
43,8,19.01,Competitor,Yes,Competitor made better offer,92,1,San Marino,4444,Month-to-Month,United States,9820-RMCQV,Churned,No,No,Female,Yes,DSL,"34.122671, -118.112911",34.122671,-118.112911,No,48.55,No,0,0,,No,Yes,No,Credit Card,Yes,13158,No,Q3,No,1,No,California,No,No,No,11,501.0,130,209.11,0.0,840.11,No,No,91108
19,59,4.19,,No,,66,0,San Marino,2721,Month-to-Month,United States,5947-SGKCL,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.122671, -118.112911",34.122671,-118.112911,Yes,105.35,Yes,3,6,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,13158,No,Q3,Yes,3,No,California,Yes,Yes,Yes,15,1559.25,0,62.85,0.0,1622.1,Yes,Yes,91108
38,0,16.94,,No,,50,0,San Marino,3114,Two Year,United States,7321-KKSDU,Stayed,Yes,No,Male,No,,"34.122671, -118.112911",34.122671,-118.112911,No,20.5,No,2,0,,No,No,No,Credit Card,Yes,13158,No,Q3,No,4,No,California,No,No,No,32,696.8,0,542.08,0.0,1238.88,No,No,91108
53,5,29.52,,No,,62,0,San Marino,4519,Month-to-Month,United States,2828-SLQPF,Stayed,No,No,Male,Yes,DSL,"34.122671, -118.112911",34.122671,-118.112911,No,45.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,13158,No,Q3,No,3,No,California,No,No,No,19,865.85,0,560.88,22.55,1404.18,No,Yes,91108
70,2,7.23,Other,Yes,Don't know,78,1,Canyon Country,5844,Month-to-Month,United States,8062-YBDOE,Churned,No,No,Male,Yes,Fiber Optic,"34.422519, -118.420717",34.422519,-118.420717,No,69.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,59259,No,Q3,No,2,Yes,California,No,No,No,1,69.65,0,7.23,0.0,76.88,No,Yes,91351
23,30,5.12,Attitude,Yes,Attitude of support person,69,1,Canyon Country,4888,Month-to-Month,United States,7054-LGEQW,Churned,No,No,Female,Yes,DSL,"34.422519, -118.420717",34.422519,-118.420717,No,45.95,No,0,0,Offer E,No,No,No,Credit Card,Yes,59259,No,Q3,No,2,No,California,No,Yes,No,1,45.95,0,5.12,0.0,51.07,Yes,Yes,91351
22,69,40.49,,No,,58,0,Canyon Country,6398,One Year,United States,1347-KTTTA,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.422519, -118.420717",34.422519,-118.420717,Yes,102.45,No,0,10,Offer B,Yes,No,Yes,Credit Card,Yes,59259,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,64,6654.1,0,2591.36,0.0,9245.46,Yes,Yes,91351
33,0,15.73,,No,,31,0,Canyon Country,4075,Month-to-Month,United States,4063-EIKNQ,Stayed,Yes,No,Male,No,,"34.422519, -118.420717",34.422519,-118.420717,Yes,20.95,No,2,1,,No,No,No,Bank Withdrawal,Yes,59259,No,Q3,Yes,3,No,California,No,No,No,11,267.35,0,173.03,18.17,422.21,No,No,91351
36,0,36.03,,No,,45,0,Canyon Country,5514,Two Year,United States,4707-MAXGU,Stayed,No,No,Male,No,,"34.422519, -118.420717",34.422519,-118.420717,Yes,25.85,Yes,0,1,,No,No,No,Credit Card,Yes,59259,No,Q3,Yes,5,No,California,No,No,No,72,1872.2,0,2594.16,5.73,4460.63,No,No,91351
79,15,25.84,Dissatisfaction,Yes,Product dissatisfaction,66,1,Van Nuys,3980,Month-to-Month,United States,8988-ECPJR,Churned,No,No,Female,Yes,Fiber Optic,"34.17847, -118.459472",34.17847,-118.459472,Yes,79.6,Yes,0,1,Offer C,Yes,No,Yes,Credit Card,Yes,23646,No,Q3,Yes,1,Yes,California,No,No,No,34,2718.3,0,878.56,0.0,3596.86,No,Yes,91411
22,58,35.6,Dissatisfaction,Yes,Poor expertise of online support,81,1,Van Nuys,3638,Month-to-Month,United States,2232-DMLXU,Churned,No,No,Female,Yes,DSL,"34.17847, -118.459472",34.17847,-118.459472,Yes,55.2,No,0,0,,No,No,No,Credit Card,Yes,23646,No,Q3,No,2,No,California,No,Yes,Yes,1,55.2,0,35.6,0.0,90.8,Yes,Yes,91411
38,20,27.89,Attitude,Yes,Attitude of support person,69,1,Van Nuys,2699,Month-to-Month,United States,3494-JCHRQ,Churned,No,No,Male,Yes,Fiber Optic,"34.17847, -118.459472",34.17847,-118.459472,No,70.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,23646,No,Q3,No,2,No,California,No,No,No,1,70.05,0,27.89,0.0,97.94,No,Yes,91411
63,0,40.95,,No,,22,0,Van Nuys,2017,One Year,United States,4311-QTTAI,Stayed,No,No,Female,No,,"34.17847, -118.459472",34.17847,-118.459472,No,19.35,No,0,0,,No,No,No,Credit Card,Yes,23646,No,Q3,No,5,No,California,No,No,No,16,295.55,0,655.2,0.0,950.75,No,No,91411
44,23,37.6,,No,,49,0,Van Nuys,6251,One Year,United States,7964-ZRKKG,Stayed,No,No,Male,Yes,Fiber Optic,"34.17847, -118.459472",34.17847,-118.459472,Yes,88.4,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,23646,No,Q3,Yes,5,No,California,No,No,Yes,67,5798.3,0,2519.2,0.0,8317.5,No,Yes,91411
79,26,0.0,Dissatisfaction,Yes,Service dissatisfaction,96,1,Burbank,5303,Month-to-Month,United States,3776-EKTKM,Churned,No,No,Female,Yes,Cable,"34.188339, -118.300942",34.188339,-118.300942,No,36.45,No,0,0,,No,No,Yes,Bank Withdrawal,No,18112,No,Q3,No,3,Yes,California,No,No,Yes,1,36.45,0,0.0,0.0,36.45,No,Yes,91501
23,71,43.04,Other,Yes,Don't know,91,1,Burbank,3322,One Year,United States,2165-VOEGB,Churned,No,No,Female,Yes,Fiber Optic,"34.188339, -118.300942",34.188339,-118.300942,No,105.2,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,18112,Yes,Q3,No,2,No,California,Yes,Yes,Yes,46,4822.85,0,1979.84,0.0,6802.69,Yes,Yes,91501
31,21,24.14,Price,Yes,Lack of affordable download/upload speed,81,1,Burbank,3493,Month-to-Month,United States,2025-JKFWI,Churned,No,No,Male,Yes,Fiber Optic,"34.188339, -118.300942",34.188339,-118.300942,No,99.0,Yes,0,0,,No,No,Yes,Credit Card,Yes,18112,Yes,Q3,No,1,No,California,Yes,Yes,Yes,13,1301.7,0,313.82,0.0,1615.52,No,Yes,91501
49,4,17.76,,No,,73,0,Burbank,6370,Two Year,United States,2651-ZCBXV,Stayed,No,No,Male,Yes,Fiber Optic,"34.188339, -118.300942",34.188339,-118.300942,No,108.0,Yes,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,18112,Yes,Q3,No,3,No,California,Yes,Yes,Yes,54,5760.65,0,959.04,0.0,6719.69,No,Yes,91501
28,73,1.41,,No,,76,0,Burbank,5517,Month-to-Month,United States,5832-EXGTT,Stayed,Yes,No,Male,Yes,DSL,"34.188339, -118.300942",34.188339,-118.300942,Yes,60.2,No,3,9,,No,Yes,Yes,Credit Card,Yes,18112,No,Q3,Yes,3,No,California,Yes,Yes,No,29,1834.15,0,40.89,0.0,1875.04,Yes,Yes,91501
73,7,38.31,Dissatisfaction,Yes,Network reliability,95,1,Azusa,5915,Month-to-Month,United States,0643-OKLRP,Churned,No,No,Female,Yes,Fiber Optic,"34.174493, -117.87068",34.174493,-117.87068,Yes,80.35,Yes,0,1,,No,Yes,No,Bank Withdrawal,Yes,57775,No,Q3,Yes,1,Yes,California,No,No,No,47,3825.85,90,1800.57,0.0,5716.42,No,No,91702
38,11,25.16,,No,,56,0,Azusa,5246,One Year,United States,7576-ASEJU,Stayed,No,No,Female,Yes,DSL,"34.174493, -117.87068",34.174493,-117.87068,Yes,74.7,No,0,10,Offer B,No,Yes,Yes,Credit Card,Yes,57775,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,41,3187.65,0,1031.56,0.0,4219.21,No,Yes,91702
47,8,0.0,,No,,47,0,Azusa,4818,Month-to-Month,United States,9281-PKKZE,Stayed,No,No,Female,Yes,DSL,"34.174493, -117.87068",34.174493,-117.87068,Yes,43.95,No,0,1,,No,No,Yes,Bank Withdrawal,No,57775,No,Q3,Yes,3,No,California,Yes,Yes,Yes,46,2007.85,0,0.0,0.0,2007.85,No,Yes,91702
47,12,35.09,,No,,73,0,Azusa,5350,Two Year,United States,8200-LGKSR,Stayed,No,Yes,Male,Yes,DSL,"34.174493, -117.87068",34.174493,-117.87068,Yes,83.2,Yes,0,6,,No,Yes,No,Bank Withdrawal,Yes,57775,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6126.1,0,2491.39,0.0,8617.49,No,Yes,91702
37,17,32.12,,No,,57,0,Azusa,5058,Two Year,United States,0531-XBKMM,Stayed,Yes,No,Male,Yes,DSL,"34.174493, -117.87068",34.174493,-117.87068,No,65.7,Yes,2,0,,Yes,Yes,No,Bank Withdrawal,Yes,57775,Yes,Q3,No,3,No,California,No,No,No,66,4378.9,0,2119.92,0.0,6498.82,No,Yes,91702
74,29,0.0,Dissatisfaction,Yes,Limited range of services,85,1,El Monte,3843,Month-to-Month,United States,9381-NDKME,Churned,No,Yes,Female,Yes,Cable,"34.079934, -118.046695",34.079934,-118.046695,Yes,40.65,No,0,1,Offer C,No,No,Yes,Credit Card,No,30211,No,Q3,Yes,1,Yes,California,Yes,No,No,24,933.3,0,0.0,0.0,933.3,No,Yes,91731
47,21,46.23,Dissatisfaction,Yes,Network reliability,75,1,El Monte,5687,Month-to-Month,United States,4629-NRXKX,Churned,No,No,Female,Yes,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,Yes,70.4,No,0,1,,No,No,No,Bank Withdrawal,Yes,30211,No,Q3,Yes,1,No,California,No,No,No,2,147.15,0,92.46,0.0,239.61,No,Yes,91731
49,25,1.36,Other,Yes,Moved,92,1,El Monte,2414,Month-to-Month,United States,6331-EWIEB,Churned,No,No,Male,Yes,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,No,85.25,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,30211,No,Q3,No,2,No,California,No,No,Yes,20,1734.5,0,27.2,0.0,1761.7,No,Yes,91731
58,9,15.6,,No,,42,0,El Monte,4345,Month-to-Month,United States,3318-NMQXL,Joined,No,No,Male,Yes,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,No,92.0,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,30211,No,Q3,No,3,No,California,Yes,Yes,Yes,3,266.8,0,46.8,0.0,313.6,No,Yes,91731
55,19,49.52,,No,,46,0,El Monte,5957,Two Year,United States,3508-CFVZL,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,No,111.3,Yes,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,30211,Yes,Q3,No,3,No,California,Yes,Yes,Yes,71,7985.9,0,3515.92,0.0,11501.82,No,Yes,91731
80,18,13.84,Dissatisfaction,Yes,Service dissatisfaction,93,1,Pomona,4423,One Year,United States,8327-LZKAS,Churned,No,Yes,Female,Yes,Cable,"34.083086, -117.737997",34.083086,-117.737997,Yes,107.55,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,46626,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,43,4533.9,140,595.12,0.0,5269.02,No,No,91767
68,3,27.56,,No,,65,0,Pomona,5328,One Year,United States,4716-HHKQH,Stayed,No,No,Male,Yes,Fiber Optic,"34.083086, -117.737997",34.083086,-117.737997,Yes,107.05,Yes,0,3,,Yes,No,No,Bank Withdrawal,Yes,46626,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,20,2172.05,0,551.2,0.0,2723.25,No,Yes,91767
25,85,26.51,Other,Yes,Don't know,71,1,Pomona,5220,One Year,United States,7541-YLXCL,Churned,No,No,Male,Yes,Cable,"34.083086, -117.737997",34.083086,-117.737997,No,65.4,No,0,0,,Yes,No,Yes,Credit Card,Yes,46626,Yes,Q3,No,1,No,California,Yes,Yes,No,36,2498.4,0,954.36,0.0,3452.76,Yes,Yes,91767
39,24,24.81,,No,,52,0,Pomona,6225,Two Year,United States,2123-VSCOT,Stayed,No,Yes,Female,Yes,Cable,"34.083086, -117.737997",34.083086,-117.737997,Yes,72.1,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,46626,Yes,Q3,Yes,5,No,California,No,No,Yes,59,4194.85,0,1463.79,0.0,5658.64,No,Yes,91767
57,14,0.0,,No,,77,0,Pomona,3163,Month-to-Month,United States,7078-NVFAM,Stayed,Yes,No,Female,Yes,Cable,"34.083086, -117.737997",34.083086,-117.737997,Yes,35.15,No,1,3,,Yes,Yes,Yes,Bank Withdrawal,No,46626,No,Q3,Yes,4,No,California,No,No,No,32,1051.05,0,0.0,0.0,1051.05,No,Yes,91767
69,7,15.16,Attitude,Yes,Attitude of support person,87,1,Rosemead,3392,Month-to-Month,United States,1075-BGWOH,Churned,No,Yes,Male,Yes,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,Yes,98.75,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,61623,No,Q3,Yes,2,Yes,California,Yes,No,Yes,16,1587.55,0,242.56,0.0,1830.11,No,Yes,91770
51,16,42.29,Dissatisfaction,Yes,Network reliability,80,1,Rosemead,3676,Month-to-Month,United States,6432-TWQLB,Churned,No,No,Male,Yes,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,Yes,85.4,Yes,0,1,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,61623,Yes,Q3,Yes,3,No,California,No,No,No,5,401.1,0,211.45,45.37,567.18,No,Yes,91770
43,7,37.74,Attitude,Yes,Attitude of support person,91,1,Rosemead,3620,Month-to-Month,United States,4566-GOLUK,Churned,No,Yes,Male,Yes,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,Yes,107.35,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,61623,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,47,5118.95,0,1773.78,0.0,6892.73,No,Yes,91770
55,56,3.52,,No,,61,0,Rosemead,5370,Month-to-Month,United States,6080-TCMYC,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,Yes,81.2,Yes,3,4,,No,No,Yes,Bank Withdrawal,Yes,61623,No,Q3,Yes,3,No,California,No,No,No,40,3292.3,0,140.8,0.0,3433.1,No,Yes,91770
47,21,32.94,,No,,39,0,Rosemead,5432,Month-to-Month,United States,2133-TSRRM,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,No,105.35,No,3,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,61623,No,Q3,No,4,No,California,Yes,Yes,Yes,34,3688.6,110,1119.96,0.0,4918.56,No,No,91770
71,11,30.05,Competitor,Yes,Competitor made better offer,74,1,San Diego,3368,Month-to-Month,United States,8485-GJCDN,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232358",32.787836,-117.232376,No,69.05,No,0,0,,No,No,Yes,Credit Card,Yes,46086,No,Q3,No,3,Yes,California,No,No,No,5,318.5,0,150.25,0.0,468.75,No,Yes,92109
73,19,38.06,Competitor,Yes,Competitor made better offer,87,1,San Diego,4424,Month-to-Month,United States,6029-WTIPC,Churned,No,Yes,Male,Yes,Fiber Optic,"32.787836, -117.232360",32.787836,-117.232376,No,101.1,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,No,1,Yes,California,Yes,No,Yes,37,3744.05,0,1408.22,0.0,5152.27,No,Yes,92109
79,15,0.0,Competitor,Yes,Competitor made better offer,73,1,San Diego,3561,Month-to-Month,United States,3317-HRTNN,Churned,No,No,Female,Yes,DSL,"32.787836, -117.232367",32.787836,-117.232376,No,45.7,No,0,0,,No,No,No,Bank Withdrawal,No,46086,No,Q3,No,3,Yes,California,Yes,No,Yes,5,198.0,0,0.0,0.0,198.0,No,Yes,92109
67,20,16.43,Competitor,Yes,Competitor made better offer,68,1,San Diego,4994,Month-to-Month,United States,5569-OUICF,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232370",32.787836,-117.232376,Yes,101.3,Yes,0,1,Offer C,No,No,Yes,Credit Card,Yes,46086,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,28,2812.2,0,460.04,0.0,3272.24,No,Yes,92109
69,3,18.46,Competitor,Yes,Competitor had better devices,90,1,San Diego,4849,Month-to-Month,United States,8739-WWKDU,Churned,No,No,Male,Yes,Fiber Optic,"32.787836, -117.232376",32.787836,-117.232376,No,89.5,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,No,1,Yes,California,No,No,Yes,25,2196.15,0,461.5,0.0,2657.65,No,Yes,92109
47,6,16.88,Competitor,Yes,Competitor made better offer,76,1,San Diego,2750,Month-to-Month,United States,0302-JOIVN,Churned,No,Yes,Female,Yes,Fiber Optic,"32.787836, -117.232354",32.787836,-117.232376,Yes,101.15,No,0,1,,Yes,No,No,Bank Withdrawal,Yes,46086,No,Q3,Yes,2,No,California,Yes,Yes,Yes,8,842.9,0,135.04,0.0,977.94,No,Yes,92109
20,59,5.54,Other,Yes,Don't know,86,1,San Diego,4115,Month-to-Month,United States,5366-IJEQJ,Churned,No,Yes,Male,Yes,Fiber Optic,"32.787836, -117.232355",32.787836,-117.232376,No,88.7,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,No,1,No,California,No,No,Yes,20,1761.45,0,110.8,0.0,1872.25,Yes,Yes,92109
44,16,8.32,Competitor,Yes,Competitor made better offer,91,1,San Diego,5172,Month-to-Month,United States,1981-INRFU,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232356",32.787836,-117.232376,No,79.75,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,No,3,No,California,No,No,Yes,2,164.5,0,16.64,0.0,181.14,No,Yes,92109
48,6,11.09,Competitor,Yes,Competitor made better offer,89,1,San Diego,4464,Month-to-Month,United States,4971-PUYQO,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232357",32.787836,-117.232376,No,94.55,Yes,0,0,,No,No,Yes,Mailed Check,Yes,46086,No,Q3,No,2,No,California,Yes,Yes,Yes,27,2724.6,0,299.43,0.0,3024.03,No,Yes,92109
63,26,46.59,Competitor,Yes,Competitor made better offer,90,1,San Diego,4751,Two Year,United States,1527-SXDPN,Churned,No,Yes,Male,Yes,Fiber Optic,"32.787836, -117.232359",32.787836,-117.232376,Yes,96.25,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,46086,Yes,Q3,Yes,3,No,California,Yes,Yes,No,52,4990.25,120,2422.68,0.0,7532.93,No,No,92109
52,3,20.44,Competitor,Yes,Competitor made better offer,71,1,San Diego,6350,One Year,United States,8634-CILSZ,Churned,No,No,Male,Yes,Fiber Optic,"32.787836, -117.232361",32.787836,-117.232376,No,104.7,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,46086,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,7220.35,0,1410.36,0.0,8630.71,No,Yes,92109
20,76,8.08,Competitor,Yes,Competitor made better offer,65,1,San Diego,2810,Month-to-Month,United States,6682-QJDGB,Churned,Yes,No,Male,Yes,DSL,"32.787836, -117.232362",32.787836,-117.232376,No,55.25,No,1,0,,Yes,Yes,Yes,Mailed Check,Yes,46086,No,Q3,No,1,No,California,No,No,No,40,2139.2,0,323.2,0.0,2462.4,Yes,Yes,92109
53,3,1.15,Competitor,Yes,Competitor made better offer,71,1,San Diego,5656,Month-to-Month,United States,8780-IXSTS,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232363",32.787836,-117.232376,No,90.1,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,No,1,No,California,No,No,Yes,6,521.3,0,6.9,0.0,528.2,No,Yes,92109
60,13,15.03,Competitor,Yes,Competitor made better offer,91,1,San Diego,3407,Month-to-Month,United States,9530-EHPOH,Churned,No,Yes,Male,Yes,DSL,"32.787836, -117.232364",32.787836,-117.232376,No,53.75,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,46086,No,Q3,No,1,No,California,No,No,No,11,608.0,0,165.33,0.0,773.33,No,Yes,92109
43,22,2.6,Other,Yes,Don't know,91,1,San Diego,5800,Month-to-Month,United States,0345-HKJVM,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232365",32.787836,-117.232376,No,89.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,46086,No,Q3,No,1,No,California,Yes,Yes,Yes,6,577.6,0,15.6,0.0,593.2,No,Yes,92109
21,42,23.26,Competitor,Yes,Competitor made better offer,86,1,San Diego,4176,Month-to-Month,United States,3049-SOLAY,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232366",32.787836,-117.232376,Yes,95.2,Yes,0,5,,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,Yes,1,No,California,Yes,Yes,Yes,3,292.85,20,69.78,0.0,382.63,Yes,No,92109
51,23,47.91,Competitor,Yes,Competitor made better offer,88,1,San Diego,3683,Month-to-Month,United States,3235-ETOOB,Churned,No,No,Male,Yes,Fiber Optic,"32.787836, -117.232368",32.787836,-117.232376,Yes,74.5,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,46086,No,Q3,Yes,2,No,California,No,No,No,8,609.9,0,383.28,0.0,993.18,No,Yes,92109
57,5,22.48,Competitor,Yes,Competitor made better offer,71,1,San Diego,2119,Month-to-Month,United States,8058-INTPH,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232369",32.787836,-117.232376,No,79.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,No,3,No,California,No,No,Yes,1,79.65,0,22.48,0.0,102.13,No,Yes,92109
53,7,39.79,Competitor,Yes,Competitor made better offer,82,1,San Diego,2943,Month-to-Month,United States,8821-XNHVZ,Churned,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232371",32.787836,-117.232376,Yes,80.05,No,0,1,,No,No,Yes,Mailed Check,Yes,46086,No,Q3,Yes,3,No,California,No,No,Yes,1,80.05,0,39.79,0.0,119.84,No,Yes,92109
25,48,4.0,Competitor,Yes,Competitor made better offer,91,1,San Diego,5292,Month-to-Month,United States,2082-OJVTK,Churned,No,Yes,Male,Yes,Fiber Optic,"32.787836, -117.232372",32.787836,-117.232376,Yes,89.2,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,Yes,1,No,California,Yes,Yes,No,29,2698.35,0,116.0,0.0,2814.35,Yes,Yes,92109
59,25,14.09,Competitor,Yes,Competitor made better offer,88,1,San Diego,3427,Month-to-Month,United States,5940-NFXKV,Churned,No,No,Male,Yes,Fiber Optic,"32.787836, -117.232373",32.787836,-117.232376,Yes,83.65,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,Yes,2,No,California,Yes,Yes,No,19,1465.75,130,267.71,0.0,1863.46,No,No,92109
62,0,31.7,Competitor,Yes,Competitor made better offer,67,1,San Diego,5579,Month-to-Month,United States,8053-WWDRO,Churned,No,No,Female,No,,"32.787836, -117.232374",32.787836,-117.232376,Yes,19.5,No,0,1,,No,No,No,Bank Withdrawal,Yes,46086,No,Q3,Yes,3,No,California,No,No,No,6,146.3,0,190.2,0.0,336.5,No,No,92109
58,4,6.44,Competitor,Yes,Competitor made better offer,94,1,San Diego,2180,Month-to-Month,United States,9564-KCLHR,Churned,No,No,Male,Yes,DSL,"32.787836, -117.232375",32.787836,-117.232376,No,51.25,No,0,0,,No,No,No,Mailed Check,Yes,46086,Yes,Q3,No,1,No,California,No,No,No,1,51.25,0,6.44,0.0,57.69,No,Yes,92109
31,24,11.73,Competitor,Yes,Competitor made better offer,88,1,San Diego,3037,Month-to-Month,United States,2082-CEFLT,Churned,No,No,Male,Yes,DSL,"32.787836, -117.232376",32.787836,-117.232376,No,45.6,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,46086,No,Q3,No,1,No,California,No,No,No,1,45.6,0,11.73,0.0,57.33,No,Yes,92109
62,23,13.23,,No,,71,0,San Diego,2170,One Year,United States,9833-TGFHX,Stayed,No,No,Male,Yes,Fiber Optic,"32.787836, -117.232376",32.787836,-117.232376,Yes,97.1,Yes,0,1,,No,Yes,No,Bank Withdrawal,Yes,46086,No,Q3,Yes,3,No,California,Yes,Yes,Yes,42,4016.75,150,555.66,46.56,4675.85,No,No,92109
51,12,26.84,,No,,36,0,San Diego,5957,Month-to-Month,United States,1492-QGCLU,Stayed,Yes,Yes,Male,Yes,Cable,"32.787836, -117.232376",32.787836,-117.232376,Yes,85.7,Yes,2,5,,No,Yes,No,Bank Withdrawal,Yes,46086,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,53,4616.1,0,1422.52,0.0,6038.62,No,Yes,92109
23,52,35.45,,No,,32,0,San Diego,2952,Month-to-Month,United States,4633-MKHYU,Stayed,No,No,Female,Yes,Fiber Optic,"32.787836, -117.232376",32.787836,-117.232376,No,88.4,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,46086,No,Q3,No,5,No,California,Yes,Yes,Yes,9,788.6,0,319.05,0.0,1107.65,Yes,Yes,92109
72,30,11.12,Competitor,Yes,Competitor made better offer,77,1,San Diego,2415,Month-to-Month,United States,5747-PMBSQ,Churned,No,Yes,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,Yes,92.5,No,0,1,,Yes,No,Yes,Credit Card,Yes,74232,Yes,Q3,Yes,1,Yes,California,No,No,Yes,10,934.1,100,111.2,0.0,1145.3,No,No,92126
75,16,39.61,Competitor,Yes,Competitor made better offer,67,1,San Diego,4291,Month-to-Month,United States,2982-IHMFT,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,74.45,Yes,0,0,,No,No,Yes,Credit Card,Yes,74232,No,Q3,No,3,Yes,California,No,No,No,1,74.45,0,39.61,0.0,114.06,No,Yes,92126
76,20,0.0,Other,Yes,Don't know,89,1,San Diego,5702,Month-to-Month,United States,5143-EGQFK,Churned,No,No,Female,Yes,Cable,"32.886925, -117.152162",32.886925,-117.152162,No,29.65,No,0,0,,No,No,Yes,Bank Withdrawal,No,74232,Yes,Q3,No,2,Yes,California,No,No,No,10,291.4,110,0.0,0.0,401.4,No,No,92126
69,16,5.54,Competitor,Yes,Competitor made better offer,91,1,San Diego,5165,Month-to-Month,United States,6168-WFVVF,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,70.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,3,Yes,California,No,No,No,3,235.5,0,16.62,0.0,252.12,No,Yes,92126
76,26,21.89,Competitor,Yes,Competitor made better offer,91,1,San Diego,2819,Month-to-Month,United States,7450-NWRTR,Churned,No,Yes,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,99.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,3,Yes,California,Yes,No,Yes,12,1200.15,0,262.68,0.0,1462.83,No,Yes,92126
68,12,9.09,Other,Yes,Don't know,89,1,San Diego,4074,Month-to-Month,United States,6005-OBZPH,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,89.15,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,1,Yes,California,No,No,Yes,26,2277.65,0,236.34,0.0,2513.99,No,Yes,92126
77,19,0.0,Competitor,Yes,Competitor made better offer,73,1,San Diego,5377,Month-to-Month,United States,7932-WPTDS,Churned,No,No,Female,Yes,DSL,"32.886925, -117.152162",32.886925,-117.152162,Yes,24.8,No,0,1,,No,No,Yes,Bank Withdrawal,No,74232,No,Q3,Yes,1,Yes,California,No,No,No,1,24.8,0,0.0,0.0,24.8,No,Yes,92126
80,9,6.1,,No,,54,0,San Diego,4921,One Year,United States,0308-GIQJT,Stayed,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,105.75,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,74232,Yes,Q3,No,4,Yes,California,Yes,No,Yes,71,7382.85,0,433.1,0.0,7815.95,No,Yes,92126
52,10,17.83,Competitor,Yes,Competitor made better offer,81,1,San Diego,3740,Month-to-Month,United States,3143-JQEGI,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,Yes,88.35,No,0,1,,No,No,No,Bank Withdrawal,Yes,74232,No,Q3,Yes,2,No,California,Yes,Yes,Yes,13,1222.8,0,231.79,0.0,1454.59,No,Yes,92126
38,10,6.45,Competitor,Yes,Competitor made better offer,92,1,San Diego,5785,Two Year,United States,6386-SZZKH,Churned,No,Yes,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,Yes,107.95,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,74232,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,49,5293.2,0,316.05,0.0,5609.25,No,Yes,92126
26,71,3.27,Attitude,Yes,Attitude of support person,80,1,San Diego,5554,Month-to-Month,United States,3521-SYVOR,Churned,No,No,Female,Yes,Cable,"32.886925, -117.152162",32.886925,-117.152162,No,64.75,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,1,No,California,Yes,Yes,Yes,37,2345.2,0,120.99,0.0,2466.19,Yes,Yes,92126
49,25,6.24,Competitor,Yes,Competitor made better offer,71,1,San Diego,3452,Month-to-Month,United States,9526-JAWYF,Churned,No,Yes,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,89.8,No,0,0,Offer C,Yes,No,No,Bank Withdrawal,Yes,74232,No,Q3,No,1,No,California,No,No,Yes,26,2335.3,0,162.24,0.0,2497.54,No,Yes,92126
61,16,34.81,Competitor,Yes,Competitor made better offer,88,1,San Diego,3538,One Year,United States,5649-VUKMC,Churned,No,Yes,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,95.5,No,0,0,,No,No,No,Mailed Check,Yes,74232,No,Q3,No,2,No,California,Yes,Yes,Yes,12,1115.15,0,417.72,0.0,1532.87,No,Yes,92126
64,8,36.88,Competitor,Yes,Competitor made better offer,91,1,San Diego,5141,Month-to-Month,United States,4919-IKATY,Churned,No,Yes,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,Yes,84.5,Yes,0,3,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,74232,No,Q3,Yes,1,No,California,No,No,No,5,453.75,0,184.4,0.0,638.15,No,Yes,92126
26,26,28.59,Competitor,Yes,Competitor made better offer,89,1,San Diego,2931,Month-to-Month,United States,9050-QLROH,Churned,No,Yes,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,90.7,Yes,0,0,,No,No,Yes,Credit Card,Yes,74232,No,Q3,No,1,No,California,Yes,Yes,No,18,1597.25,0,514.62,0.0,2111.87,Yes,Yes,92126
20,82,43.47,Competitor,Yes,Competitor made better offer,91,1,San Diego,6117,One Year,United States,0877-SDMBN,Churned,No,Yes,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,103.95,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,3,No,California,Yes,Yes,Yes,54,5639.05,0,2347.38,0.0,7986.43,Yes,Yes,92126
39,26,5.63,Other,Yes,Don't know,69,1,San Diego,5578,Month-to-Month,United States,8065-YKXKD,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,74.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,1,No,California,No,No,No,10,799.65,0,56.3,0.0,855.95,No,Yes,92126
20,27,22.82,Competitor,Yes,Competitor made better offer,68,1,San Diego,4535,Month-to-Month,United States,9637-EIHEQ,Churned,No,No,Female,Yes,Cable,"32.886925, -117.152162",32.886925,-117.152162,No,50.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,74232,Yes,Q3,No,2,No,California,No,No,No,1,50.8,0,22.82,0.0,73.62,Yes,Yes,92126
42,30,39.03,Competitor,Yes,Competitor made better offer,80,1,San Diego,5055,Month-to-Month,United States,9689-PTNPG,Churned,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,80.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,1,No,California,No,No,Yes,2,144.55,10,78.06,0.0,232.61,No,No,92126
62,11,22.57,Competitor,Yes,Competitor made better offer,90,1,San Diego,5949,Month-to-Month,United States,9465-RWMXL,Churned,No,Yes,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,Yes,78.9,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,Yes,3,No,California,No,No,No,32,2447.95,0,722.24,0.0,3170.19,No,Yes,92126
22,42,43.97,Competitor,Yes,Competitor made better offer,76,1,San Diego,5272,Month-to-Month,United States,2362-IBOOY,Churned,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,84.75,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,3,No,California,Yes,Yes,No,36,3050.15,0,1582.92,0.0,4633.07,Yes,Yes,92126
38,29,16.43,Other,Yes,Don't know,90,1,San Diego,4753,Month-to-Month,United States,0843-WTBXE,Churned,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,85.45,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,74232,No,Q3,No,1,No,California,No,No,Yes,53,4517.25,0,870.79,0.0,5388.04,No,Yes,92126
46,0,45.77,Competitor,Yes,Competitor made better offer,67,1,San Diego,5441,Month-to-Month,United States,5515-IDEJJ,Churned,Yes,No,Male,No,,"32.886925, -117.152162",32.886925,-117.152162,Yes,19.9,No,1,4,Offer E,No,No,No,Mailed Check,Yes,74232,No,Q3,Yes,1,No,California,No,No,No,1,19.9,0,45.77,0.0,65.67,No,No,92126
48,23,27.12,Competitor,Yes,Competitor made better offer,85,1,San Diego,4063,Month-to-Month,United States,5376-DEQCP,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,70.6,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,3,No,California,No,No,No,1,70.6,0,27.12,0.0,97.72,No,Yes,92126
61,23,20.2,Competitor,Yes,Competitor made better offer,96,1,San Diego,3718,Month-to-Month,United States,9095-HFAFX,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,81.0,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,74232,No,Q3,No,2,No,California,No,No,Yes,5,389.6,10,101.0,0.0,500.6,No,No,92126
61,12,39.32,Competitor,Yes,Competitor made better offer,72,1,San Diego,3420,Month-to-Month,United States,2379-ENZGV,Churned,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,84.85,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,2,No,California,No,No,Yes,6,523.5,0,235.92,0.0,759.42,No,Yes,92126
30,73,24.23,Other,Yes,Don't know,91,1,San Diego,4870,One Year,United States,2722-VOJQL,Churned,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,105.65,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,74232,Yes,Q3,No,1,No,California,Yes,Yes,Yes,64,6903.1,0,1550.72,0.0,8453.82,No,Yes,92126
40,20,12.54,Competitor,Yes,Competitor made better offer,85,1,San Diego,5964,Month-to-Month,United States,5228-EXCET,Churned,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,80.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,74232,No,Q3,No,1,No,California,Yes,Yes,No,13,1008.7,0,163.02,0.0,1171.72,No,Yes,92126
62,18,26.51,Competitor,Yes,Competitor made better offer,91,1,San Diego,4971,Month-to-Month,United States,7394-FKDNK,Churned,No,No,Female,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,Yes,89.45,No,0,3,Offer E,No,No,No,Bank Withdrawal,Yes,74232,No,Q3,Yes,2,No,California,Yes,Yes,Yes,9,853.1,0,238.59,0.0,1091.69,No,Yes,92126
28,41,21.84,,No,,75,0,San Diego,2640,Month-to-Month,United States,6862-CQUMB,Stayed,No,No,Male,Yes,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,No,96.1,No,0,0,,Yes,No,Yes,Credit Card,Yes,74232,No,Q3,No,4,No,California,Yes,Yes,Yes,37,3646.8,0,808.08,0.0,4454.88,Yes,Yes,92126
22,59,9.16,,No,,43,0,San Diego,2269,Month-to-Month,United States,6473-ULUHT,Stayed,Yes,No,Male,Yes,DSL,"32.886925, -117.152162",32.886925,-117.152162,Yes,84.9,Yes,2,5,Offer D,Yes,Yes,No,Bank Withdrawal,Yes,74232,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,16,1398.25,0,146.56,0.0,1544.81,Yes,Yes,92126
61,53,17.21,,No,,78,0,San Diego,4874,Two Year,United States,8468-FZTOE,Stayed,Yes,Yes,Female,Yes,Cable,"32.886925, -117.152162",32.886925,-117.152162,Yes,74.35,No,3,8,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,74232,Yes,Q3,Yes,4,No,California,Yes,Yes,No,72,5237.4,50,1239.12,0.0,6526.52,No,No,92126
67,18,25.45,Price,Yes,Price too high,79,1,Yucaipa,2246,Month-to-Month,United States,5959-BELXA,Churned,No,No,Male,Yes,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,No,96.15,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,41575,No,Q3,No,2,Yes,California,Yes,No,Yes,32,3019.25,0,814.4,0.0,3833.65,No,Yes,92399
50,16,38.44,,No,,56,0,Yucaipa,6288,One Year,United States,5168-MQQCA,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,Yes,108.5,Yes,0,2,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,41575,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8003.8,0,2767.68,0.0,10771.48,No,Yes,92399
25,51,24.77,,No,,80,0,Yucaipa,5056,Month-to-Month,United States,4010-YLMVT,Stayed,No,No,Female,Yes,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,No,106.6,Yes,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,41575,No,Q3,No,4,No,California,Yes,Yes,Yes,56,5893.95,0,1387.12,0.0,7281.07,Yes,Yes,92399
20,73,35.55,,No,,68,0,Yucaipa,6460,Month-to-Month,United States,2386-OWURY,Stayed,No,No,Female,Yes,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,No,95.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,41575,Yes,Q3,No,4,No,California,Yes,Yes,Yes,58,5817.7,0,2061.9,0.0,7879.6,Yes,Yes,92399
66,27,27.35,Competitor,Yes,Competitor had better devices,74,1,San Jacinto,3305,Month-to-Month,United States,6060-DRTNL,Churned,No,Yes,Female,Yes,Fiber Optic,"33.796568, -116.924723",33.796568,-116.924723,No,84.85,No,0,0,,No,No,Yes,Credit Card,Yes,21349,No,Q3,No,1,Yes,California,No,No,Yes,5,415.55,20,136.75,0.0,572.3,No,No,92583
37,16,38.98,,No,,45,0,San Jacinto,5666,One Year,United States,5174-ITUMV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.796568, -116.924723",33.796568,-116.924723,Yes,105.4,Yes,2,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,21349,No,Q3,No,5,No,California,Yes,Yes,Yes,67,6989.45,0,2611.66,0.0,9601.11,No,Yes,92583
38,5,45.59,,No,,20,0,San Jacinto,5684,Month-to-Month,United States,1895-QTKDO,Joined,No,No,Female,Yes,DSL,"33.796568, -116.924723",33.796568,-116.924723,No,43.95,No,0,0,,No,No,No,Credit Card,Yes,21349,No,Q3,No,5,No,California,No,No,No,1,43.95,0,45.59,0.0,89.54,No,Yes,92583
33,3,21.03,,No,,31,0,San Jacinto,3684,Month-to-Month,United States,6402-EJMWF,Stayed,No,No,Male,Yes,DSL,"33.796568, -116.924723",33.796568,-116.924723,No,55.3,No,0,0,,No,No,Yes,Credit Card,Yes,21349,No,Q3,No,4,No,California,Yes,Yes,No,4,238.5,0,84.12,0.0,322.62,No,Yes,92583
69,19,7.74,Competitor,Yes,Competitor had better devices,67,1,Dana Point,4531,Month-to-Month,United States,1976-CFOCS,Churned,No,No,Female,Yes,DSL,"33.477923, -117.705314",33.477923,-117.705314,Yes,46.0,No,0,1,,No,No,No,Bank Withdrawal,Yes,27730,No,Q3,Yes,1,Yes,California,No,No,No,1,46.0,0,7.74,0.0,53.74,No,Yes,92629
60,23,48.97,Attitude,Yes,Attitude of service provider,92,1,Dana Point,4490,Month-to-Month,United States,2514-GINMM,Churned,No,No,Male,Yes,Fiber Optic,"33.477923, -117.705314",33.477923,-117.705314,No,79.5,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,27730,No,Q3,No,2,No,California,No,No,Yes,1,79.5,0,48.97,0.0,128.47,No,No,92629
57,0,40.63,,No,,80,0,Dana Point,3968,Month-to-Month,United States,2866-IKBTM,Joined,No,No,Female,No,,"33.477923, -117.705314",33.477923,-117.705314,No,19.55,No,0,0,,No,No,No,Credit Card,Yes,27730,No,Q3,No,4,No,California,No,No,No,1,19.55,0,40.63,0.0,60.18,No,No,92629
30,51,5.09,,No,,41,0,Dana Point,4651,Month-to-Month,United States,1767-TGTKO,Stayed,Yes,No,Female,Yes,DSL,"33.477923, -117.705314",33.477923,-117.705314,Yes,45.45,No,2,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,27730,No,Q3,No,4,No,California,No,No,No,8,411.75,0,40.72,0.0,452.47,No,Yes,92629
78,12,17.23,Competitor,Yes,Competitor offered higher download speeds,74,1,Lake Forest,3621,Month-to-Month,United States,4631-OACRM,Churned,No,No,Male,Yes,Fiber Optic,"33.644849, -117.684254",33.644849,-117.684254,No,79.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,59176,No,Q3,No,1,Yes,California,Yes,No,No,15,1156.1,0,258.45,0.0,1414.55,No,Yes,92630
33,11,5.92,Other,Yes,Don't know,85,1,Lake Forest,2966,Month-to-Month,United States,1342-JPNKI,Churned,No,No,Male,Yes,Fiber Optic,"33.644849, -117.684254",33.644849,-117.684254,No,86.05,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,59176,No,Q3,No,3,No,California,No,No,Yes,10,834.1,0,59.2,0.0,893.3,No,Yes,92630
22,0,43.36,,No,,39,0,Lake Forest,3493,One Year,United States,9891-NQDBD,Stayed,No,No,Female,No,,"33.644849, -117.684254",33.644849,-117.684254,Yes,25.55,Yes,0,7,,No,No,No,Mailed Check,Yes,59176,No,Q3,Yes,3,No,California,No,No,No,28,672.2,0,1214.08,0.0,1886.28,Yes,No,92630
51,0,19.1,,No,,53,0,Lake Forest,4802,Month-to-Month,United States,8439-LTUGF,Stayed,No,No,Male,No,,"33.644849, -117.684254",33.644849,-117.684254,No,20.0,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,59176,No,Q3,No,4,No,California,No,No,No,10,198.6,0,191.0,0.0,389.6,No,No,92630
78,5,45.9,Competitor,Yes,Competitor offered more data,86,1,Huntington Beach,3327,Month-to-Month,United States,3755-JBMNH,Churned,No,No,Male,Yes,Fiber Optic,"33.679659, -118.016195",33.679659,-118.016195,Yes,71.8,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,42663,No,Q3,Yes,1,Yes,California,No,No,No,16,1167.8,0,734.4,0.0,1902.2,No,Yes,92648
29,19,40.25,Competitor,Yes,Competitor had better devices,91,1,Huntington Beach,3364,Month-to-Month,United States,6986-IJDHX,Churned,No,No,Male,Yes,Fiber Optic,"33.679659, -118.016195",33.679659,-118.016195,Yes,86.3,No,0,5,Offer C,Yes,No,Yes,Credit Card,Yes,42663,No,Q3,Yes,1,No,California,No,No,Yes,39,3266.0,0,1569.75,0.0,4835.75,Yes,Yes,92648
52,25,47.59,,No,,27,0,Huntington Beach,4759,One Year,United States,9798-DRYDS,Stayed,No,Yes,Female,Yes,DSL,"33.679659, -118.016195",33.679659,-118.016195,Yes,61.95,Yes,0,6,,No,No,Yes,Mailed Check,Yes,42663,Yes,Q3,Yes,5,No,California,No,No,No,17,1070.7,0,809.03,0.0,1879.73,No,Yes,92648
33,9,40.34,,No,,62,0,Huntington Beach,5340,Two Year,United States,6418-HNFED,Stayed,No,Yes,Male,Yes,DSL,"33.679659, -118.016195",33.679659,-118.016195,Yes,83.25,No,0,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,42663,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,51,4089.45,0,2057.34,0.0,6146.79,No,Yes,92648
68,14,24.62,Competitor,Yes,Competitor made better offer,91,1,Laguna Beach,2674,One Year,United States,6345-ULYRW,Churned,No,No,Male,Yes,Cable,"33.570023, -117.773669",33.570023,-117.773669,Yes,88.4,Yes,0,1,,Yes,No,No,Credit Card,Yes,25206,No,Q3,Yes,3,Yes,California,Yes,Yes,No,44,3912.9,0,1083.28,0.0,4996.18,No,Yes,92651
80,17,14.49,,No,,25,0,Laguna Beach,4184,One Year,United States,4676-MQUEA,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.570023, -117.773669",33.570023,-117.773669,Yes,101.9,Yes,0,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,25206,No,Q3,Yes,3,Yes,California,No,No,Yes,50,5265.5,0,724.5,0.0,5990.0,No,Yes,92651
19,69,24.35,,No,,73,0,Laguna Beach,4033,One Year,United States,6296-DDOOR,Stayed,No,No,Female,Yes,Cable,"33.570023, -117.773669",33.570023,-117.773669,No,58.2,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,25206,No,Q3,No,4,No,California,No,No,Yes,19,1045.25,0,462.65,0.0,1507.9,Yes,Yes,92651
40,0,13.85,,No,,80,0,Laguna Beach,3075,Month-to-Month,United States,7291-CDTMJ,Joined,No,No,Male,No,,"33.570023, -117.773669",33.570023,-117.773669,No,19.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,25206,No,Q3,No,3,No,California,No,No,No,1,19.65,0,13.85,0.0,33.5,No,No,92651
70,30,43.45,Dissatisfaction,Yes,Limited range of services,68,1,Moorpark,5056,Month-to-Month,United States,5550-VFRLC,Churned,No,No,Female,Yes,Fiber Optic,"34.312945, -118.858169",34.312945,-118.858169,No,69.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,32984,No,Q3,No,1,Yes,California,No,No,No,1,69.85,40,43.45,0.0,153.3,No,No,93021
69,5,11.63,,No,,40,0,Moorpark,5569,One Year,United States,7134-MJPDY,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.312945, -118.858169",34.312945,-118.858169,No,102.85,Yes,0,0,Offer A,No,No,Yes,Credit Card,Yes,32984,Yes,Q3,No,3,Yes,California,Yes,No,Yes,66,6976.75,60,767.58,0.0,7804.33,No,No,93021
43,23,39.81,Competitor,Yes,Competitor had better devices,78,1,Moorpark,4739,Month-to-Month,United States,0151-ONTOV,Churned,No,No,Female,Yes,Fiber Optic,"34.312945, -118.858169",34.312945,-118.858169,No,70.9,No,0,0,Offer E,No,No,No,Mailed Check,Yes,32984,No,Q3,No,1,No,California,No,No,No,1,70.9,0,39.81,0.0,110.71,No,Yes,93021
21,27,9.3,,No,,45,0,Moorpark,2235,Month-to-Month,United States,7964-YESJC,Stayed,No,Yes,Female,Yes,DSL,"34.312945, -118.858169",34.312945,-118.858169,Yes,66.3,Yes,0,6,,Yes,Yes,No,Credit Card,Yes,32984,No,Q3,Yes,3,No,California,No,No,No,24,1559.45,0,223.2,32.59,1750.06,Yes,Yes,93021
65,3,18.26,Price,Yes,Price too high,75,1,Simi Valley,4316,Month-to-Month,United States,2657-ALMWY,Churned,No,No,Female,Yes,Fiber Optic,"34.269449, -118.768471",34.269449,-118.768471,Yes,84.95,No,0,1,Offer C,Yes,No,No,Bank Withdrawal,Yes,64802,No,Q3,Yes,3,Yes,California,Yes,Yes,No,26,2169.75,0,474.76,0.0,2644.51,No,Yes,93065
74,15,25.51,,No,,27,0,Simi Valley,5722,One Year,United States,6797-UCJHZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.269449, -118.768471",34.269449,-118.768471,Yes,104.6,Yes,0,7,Offer A,Yes,No,No,Credit Card,Yes,64802,No,Q3,Yes,3,Yes,California,Yes,No,Yes,66,6819.45,0,1683.66,0.0,8503.11,No,Yes,93065
66,0,2.37,,No,,74,0,Simi Valley,5751,Two Year,United States,5334-AFQJB,Stayed,No,No,Male,No,,"34.269449, -118.768471",34.269449,-118.768471,No,25.1,Yes,0,0,Offer A,No,No,Yes,Credit Card,Yes,64802,No,Q3,No,5,Yes,California,No,No,No,72,1789.9,0,170.64,0.0,1960.54,No,No,93065
25,73,2.34,,No,,63,0,Simi Valley,5620,Month-to-Month,United States,8851-RAGOV,Stayed,No,No,Female,Yes,DSL,"34.269449, -118.768471",34.269449,-118.768471,Yes,71.05,No,0,10,,Yes,Yes,Yes,Credit Card,Yes,64802,Yes,Q3,Yes,4,No,California,Yes,Yes,No,25,1837.7,0,58.5,28.08,1868.12,Yes,Yes,93065
71,27,46.11,Other,Yes,Don't know,71,1,Avenal,5014,Month-to-Month,United States,6284-AHOOQ,Churned,No,No,Male,Yes,Fiber Optic,"35.916943, -120.129921",35.916943,-120.129921,No,90.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,14697,Yes,Q3,No,1,Yes,California,No,No,Yes,22,1910.6,0,1014.42,0.0,2925.02,No,Yes,93204
57,20,37.25,Other,Yes,Don't know,65,1,Avenal,2152,Month-to-Month,United States,4580-TMHJU,Churned,No,No,Female,Yes,DSL,"35.916943, -120.129921",35.916943,-120.129921,Yes,56.15,No,0,3,,No,No,No,Bank Withdrawal,Yes,14697,No,Q3,Yes,2,No,California,No,No,Yes,43,2499.3,0,1601.75,0.0,4101.05,No,Yes,93204
26,52,0.0,Competitor,Yes,Competitor offered higher download speeds,88,1,Avenal,2802,Month-to-Month,United States,3815-SLMEF,Churned,No,No,Female,Yes,Cable,"35.916943, -120.129921",35.916943,-120.129921,No,34.25,No,0,0,Offer E,No,Yes,No,Mailed Check,No,14697,Yes,Q3,No,1,No,California,No,No,No,3,139.35,0,0.0,0.0,139.35,Yes,Yes,93204
57,30,10.97,,No,,62,0,Avenal,6450,Two Year,United States,9339-FIIJL,Stayed,No,Yes,Male,Yes,DSL,"35.916943, -120.129921",35.916943,-120.129921,Yes,85.95,Yes,0,2,Offer A,Yes,No,No,Bank Withdrawal,Yes,14697,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6151.9,0,789.84,0.0,6941.74,No,Yes,93204
72,6,0.0,Attitude,Yes,Attitude of support person,90,1,Exeter,4272,Month-to-Month,United States,2460-FPSYH,Churned,No,No,Female,Yes,Cable,"36.301689, -119.018233",36.301689,-119.018233,No,55.8,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,13333,No,Q3,No,1,Yes,California,Yes,Yes,Yes,40,2109.35,80,0.0,0.0,2189.35,No,No,93221
23,47,22.16,Competitor,Yes,Competitor offered more data,94,1,Exeter,3860,Month-to-Month,United States,2024-BASKD,Churned,No,Yes,Female,Yes,Fiber Optic,"36.301689, -119.018233",36.301689,-119.018233,No,74.6,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,13333,No,Q3,No,3,No,California,No,No,No,1,74.6,10,22.16,0.0,106.76,Yes,No,93221
35,11,13.73,Attitude,Yes,Attitude of support person,89,1,Exeter,4134,Month-to-Month,United States,7377-DMMRI,Churned,No,No,Male,Yes,DSL,"36.301689, -119.018233",36.301689,-119.018233,No,47.8,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,13333,No,Q3,No,1,No,California,No,No,No,2,92.45,0,27.46,0.0,119.91,No,Yes,93221
43,15,0.0,,No,,37,0,Exeter,5074,Month-to-Month,United States,6704-UTUKK,Stayed,No,No,Male,Yes,DSL,"36.301689, -119.018233",36.301689,-119.018233,Yes,45.9,No,0,3,,No,No,Yes,Bank Withdrawal,No,13333,No,Q3,Yes,4,No,California,Yes,Yes,Yes,29,1332.4,20,0.0,0.0,1352.4,No,No,93221
69,0,19.87,Price,Yes,Long distance charges,91,1,New Cuyama,3491,Month-to-Month,United States,5028-HTLJB,Churned,No,No,Male,No,,"34.956577, -119.750142",34.956577,-119.750142,No,20.05,No,0,0,Offer E,No,No,No,Credit Card,Yes,798,No,Q3,No,1,Yes,California,No,No,No,1,20.05,0,19.87,0.0,39.92,No,No,93254
49,0,22.97,,No,,51,0,New Cuyama,3534,Month-to-Month,United States,9092-GDZKO,Stayed,No,No,Male,No,,"34.956577, -119.750142",34.956577,-119.750142,No,24.85,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,798,No,Q3,No,4,No,California,No,No,No,22,493.4,0,505.34,21.32,977.42,No,No,93254
30,0,28.55,,No,,26,0,New Cuyama,2951,Month-to-Month,United States,3097-PYWXL,Stayed,Yes,No,Female,No,,"34.956577, -119.750142",34.956577,-119.750142,Yes,19.95,No,2,1,,No,No,Yes,Bank Withdrawal,Yes,798,No,Q3,Yes,4,No,California,No,No,No,4,82.9,0,114.2,0.0,197.1,No,No,93254
46,15,3.18,,No,,26,0,New Cuyama,6216,Two Year,United States,4778-IZARL,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.956577, -119.750142",34.956577,-119.750142,Yes,110.1,No,0,8,,Yes,Yes,Yes,Credit Card,Yes,798,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,63,6705.7,0,200.34,0.0,6906.04,No,Yes,93254
70,30,16.85,Attitude,Yes,Attitude of support person,94,1,San Luis Obispo,3320,Month-to-Month,United States,0875-CABNR,Churned,No,Yes,Female,Yes,Fiber Optic,"35.233745, -120.626442",35.233745,-120.626442,No,84.6,No,0,0,,No,No,Yes,Credit Card,Yes,27047,No,Q3,No,3,Yes,California,Yes,Yes,No,10,865.55,0,168.5,0.0,1034.05,No,Yes,93401
36,5,30.96,Dissatisfaction,Yes,Product dissatisfaction,87,1,San Luis Obispo,3420,Month-to-Month,United States,6689-KXGBO,Churned,No,No,Female,Yes,DSL,"35.233745, -120.626442",35.233745,-120.626442,No,50.55,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,27047,No,Q3,No,1,No,California,No,No,No,1,50.55,0,30.96,0.0,81.51,No,Yes,93401
26,59,3.35,,No,,40,0,San Luis Obispo,4910,Month-to-Month,United States,3014-WJKSM,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.233745, -120.626442",35.233745,-120.626442,Yes,75.3,No,0,10,,No,No,Yes,Credit Card,Yes,27047,No,Q3,Yes,4,No,California,No,No,No,29,2263.4,0,97.15,0.0,2360.55,Yes,Yes,93401
64,0,20.96,,No,,63,0,San Luis Obispo,6444,Two Year,United States,7064-JHXCE,Stayed,Yes,No,Male,No,,"35.233745, -120.626442",35.233745,-120.626442,Yes,20.05,No,1,5,Offer B,No,No,No,Credit Card,Yes,27047,No,Q3,Yes,5,No,California,No,No,No,62,1263.9,0,1299.52,0.0,2563.42,No,No,93401
80,0,22.86,Attitude,Yes,Attitude of support person,90,1,Los Alamos,3817,Month-to-Month,United States,6982-UQZLY,Churned,No,No,Female,No,,"34.758699, -120.275839",34.758699,-120.275839,Yes,20.85,No,0,1,Offer E,No,No,Yes,Credit Card,Yes,1328,No,Q3,Yes,3,Yes,California,No,No,No,1,20.85,0,22.86,0.0,43.71,No,No,93440
29,59,27.84,,No,,58,0,Los Alamos,2738,One Year,United States,9314-QDMDW,Stayed,No,No,Male,Yes,Cable,"34.758699, -120.275839",34.758699,-120.275839,No,61.25,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,1328,No,Q3,No,3,No,California,No,No,Yes,11,729.95,0,306.24,0.0,1036.19,Yes,Yes,93440
36,17,13.14,,No,,33,0,Los Alamos,4273,Two Year,United States,5574-NXZIU,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.758699, -120.275839",34.758699,-120.275839,No,109.2,No,0,0,,Yes,Yes,No,Credit Card,Yes,1328,Yes,Q3,No,4,No,California,Yes,Yes,Yes,63,7049.75,0,827.82,0.0,7877.57,No,Yes,93440
73,19,16.94,Attitude,Yes,Attitude of support person,91,1,Oceano,5067,One Year,United States,0193-ESZXP,Churned,No,No,Female,Yes,Fiber Optic,"35.059695, -120.604741",35.059695,-120.604741,Yes,105.5,No,0,1,,Yes,Yes,Yes,Credit Card,Yes,7435,Yes,Q3,Yes,1,Yes,California,Yes,Yes,Yes,58,6205.5,0,982.52,0.0,7188.02,No,Yes,93445
70,13,20.31,,No,,72,0,Oceano,6404,Two Year,United States,4098-NAUKP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"35.059695, -120.604741",35.059695,-120.604741,Yes,84.65,Yes,1,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,7435,No,Q3,Yes,3,Yes,California,No,No,No,68,5683.6,0,1381.08,0.0,7064.68,No,Yes,93445
57,19,2.83,,No,,53,0,Oceano,6237,Month-to-Month,United States,3413-DHLPB,Stayed,Yes,No,Male,Yes,Fiber Optic,"35.059695, -120.604741",35.059695,-120.604741,Yes,103.75,Yes,1,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,7435,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,60,5969.95,0,169.8,0.0,6139.75,No,Yes,93445
73,30,29.41,Attitude,Yes,Attitude of service provider,90,1,Pismo Beach,5831,Month-to-Month,United States,4369-HTUIF,Churned,No,No,Male,Yes,Fiber Optic,"35.165668, -120.655842",35.165668,-120.655842,No,85.15,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,8564,No,Q3,No,2,Yes,California,No,No,Yes,6,503.6,0,176.46,0.0,680.06,No,Yes,93449
47,28,0.0,,No,,29,0,Pismo Beach,5103,One Year,United States,6114-TCFID,Stayed,No,No,Female,Yes,Cable,"35.165668, -120.655842",35.165668,-120.655842,No,39.5,No,0,0,,Yes,Yes,No,Credit Card,No,8564,Yes,Q3,No,3,No,California,No,No,No,29,1082.75,0,0.0,0.0,1082.75,No,Yes,93449
45,75,30.77,,No,,63,0,Pismo Beach,5724,Month-to-Month,United States,4608-LCIMN,Stayed,Yes,No,Male,Yes,DSL,"35.165668, -120.655842",35.165668,-120.655842,Yes,44.65,No,3,1,,No,No,No,Bank Withdrawal,Yes,8564,No,Q3,Yes,3,No,California,No,No,No,8,369.15,0,246.16,0.0,615.31,No,Yes,93449
79,8,44.66,Attitude,Yes,Attitude of support person,66,1,Big Pine,5725,Month-to-Month,United States,5287-QWLKY,Churned,No,No,Male,Yes,Fiber Optic,"37.245505, -118.062943",37.245505,-118.062943,Yes,105.1,Yes,0,1,,Yes,Yes,Yes,Credit Card,Yes,1826,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,71,7548.1,0,3170.86,0.0,10718.96,No,Yes,93513
75,2,21.38,,No,,61,0,Big Pine,6268,Two Year,United States,6919-ELBGL,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.245505, -118.062943",37.245505,-118.062943,Yes,114.95,Yes,0,3,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,1826,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,8196.4,0,1539.36,0.0,9735.76,No,Yes,93513
80,4,31.11,,No,,21,0,Big Pine,4993,Two Year,United States,2675-DHUTR,Stayed,No,No,Male,Yes,Fiber Optic,"37.245505, -118.062943",37.245505,-118.062943,Yes,98.9,Yes,0,8,,Yes,No,Yes,Bank Withdrawal,Yes,1826,No,Q3,Yes,3,Yes,California,Yes,No,Yes,58,5780.7,0,1804.38,0.0,7585.08,No,Yes,93513
31,20,0.0,,No,,61,0,Big Pine,4387,Month-to-Month,United States,7389-KBFIT,Joined,Yes,No,Female,Yes,DSL,"37.245505, -118.062943",37.245505,-118.062943,Yes,30.25,No,2,6,Offer E,Yes,No,Yes,Mailed Check,No,1826,No,Q3,Yes,3,No,California,No,No,No,2,63.75,0,0.0,0.0,63.75,No,Yes,93513
79,17,4.77,Competitor,Yes,Competitor had better devices,87,1,Johannesburg,2312,Month-to-Month,United States,1891-UAWWU,Churned,No,Yes,Female,Yes,Fiber Optic,"35.363339, -117.637641",35.363339,-117.637641,Yes,90.8,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,207,No,Q3,Yes,1,Yes,California,No,No,Yes,20,1951.0,0,95.4,0.0,2046.4,No,Yes,93528
21,51,27.27,Competitor,Yes,Competitor had better devices,96,1,Johannesburg,4265,Month-to-Month,United States,3415-TAILE,Churned,Yes,No,Female,Yes,DSL,"35.363339, -117.637641",35.363339,-117.637641,Yes,65.7,No,2,1,,No,No,No,Credit Card,Yes,207,No,Q3,Yes,1,No,California,Yes,Yes,Yes,2,134.35,0,54.54,0.0,188.89,Yes,Yes,93528
77,19,37.86,Other,Yes,Poor expertise of online support,85,1,Dinuba,5101,Month-to-Month,United States,2398-YPMUR,Churned,No,No,Female,Yes,Fiber Optic,"36.523619, -119.386868",36.523619,-119.386868,Yes,70.15,No,0,2,,No,No,Yes,Bank Withdrawal,Yes,24206,No,Q3,Yes,2,Yes,California,No,No,No,13,916.75,90,492.18,0.0,1498.93,No,No,93618
55,5,13.65,Competitor,Yes,Competitor had better devices,90,1,Dinuba,2708,Month-to-Month,United States,9492-TOKRI,Churned,No,No,Female,Yes,Fiber Optic,"36.523619, -119.386868",36.523619,-119.386868,No,90.0,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,24206,No,Q3,No,1,No,California,No,No,Yes,18,1527.35,0,245.7,0.0,1773.05,No,Yes,93618
38,0,45.49,Competitor,Yes,Competitor made better offer,81,1,Dinuba,5355,Month-to-Month,United States,5356-RHIPP,Churned,No,No,Male,No,,"36.523619, -119.386868",36.523619,-119.386868,No,20.2,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,24206,No,Q3,No,1,No,California,No,No,No,1,20.2,0,45.49,0.0,65.69,No,No,93618
25,52,0.0,,No,,72,0,Dinuba,2270,Month-to-Month,United States,4257-GAESD,Stayed,No,No,Female,Yes,Cable,"36.523619, -119.386868",36.523619,-119.386868,No,45.0,No,0,0,Offer E,No,No,No,Credit Card,No,24206,No,Q3,No,5,No,California,Yes,Yes,Yes,6,298.7,0,0.0,0.0,298.7,Yes,Yes,93618
68,19,1.98,Attitude,Yes,Attitude of service provider,86,1,Madera,5957,One Year,United States,1265-XTECC,Churned,No,No,Female,Yes,Fiber Optic,"37.004068, -119.930027",37.004068,-119.930027,Yes,96.55,Yes,0,5,,Yes,Yes,Yes,Credit Card,Yes,49247,No,Q3,Yes,1,Yes,California,Yes,No,No,68,6581.9,0,134.64,0.0,6716.54,No,Yes,93638
27,48,49.43,Attitude,Yes,Attitude of support person,76,1,Madera,3042,Month-to-Month,United States,1820-TQVEV,Churned,No,No,Male,Yes,Fiber Optic,"37.004068, -119.930027",37.004068,-119.930027,No,69.55,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,49247,No,Q3,No,2,No,California,No,Yes,No,1,69.55,0,49.43,0.0,118.98,Yes,Yes,93638
30,0,10.0,,No,,72,0,Madera,6072,One Year,United States,7706-YLMQA,Stayed,No,No,Female,No,,"37.004068, -119.930027",37.004068,-119.930027,No,19.7,No,0,0,,No,No,No,Bank Withdrawal,Yes,49247,No,Q3,No,4,No,California,No,No,No,70,1341.5,0,700.0,0.0,2041.5,No,No,93638
37,0,12.72,,No,,33,0,Madera,3526,One Year,United States,3982-JGSFD,Stayed,No,No,Male,No,,"37.004068, -119.930027",37.004068,-119.930027,No,20.35,No,0,0,,No,No,Yes,Credit Card,Yes,49247,No,Q3,No,5,No,California,No,No,No,36,695.85,0,457.92,0.0,1153.77,No,No,93638
68,30,30.23,Competitor,Yes,Competitor had better devices,85,1,Shaver Lake,3067,Month-to-Month,United States,1415-YFWLT,Churned,No,No,Female,Yes,Fiber Optic,"37.223, -119.001021",37.223,-119.001021,No,89.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,642,No,Q3,No,1,Yes,California,Yes,No,Yes,1,89.3,0,30.23,0.0,119.53,No,Yes,93664
64,0,10.71,Attitude,Yes,Attitude of support person,85,1,Shaver Lake,2783,Month-to-Month,United States,2876-VBBBL,Churned,No,No,Female,No,,"37.223, -119.001021",37.223,-119.001021,No,20.25,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,642,No,Q3,No,2,No,California,No,No,No,1,20.25,0,10.71,0.0,30.96,No,No,93664
47,0,31.7,,No,,65,0,Shaver Lake,2080,Month-to-Month,United States,9146-JRIOX,Stayed,Yes,No,Female,No,,"37.223, -119.001021",37.223,-119.001021,Yes,25.55,Yes,1,1,,No,No,No,Credit Card,Yes,642,No,Q3,Yes,5,No,California,No,No,No,14,372.45,0,443.8,0.0,816.25,No,No,93664
33,26,37.58,,No,,52,0,Shaver Lake,5314,Two Year,United States,1088-AUUZZ,Stayed,Yes,No,Male,Yes,DSL,"37.223, -119.001021",37.223,-119.001021,Yes,75.85,Yes,1,6,Offer B,Yes,Yes,Yes,Credit Card,Yes,642,Yes,Q3,Yes,3,No,California,Yes,Yes,No,56,4261.2,0,2104.48,0.0,6365.68,No,Yes,93664
76,8,19.11,Attitude,Yes,Attitude of support person,72,1,Fresno,2933,Month-to-Month,United States,3500-RMZLT,Churned,No,Yes,Female,Yes,Fiber Optic,"36.739385, -119.753649",36.739385,-119.753649,No,96.3,No,0,0,,No,Yes,Yes,Credit Card,Yes,47999,Yes,Q3,No,1,Yes,California,Yes,No,No,15,1426.75,150,286.65,0.0,1863.4,No,No,93702
60,6,1.53,Attitude,Yes,Attitude of support person,78,1,Fresno,2933,Month-to-Month,United States,4701-MLJPN,Churned,No,Yes,Male,Yes,DSL,"36.739385, -119.753649",36.739385,-119.753649,No,55.25,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,47999,Yes,Q3,No,3,No,California,No,No,No,31,1715.65,10,47.43,0.0,1773.08,No,No,93702
22,59,8.38,Price,Yes,Long distance charges,71,1,Fresno,4776,One Year,United States,2748-MYRVK,Churned,No,No,Female,Yes,Fiber Optic,"36.739385, -119.753649",36.739385,-119.753649,No,99.9,Yes,0,0,Offer B,Yes,No,No,Bank Withdrawal,Yes,47999,No,Q3,No,3,No,California,Yes,Yes,Yes,63,6137.0,0,527.94,0.0,6664.94,Yes,Yes,93702
47,25,14.05,,No,,56,0,Fresno,5327,One Year,United States,8184-WMOFI,Stayed,No,Yes,Male,Yes,DSL,"36.739385, -119.753649",36.739385,-119.753649,Yes,71.4,No,0,0,,No,Yes,No,Credit Card,Yes,47999,Yes,Q3,No,3,No,California,Yes,Yes,No,62,4487.3,0,871.1,0.0,5358.4,No,Yes,93702
68,6,12.18,Attitude,Yes,Attitude of service provider,74,1,Chualar,5095,Month-to-Month,United States,2642-DTVCO,Churned,No,No,Male,Yes,Fiber Optic,"36.596271, -121.442274",36.596271,-121.442274,No,85.05,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1140,No,Q3,No,3,Yes,California,Yes,No,No,9,746.5,30,109.62,0.0,886.12,No,No,93925
73,16,32.03,,No,,55,0,Chualar,3553,One Year,United States,7016-NVRIC,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.596271, -121.442274",36.596271,-121.442274,Yes,90.1,No,0,10,,No,Yes,No,Bank Withdrawal,Yes,1140,No,Q3,Yes,3,Yes,California,Yes,Yes,No,29,2656.7,0,928.87,0.0,3585.57,No,Yes,93925
52,18,0.0,,No,,72,0,Chualar,4036,Two Year,United States,5275-PMFUT,Stayed,No,Yes,Male,Yes,DSL,"36.596271, -121.442274",36.596271,-121.442274,Yes,64.8,No,0,9,,Yes,Yes,Yes,Credit Card,No,1140,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,4719.75,0,0.0,0.0,4719.75,No,Yes,93925
50,18,39.49,,No,,52,0,Chualar,5224,One Year,United States,9253-VIFJQ,Stayed,No,Yes,Male,Yes,DSL,"36.596271, -121.442274",36.596271,-121.442274,Yes,67.05,Yes,0,6,Offer B,Yes,Yes,No,Credit Card,Yes,1140,No,Q3,Yes,3,No,California,No,No,No,65,4309.55,0,2566.85,0.0,6876.4,No,Yes,93925
79,20,0.0,Attitude,Yes,Attitude of service provider,90,1,Portola Valley,5824,One Year,United States,7136-RVDTZ,Churned,No,No,Male,Yes,DSL,"37.369709, -122.215844",37.369709,-122.215844,No,45.25,No,0,0,,No,No,Yes,Bank Withdrawal,No,6601,No,Q3,No,2,Yes,California,Yes,No,Yes,70,3264.45,0,0.0,0.0,3264.45,No,Yes,94028
42,0,3.23,,No,,52,0,Portola Valley,5368,Month-to-Month,United States,4661-NJEUX,Joined,No,No,Male,No,,"37.369709, -122.215844",37.369709,-122.215844,No,20.05,No,0,0,,No,No,Yes,Credit Card,Yes,6601,No,Q3,No,3,No,California,No,No,No,1,20.05,0,3.23,0.0,23.28,No,No,94028
33,25,2.56,,No,,56,0,Portola Valley,6347,Two Year,United States,8670-ERCJH,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.369709, -122.215844",37.369709,-122.215844,No,113.4,Yes,0,0,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,6601,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,8164.1,0,184.32,0.0,8348.42,No,Yes,94028
59,21,7.84,,No,,78,0,Portola Valley,4268,One Year,United States,7103-ZGVNT,Stayed,Yes,No,Female,Yes,Cable,"37.369709, -122.215844",37.369709,-122.215844,Yes,73.7,Yes,3,10,Offer A,Yes,Yes,No,Credit Card,Yes,6601,Yes,Q3,Yes,4,No,California,No,No,Yes,69,4885.85,0,540.96,0.0,5426.81,No,Yes,94028
78,22,5.71,Attitude,Yes,Attitude of service provider,91,1,Redwood City,3684,Month-to-Month,United States,6927-WTFIV,Churned,No,No,Male,Yes,Fiber Optic,"37.461251, -122.235414",37.461251,-122.235414,No,71.3,No,0,0,Offer D,No,No,No,Credit Card,Yes,35737,No,Q3,No,2,Yes,California,No,No,No,20,1389.2,0,114.2,0.0,1503.4,No,Yes,94061
56,27,38.85,,No,,64,0,Redwood City,6063,One Year,United States,7997-EASSD,Stayed,No,No,Female,Yes,Fiber Optic,"37.461251, -122.235414",37.461251,-122.235414,Yes,81.2,Yes,0,1,Offer B,No,No,Yes,Credit Card,Yes,35737,Yes,Q3,Yes,3,No,California,No,No,No,63,4965.1,0,2447.55,0.0,7412.65,No,Yes,94061
26,48,21.67,,No,,32,0,Redwood City,3955,Month-to-Month,United States,7175-NTIXE,Stayed,No,No,Female,Yes,DSL,"37.461251, -122.235414",37.461251,-122.235414,No,76.15,No,0,0,,No,Yes,Yes,Credit Card,Yes,35737,Yes,Q3,No,3,No,California,Yes,Yes,Yes,25,1992.95,0,541.75,0.0,2534.7,Yes,Yes,94061
42,0,19.21,,No,,34,0,Redwood City,4922,Two Year,United States,1207-BLKSA,Stayed,Yes,No,Female,No,,"37.461251, -122.235414",37.461251,-122.235414,Yes,23.05,Yes,2,1,,No,No,No,Credit Card,Yes,35737,No,Q3,Yes,3,No,California,No,No,No,52,1255.1,0,998.92,0.0,2254.02,No,No,94061
76,18,19.74,Attitude,Yes,Attitude of support person,67,1,Redwood City,3853,Month-to-Month,United States,3398-ZOUAA,Churned,No,No,Male,Yes,Fiber Optic,"37.499411, -122.196318",37.499411,-122.196318,Yes,69.1,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,32368,No,Q3,Yes,2,Yes,California,No,No,No,21,1474.75,0,414.54,0.0,1889.29,No,Yes,94063
67,6,42.53,,No,,47,0,Redwood City,2939,Two Year,United States,9796-BPKIW,Stayed,No,No,Male,Yes,Fiber Optic,"37.499411, -122.196318",37.499411,-122.196318,No,69.95,No,0,0,,No,No,Yes,Credit Card,Yes,32368,No,Q3,No,3,Yes,California,No,No,No,8,562.7,0,340.24,0.0,902.94,No,Yes,94063
29,27,33.83,,No,,42,0,Redwood City,5027,Two Year,United States,8975-SKGRX,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.499411, -122.196318",37.499411,-122.196318,Yes,116.1,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,32368,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,8310.55,130,2401.93,0.0,10842.48,Yes,No,94063
45,22,0.0,,No,,74,0,Redwood City,6251,Two Year,United States,8316-BBQAY,Stayed,No,Yes,Female,Yes,Cable,"37.499411, -122.196318",37.499411,-122.196318,No,59.95,No,0,0,,No,Yes,No,Credit Card,No,32368,Yes,Q3,No,3,No,California,Yes,Yes,Yes,65,3921.1,0,0.0,0.0,3921.1,No,Yes,94063
65,22,28.82,Competitor,Yes,Competitor made better offer,82,1,San Francisco,5359,Month-to-Month,United States,4844-JJWUY,Churned,No,No,Female,Yes,Fiber Optic,"37.776718, -122.495781",37.776718,-122.495781,No,86.0,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,42476,No,Q3,No,1,Yes,California,Yes,Yes,No,1,86.0,0,28.82,0.0,114.82,No,Yes,94121
23,0,16.42,,No,,24,0,San Francisco,4501,One Year,United States,7471-WNSUF,Stayed,No,No,Male,No,,"37.776718, -122.495781",37.776718,-122.495781,Yes,24.15,Yes,0,1,Offer B,No,No,No,Bank Withdrawal,Yes,42476,No,Q3,Yes,3,No,California,No,No,No,60,1505.9,0,985.2,0.0,2491.1,Yes,No,94121
61,0,48.01,,No,,79,0,San Francisco,4066,Two Year,United States,9153-BTBVV,Stayed,No,No,Female,No,,"37.776718, -122.495781",37.776718,-122.495781,Yes,25.0,Yes,0,1,Offer A,No,No,No,Bank Withdrawal,Yes,42476,No,Q3,Yes,4,No,California,No,No,No,71,1753.0,0,3408.71,0.0,5161.71,No,No,94121
46,0,37.83,,No,,20,0,San Francisco,4890,Two Year,United States,7602-DBTOU,Stayed,No,No,Female,No,,"37.776718, -122.495781",37.776718,-122.495781,Yes,19.6,No,0,2,,No,No,No,Credit Card,Yes,42476,No,Q3,Yes,4,No,California,No,No,No,71,1416.5,0,2685.93,0.0,4102.43,No,No,94121
80,15,0.0,Competitor,Yes,Competitor offered higher download speeds,80,1,San Francisco,4011,One Year,United States,4785-QRJHC,Churned,No,Yes,Male,Yes,DSL,"37.722302, -122.491129",37.722302,-122.491129,Yes,59.9,No,0,1,,Yes,No,Yes,Bank Withdrawal,No,26297,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,46,2816.65,150,0.0,0.0,2966.65,No,No,94132
80,17,37.42,,No,,34,0,San Francisco,2440,Two Year,United States,7748-UMTRK,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.722302, -122.491129",37.722302,-122.491129,No,101.3,Yes,1,0,,No,No,Yes,Bank Withdrawal,Yes,26297,Yes,Q3,No,4,Yes,California,Yes,Yes,Yes,30,2974.5,0,1122.6,0.0,4097.1,No,Yes,94132
29,46,13.04,Competitor,Yes,Competitor made better offer,65,1,San Francisco,5341,Month-to-Month,United States,3066-RRJIO,Churned,No,No,Female,Yes,Fiber Optic,"37.722302, -122.491129",37.722302,-122.491129,No,69.95,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,26297,No,Q3,No,3,No,California,No,No,No,1,69.95,0,13.04,0.0,82.99,Yes,Yes,94132
32,53,16.09,,No,,45,0,San Francisco,4121,Two Year,United States,0862-PRCBS,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.722302, -122.491129",37.722302,-122.491129,Yes,103.75,Yes,3,6,,Yes,No,Yes,Credit Card,Yes,26297,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7039.45,0,1094.12,0.0,8133.57,No,Yes,94132
78,12,16.83,Price,Yes,Price too high,72,1,Concord,4661,Month-to-Month,United States,7248-VZQLC,Churned,No,Yes,Female,Yes,Fiber Optic,"37.971421, -121.971504",37.971421,-121.971504,No,85.2,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,39888,No,Q3,No,1,Yes,California,No,No,No,47,3969.35,0,791.01,0.0,4760.36,No,Yes,94521
61,30,0.0,Dissatisfaction,Yes,Service dissatisfaction,93,1,Concord,3520,Month-to-Month,United States,4323-SADQS,Churned,Yes,No,Male,Yes,Cable,"37.971421, -121.971504",37.971421,-121.971504,Yes,34.5,No,6,2,,No,Yes,Yes,Bank Withdrawal,No,39888,Yes,Q3,Yes,1,No,California,No,No,No,7,279.25,0,0.0,0.0,279.25,No,Yes,94521
33,0,4.15,,No,,37,0,Concord,4993,Two Year,United States,3261-CQXOL,Stayed,Yes,No,Female,No,,"37.971421, -121.971504",37.971421,-121.971504,Yes,25.45,Yes,2,0,Offer A,No,No,No,Bank Withdrawal,Yes,39888,No,Q3,No,3,No,California,No,No,No,71,1813.35,0,294.65,0.0,2108.0,No,No,94521
54,23,14.8,,No,,58,0,Concord,2531,One Year,United States,5269-NRGDP,Stayed,Yes,Yes,Male,Yes,DSL,"37.971421, -121.971504",37.971421,-121.971504,Yes,73.15,No,2,1,,No,No,No,Bank Withdrawal,Yes,39888,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,42,3088.25,0,621.6,0.0,3709.85,No,Yes,94521
78,4,27.82,Dissatisfaction,Yes,Product dissatisfaction,91,1,Martinez,3714,Month-to-Month,United States,0011-IGKFF,Churned,No,Yes,Male,Yes,Fiber Optic,"38.014457, -122.115432",38.014457,-122.115432,Yes,98.0,No,0,1,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,46677,No,Q3,Yes,1,Yes,California,Yes,No,Yes,13,1237.85,0,361.66,0.0,1599.51,No,Yes,94553
30,53,49.42,Competitor,Yes,Competitor had better devices,81,1,Martinez,5200,Two Year,United States,2834-JRTUA,Churned,No,Yes,Male,Yes,Fiber Optic,"38.014457, -122.115432",38.014457,-122.115432,No,108.05,Yes,0,0,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,46677,Yes,Q3,No,1,No,California,Yes,Yes,Yes,71,7532.15,0,3508.82,0.0,11040.97,No,Yes,94553
60,0,36.5,,No,,39,0,Martinez,3378,Two Year,United States,4213-HKBJO,Stayed,No,No,Female,No,,"38.014457, -122.115432",38.014457,-122.115432,No,25.7,Yes,0,0,,No,No,No,Credit Card,Yes,46677,No,Q3,No,4,No,California,No,No,No,33,826.1,0,1204.5,0.0,2030.6,No,No,94553
61,0,19.56,,No,,26,0,Martinez,5250,Month-to-Month,United States,8815-LMFLX,Stayed,Yes,No,Male,No,,"38.014457, -122.115432",38.014457,-122.115432,Yes,25.4,Yes,4,8,Offer C,No,No,Yes,Bank Withdrawal,Yes,46677,No,Q3,Yes,3,No,California,No,No,No,25,546.85,0,489.0,0.0,1035.85,No,No,94553
68,18,35.43,Attitude,Yes,Attitude of support person,87,1,Moraga,5960,Month-to-Month,United States,6496-SLWHQ,Churned,No,Yes,Male,Yes,Fiber Optic,"37.827946, -122.107185",37.827946,-122.107185,No,105.0,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,16510,No,Q3,No,3,Yes,California,Yes,No,Yes,3,294.45,0,106.29,0.0,400.74,No,Yes,94556
21,85,36.06,Dissatisfaction,Yes,Service dissatisfaction,96,1,Moraga,5317,Month-to-Month,United States,5028-GZLDO,Churned,No,No,Male,Yes,Fiber Optic,"37.827946, -122.107185",37.827946,-122.107185,No,70.7,No,0,0,,No,No,No,Credit Card,Yes,16510,No,Q3,No,1,No,California,No,No,No,2,140.7,0,72.12,0.0,212.82,Yes,Yes,94556
34,23,33.79,,No,,75,0,Moraga,5902,Month-to-Month,United States,5879-SESNB,Stayed,No,No,Female,Yes,Fiber Optic,"37.827946, -122.107185",37.827946,-122.107185,No,75.25,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,16510,No,Q3,No,3,No,California,No,No,No,11,888.65,0,371.69,0.0,1260.34,No,Yes,94556
51,20,0.0,,No,,45,0,Moraga,5629,Month-to-Month,United States,8582-KRHPJ,Stayed,No,No,Male,Yes,DSL,"37.827946, -122.107185",37.827946,-122.107185,No,35.0,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,No,16510,No,Q3,No,3,No,California,No,No,No,50,1782.4,0,0.0,0.0,1782.4,No,Yes,94556
75,22,46.05,Dissatisfaction,Yes,Limited range of services,91,1,Oakley,4819,Month-to-Month,United States,5383-MMTWC,Churned,No,No,Female,Yes,Fiber Optic,"37.999406, -121.686241",37.999406,-121.686241,Yes,84.0,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,27607,No,Q3,Yes,3,Yes,California,Yes,No,No,8,613.4,0,368.4,0.0,981.8,No,Yes,94561
21,0,22.96,,No,,34,0,Oakley,2630,Two Year,United States,1106-HRLKZ,Stayed,Yes,No,Male,No,,"37.999406, -121.686241",37.999406,-121.686241,Yes,19.6,No,1,9,Offer B,No,No,No,Credit Card,Yes,27607,No,Q3,Yes,5,No,California,No,No,No,40,808.95,0,918.4,0.0,1727.35,Yes,No,94561
35,6,36.62,,No,,72,0,Oakley,4915,One Year,United States,4837-QUSFT,Stayed,No,No,Female,Yes,Fiber Optic,"37.999406, -121.686241",37.999406,-121.686241,Yes,100.15,Yes,0,8,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,27607,Yes,Q3,Yes,4,No,California,No,No,Yes,65,6643.5,0,2380.3,0.0,9023.8,No,Yes,94561
21,26,25.69,,No,,76,0,Oakley,5264,Two Year,United States,1506-YJTYT,Stayed,Yes,No,Male,Yes,DSL,"37.999406, -121.686241",37.999406,-121.686241,Yes,73.85,Yes,1,9,Offer B,Yes,Yes,No,Credit Card,Yes,27607,Yes,Q3,Yes,3,No,California,No,No,Yes,45,3371.0,0,1156.05,0.0,4527.05,Yes,Yes,94561
73,19,0.0,Other,Yes,Poor expertise of online support,72,1,Oakland,4694,Month-to-Month,United States,5167-GBFRE,Churned,No,No,Male,Yes,DSL,"37.803883, -122.208417",37.803883,-122.208417,No,25.2,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,28900,No,Q3,No,3,Yes,California,No,No,No,4,102.5,0,0.0,0.0,102.5,No,Yes,94602
58,15,32.13,Competitor,Yes,Competitor made better offer,81,1,Oakland,5082,Month-to-Month,United States,9019-QVLZD,Churned,No,No,Female,Yes,Fiber Optic,"37.803883, -122.208417",37.803883,-122.208417,No,79.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,28900,No,Q3,No,2,No,California,No,No,Yes,1,79.55,10,32.13,0.0,121.68,No,No,94602
31,8,0.0,,No,,48,0,Oakland,4151,Two Year,United States,6614-YOLAC,Stayed,No,No,Female,Yes,Cable,"37.803883, -122.208417",37.803883,-122.208417,Yes,58.65,No,0,3,Offer A,Yes,Yes,No,Credit Card,No,28900,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,4145.25,0,0.0,0.0,4145.25,No,Yes,94602
52,4,40.47,,No,,67,0,Oakland,5186,One Year,United States,5140-FOMCQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.803883, -122.208417",37.803883,-122.208417,Yes,109.15,Yes,0,7,Offer B,Yes,Yes,Yes,Credit Card,Yes,28900,No,Q3,Yes,4,No,California,Yes,Yes,Yes,59,6557.75,0,2387.73,0.0,8945.48,No,Yes,94602
73,19,17.19,Other,Yes,Don't know,94,1,Emeryville,3167,Month-to-Month,United States,1324-NLTJE,Churned,No,No,Female,Yes,DSL,"37.83726, -122.287648",37.83726,-122.287648,No,55.0,Yes,0,0,Offer D,No,No,No,Credit Card,Yes,24589,Yes,Q3,No,1,Yes,California,No,No,No,15,757.1,0,257.85,0.0,1014.95,No,Yes,94608
43,0,11.91,Attitude,Yes,Attitude of support person,92,1,Emeryville,2611,Month-to-Month,United States,6849-WLEYG,Churned,Yes,No,Male,No,,"37.83726, -122.287648",37.83726,-122.287648,No,19.75,No,3,0,,No,No,No,Credit Card,Yes,24589,No,Q3,No,3,No,California,No,No,No,1,19.75,0,11.91,0.0,31.66,No,No,94608
36,20,10.97,,No,,37,0,Emeryville,6045,Two Year,United States,7649-SIJJF,Stayed,No,Yes,Male,Yes,DSL,"37.83726, -122.287648",37.83726,-122.287648,Yes,80.1,Yes,0,5,Offer A,Yes,Yes,Yes,Credit Card,Yes,24589,Yes,Q3,Yes,3,No,California,Yes,Yes,No,71,5585.4,0,778.87,0.0,6364.27,No,Yes,94608
55,0,44.82,,No,,67,0,Emeryville,4837,One Year,United States,5324-KTGCG,Stayed,No,No,Male,No,,"37.83726, -122.287648",37.83726,-122.287648,Yes,20.85,No,0,5,,No,No,No,Bank Withdrawal,Yes,24589,No,Q3,Yes,4,No,California,No,No,No,71,1539.75,0,3182.22,0.0,4721.97,No,No,94608
70,27,32.31,Competitor,Yes,Competitor had better devices,87,1,Richmond,3019,Month-to-Month,United States,5567-WSELE,Churned,No,No,Male,Yes,Fiber Optic,"37.945288, -122.383941",37.945288,-122.383941,Yes,94.6,Yes,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,28450,No,Q3,Yes,1,Yes,California,Yes,No,Yes,3,279.55,0,96.93,0.0,376.48,No,Yes,94801
73,13,34.36,,No,,77,0,Richmond,4241,Two Year,United States,2674-MLXMN,Stayed,No,No,Female,Yes,Fiber Optic,"37.945288, -122.383941",37.945288,-122.383941,No,99.65,Yes,0,0,Offer A,Yes,No,Yes,Credit Card,Yes,28450,No,Q3,No,4,Yes,California,Yes,No,Yes,71,6951.15,0,2439.56,3.33,9387.38,No,Yes,94801
49,0,8.91,,No,,21,0,Richmond,4671,Two Year,United States,2632-TACXW,Stayed,No,No,Female,No,,"37.945288, -122.383941",37.945288,-122.383941,Yes,23.65,Yes,0,4,,No,No,No,Bank Withdrawal,Yes,28450,No,Q3,Yes,4,No,California,No,No,No,62,1416.75,0,552.42,0.0,1969.17,No,No,94801
48,28,41.68,,No,,20,0,Richmond,6380,Two Year,United States,5781-BKHOP,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.945288, -122.383941",37.945288,-122.383941,Yes,100.65,Yes,0,10,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,28450,No,Q3,Yes,3,No,California,No,No,Yes,72,7334.05,0,3000.96,0.0,10335.01,No,Yes,94801
74,23,39.36,Competitor,Yes,Competitor had better devices,87,1,Larkspur,5860,Month-to-Month,United States,6646-VRFOL,Churned,No,Yes,Male,Yes,Fiber Optic,"37.937082, -122.532369",37.937082,-122.532369,Yes,103.85,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,6773,No,Q3,Yes,1,Yes,California,Yes,No,Yes,53,5485.5,0,2086.08,0.0,7571.58,No,Yes,94939
55,2,0.0,Competitor,Yes,Competitor offered higher download speeds,93,1,Larkspur,2863,Month-to-Month,United States,5669-SRAIP,Churned,No,Yes,Female,Yes,DSL,"37.937082, -122.532369",37.937082,-122.532369,No,39.5,No,0,0,Offer E,No,No,No,Bank Withdrawal,No,6773,No,Q3,No,2,No,California,Yes,Yes,No,5,210.75,0,0.0,39.27,171.48,No,Yes,94939
37,0,12.58,,No,,22,0,Larkspur,5613,Two Year,United States,4231-LZUYM,Stayed,No,No,Female,No,,"37.937082, -122.532369",37.937082,-122.532369,Yes,25.65,Yes,0,4,,No,No,No,Bank Withdrawal,Yes,6773,No,Q3,Yes,5,No,California,No,No,No,72,1887.0,0,905.76,0.0,2792.76,No,No,94939
21,0,12.41,,No,,78,0,Larkspur,5184,Month-to-Month,United States,7998-ZLXWN,Stayed,No,No,Female,No,,"37.937082, -122.532369",37.937082,-122.532369,Yes,20.45,No,0,3,,No,No,No,Credit Card,Yes,6773,No,Q3,Yes,4,No,California,No,No,No,15,330.8,0,186.15,0.0,516.95,Yes,No,94939
70,29,47.17,Competitor,Yes,Competitor offered more data,79,1,Ben Lomond,6284,Month-to-Month,United States,9090-SGQXL,Churned,No,Yes,Male,Yes,Fiber Optic,"37.078873, -122.090386",37.078873,-122.090386,Yes,105.3,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,6407,No,Q3,Yes,3,Yes,California,Yes,No,Yes,68,7299.65,0,3207.56,0.0,10507.21,No,Yes,95005
44,0,36.45,,No,,47,0,Ben Lomond,4455,One Year,United States,4121-AGSIN,Stayed,No,No,Female,No,,"37.078873, -122.090386",37.078873,-122.090386,Yes,24.5,Yes,0,9,,No,No,Yes,Credit Card,Yes,6407,No,Q3,Yes,4,No,California,No,No,No,58,1497.9,0,2114.1,9.22,3602.78,No,No,95005
31,9,0.0,,No,,76,0,Ben Lomond,3695,One Year,United States,6402-SSEJG,Stayed,No,Yes,Female,Yes,DSL,"37.078873, -122.090386",37.078873,-122.090386,No,61.05,No,0,0,,Yes,Yes,No,Bank Withdrawal,No,6407,No,Q3,No,3,No,California,Yes,Yes,Yes,25,1540.2,0,0.0,0.0,1540.2,No,Yes,95005
23,0,20.05,,No,,27,0,Ben Lomond,3763,Two Year,United States,2520-SGTTA,Stayed,Yes,No,Female,No,,"37.078873, -122.090386",37.078873,-122.090386,Yes,20.0,No,3,4,Offer E,No,No,No,Credit Card,Yes,6407,No,Q3,Yes,4,No,California,No,No,No,10,200.0,0,200.5,0.0,400.5,Yes,No,95005
66,13,48.87,Competitor,Yes,Competitor made better offer,74,1,Campbell,4281,One Year,United States,9835-ZIITK,Churned,No,Yes,Male,Yes,Fiber Optic,"37.279689, -121.954567",37.279689,-121.954567,Yes,110.85,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,44976,Yes,Q3,Yes,1,Yes,California,Yes,No,Yes,66,7491.75,0,3225.42,0.0,10717.17,No,Yes,95008
61,19,1.67,,No,,59,0,Campbell,5998,Month-to-Month,United States,0455-XFASS,Joined,Yes,No,Female,Yes,Fiber Optic,"37.279689, -121.954567",37.279689,-121.954567,Yes,69.55,No,2,3,,No,No,Yes,Bank Withdrawal,Yes,44976,No,Q3,Yes,3,No,California,No,No,No,3,200.2,0,5.01,33.8,171.41,No,Yes,95008
46,16,5.17,,No,,39,0,Campbell,5331,Month-to-Month,United States,1110-KYLGQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.279689, -121.954567",37.279689,-121.954567,No,108.25,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,44976,No,Q3,No,3,No,California,Yes,Yes,Yes,63,6780.1,0,325.71,0.0,7105.81,No,Yes,95008
34,18,34.02,,No,,56,0,Campbell,5540,One Year,United States,1088-CNNKB,Stayed,No,Yes,Male,Yes,DSL,"37.279689, -121.954567",37.279689,-121.954567,Yes,80.0,Yes,0,9,,Yes,Yes,No,Credit Card,Yes,44976,Yes,Q3,Yes,3,No,California,Yes,Yes,No,63,5040.2,0,2143.26,0.0,7183.46,No,Yes,95008
68,25,0.0,Dissatisfaction,Yes,Product dissatisfaction,93,1,Davenport,4564,Month-to-Month,United States,5649-TJHOV,Churned,No,No,Male,Yes,DSL,"37.114335, -122.237162",37.114335,-122.237162,Yes,36.5,No,0,1,Offer C,No,No,No,Bank Withdrawal,No,857,No,Q3,Yes,1,Yes,California,Yes,No,No,27,1032.0,30,0.0,0.0,1062.0,No,No,95017
75,11,42.19,,No,,72,0,Davenport,4368,Two Year,United States,7693-QPEFS,Stayed,No,No,Male,Yes,Fiber Optic,"37.114335, -122.237162",37.114335,-122.237162,No,72.95,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,857,No,Q3,No,3,Yes,California,No,No,No,52,3829.75,0,2193.88,0.0,6023.63,No,Yes,95017
51,14,17.33,Competitor,Yes,Competitor made better offer,65,1,Davenport,3533,Month-to-Month,United States,9878-TNQGW,Churned,No,No,Male,Yes,Fiber Optic,"37.114335, -122.237162",37.114335,-122.237162,No,80.95,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,857,No,Q3,No,3,No,California,Yes,Yes,No,2,171.15,0,34.66,0.0,205.81,No,Yes,95017
21,0,47.25,,No,,48,0,Davenport,2448,Month-to-Month,United States,5868-YTYKS,Joined,Yes,No,Male,No,,"37.114335, -122.237162",37.114335,-122.237162,No,20.25,No,2,0,Offer E,No,No,Yes,Credit Card,Yes,857,No,Q3,No,3,No,California,No,No,No,1,20.25,0,47.25,0.0,67.5,Yes,No,95017
77,30,13.02,Other,Yes,Don't know,93,1,San Jose,2905,Month-to-Month,United States,8775-LHDJH,Churned,No,No,Female,Yes,Fiber Optic,"37.270938, -121.851046",37.270938,-121.851046,Yes,90.6,Yes,0,1,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,36944,No,Q3,Yes,2,Yes,California,No,No,Yes,1,90.6,0,13.02,0.0,103.62,No,Yes,95136
58,0,21.18,,No,,45,0,San Jose,4725,Month-to-Month,United States,3156-QLHBO,Joined,Yes,No,Male,No,,"37.270938, -121.851046",37.270938,-121.851046,No,19.25,No,1,0,,No,No,No,Credit Card,Yes,36944,No,Q3,No,3,No,California,No,No,No,2,48.35,0,42.36,0.0,90.71,No,No,95136
20,51,32.33,,No,,80,0,San Jose,4398,Two Year,United States,4016-BJKTZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.270938, -121.851046",37.270938,-121.851046,No,108.9,Yes,0,0,Offer C,Yes,No,No,Bank Withdrawal,Yes,36944,Yes,Q3,No,4,No,California,Yes,Yes,Yes,25,2809.05,0,808.25,0.0,3617.3,Yes,Yes,95136
27,48,10.05,,No,,35,0,San Jose,5301,Two Year,United States,3716-LRGXK,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.270938, -121.851046",37.270938,-121.851046,Yes,101.15,Yes,0,0,,No,No,No,Credit Card,Yes,36944,No,Q3,No,3,No,California,Yes,Yes,Yes,60,6067.4,0,603.0,0.0,6670.4,Yes,Yes,95136
73,11,4.19,Competitor,Yes,Competitor had better devices,78,1,San Jose,5204,Month-to-Month,United States,3097-NQYSN,Churned,No,No,Male,Yes,Fiber Optic,"37.218705, -121.762429",37.218705,-121.762429,Yes,86.85,Yes,0,3,,No,No,Yes,Credit Card,Yes,7023,No,Q3,Yes,1,Yes,California,No,No,Yes,2,156.35,40,8.38,0.0,204.73,No,No,95139
73,27,4.59,,No,,29,0,San Jose,5408,Two Year,United States,1779-PWPMG,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.218705, -121.762429",37.218705,-121.762429,Yes,114.65,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,7023,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,8333.95,0,330.48,0.0,8664.43,No,Yes,95139
61,0,33.92,,No,,41,0,San Jose,5475,Two Year,United States,9838-BFCQT,Stayed,Yes,No,Male,No,,"37.218705, -121.762429",37.218705,-121.762429,Yes,26.1,Yes,2,2,,No,No,No,Credit Card,Yes,7023,No,Q3,Yes,3,No,California,No,No,No,72,1851.45,0,2442.24,0.0,4293.69,No,No,95139
30,0,19.18,,No,,73,0,San Jose,2948,Two Year,United States,9950-MTGYX,Stayed,Yes,No,Male,No,,"37.218705, -121.762429",37.218705,-121.762429,Yes,20.3,No,2,8,,No,No,Yes,Credit Card,Yes,7023,No,Q3,Yes,3,No,California,No,No,No,28,487.95,0,537.04,0.0,1024.99,No,No,95139
65,4,32.77,Competitor,Yes,Competitor had better devices,68,1,Vallecito,2851,Month-to-Month,United States,9190-MFJLN,Churned,No,Yes,Male,Yes,Fiber Optic,"38.055562, -120.456298",38.055562,-120.456298,No,95.9,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,460,No,Q3,No,1,Yes,California,Yes,Yes,Yes,19,1777.9,0,622.63,0.0,2400.53,No,Yes,95251
42,56,45.26,Price,Yes,Price too high,84,1,Vallecito,4734,Month-to-Month,United States,9170-GYZJC,Churned,Yes,Yes,Female,Yes,Cable,"38.055562, -120.456298",38.055562,-120.456298,Yes,79.9,Yes,3,1,,Yes,Yes,No,Credit Card,Yes,460,Yes,Q3,Yes,1,No,California,Yes,Yes,No,41,3326.2,0,1855.66,0.0,5181.86,No,Yes,95251
60,76,32.47,,No,,29,0,Vallecito,4558,Two Year,United States,9127-FHJBZ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.055562, -120.456298",38.055562,-120.456298,Yes,114.0,Yes,3,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,460,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8093.15,0,2337.84,0.0,10430.99,No,Yes,95251
33,28,0.0,,No,,42,0,Vallecito,5461,Two Year,United States,1139-WUOAH,Stayed,No,Yes,Male,Yes,DSL,"38.055562, -120.456298",38.055562,-120.456298,No,53.35,No,0,0,,No,No,No,Credit Card,No,460,Yes,Q3,No,4,No,California,Yes,Yes,Yes,57,3090.05,100,0.0,0.0,3190.05,No,No,95251
78,11,14.22,Competitor,Yes,Competitor offered higher download speeds,65,1,Woodbridge,5214,Month-to-Month,United States,1095-JUDTC,Churned,No,No,Female,Yes,Fiber Optic,"38.169605, -121.310964",38.169605,-121.310964,No,95.05,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4176,Yes,Q3,No,2,Yes,California,No,No,Yes,47,4504.55,0,668.34,0.0,5172.89,No,Yes,95258
59,15,33.69,,No,,78,0,Woodbridge,5577,Month-to-Month,United States,1346-UFHAX,Stayed,No,No,Female,Yes,Fiber Optic,"38.169605, -121.310964",38.169605,-121.310964,No,80.0,Yes,0,0,Offer D,No,Yes,Yes,Credit Card,Yes,4176,No,Q3,No,3,No,California,No,No,No,13,1029.35,0,437.97,0.0,1467.32,No,No,95258
45,16,20.3,,No,,50,0,Woodbridge,4014,Month-to-Month,United States,1845-ZLLIG,Joined,No,No,Male,Yes,DSL,"38.169605, -121.310964",38.169605,-121.310964,No,50.15,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,4176,No,Q3,No,3,No,California,No,No,No,1,50.15,0,20.3,0.0,70.45,No,Yes,95258
64,0,41.23,,No,,26,0,Woodbridge,6196,Two Year,United States,5075-JSDKI,Stayed,No,No,Female,No,,"38.169605, -121.310964",38.169605,-121.310964,No,24.45,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,4176,No,Q3,No,4,No,California,No,No,No,59,1493.1,0,2432.57,0.0,3925.67,No,No,95258
69,23,37.6,Competitor,Yes,Competitor offered higher download speeds,68,1,Delhi,5648,Month-to-Month,United States,5385-SUIRI,Churned,No,Yes,Male,Yes,Fiber Optic,"37.422961, -120.765493",37.422961,-120.765493,Yes,104.2,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,10159,No,Q3,No,1,Yes,California,Yes,Yes,Yes,52,5568.35,0,1955.2,0.0,7523.55,No,Yes,95315
19,59,33.48,Attitude,Yes,Attitude of support person,91,1,Delhi,4611,Month-to-Month,United States,5673-FSSMF,Churned,No,No,Female,Yes,Cable,"37.422961, -120.765493",37.422961,-120.765493,No,60.15,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,10159,No,Q3,No,3,No,California,Yes,Yes,No,1,60.15,20,33.48,0.0,113.63,Yes,No,95315
24,0,26.12,Price,Yes,Long distance charges,76,1,Delhi,3820,Month-to-Month,United States,2002-MZHWP,Churned,No,No,Female,No,,"37.422961, -120.765493",37.422961,-120.765493,No,20.5,No,0,0,Offer E,No,No,No,Credit Card,Yes,10159,No,Q3,No,2,No,California,No,No,No,1,20.5,0,26.12,0.0,46.62,Yes,No,95315
53,25,17.07,,No,,36,0,Delhi,4954,One Year,United States,8259-DZLIZ,Stayed,Yes,No,Female,Yes,DSL,"37.422961, -120.765493",37.422961,-120.765493,Yes,53.85,Yes,2,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,10159,No,Q3,Yes,4,No,California,No,No,No,64,3399.85,0,1092.48,0.0,4492.33,No,Yes,95315
67,22,3.62,Price,Yes,Extra data charges,71,1,Riverbank,4074,Month-to-Month,United States,6328-ZPBGN,Churned,No,No,Female,Yes,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,No,95.15,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,16525,No,Q3,No,2,Yes,California,Yes,Yes,Yes,11,997.65,0,39.82,0.0,1037.47,No,Yes,95367
30,52,26.87,Other,Yes,Don't know,86,1,Riverbank,2101,Month-to-Month,United States,1618-CFHME,Churned,No,No,Female,Yes,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,No,75.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,16525,No,Q3,No,1,No,California,No,No,No,2,143.35,0,53.74,0.0,197.09,No,Yes,95367
40,17,16.2,Dissatisfaction,Yes,Product dissatisfaction,68,1,Riverbank,5248,Month-to-Month,United States,9992-RRAMN,Churned,No,No,Male,Yes,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,Yes,85.1,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,16525,No,Q3,Yes,1,No,California,Yes,Yes,No,22,1873.7,0,356.4,0.0,2230.1,No,Yes,95367
39,27,24.45,Dissatisfaction,Yes,Lack of self-service on Website,85,1,Riverbank,2224,Two Year,United States,7666-WKRON,Churned,No,Yes,Female,Yes,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,No,80.45,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,16525,Yes,Q3,No,3,No,California,No,No,No,39,3201.55,0,953.55,0.0,4155.1,No,Yes,95367
74,6,39.12,Dissatisfaction,Yes,Network reliability,73,1,Santa Rosa,3802,Month-to-Month,United States,2856-NNASM,Churned,No,No,Male,Yes,Fiber Optic,"38.394091, -122.739814",38.394091,-122.739814,No,89.55,No,0,0,,No,No,Yes,Mailed Check,Yes,30876,No,Q3,No,1,Yes,California,Yes,Yes,Yes,43,3856.75,0,1682.16,0.0,5538.91,No,Yes,95407
49,28,34.37,Other,Yes,Poor expertise of online support,66,1,Santa Rosa,4568,Month-to-Month,United States,5552-ZNFSJ,Churned,No,No,Male,Yes,DSL,"38.394091, -122.739814",38.394091,-122.739814,No,45.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,30876,No,Q3,No,3,No,California,No,No,No,1,45.3,0,34.37,0.0,79.67,No,Yes,95407
54,0,15.51,,No,,20,0,Santa Rosa,5707,One Year,United States,7446-SFAOA,Stayed,No,No,Female,No,,"38.394091, -122.739814",38.394091,-122.739814,Yes,19.85,No,0,8,,No,No,Yes,Bank Withdrawal,Yes,30876,No,Q3,Yes,4,No,California,No,No,No,37,717.5,0,573.87,0.0,1291.37,No,No,95407
22,52,14.75,,No,,56,0,Santa Rosa,4271,Month-to-Month,United States,5339-TJFEK,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.394091, -122.739814",38.394091,-122.739814,Yes,105.5,Yes,1,8,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,30876,No,Q3,Yes,4,No,California,Yes,Yes,Yes,62,6487.2,150,914.5,0.0,7551.7,Yes,No,95407
77,29,36.78,Attitude,Yes,Attitude of support person,71,1,Clearlake,2097,Month-to-Month,United States,6769-DYBQN,Churned,No,No,Male,Yes,Fiber Optic,"38.965804, -122.631779",38.965804,-122.631779,No,85.0,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,13485,No,Q3,No,1,Yes,California,Yes,Yes,No,46,3969.4,0,1691.88,0.0,5661.28,No,Yes,95422
53,26,14.48,Competitor,Yes,Competitor had better devices,70,1,Clearlake,3940,Month-to-Month,United States,7595-EUIVN,Churned,No,No,Female,Yes,Fiber Optic,"38.965804, -122.631779",38.965804,-122.631779,No,75.8,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,13485,No,Q3,No,1,No,California,No,No,No,1,75.8,0,14.48,0.0,90.28,No,Yes,95422
19,73,0.0,,No,,75,0,Clearlake,2562,Month-to-Month,United States,0953-LGOVU,Stayed,Yes,No,Male,Yes,DSL,"38.965804, -122.631779",38.965804,-122.631779,Yes,35.5,No,3,7,Offer D,Yes,No,No,Mailed Check,No,13485,Yes,Q3,Yes,4,No,California,No,No,No,12,432.25,0,0.0,0.0,432.25,Yes,Yes,95422
32,0,31.7,,No,,60,0,Clearlake,4821,Two Year,United States,4804-NCPET,Stayed,Yes,No,Male,No,,"38.965804, -122.631779",38.965804,-122.631779,Yes,20.2,No,3,3,,No,No,No,Credit Card,Yes,13485,No,Q3,Yes,3,No,California,No,No,No,19,387.4,0,602.3,0.0,989.7,No,No,95422
76,6,41.16,Attitude,Yes,Attitude of support person,89,1,Lakeport,2426,Month-to-Month,United States,3296-SILRA,Churned,No,No,Female,Yes,Fiber Optic,"39.080469, -122.955176",39.080469,-122.955176,Yes,76.4,No,0,6,,Yes,No,Yes,Mailed Check,Yes,11180,No,Q3,Yes,2,Yes,California,No,No,No,1,76.4,0,41.16,0.0,117.56,No,Yes,95453
28,69,2.36,,No,,33,0,Lakeport,4702,Two Year,United States,5095-ETBRJ,Stayed,No,No,Female,Yes,DSL,"39.080469, -122.955176",39.080469,-122.955176,Yes,56.8,No,0,5,,Yes,Yes,No,Credit Card,Yes,11180,Yes,Q3,Yes,4,No,California,No,No,No,55,3112.05,0,129.8,0.0,3241.85,Yes,Yes,95453
46,14,9.36,,No,,26,0,Lakeport,3358,Month-to-Month,United States,5542-TBBWB,Joined,No,No,Male,Yes,Fiber Optic,"39.080469, -122.955176",39.080469,-122.955176,No,69.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,11180,No,Q3,No,4,No,California,No,No,No,1,69.9,10,9.36,0.0,89.26,No,No,95453
60,12,42.05,,No,,25,0,Lakeport,3031,Month-to-Month,United States,5650-YLIBA,Stayed,No,No,Male,Yes,Fiber Optic,"39.080469, -122.955176",39.080469,-122.955176,No,81.15,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,11180,No,Q3,No,3,No,California,No,No,No,31,2640.55,0,1303.55,0.0,3944.1,No,Yes,95453
80,18,0.0,Other,Yes,Moved,75,1,Lucerne,2061,Month-to-Month,United States,5180-UCIIQ,Churned,Yes,No,Male,Yes,Cable,"39.141934, -122.770679",39.141934,-122.770679,Yes,40.05,No,2,5,,No,Yes,No,Mailed Check,No,3002,No,Q3,Yes,1,Yes,California,Yes,No,No,22,880.2,0,0.0,0.0,880.2,No,Yes,95458
73,19,12.75,,No,,58,0,Lucerne,4738,Two Year,United States,8059-UDZFY,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.141934, -122.770679",39.141934,-122.770679,No,105.35,Yes,2,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,3002,No,Q3,No,5,Yes,California,Yes,No,Yes,33,3465.05,0,420.75,0.0,3885.8,No,Yes,95458
47,0,25.08,,No,,77,0,Lucerne,5682,One Year,United States,3452-FLHYD,Stayed,No,No,Male,No,,"39.141934, -122.770679",39.141934,-122.770679,Yes,20.95,No,0,3,,No,No,Yes,Bank Withdrawal,Yes,3002,No,Q3,Yes,4,No,California,No,No,No,25,495.15,0,627.0,0.0,1122.15,No,No,95458
30,71,22.33,,No,,80,0,Lucerne,5054,Two Year,United States,2400-XIWIO,Stayed,No,Yes,Female,Yes,Cable,"39.141934, -122.770679",39.141934,-122.770679,Yes,90.1,Yes,0,2,,Yes,Yes,No,Bank Withdrawal,Yes,3002,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6310.9,0,1585.43,0.0,7896.33,No,Yes,95458
72,5,20.55,Competitor,Yes,Competitor offered more data,76,1,The Sea Ranch,4116,Month-to-Month,United States,1977-STDKI,Churned,No,No,Female,Yes,Fiber Optic,"38.696659, -123.436861",38.696659,-123.436861,No,73.0,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,752,No,Q3,No,1,Yes,California,No,No,No,1,73.0,0,20.55,0.0,93.55,No,Yes,95497
57,16,28.79,Dissatisfaction,Yes,Service dissatisfaction,84,1,The Sea Ranch,4223,Month-to-Month,United States,2249-YPRNG,Churned,No,Yes,Female,Yes,Fiber Optic,"38.696659, -123.436861",38.696659,-123.436861,Yes,105.85,Yes,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,752,No,Q3,Yes,2,No,California,Yes,Yes,Yes,20,2239.65,0,575.8,0.0,2815.45,No,Yes,95497
26,59,24.27,,No,,79,0,The Sea Ranch,5313,Two Year,United States,9795-SHUHB,Stayed,No,No,Female,Yes,Cable,"38.696659, -123.436861",38.696659,-123.436861,Yes,58.2,No,0,9,,Yes,Yes,Yes,Credit Card,Yes,752,Yes,Q3,Yes,3,No,California,No,No,No,66,3810.8,0,1601.82,0.0,5412.62,Yes,Yes,95497
52,28,48.14,,No,,36,0,The Sea Ranch,6438,Two Year,United States,3796-ENZGF,Stayed,No,No,Male,Yes,Cable,"38.696659, -123.436861",38.696659,-123.436861,Yes,67.25,Yes,0,2,,Yes,No,No,Credit Card,Yes,752,Yes,Q3,Yes,4,No,California,Yes,Yes,No,63,4234.15,150,3032.82,0.0,7416.97,No,No,95497
78,2,38.53,Competitor,Yes,Competitor made better offer,79,1,Bridgeville,2583,Month-to-Month,United States,5813-UECBU,Churned,No,Yes,Male,Yes,Fiber Optic,"40.372532, -123.525626",40.372532,-123.525626,No,83.85,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,695,No,Q3,No,2,Yes,California,No,No,No,33,2716.3,0,1271.49,0.0,3987.79,No,Yes,95526
35,16,43.33,Other,Yes,Don't know,87,1,Bridgeville,3979,Month-to-Month,United States,6393-WRYZE,Churned,No,No,Female,Yes,Fiber Optic,"40.372532, -123.525626",40.372532,-123.525626,Yes,97.65,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,695,No,Q3,Yes,2,No,California,Yes,Yes,Yes,34,3207.55,0,1473.22,0.0,4680.77,No,Yes,95526
43,19,0.0,Other,Yes,Poor expertise of online support,67,1,Bridgeville,5122,Month-to-Month,United States,3237-AJGEH,Churned,Yes,No,Female,Yes,DSL,"40.372532, -123.525626",40.372532,-123.525626,Yes,31.0,No,1,1,,No,No,Yes,Credit Card,No,695,Yes,Q3,Yes,3,No,California,No,No,No,3,95.05,20,0.0,0.0,115.05,No,No,95526
31,0,39.98,,No,,45,0,Bridgeville,4954,Month-to-Month,United States,4732-RRJZC,Stayed,Yes,No,Male,No,,"40.372532, -123.525626",40.372532,-123.525626,Yes,20.25,No,1,9,,No,No,No,Credit Card,Yes,695,No,Q3,Yes,3,No,California,No,No,No,7,144.35,0,279.86,0.0,424.21,No,No,95526
67,25,12.52,Competitor,Yes,Competitor had better devices,74,1,Garberville,2189,Month-to-Month,United States,4342-HENTK,Churned,No,No,Female,Yes,Fiber Optic,"40.057784, -123.679461",40.057784,-123.679461,No,70.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,2423,No,Q3,No,1,Yes,California,No,No,No,2,142.35,0,25.04,0.0,167.39,No,Yes,95542
27,0,26.33,,No,,56,0,Garberville,5756,Month-to-Month,United States,9277-JOOMO,Joined,No,No,Female,No,,"40.057784, -123.679461",40.057784,-123.679461,No,24.6,Yes,0,0,,No,No,No,Credit Card,Yes,2423,No,Q3,No,4,No,California,No,No,No,3,86.35,0,78.99,0.0,165.34,Yes,No,95542
22,47,13.25,,No,,51,0,Garberville,6087,Two Year,United States,1163-VIPRI,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"40.057784, -123.679461",40.057784,-123.679461,Yes,109.3,Yes,2,4,Offer B,No,Yes,No,Bank Withdrawal,Yes,2423,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,65,7337.55,0,861.25,0.0,8198.8,Yes,Yes,95542
63,8,39.16,,No,,60,0,Garberville,3672,Month-to-Month,United States,0311-QYWSS,Stayed,No,No,Female,Yes,DSL,"40.057784, -123.679461",40.057784,-123.679461,No,49.45,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,2423,No,Q3,No,3,No,California,No,No,No,6,314.6,0,234.96,0.0,549.56,No,Yes,95542
74,26,47.63,Price,Yes,Price too high,90,1,Auburn,4232,Month-to-Month,United States,1597-LHYNC,Churned,No,No,Female,Yes,Fiber Optic,"38.99003, -121.114408",38.99003,-121.114408,No,95.0,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,18197,No,Q3,No,1,Yes,California,Yes,No,No,26,2497.2,60,1238.38,0.0,3795.58,No,No,95602
57,12,0.0,Dissatisfaction,Yes,Network reliability,79,1,Auburn,4568,Month-to-Month,United States,2091-MJTFX,Churned,Yes,No,Female,Yes,DSL,"38.99003, -121.114408",38.99003,-121.114408,Yes,51.2,No,2,1,,No,No,No,Credit Card,No,18197,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,30,1561.5,0,0.0,0.0,1561.5,No,Yes,95602
21,42,0.0,,No,,30,0,Auburn,5528,Month-to-Month,United States,2625-TRCZQ,Stayed,No,No,Female,Yes,DSL,"38.99003, -121.114408",38.99003,-121.114408,Yes,49.65,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,No,18197,No,Q3,No,3,No,California,Yes,Yes,Yes,51,2553.35,0,0.0,0.0,2553.35,Yes,Yes,95602
36,0,13.72,,No,,21,0,Auburn,5380,Month-to-Month,United States,4568-TTZRT,Stayed,No,No,Male,No,,"38.99003, -121.114408",38.99003,-121.114408,No,20.4,No,0,0,Offer E,No,No,No,Credit Card,Yes,18197,No,Q3,No,5,No,California,No,No,No,9,181.8,0,123.48,0.0,305.28,No,No,95602
66,30,15.78,Dissatisfaction,Yes,Product dissatisfaction,82,1,Lotus,5165,Month-to-Month,United States,9286-DOJGF,Churned,No,No,Female,Yes,Fiber Optic,"38.815515, -120.916997",38.815515,-120.916997,Yes,74.95,Yes,0,5,,No,No,Yes,Bank Withdrawal,Yes,485,No,Q3,Yes,1,Yes,California,No,No,No,38,2869.85,0,599.64,0.0,3469.49,No,Yes,95651
57,11,5.76,Dissatisfaction,Yes,Product dissatisfaction,90,1,Lotus,4982,Two Year,United States,7317-GGVPB,Churned,No,Yes,Male,Yes,Fiber Optic,"38.815515, -120.916997",38.815515,-120.916997,Yes,108.6,Yes,0,1,Offer A,Yes,No,Yes,Credit Card,Yes,485,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,71,7690.9,20,408.96,0.0,8119.86,No,No,95651
51,52,7.97,,No,,29,0,Lotus,5068,Month-to-Month,United States,9089-UOWJG,Stayed,Yes,Yes,Female,Yes,DSL,"38.815515, -120.916997",38.815515,-120.916997,Yes,58.35,No,3,2,,No,No,Yes,Credit Card,Yes,485,No,Q3,Yes,4,No,California,No,No,Yes,12,740.55,0,95.64,0.0,836.19,No,Yes,95651
57,76,27.27,,No,,72,0,Lotus,3337,Month-to-Month,United States,0265-PSUAE,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.815515, -120.916997",38.815515,-120.916997,Yes,100.7,No,3,10,Offer D,No,Yes,No,Bank Withdrawal,Yes,485,No,Q3,Yes,4,No,California,Yes,Yes,Yes,16,1522.7,0,436.32,0.0,1959.02,No,Yes,95651
71,19,8.38,Dissatisfaction,Yes,Service dissatisfaction,84,1,Mather,4478,Month-to-Month,United States,9661-MHUMO,Churned,Yes,No,Male,Yes,DSL,"38.549822, -121.266725",38.549822,-121.266725,Yes,49.25,No,1,3,,No,No,Yes,Credit Card,Yes,929,Yes,Q3,Yes,3,Yes,California,No,No,No,1,49.25,0,8.38,0.0,57.63,No,Yes,95655
57,26,0.0,Dissatisfaction,Yes,Service dissatisfaction,95,1,Mather,2243,Month-to-Month,United States,1322-AGOQM,Churned,No,No,Male,Yes,DSL,"38.549822, -121.266725",38.549822,-121.266725,No,30.3,No,0,0,,Yes,No,No,Bank Withdrawal,No,929,No,Q3,No,2,No,California,No,No,No,46,1380.1,0,0.0,0.0,1380.1,No,Yes,95655
29,59,12.32,,No,,52,0,Mather,4505,Two Year,United States,8039-ACLPL,Stayed,No,Yes,Female,Yes,DSL,"38.549822, -121.266725",38.549822,-121.266725,Yes,68.75,No,0,6,Offer A,Yes,Yes,No,Credit Card,Yes,929,No,Q3,Yes,3,No,California,Yes,Yes,No,72,4888.2,0,887.04,0.0,5775.24,Yes,Yes,95655
35,0,40.2,,No,,31,0,Mather,2928,Month-to-Month,United States,0594-UFTUL,Stayed,Yes,No,Male,No,,"38.549822, -121.266725",38.549822,-121.266725,Yes,19.85,No,3,1,Offer D,No,No,Yes,Credit Card,Yes,929,No,Q3,Yes,4,No,California,No,No,No,13,252.0,0,522.6,0.0,774.6,No,No,95655
65,22,20.99,Other,Yes,Don't know,93,1,Sloughhouse,5569,Month-to-Month,United States,2720-WGKHP,Churned,No,No,Male,Yes,Fiber Optic,"38.470423, -121.114897",38.470423,-121.114897,No,94.0,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,4731,No,Q3,No,1,Yes,California,Yes,Yes,Yes,2,181.7,0,41.98,0.0,223.68,No,Yes,95683
36,28,28.3,Competitor,Yes,Competitor had better devices,86,1,Sloughhouse,4003,Month-to-Month,United States,7861-UVUFT,Churned,No,Yes,Female,Yes,Cable,"38.470423, -121.114897",38.470423,-121.114897,Yes,84.3,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,4731,No,Q3,Yes,1,No,California,No,No,Yes,15,1308.4,0,424.5,0.0,1732.9,No,Yes,95683
60,11,30.59,,No,,21,0,Sloughhouse,2006,Month-to-Month,United States,7855-DIWPO,Stayed,No,No,Female,Yes,Fiber Optic,"38.470423, -121.114897",38.470423,-121.114897,No,68.65,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,4731,No,Q3,No,5,No,California,No,No,No,21,1493.2,0,642.39,0.0,2135.59,No,Yes,95683
49,11,44.4,,No,,61,0,Sloughhouse,5546,Two Year,United States,5176-OLSKT,Stayed,No,Yes,Female,Yes,DSL,"38.470423, -121.114897",38.470423,-121.114897,Yes,66.9,Yes,0,5,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,4731,No,Q3,Yes,4,No,California,No,No,No,66,4370.25,70,2930.4,0.0,7370.65,No,No,95683
69,9,17.87,Competitor,Yes,Competitor offered more data,96,1,Sacramento,5748,Month-to-Month,United States,9776-CLUJA,Churned,No,No,Female,Yes,Fiber Optic,"38.486502, -121.334051",38.486502,-121.334051,Yes,77.5,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,11396,No,Q3,Yes,1,Yes,California,No,No,No,51,3807.35,0,911.37,0.0,4718.72,No,Yes,95829
42,29,35.62,,No,,56,0,Sacramento,3207,Month-to-Month,United States,6234-PFPXL,Stayed,No,No,Male,Yes,Fiber Optic,"38.486502, -121.334051",38.486502,-121.334051,Yes,95.9,Yes,0,6,,No,Yes,No,Credit Card,Yes,11396,Yes,Q3,Yes,3,No,California,No,No,Yes,22,2234.95,0,783.64,0.0,3018.59,No,Yes,95829
58,12,40.58,,No,,44,0,Sacramento,5111,Month-to-Month,United States,0396-YCHWO,Stayed,No,No,Male,Yes,Fiber Optic,"38.486502, -121.334051",38.486502,-121.334051,Yes,95.4,Yes,0,4,Offer C,No,No,Yes,Bank Withdrawal,Yes,11396,No,Q3,Yes,3,No,California,Yes,Yes,Yes,36,3474.2,0,1460.88,0.0,4935.08,No,Yes,95829
51,25,0.0,,No,,68,0,Sacramento,5658,Two Year,United States,8727-XDPUD,Stayed,No,No,Male,Yes,DSL,"38.486502, -121.334051",38.486502,-121.334051,No,35.8,No,0,0,,No,No,No,Credit Card,No,11396,No,Q3,No,3,No,California,No,No,Yes,37,1316.9,100,0.0,0.0,1416.9,No,No,95829
68,12,11.08,Price,Yes,Price too high,89,1,Brownsville,3429,Month-to-Month,United States,3551-HUAZH,Churned,No,No,Male,Yes,Fiber Optic,"39.440687, -121.263583",39.440687,-121.263583,No,74.4,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1237,No,Q3,No,2,Yes,California,No,No,No,1,74.4,0,11.08,0.0,85.48,No,Yes,95919
74,24,26.68,,No,,28,0,Brownsville,3098,Two Year,United States,9290-SHCMB,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.440687, -121.263583",39.440687,-121.263583,No,96.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1237,No,Q3,No,4,Yes,California,Yes,Yes,Yes,13,1235.55,0,346.84,0.0,1582.39,No,Yes,95919
56,0,20.57,,No,,79,0,Brownsville,3043,Month-to-Month,United States,7168-HDQHG,Stayed,Yes,No,Female,No,,"39.440687, -121.263583",39.440687,-121.263583,Yes,19.2,No,2,3,Offer C,No,No,No,Bank Withdrawal,Yes,1237,No,Q3,Yes,5,No,California,No,No,No,36,702.9,0,740.52,0.0,1443.42,No,No,95919
64,16,10.87,,No,,63,0,Brownsville,6088,Two Year,United States,6749-UTDVX,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.440687, -121.263583",39.440687,-121.263583,No,103.65,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,1237,No,Q3,No,5,No,California,Yes,Yes,Yes,72,7634.8,0,782.64,0.0,8417.44,No,Yes,95919
68,19,8.97,Attitude,Yes,Attitude of support person,91,1,Forbestown,5166,Month-to-Month,United States,8634-MPHTR,Churned,No,Yes,Male,Yes,Fiber Optic,"39.531028, -121.24807",39.531028,-121.24807,Yes,100.05,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,452,No,Q3,Yes,1,Yes,California,Yes,No,Yes,47,4871.05,0,421.59,0.0,5292.64,No,Yes,95941
29,71,2.53,,No,,64,0,Forbestown,6321,Month-to-Month,United States,3128-YOVTD,Stayed,Yes,No,Female,Yes,Fiber Optic,"39.531028, -121.24807",39.531028,-121.24807,Yes,79.15,No,2,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,452,No,Q3,Yes,3,No,California,No,No,No,51,4018.55,0,129.03,0.0,4147.58,Yes,Yes,95941
19,73,45.04,,No,,25,0,Forbestown,2804,Month-to-Month,United States,3629-WEAAM,Stayed,No,Yes,Female,Yes,DSL,"39.531028, -121.24807",39.531028,-121.24807,No,64.1,No,0,0,,No,No,No,Mailed Check,Yes,452,Yes,Q3,No,5,No,California,Yes,Yes,No,8,504.05,10,360.32,0.0,874.37,Yes,No,95941
40,15,9.72,,No,,56,0,Forbestown,6317,Two Year,United States,0988-AADSA,Stayed,Yes,Yes,Female,Yes,Cable,"39.531028, -121.24807",39.531028,-121.24807,Yes,80.85,Yes,2,5,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,452,Yes,Q3,Yes,4,No,California,Yes,Yes,No,72,5824.75,10,699.84,0.0,6534.59,No,No,95941
76,3,2.85,Other,Yes,Don't know,84,1,Redding,2837,Month-to-Month,United States,2474-BRUCM,Churned,No,No,Male,Yes,Fiber Optic,"40.527834, -122.318749",40.527834,-122.318749,Yes,101.85,Yes,0,1,,No,Yes,No,Bank Withdrawal,Yes,30338,No,Q3,Yes,1,Yes,California,Yes,No,Yes,40,4086.3,0,114.0,0.0,4200.3,No,Yes,96002
30,48,18.88,,No,,66,0,Redding,5157,Month-to-Month,United States,2796-UUZZO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"40.527834, -122.318749",40.527834,-122.318749,Yes,80.3,No,2,9,Offer B,Yes,No,Yes,Credit Card,Yes,30338,No,Q3,Yes,4,No,California,No,No,No,63,4896.35,40,1189.44,0.0,6125.79,No,No,96002
49,0,29.31,,No,,25,0,Redding,6339,Two Year,United States,1231-YNDEK,Stayed,No,No,Male,No,,"40.527834, -122.318749",40.527834,-122.318749,No,19.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,30338,No,Q3,No,5,No,California,No,No,No,58,1035.5,0,1699.98,28.7,2706.78,No,No,96002
28,0,10.23,,No,,43,0,Redding,4186,One Year,United States,5177-RVZNU,Stayed,Yes,No,Female,No,,"40.527834, -122.318749",40.527834,-122.318749,No,20.3,No,3,0,,No,No,No,Bank Withdrawal,Yes,30338,No,Q3,No,3,No,California,No,No,No,37,755.4,0,378.51,0.0,1133.91,Yes,No,96002
74,18,0.0,Competitor,Yes,Competitor had better devices,95,1,Shasta Lake,2119,Month-to-Month,United States,0616-ATFGB,Churned,No,No,Male,Yes,Cable,"40.692523, -122.369876",40.692523,-122.369876,Yes,25.05,No,0,1,Offer E,No,No,No,Bank Withdrawal,No,6277,No,Q3,Yes,1,Yes,California,No,No,No,1,25.05,0,0.0,0.0,25.05,No,Yes,96019
64,76,40.68,,No,,25,0,Shasta Lake,2042,Month-to-Month,United States,7776-QGYJC,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"40.692523, -122.369876",40.692523,-122.369876,Yes,81.5,No,5,7,Offer C,No,No,Yes,Bank Withdrawal,Yes,6277,Yes,Q3,Yes,5,No,California,No,No,No,39,3107.3,0,1586.52,0.0,4693.82,No,Yes,96019
28,48,47.02,,No,,54,0,Shasta Lake,6173,Two Year,United States,3810-DVDQQ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"40.692523, -122.369876",40.692523,-122.369876,Yes,117.6,Yes,1,10,,Yes,Yes,Yes,Bank Withdrawal,Yes,6277,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8308.9,0,3385.44,5.44,11688.9,Yes,Yes,96019
41,21,0.0,,No,,20,0,Shasta Lake,5942,Month-to-Month,United States,6344-SFJVH,Stayed,No,No,Female,Yes,DSL,"40.692523, -122.369876",40.692523,-122.369876,No,24.9,No,0,0,,No,No,No,Credit Card,No,6277,No,Q3,No,5,No,California,No,No,No,20,505.95,0,0.0,0.0,505.95,No,Yes,96019
79,18,45.41,Competitor,Yes,Competitor made better offer,84,1,Hornbrook,5378,Month-to-Month,United States,7235-NXZCP,Churned,No,No,Male,Yes,Fiber Optic,"41.962127, -122.527696",41.962127,-122.527696,No,74.85,Yes,0,0,Offer E,No,No,Yes,Mailed Check,Yes,1026,No,Q3,No,2,Yes,California,No,No,No,2,156.4,0,90.82,0.0,247.22,No,Yes,96044
23,52,15.59,,No,,68,0,Hornbrook,5793,One Year,United States,5014-WUQMG,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"41.962127, -122.527696",41.962127,-122.527696,Yes,96.1,No,2,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,1026,No,Q3,Yes,3,No,California,Yes,Yes,No,47,4391.45,0,732.73,0.0,5124.18,Yes,Yes,96044
54,5,10.66,,No,,67,0,Hornbrook,3605,Month-to-Month,United States,4931-TRZWN,Stayed,No,No,Female,Yes,DSL,"41.962127, -122.527696",41.962127,-122.527696,No,71.95,No,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,1026,No,Q3,No,3,No,California,Yes,Yes,Yes,13,923.85,0,138.58,10.47,1051.96,No,Yes,96044
52,13,4.22,,No,,59,0,Hornbrook,5616,One Year,United States,4973-RLZVI,Stayed,No,Yes,Female,Yes,DSL,"41.962127, -122.527696",41.962127,-122.527696,No,74.65,No,0,0,,Yes,Yes,No,Credit Card,Yes,1026,Yes,Q3,No,3,No,California,No,No,Yes,30,2308.6,50,126.6,0.0,2485.2,No,No,96044
69,12,16.22,Dissatisfaction,Yes,Network reliability,79,1,Mineral,2984,Month-to-Month,United States,6661-HBGWL,Churned,No,Yes,Female,Yes,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,No,104.75,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,124,No,Q3,No,1,Yes,California,Yes,No,Yes,42,4323.45,0,681.24,0.0,5004.69,No,Yes,96063
66,14,10.6,,No,,59,0,Mineral,5746,One Year,United States,8152-UOBNY,Stayed,No,No,Female,Yes,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,No,106.8,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,124,Yes,Q3,No,3,Yes,California,Yes,No,Yes,50,5347.95,0,530.0,0.0,5877.95,No,Yes,96063
78,9,25.51,,No,,70,0,Mineral,4915,Two Year,United States,8875-AKBYH,Stayed,No,No,Male,Yes,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,No,84.35,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,124,No,Q3,No,4,Yes,California,No,No,Yes,20,1745.2,10,510.2,0.0,2265.4,No,No,96063
59,21,8.83,Dissatisfaction,Yes,Product dissatisfaction,90,1,Mineral,4893,One Year,United States,8849-GYOKR,Churned,No,No,Female,Yes,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,Yes,106.55,Yes,0,2,,Yes,Yes,No,Bank Withdrawal,Yes,124,No,Q3,Yes,1,No,California,Yes,Yes,Yes,54,5763.3,0,476.82,0.0,6240.12,No,Yes,96063
71,19,47.01,Dissatisfaction,Yes,Service dissatisfaction,90,1,Trinity Center,3369,Month-to-Month,United States,3621-CEOVK,Churned,No,No,Female,Yes,Fiber Optic,"41.081847, -122.700545",41.081847,-122.700545,Yes,100.2,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,734,No,Q3,Yes,1,Yes,California,Yes,No,Yes,14,1369.8,0,658.14,0.0,2027.94,No,Yes,96091
67,25,16.82,,No,,54,0,Trinity Center,5092,Two Year,United States,6374-NTQLP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"41.081847, -122.700545",41.081847,-122.700545,Yes,104.1,No,2,4,,No,Yes,Yes,Credit Card,Yes,734,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,7447.7,40,1211.04,0.0,8698.74,No,No,96091
59,4,43.01,Competitor,Yes,Competitor made better offer,73,1,Trinity Center,2313,One Year,United States,6635-MYYYZ,Churned,No,Yes,Female,Yes,Cable,"41.081847, -122.700545",41.081847,-122.700545,No,85.35,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,734,Yes,Q3,No,2,No,California,Yes,Yes,Yes,30,2530.4,20,1290.3,0.0,3840.7,No,No,96091
40,6,0.0,,No,,66,0,Trinity Center,3145,Month-to-Month,United States,7365-BVCJH,Joined,No,No,Male,Yes,DSL,"41.081847, -122.700545",41.081847,-122.700545,No,24.4,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,734,No,Q3,No,5,No,California,No,No,No,1,24.4,0,0.0,0.0,24.4,No,Yes,96091
80,5,42.91,Competitor,Yes,Competitor offered more data,83,1,Los Angeles,2571,Month-to-Month,United States,0818-OCPZO,Churned,No,No,Male,Yes,Fiber Optic,"33.927254, -118.249826",33.927254,-118.249826,No,81.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,38128,No,Q3,No,3,Yes,California,No,No,No,27,2122.05,0,1158.57,0.0,3280.62,No,Yes,90059
65,26,12.58,,No,,52,0,Los Angeles,2223,One Year,United States,8012-SOUDQ,Stayed,No,No,Female,Yes,Fiber Optic,"33.927254, -118.249826",33.927254,-118.249826,No,90.25,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,38128,No,Q3,No,4,Yes,California,No,No,Yes,43,3838.75,0,540.94,0.0,4379.69,No,Yes,90059
22,59,38.52,Attitude,Yes,Attitude of support person,67,1,Los Angeles,5570,Month-to-Month,United States,4423-YLHDV,Churned,No,Yes,Female,Yes,Fiber Optic,"33.927254, -118.249826",33.927254,-118.249826,Yes,104.4,Yes,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,38128,No,Q3,Yes,1,No,California,Yes,Yes,Yes,21,2200.25,0,808.92,0.0,3009.17,Yes,Yes,90059
60,8,40.66,Price,Yes,Price too high,73,1,Los Angeles,4519,Month-to-Month,United States,9103-TCIHJ,Churned,No,No,Female,Yes,DSL,"33.927254, -118.249826",33.927254,-118.249826,No,55.7,Yes,0,0,Offer D,No,Yes,Yes,Mailed Check,Yes,38128,No,Q3,No,2,No,California,No,No,No,15,899.8,0,609.9,0.0,1509.7,No,Yes,90059
52,21,0.0,,No,,32,0,Los Angeles,6205,One Year,United States,7029-IJEJK,Stayed,No,No,Female,Yes,DSL,"33.927254, -118.249826",33.927254,-118.249826,No,44.1,No,0,0,,No,Yes,No,Bank Withdrawal,No,38128,Yes,Q3,No,3,No,California,Yes,Yes,No,54,2369.7,0,0.0,0.0,2369.7,No,Yes,90059
65,8,26.32,Competitor,Yes,Competitor made better offer,91,1,Downey,2194,Month-to-Month,United States,1389-CXMLU,Churned,No,Yes,Male,Yes,Fiber Optic,"33.921793, -118.140588",33.921793,-118.140588,No,91.05,Yes,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,42459,No,Q3,No,2,Yes,California,No,No,Yes,3,289.1,0,78.96,0.0,368.06,No,Yes,90242
79,11,32.19,,No,,54,0,Downey,4425,Two Year,United States,5935-FCCNB,Stayed,No,No,Female,Yes,Fiber Optic,"33.921793, -118.140588",33.921793,-118.140588,No,94.2,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,42459,No,Q3,No,4,Yes,California,Yes,Yes,Yes,17,1608.15,0,547.23,36.4,2118.98,No,Yes,90242
40,0,48.73,,No,,33,0,Downey,4444,Two Year,United States,8028-PNXHQ,Stayed,No,No,Male,No,,"33.921793, -118.140588",33.921793,-118.140588,Yes,24.25,Yes,0,4,Offer B,No,No,Yes,Bank Withdrawal,Yes,42459,No,Q3,Yes,5,No,California,No,No,No,62,1424.6,0,3021.26,0.0,4445.86,No,No,90242
19,0,25.19,,No,,24,0,Downey,4187,Two Year,United States,2696-RZVZW,Stayed,No,No,Male,No,,"33.921793, -118.140588",33.921793,-118.140588,Yes,25.05,Yes,0,4,Offer A,No,No,No,Credit Card,Yes,42459,No,Q3,Yes,5,No,California,No,No,No,68,1629.2,0,1712.92,0.0,3342.12,Yes,No,90242
19,53,33.24,,No,,42,0,Downey,2547,Month-to-Month,United States,1848-LBZHY,Stayed,No,No,Female,Yes,DSL,"33.921793, -118.140588",33.921793,-118.140588,Yes,50.3,No,0,7,,No,Yes,Yes,Bank Withdrawal,Yes,42459,No,Q3,Yes,3,No,California,No,No,No,7,355.1,0,232.68,0.0,587.78,Yes,Yes,90242
75,10,35.07,Dissatisfaction,Yes,Service dissatisfaction,71,1,Inglewood,5342,Month-to-Month,United States,2272-QAGFO,Churned,No,No,Female,Yes,Fiber Optic,"33.936827, -118.359824",33.936827,-118.359824,No,74.3,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,28680,No,Q3,No,3,Yes,California,No,No,No,14,1096.25,0,490.98,0.0,1587.23,No,Yes,90304
19,0,41.1,,No,,77,0,Inglewood,2710,Month-to-Month,United States,6380-ARCEH,Joined,No,No,Male,No,,"33.936827, -118.359824",33.936827,-118.359824,No,20.2,No,0,0,Offer E,No,No,No,Credit Card,Yes,28680,No,Q3,No,3,No,California,No,No,No,1,20.2,0,41.1,0.0,61.3,Yes,No,90304
33,5,9.01,,No,,30,0,Inglewood,3560,One Year,United States,7801-CEDNV,Stayed,No,No,Male,Yes,DSL,"33.936827, -118.359824",33.936827,-118.359824,Yes,48.7,No,0,10,,No,Yes,No,Credit Card,Yes,28680,No,Q3,Yes,3,No,California,No,No,No,27,1421.75,0,243.27,0.0,1665.02,No,Yes,90304
46,56,12.56,,No,,80,0,Inglewood,5964,One Year,United States,6693-DJWTY,Stayed,Yes,No,Female,Yes,DSL,"33.936827, -118.359824",33.936827,-118.359824,No,55.6,No,3,0,,Yes,Yes,No,Credit Card,Yes,28680,No,Q3,No,3,No,California,No,No,No,35,2016.45,0,439.6,0.0,2456.05,No,Yes,90304
46,19,24.9,,No,,49,0,Inglewood,6375,Two Year,United States,3262-EIDHV,Stayed,Yes,Yes,Female,Yes,DSL,"33.936827, -118.359824",33.936827,-118.359824,Yes,84.7,Yes,1,1,Offer A,No,Yes,No,Credit Card,Yes,28680,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,5893.9,0,1792.8,0.0,7686.7,No,Yes,90304
73,3,42.1,Dissatisfaction,Yes,Network reliability,74,1,Torrance,5247,Month-to-Month,United States,3768-NLUBH,Churned,No,Yes,Male,Yes,Fiber Optic,"33.840399, -118.353714",33.840399,-118.353714,Yes,100.6,Yes,0,1,Offer B,No,No,No,Bank Withdrawal,Yes,41979,No,Q3,Yes,1,Yes,California,Yes,No,Yes,57,5746.15,0,2399.7,0.0,8145.85,No,Yes,90503
73,0,3.15,,No,,52,0,Torrance,5756,One Year,United States,6551-ZCOTS,Stayed,No,No,Male,No,,"33.840399, -118.353714",33.840399,-118.353714,No,24.9,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,41979,No,Q3,No,4,Yes,California,No,No,No,33,847.8,0,103.95,0.0,951.75,No,No,90503
38,0,49.5,,No,,23,0,Torrance,5234,Two Year,United States,2848-YXSMW,Stayed,No,No,Male,No,,"33.840399, -118.353714",33.840399,-118.353714,Yes,19.4,No,0,1,Offer A,No,No,No,Credit Card,Yes,41979,No,Q3,Yes,5,No,California,No,No,No,72,1363.25,0,3564.0,0.0,4927.25,No,No,90503
42,0,2.38,,No,,38,0,Torrance,6490,Two Year,United States,5356-KZCKT,Stayed,No,No,Male,No,,"33.840399, -118.353714",33.840399,-118.353714,No,24.45,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,41979,No,Q3,No,4,No,California,No,No,No,58,1513.6,0,138.04,0.0,1651.64,No,No,90503
32,13,33.62,,No,,25,0,Torrance,4780,Month-to-Month,United States,5294-DMSFH,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.840399, -118.353714",33.840399,-118.353714,Yes,87.8,No,2,1,,No,No,Yes,Credit Card,Yes,41979,No,Q3,Yes,4,No,California,Yes,Yes,Yes,29,2621.75,0,974.98,0.0,3596.73,No,Yes,90503
80,24,29.12,Price,Yes,Lack of affordable download/upload speed,89,1,Whittier,6080,Two Year,United States,7359-SSBJK,Churned,No,No,Female,Yes,DSL,"33.960891, -118.032222",33.960891,-118.032222,No,70.2,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,38181,Yes,Q3,No,1,Yes,California,No,No,Yes,64,4481.0,0,1863.68,0.0,6344.68,No,Yes,90605
80,14,45.21,,No,,37,0,Whittier,5883,Month-to-Month,United States,5995-SNNEW,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.960891, -118.032222",33.960891,-118.032222,Yes,104.45,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,38181,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,23,2184.85,60,1039.83,0.0,3284.68,No,No,90605
61,27,0.0,,No,,54,0,Whittier,4871,Two Year,United States,9560-BBZXK,Stayed,No,No,Female,Yes,Cable,"33.960891, -118.032222",33.960891,-118.032222,No,31.05,No,0,0,Offer C,No,Yes,No,Bank Withdrawal,No,38181,No,Q3,No,4,No,California,No,No,No,36,1126.35,0,0.0,0.0,1126.35,No,Yes,90605
35,9,27.38,,No,,63,0,Whittier,6312,One Year,United States,3055-VTCGS,Stayed,No,Yes,Female,Yes,DSL,"33.960891, -118.032222",33.960891,-118.032222,No,58.55,No,0,0,Offer B,No,No,No,Credit Card,Yes,38181,No,Q3,No,3,No,California,Yes,Yes,No,63,3503.5,0,1724.94,0.0,5228.44,No,Yes,90605
54,10,25.4,,No,,55,0,Whittier,3866,Month-to-Month,United States,8663-UPDGF,Stayed,No,No,Female,Yes,DSL,"33.960891, -118.032222",33.960891,-118.032222,No,69.5,Yes,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,38181,No,Q3,No,4,No,California,No,No,Yes,26,1800.05,0,660.4,0.0,2460.45,No,Yes,90605
65,4,44.86,Price,Yes,Price too high,94,1,Bellflower,3207,Month-to-Month,United States,7957-RYHQD,Churned,No,No,Female,Yes,Fiber Optic,"33.887676, -118.127289",33.887676,-118.127289,No,79.2,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,72893,No,Q3,No,1,Yes,California,No,No,No,40,3233.85,0,1794.4,0.0,5028.25,No,Yes,90706
35,0,37.66,Attitude,Yes,Attitude of support person,76,1,Bellflower,5984,Month-to-Month,United States,5687-DKDTV,Churned,No,No,Female,No,,"33.887676, -118.127289",33.887676,-118.127289,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,72893,No,Q3,No,3,No,California,No,No,No,4,77.5,0,150.64,0.0,228.14,No,No,90706
60,8,32.58,,No,,63,0,Bellflower,6064,Two Year,United States,8587-XYZSF,Stayed,No,No,Male,Yes,DSL,"33.887676, -118.127289",33.887676,-118.127289,No,50.55,No,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,72893,Yes,Q3,No,5,No,California,No,No,No,67,3260.1,0,2182.86,0.0,5442.96,No,Yes,90706
29,0,3.58,,No,,36,0,Bellflower,4761,One Year,United States,0428-AXXLJ,Stayed,No,No,Male,No,,"33.887676, -118.127289",33.887676,-118.127289,No,19.5,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,72893,No,Q3,No,4,No,California,No,No,No,25,516.3,0,89.5,0.0,605.8,Yes,No,90706
43,0,12.26,,No,,80,0,Bellflower,4235,Two Year,United States,1399-OUPJN,Stayed,Yes,No,Female,No,,"33.887676, -118.127289",33.887676,-118.127289,Yes,19.75,No,2,3,,No,No,No,Bank Withdrawal,Yes,72893,No,Q3,Yes,5,No,California,No,No,No,57,1272.05,0,698.82,0.0,1970.87,No,No,90706
71,8,42.5,Dissatisfaction,Yes,Network reliability,93,1,Paramount,2650,Month-to-Month,United States,6230-BSUXY,Churned,No,Yes,Female,Yes,Fiber Optic,"33.897122, -118.164432",33.897122,-118.164432,No,85.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,55306,No,Q3,No,2,Yes,California,Yes,No,No,1,85.0,0,42.5,0.0,127.5,No,Yes,90723
71,6,20.48,,No,,8,0,Paramount,6102,Two Year,United States,3146-MSEGF,Stayed,No,Yes,Female,Yes,DSL,"33.897122, -118.164432",33.897122,-118.164432,Yes,88.05,Yes,0,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,55306,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,6425.65,0,1474.56,0.0,7900.21,No,Yes,90723
64,17,16.67,,No,,36,0,Paramount,4701,Month-to-Month,United States,8401-EMUWF,Stayed,Yes,No,Male,Yes,Cable,"33.897122, -118.164432",33.897122,-118.164432,Yes,69.4,Yes,1,10,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,55306,No,Q3,Yes,3,No,California,No,No,Yes,42,3058.3,0,700.14,0.0,3758.44,No,Yes,90723
37,23,0.0,,No,,60,0,Paramount,3314,One Year,United States,3739-YBWAB,Stayed,No,Yes,Male,Yes,Cable,"33.897122, -118.164432",33.897122,-118.164432,Yes,35.35,No,0,7,Offer C,No,Yes,No,Mailed Check,No,55306,No,Q3,Yes,4,No,California,No,No,No,36,1317.95,0,0.0,0.0,1317.95,No,Yes,90723
28,59,10.11,,No,,60,0,Paramount,6452,Two Year,United States,0363-SVHYR,Stayed,Yes,Yes,Male,Yes,DSL,"33.897122, -118.164432",33.897122,-118.164432,Yes,86.85,Yes,3,10,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,55306,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,6263.8,0,717.81,0.0,6981.61,Yes,Yes,90723
74,4,49.37,Competitor,Yes,Competitor had better devices,95,1,La Canada Flintridge,4127,Month-to-Month,United States,3990-QYKBE,Churned,No,No,Male,Yes,Fiber Optic,"34.234912, -118.153729",34.234912,-118.153729,Yes,92.5,Yes,0,3,,No,No,Yes,Bank Withdrawal,Yes,20200,No,Q3,Yes,1,Yes,California,Yes,Yes,Yes,37,3473.4,0,1826.69,0.0,5300.09,No,Yes,91011
65,30,44.61,,No,,73,0,La Canada Flintridge,6120,Two Year,United States,5663-QBGIS,Stayed,No,No,Male,Yes,Fiber Optic,"34.234912, -118.153729",34.234912,-118.153729,Yes,98.35,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,20200,No,Q3,No,3,Yes,California,Yes,Yes,Yes,72,6929.4,0,3211.92,0.0,10141.32,No,Yes,91011
80,16,39.57,,No,,41,0,La Canada Flintridge,4173,Two Year,United States,9402-ORRAH,Stayed,No,No,Female,Yes,Fiber Optic,"34.234912, -118.153729",34.234912,-118.153729,No,91.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,20200,No,Q3,No,3,Yes,California,Yes,No,Yes,15,1400.3,0,593.55,48.66,1945.19,No,Yes,91011
40,0,30.86,,No,,54,0,La Canada Flintridge,5570,Two Year,United States,6345-FZOQH,Stayed,No,No,Male,No,,"34.234912, -118.153729",34.234912,-118.153729,Yes,19.9,No,0,3,Offer A,No,No,No,Credit Card,Yes,20200,No,Q3,Yes,5,No,California,No,No,No,69,1363.45,0,2129.34,0.0,3492.79,No,No,91011
25,47,28.83,,No,,29,0,La Canada Flintridge,2064,One Year,United States,4903-CNOZC,Stayed,No,Yes,Male,Yes,DSL,"34.234912, -118.153729",34.234912,-118.153729,No,70.9,Yes,0,0,Offer C,Yes,No,No,Credit Card,Yes,20200,No,Q3,No,4,No,California,Yes,Yes,No,29,1964.6,0,836.07,0.0,2800.67,Yes,Yes,91011
76,27,28.11,Competitor,Yes,Competitor offered more data,69,1,Pacoima,3716,Month-to-Month,United States,9274-CNFMO,Churned,No,No,Male,Yes,Fiber Optic,"34.255442, -118.421314",34.255442,-118.421314,Yes,74.95,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,97318,No,Q3,Yes,2,Yes,California,No,No,No,4,308.7,0,112.44,0.0,421.14,No,Yes,91331
29,69,30.92,Attitude,Yes,Attitude of support person,89,1,Pacoima,5828,Month-to-Month,United States,1612-EOHDH,Churned,No,No,Female,Yes,DSL,"34.255442, -118.421314",34.255442,-118.421314,No,45.15,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,97318,No,Q3,No,3,No,California,No,Yes,No,1,45.15,0,30.92,0.0,76.07,Yes,Yes,91331
51,21,1.69,,No,,53,0,Pacoima,4400,Month-to-Month,United States,8544-GOQSH,Stayed,No,No,Female,Yes,Fiber Optic,"34.255442, -118.421314",34.255442,-118.421314,No,80.05,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,97318,Yes,Q3,No,5,No,California,No,No,No,14,1112.3,0,23.66,0.0,1135.96,No,Yes,91331
61,7,0.0,,No,,24,0,Pacoima,5473,Month-to-Month,United States,1335-NTIUC,Stayed,No,No,Male,Yes,DSL,"34.255442, -118.421314",34.255442,-118.421314,No,24.95,No,0,0,,No,No,Yes,Bank Withdrawal,No,97318,No,Q3,No,5,No,California,No,No,No,9,190.25,0,0.0,0.0,190.25,No,Yes,91331
32,30,20.12,,No,,43,0,Pacoima,3559,Two Year,United States,5840-NVDCG,Stayed,Yes,No,Female,Yes,Cable,"34.255442, -118.421314",34.255442,-118.421314,Yes,68.25,No,1,10,,Yes,Yes,No,Bank Withdrawal,Yes,97318,Yes,Q3,Yes,3,No,California,Yes,Yes,No,16,1114.85,0,321.92,0.0,1436.77,No,Yes,91331
73,21,8.93,Price,Yes,Price too high,69,1,Valencia,5543,Month-to-Month,United States,3005-NFMTA,Churned,No,No,Male,Yes,Fiber Optic,"34.457005, -118.573726",34.457005,-118.573726,No,98.8,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,17846,No,Q3,No,2,Yes,California,Yes,Yes,Yes,55,5617.75,0,491.15,0.0,6108.9,No,Yes,91354
40,2,0.0,,No,,73,0,Valencia,5858,Month-to-Month,United States,4195-NZGTA,Joined,No,No,Female,Yes,Cable,"34.457005, -118.573726",34.457005,-118.573726,No,25.25,No,0,0,,No,No,No,Bank Withdrawal,No,17846,No,Q3,No,4,No,California,No,No,No,1,25.25,0,0.0,0.0,25.25,No,Yes,91354
37,0,47.29,,No,,31,0,Valencia,5161,One Year,United States,9575-IWCAZ,Stayed,No,No,Male,No,,"34.457005, -118.573726",34.457005,-118.573726,Yes,25.1,Yes,0,4,,No,No,No,Mailed Check,Yes,17846,No,Q3,Yes,4,No,California,No,No,No,6,171.0,0,283.74,0.0,454.74,No,No,91354
64,14,33.68,,No,,38,0,Valencia,3190,Month-to-Month,United States,5206-HPJKM,Stayed,No,No,Male,Yes,DSL,"34.457005, -118.573726",34.457005,-118.573726,No,55.5,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,17846,No,Q3,No,4,No,California,No,No,No,17,934.15,0,572.56,0.0,1506.71,No,Yes,91354
32,24,48.0,,No,,32,0,Valencia,5779,Two Year,United States,4188-PCPIG,Stayed,No,No,Female,Yes,Cable,"34.457005, -118.573726",34.457005,-118.573726,Yes,70.35,No,0,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,17846,Yes,Q3,Yes,3,No,California,No,No,Yes,57,4124.65,0,2736.0,0.0,6860.65,No,Yes,91354
71,25,2.08,Dissatisfaction,Yes,Service dissatisfaction,94,1,Thousand Oaks,5365,Month-to-Month,United States,5389-FFVKB,Churned,No,No,Male,Yes,Fiber Optic,"34.214054, -118.88109",34.214054,-118.88109,Yes,80.3,No,0,1,,No,No,Yes,Credit Card,Yes,42526,No,Q3,Yes,1,Yes,California,Yes,Yes,No,32,2483.05,0,66.56,0.0,2549.61,No,Yes,91360
66,2,42.59,,No,,38,0,Thousand Oaks,5788,One Year,United States,2504-DSHIH,Stayed,No,No,Male,Yes,Fiber Optic,"34.214054, -118.88109",34.214054,-118.88109,Yes,86.8,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,42526,No,Q3,Yes,3,Yes,California,Yes,Yes,No,23,1975.85,0,979.57,0.0,2955.42,No,Yes,91360
42,11,13.95,,No,,33,0,Thousand Oaks,5133,One Year,United States,7940-UQQUG,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.214054, -118.88109",34.214054,-118.88109,Yes,104.4,Yes,2,4,,No,Yes,Yes,Bank Withdrawal,Yes,42526,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,6721.6,0,892.8,0.0,7614.4,No,Yes,91360
34,0,29.15,,No,,48,0,Thousand Oaks,2133,Month-to-Month,United States,8393-JMVMB,Joined,No,No,Male,No,,"34.214054, -118.88109",34.214054,-118.88109,No,19.45,No,0,0,Offer E,No,No,No,Credit Card,Yes,42526,No,Q3,No,3,No,California,No,No,No,1,19.45,0,29.15,0.0,48.6,No,No,91360
42,0,23.67,,No,,73,0,Thousand Oaks,4639,Month-to-Month,United States,7721-DVEKZ,Joined,No,No,Female,No,,"34.214054, -118.88109",34.214054,-118.88109,No,19.65,No,0,0,Offer E,No,No,No,Credit Card,Yes,42526,No,Q3,No,3,No,California,No,No,No,1,19.65,0,23.67,0.0,43.32,No,No,91360
72,24,45.59,Attitude,Yes,Attitude of support person,79,1,Thousand Oaks,5011,Month-to-Month,United States,8444-WRIDW,Churned,No,No,Female,Yes,Fiber Optic,"34.191842, -118.822796",34.191842,-118.822796,No,80.45,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,33057,No,Q3,No,2,Yes,California,No,No,No,66,5224.35,140,3008.94,0.0,8373.29,No,No,91362
46,17,0.0,,No,,22,0,Thousand Oaks,5041,Two Year,United States,9286-BHDQG,Stayed,No,Yes,Male,Yes,DSL,"34.191842, -118.822796",34.191842,-118.822796,Yes,45.25,No,0,11,Offer A,Yes,Yes,No,Credit Card,No,33057,Yes,Q3,Yes,4,No,California,No,No,No,72,3139.8,0,0.0,0.0,3139.8,No,Yes,91362
49,10,30.73,,No,,54,0,Thousand Oaks,5925,Month-to-Month,United States,3961-SXAXY,Joined,No,No,Male,Yes,Cable,"34.191842, -118.822796",34.191842,-118.822796,No,44.05,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,33057,No,Q3,No,5,No,California,No,No,No,1,44.05,0,30.73,0.0,74.78,No,Yes,91362
48,0,46.86,,No,,79,0,Thousand Oaks,4298,Month-to-Month,United States,6036-TTFYU,Stayed,No,No,Female,No,,"34.191842, -118.822796",34.191842,-118.822796,Yes,19.6,No,0,1,,No,No,No,Credit Card,Yes,33057,No,Q3,Yes,3,No,California,No,No,No,16,314.45,0,749.76,26.83,1037.38,No,No,91362
48,0,27.3,,No,,41,0,Thousand Oaks,6094,Two Year,United States,9507-HSMMZ,Stayed,No,No,Male,No,,"34.191842, -118.822796",34.191842,-118.822796,No,20.0,No,0,0,Offer B,No,No,No,Credit Card,Yes,33057,No,Q3,No,3,No,California,No,No,No,54,1149.65,0,1474.2,0.0,2623.85,No,No,91362
76,25,40.44,Dissatisfaction,Yes,Limited range of services,72,1,Sherman Oaks,5834,Month-to-Month,United States,5868-YWPDW,Churned,No,No,Male,Yes,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,Yes,84.2,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,29387,No,Q3,Yes,2,Yes,California,Yes,No,No,6,519.15,0,242.64,0.0,761.79,No,Yes,91423
61,30,43.47,Attitude,Yes,Attitude of support person,77,1,Sherman Oaks,4546,Month-to-Month,United States,6474-FVJLC,Churned,No,No,Male,Yes,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,No,86.0,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,29387,No,Q3,No,2,No,California,Yes,Yes,No,2,165.45,0,86.94,0.0,252.39,No,Yes,91423
25,48,36.34,Dissatisfaction,Yes,Network reliability,68,1,Sherman Oaks,5129,Month-to-Month,United States,9474-PHLYD,Churned,No,Yes,Female,Yes,DSL,"34.146957, -118.432138",34.146957,-118.432138,No,59.45,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,29387,No,Q3,No,1,No,California,Yes,Yes,No,15,892.65,0,545.1,0.0,1437.75,Yes,Yes,91423
62,2,31.97,,No,,33,0,Sherman Oaks,3233,Month-to-Month,United States,4811-JBUVU,Stayed,No,No,Male,Yes,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,No,89.9,Yes,0,0,,No,No,Yes,Credit Card,Yes,29387,Yes,Q3,No,3,No,California,Yes,Yes,No,30,2723.15,0,959.1,0.0,3682.25,No,Yes,91423
52,4,7.87,,No,,41,0,Sherman Oaks,5520,Two Year,United States,7570-WELNY,Stayed,No,No,Female,Yes,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,Yes,84.7,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,29387,No,Q3,Yes,3,No,California,No,No,No,68,5711.05,0,535.16,0.0,6246.21,No,Yes,91423
69,4,12.86,Other,Yes,Don't know,74,1,Rancho Cucamonga,2754,Month-to-Month,United States,1273-MTETI,Churned,No,Yes,Female,Yes,Fiber Optic,"34.245289, -117.642503",34.245289,-117.642503,No,88.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,23079,No,Q3,No,3,Yes,California,Yes,No,No,4,372.45,0,51.44,0.0,423.89,No,Yes,91737
61,13,0.0,Price,Yes,Lack of affordable download/upload speed,91,1,Rancho Cucamonga,5650,One Year,United States,2794-XIMMO,Churned,No,Yes,Male,Yes,DSL,"34.245289, -117.642503",34.245289,-117.642503,Yes,60.45,No,0,1,,Yes,No,Yes,Bank Withdrawal,No,23079,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,53,3184.25,0,0.0,0.0,3184.25,No,Yes,91737
29,0,1.98,,No,,58,0,Rancho Cucamonga,3768,Month-to-Month,United States,3675-YDUPJ,Stayed,No,No,Male,No,,"34.245289, -117.642503",34.245289,-117.642503,No,19.85,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,23079,No,Q3,No,4,No,California,No,No,No,10,193.05,0,19.8,0.0,212.85,Yes,No,91737
55,12,0.0,,No,,38,0,Rancho Cucamonga,5323,One Year,United States,2361-FJWNO,Stayed,No,No,Male,Yes,Cable,"34.245289, -117.642503",34.245289,-117.642503,No,36.0,No,0,0,,Yes,No,No,Credit Card,No,23079,Yes,Q3,No,3,No,California,No,No,No,40,1382.9,130,0.0,0.0,1512.9,No,No,91737
37,30,13.19,,No,,26,0,Rancho Cucamonga,5116,One Year,United States,8417-GSODA,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.245289, -117.642503",34.245289,-117.642503,Yes,92.2,Yes,3,1,,No,No,No,Bank Withdrawal,Yes,23079,No,Q3,Yes,4,No,California,Yes,Yes,Yes,28,2568.15,0,369.32,0.0,2937.47,No,Yes,91737
80,30,0.0,Attitude,Yes,Attitude of support person,74,1,Glendora,3542,Month-to-Month,United States,5480-HPRRX,Churned,No,No,Female,Yes,DSL,"34.119363, -117.855059",34.119363,-117.855059,No,25.3,No,0,0,,No,No,No,Bank Withdrawal,No,25135,No,Q3,No,3,Yes,California,No,No,No,3,77.75,0,0.0,0.0,77.75,No,Yes,91740
42,12,20.01,,No,,38,0,Glendora,6090,Two Year,United States,7017-VFHAY,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.119363, -117.855059",34.119363,-117.855059,Yes,115.1,Yes,1,3,Offer B,Yes,Yes,No,Credit Card,Yes,25135,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,61,7008.15,0,1220.61,0.0,8228.76,No,Yes,91740
24,0,7.18,,No,,59,0,Glendora,4328,Two Year,United States,8232-UTFOZ,Stayed,No,No,Male,No,,"34.119363, -117.855059",34.119363,-117.855059,No,19.95,No,0,0,,No,No,No,Credit Card,Yes,25135,No,Q3,No,4,No,California,No,No,No,69,1399.35,0,495.42,0.0,1894.77,Yes,No,91740
41,6,30.04,,No,,75,0,Glendora,3565,Month-to-Month,United States,4452-QIIEB,Stayed,No,No,Male,Yes,DSL,"34.119363, -117.855059",34.119363,-117.855059,No,43.9,No,0,0,Offer E,No,No,No,Credit Card,Yes,25135,No,Q3,No,5,No,California,No,No,No,7,278.4,0,210.28,0.0,488.68,No,Yes,91740
25,82,0.0,,No,,58,0,Glendora,4710,Two Year,United States,3511-BFTJW,Stayed,Yes,Yes,Male,Yes,DSL,"34.119363, -117.855059",34.119363,-117.855059,Yes,38.5,No,3,8,Offer A,Yes,Yes,No,Credit Card,No,25135,No,Q3,Yes,4,No,California,No,No,No,72,2763.0,0,0.0,0.0,2763.0,Yes,Yes,91740
78,27,43.98,Attitude,Yes,Attitude of support person,68,1,San Gabriel,5546,Month-to-Month,United States,7234-FECYN,Churned,No,Yes,Female,Yes,Fiber Optic,"34.089927, -118.095645",34.089927,-118.095645,No,101.35,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,38041,No,Q3,No,3,Yes,California,Yes,No,Yes,8,780.5,0,351.84,0.0,1132.34,No,Yes,91776
47,4,0.0,,No,,23,0,San Gabriel,4900,Month-to-Month,United States,8645-KWHJO,Stayed,No,Yes,Male,Yes,DSL,"34.089927, -118.095645",34.089927,-118.095645,No,55.0,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,No,38041,Yes,Q3,No,3,No,California,Yes,Yes,Yes,14,771.95,0,0.0,0.0,771.95,No,Yes,91776
28,0,37.01,,No,,35,0,San Gabriel,5296,Month-to-Month,United States,2792-VPPET,Joined,No,No,Male,No,,"34.089927, -118.095645",34.089927,-118.095645,No,20.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,38041,No,Q3,No,5,No,California,No,No,No,3,76.95,0,111.03,0.0,187.98,Yes,No,91776
48,5,26.86,,No,,53,0,San Gabriel,2032,Month-to-Month,United States,6357-JJPQT,Joined,No,No,Female,Yes,Fiber Optic,"34.089927, -118.095645",34.089927,-118.095645,No,80.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,38041,No,Q3,No,5,No,California,No,No,Yes,3,232.35,0,80.58,0.0,312.93,No,No,91776
24,76,22.2,,No,,41,0,San Gabriel,4078,One Year,United States,3858-XHYJO,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.089927, -118.095645",34.089927,-118.095645,Yes,105.75,Yes,0,5,Offer B,No,Yes,No,Bank Withdrawal,Yes,38041,No,Q3,Yes,4,No,California,Yes,Yes,Yes,40,4228.55,0,888.0,0.0,5116.55,Yes,Yes,91776
71,2,41.3,Attitude,Yes,Attitude of service provider,71,1,Alhambra,2715,Month-to-Month,United States,1400-MMYXY,Churned,No,Yes,Male,Yes,Fiber Optic,"34.090925, -118.128164",34.090925,-118.128164,Yes,105.9,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,54382,No,Q3,Yes,2,Yes,California,Yes,No,Yes,3,334.65,0,123.9,0.0,458.55,No,Yes,91801
35,18,4.15,,No,,59,0,Alhambra,3460,Month-to-Month,United States,3808-HFKDE,Stayed,No,No,Female,Yes,Cable,"34.090925, -118.128164",34.090925,-118.128164,No,44.35,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,54382,No,Q3,No,4,No,California,No,No,No,20,927.15,0,83.0,0.0,1010.15,No,Yes,91801
28,0,10.21,,No,,72,0,Alhambra,3901,Month-to-Month,United States,7243-LCGGZ,Joined,No,No,Female,No,,"34.090925, -118.128164",34.090925,-118.128164,No,20.9,No,0,0,,No,No,No,Mailed Check,Yes,54382,No,Q3,No,5,No,California,No,No,No,1,20.9,0,10.21,0.0,31.11,Yes,No,91801
30,0,28.1,,No,,39,0,Alhambra,4358,One Year,United States,9447-YPTBX,Stayed,No,No,Female,No,,"34.090925, -118.128164",34.090925,-118.128164,Yes,19.85,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,54382,No,Q3,Yes,5,No,California,No,No,No,50,943.1,0,1405.0,0.0,2348.1,No,No,91801
73,26,17.43,Competitor,Yes,Competitor had better devices,91,1,Mount Laguna,2505,Month-to-Month,United States,7142-HVGBG,Churned,No,Yes,Male,Yes,Fiber Optic,"32.830852, -116.444601",32.830852,-116.444601,Yes,103.0,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,81,No,Q3,Yes,1,Yes,California,Yes,No,Yes,43,4414.3,0,749.49,0.0,5163.79,No,Yes,91948
24,47,30.54,Price,Yes,Price too high,96,1,Mount Laguna,3682,Month-to-Month,United States,2612-RANWT,Churned,No,Yes,Female,Yes,Fiber Optic,"32.830852, -116.444601",32.830852,-116.444601,No,100.15,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,81,No,Q3,No,2,No,California,Yes,Yes,Yes,12,1164.3,0,366.48,0.0,1530.78,Yes,Yes,91948
57,14,13.13,,No,,23,0,Mount Laguna,2941,Month-to-Month,United States,3737-XBQDD,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.830852, -116.444601",32.830852,-116.444601,No,84.85,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,81,No,Q3,No,4,No,California,No,No,No,24,2048.8,80,315.12,0.0,2443.92,No,No,91948
62,9,28.32,,No,,29,0,Mount Laguna,4244,One Year,United States,4560-WQAQW,Stayed,No,No,Female,Yes,DSL,"32.830852, -116.444601",32.830852,-116.444601,No,68.7,Yes,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,81,Yes,Q3,No,3,No,California,Yes,Yes,No,59,4070.95,150,1670.88,0.0,5891.83,No,No,91948
79,25,4.45,Attitude,Yes,Attitude of support person,91,1,San Marcos,3363,Month-to-Month,United States,1564-NTYXF,Churned,No,No,Female,Yes,Fiber Optic,"33.119028, -117.166036",33.119028,-117.166036,No,82.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,6760,No,Q3,No,2,Yes,California,Yes,No,No,13,1127.2,0,57.85,0.0,1185.05,No,Yes,92078
72,22,7.77,,No,,50,0,San Marcos,4432,One Year,United States,0021-IKXGC,Joined,No,No,Female,Yes,Fiber Optic,"33.119028, -117.166036",33.119028,-117.166036,No,72.1,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,6760,No,Q3,No,4,Yes,California,No,No,No,1,72.1,0,7.77,0.0,79.87,No,Yes,92078
45,22,17.79,,No,,59,0,San Marcos,6383,Two Year,United States,0266-CLZKZ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.119028, -117.166036",33.119028,-117.166036,Yes,105.65,Yes,3,8,Offer A,No,No,Yes,Bank Withdrawal,Yes,6760,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,67,6717.9,0,1191.93,0.0,7909.83,No,Yes,92078
21,0,9.2,,No,,68,0,San Marcos,5747,Two Year,United States,0174-QRVVY,Stayed,Yes,No,Male,No,,"33.119028, -117.166036",33.119028,-117.166036,Yes,25.35,Yes,2,2,,No,No,No,Credit Card,Yes,6760,No,Q3,Yes,5,No,California,No,No,No,71,1847.55,0,653.2,0.0,2500.75,Yes,No,92078
72,13,45.82,Attitude,Yes,Attitude of service provider,77,1,San Diego,4853,Month-to-Month,United States,0886-QGENL,Churned,No,Yes,Female,Yes,Fiber Optic,"32.741499, -117.127409",32.741499,-117.127409,Yes,101.25,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,47689,No,Q3,Yes,1,Yes,California,Yes,No,Yes,27,2754.45,0,1237.14,0.0,3991.59,No,Yes,92104
41,29,12.96,,No,,43,0,San Diego,2253,Month-to-Month,United States,3604-WLABM,Stayed,No,Yes,Female,Yes,DSL,"32.741499, -117.127409",32.741499,-117.127409,No,54.25,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,47689,Yes,Q3,No,4,No,California,No,No,No,10,583.0,0,129.6,0.0,712.6,No,Yes,92104
42,17,26.1,,No,,29,0,San Diego,2168,Month-to-Month,United States,6171-ZTVYB,Stayed,No,No,Male,Yes,DSL,"32.741499, -117.127409",32.741499,-117.127409,Yes,66.25,Yes,0,1,,Yes,Yes,No,Bank Withdrawal,Yes,47689,Yes,Q3,Yes,3,No,California,No,No,No,43,2907.35,0,1122.3,6.41,4023.24,No,Yes,92104
79,23,5.09,Competitor,Yes,Competitor had better devices,81,1,San Diego,2407,Month-to-Month,United States,8685-WHQPW,Churned,No,No,Female,Yes,Fiber Optic,"32.76501, -117.19938",32.76501,-117.19938,No,74.4,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,24169,No,Q3,No,1,Yes,California,No,No,No,22,1692.6,0,111.98,0.0,1804.58,No,No,92110
59,0,12.22,,No,,58,0,San Diego,5169,Month-to-Month,United States,9294-TDIPC,Stayed,Yes,No,Male,No,,"32.76501, -117.19938",32.76501,-117.19938,No,20.2,No,1,0,Offer E,No,No,No,Credit Card,Yes,24169,No,Q3,No,5,No,California,No,No,No,5,83.75,0,61.1,0.0,144.85,No,No,92110
58,21,1.88,,No,,47,0,San Diego,4521,Month-to-Month,United States,6257-RJOHI,Stayed,No,No,Male,Yes,DSL,"32.76501, -117.19938",32.76501,-117.19938,No,50.8,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,24169,Yes,Q3,No,5,No,California,No,No,No,4,202.3,0,7.52,0.0,209.82,No,Yes,92110
27,59,36.08,,No,,65,0,San Diego,5542,One Year,United States,1470-PSXNM,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.76501, -117.19938",32.76501,-117.19938,Yes,93.65,Yes,2,7,,Yes,No,Yes,Bank Withdrawal,Yes,24169,No,Q3,Yes,3,No,California,No,No,Yes,49,4520.15,0,1767.92,33.13,6254.94,Yes,Yes,92110
68,15,25.27,Attitude,Yes,Attitude of support person,68,1,San Diego,5857,Month-to-Month,United States,7240-FQLHE,Churned,No,No,Female,Yes,Fiber Optic,"32.707892, -117.05512",32.707892,-117.05512,Yes,99.75,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,66838,Yes,Q3,Yes,2,Yes,California,Yes,No,Yes,18,1836.25,0,454.86,0.0,2291.11,No,Yes,92114
69,23,20.78,,No,,73,0,San Diego,4309,Two Year,United States,7826-VVKWT,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.707892, -117.05512",32.707892,-117.05512,Yes,96.55,No,1,9,,No,No,Yes,Bank Withdrawal,Yes,66838,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,24,2263.45,0,498.72,0.0,2762.17,No,Yes,92114
73,22,35.04,,No,,34,0,San Diego,6010,Two Year,United States,9866-OCCKE,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.707892, -117.05512",32.707892,-117.05512,Yes,109.75,Yes,0,1,Offer A,No,Yes,Yes,Mailed Check,Yes,66838,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,72,8075.35,0,2522.88,0.0,10598.23,No,Yes,92114
34,0,44.69,,No,,53,0,San Diego,5404,Two Year,United States,5176-LMJXE,Stayed,No,No,Female,No,,"32.707892, -117.05512",32.707892,-117.05512,No,20.55,No,0,0,,No,No,Yes,Credit Card,Yes,66838,No,Q3,No,4,No,California,No,No,No,47,945.7,0,2100.43,0.0,3046.13,No,No,92114
33,30,41.41,,No,,74,0,San Diego,5250,Month-to-Month,United States,5155-AZQPB,Stayed,Yes,No,Female,Yes,DSL,"32.707892, -117.05512",32.707892,-117.05512,Yes,49.9,Yes,1,6,Offer C,No,No,No,Credit Card,Yes,66838,No,Q3,Yes,5,No,California,No,No,No,28,1410.25,0,1159.48,0.0,2569.73,No,Yes,92114
77,28,19.46,Attitude,Yes,Attitude of service provider,91,1,San Diego,4060,One Year,United States,6664-FPDAC,Churned,No,Yes,Female,Yes,Fiber Optic,"32.762506, -117.07245",32.762506,-117.07245,No,111.95,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,56887,Yes,Q3,No,3,Yes,California,Yes,No,Yes,56,6418.9,0,1089.76,0.0,7508.66,No,Yes,92115
51,20,26.84,,No,,62,0,San Diego,4668,Month-to-Month,United States,3583-KRKMD,Stayed,No,No,Male,Yes,Fiber Optic,"32.762506, -117.07245",32.762506,-117.07245,No,75.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,56887,Yes,Q3,No,4,No,California,No,No,No,18,1373.05,0,483.12,15.57,1840.6,No,Yes,92115
22,51,6.03,,No,,31,0,San Diego,3947,One Year,United States,1353-GHZOS,Stayed,No,No,Male,Yes,DSL,"32.762506, -117.07245",32.762506,-117.07245,Yes,59.75,No,0,10,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,56887,No,Q3,Yes,3,No,California,No,No,Yes,22,1374.35,0,132.66,0.0,1507.01,Yes,Yes,92115
45,27,49.99,,No,,77,0,San Diego,5447,Two Year,United States,5338-YHWYT,Stayed,Yes,No,Male,Yes,Cable,"32.762506, -117.07245",32.762506,-117.07245,No,61.45,No,1,0,,Yes,Yes,No,Credit Card,Yes,56887,Yes,Q3,No,3,No,California,No,No,No,37,2302.35,110,1849.63,48.79,4213.19,No,No,92115
68,24,0.0,Competitor,Yes,Competitor had better devices,92,1,San Diego,5692,Month-to-Month,United States,0786-VSSUD,Churned,No,No,Male,Yes,DSL,"32.808814, -117.134694",32.808814,-117.134694,No,39.0,No,0,0,,Yes,No,Yes,Mailed Check,No,25232,No,Q3,No,1,Yes,California,No,No,Yes,16,679.85,0,0.0,0.0,679.85,No,Yes,92123
44,20,0.0,,No,,64,0,San Diego,5531,Two Year,United States,6122-EFVKN,Stayed,No,No,Male,Yes,Cable,"32.808814, -117.134694",32.808814,-117.134694,No,35.75,No,0,0,,No,Yes,No,Credit Card,No,25232,Yes,Q3,No,3,No,California,No,No,No,24,830.8,0,0.0,0.0,830.8,No,Yes,92123
57,23,49.0,,No,,41,0,San Diego,5527,One Year,United States,8272-ONJLV,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.808814, -117.134694",32.808814,-117.134694,No,95.7,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,25232,No,Q3,No,5,No,California,Yes,Yes,Yes,12,1184.0,0,588.0,0.0,1772.0,No,Yes,92123
47,22,32.41,,No,,68,0,San Diego,3380,One Year,United States,2364-UFROM,Stayed,No,No,Male,Yes,Cable,"32.808814, -117.134694",32.808814,-117.134694,No,70.4,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,25232,Yes,Q3,No,3,No,California,No,No,Yes,30,2044.75,0,972.3,0.0,3017.05,No,Yes,92123
41,13,35.38,,No,,68,0,San Diego,5501,One Year,United States,0334-ZFJSR,Stayed,No,No,Female,Yes,Cable,"32.808814, -117.134694",32.808814,-117.134694,Yes,66.05,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,25232,Yes,Q3,No,4,No,California,No,No,No,55,3462.1,150,1945.9,44.53,5513.47,No,No,92123
68,30,23.82,Competitor,Yes,Competitor had better devices,83,1,El Centro,3553,Month-to-Month,United States,1980-KXVPM,Churned,No,No,Female,Yes,Fiber Optic,"32.770393, -115.60915",32.770393,-115.60915,No,75.05,Yes,0,0,,No,No,Yes,Credit Card,Yes,43712,No,Q3,No,1,Yes,California,No,No,No,3,256.25,0,71.46,0.0,327.71,No,Yes,92243
46,0,43.8,,No,,46,0,El Centro,4691,One Year,United States,2277-AXSDC,Stayed,No,No,Female,No,,"32.770393, -115.60915",32.770393,-115.60915,No,19.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,43712,No,Q3,No,4,No,California,No,No,No,32,624.15,0,1401.6,0.0,2025.75,No,No,92243
35,12,10.5,,No,,78,0,El Centro,4304,Month-to-Month,United States,2038-LLMLM,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.770393, -115.60915",32.770393,-115.60915,No,103.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,43712,Yes,Q3,No,5,No,California,Yes,Yes,Yes,48,4946.05,0,504.0,0.0,5450.05,No,Yes,92243
47,16,20.15,,No,,67,0,El Centro,4156,One Year,United States,4227-OJHAL,Stayed,Yes,Yes,Female,Yes,DSL,"32.770393, -115.60915",32.770393,-115.60915,Yes,73.0,Yes,2,8,,Yes,Yes,Yes,Credit Card,Yes,43712,No,Q3,Yes,4,No,California,No,No,Yes,68,5163.0,0,1370.2,0.0,6533.2,No,Yes,92243
24,51,0.0,,No,,29,0,El Centro,2519,One Year,United States,5701-GUXDC,Stayed,No,Yes,Female,Yes,DSL,"32.770393, -115.60915",32.770393,-115.60915,Yes,35.4,No,0,4,,No,Yes,No,Credit Card,No,43712,No,Q3,Yes,3,No,California,No,No,No,26,978.6,0,0.0,0.0,978.6,Yes,Yes,92243
69,12,47.02,,No,,38,0,Los Angeles,5309,Two Year,United States,3841-NFECX,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.050198, -118.210946",34.050198,-118.210946,Yes,96.35,Yes,0,3,,Yes,Yes,Yes,Credit Card,Yes,49431,Yes,Q3,Yes,4,Yes,California,No,No,No,71,6766.95,0,3338.42,0.0,10105.37,No,Yes,90033
63,22,10.43,Price,Yes,Price too high,85,1,Los Angeles,5383,Month-to-Month,United States,0337-CNPZE,Churned,No,Yes,Female,Yes,Fiber Optic,"34.050198, -118.210946",34.050198,-118.210946,No,106.3,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,49431,No,Q3,No,2,No,California,Yes,Yes,Yes,41,4443.45,130,427.63,0.0,5001.08,No,No,90033
64,30,16.58,,No,,52,0,Los Angeles,6275,Two Year,United States,9225-BZLNZ,Stayed,No,Yes,Male,Yes,DSL,"34.050198, -118.210946",34.050198,-118.210946,Yes,85.25,Yes,0,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,49431,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6083.1,0,1193.76,0.0,7276.86,No,Yes,90033
47,16,21.93,,No,,62,0,Los Angeles,3445,Month-to-Month,United States,2694-CIUMO,Stayed,No,No,Female,Yes,Fiber Optic,"34.050198, -118.210946",34.050198,-118.210946,No,79.55,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,49431,Yes,Q3,No,3,No,California,No,No,No,12,958.25,0,263.16,0.0,1221.41,No,Yes,90033
37,0,38.73,,No,,60,0,Los Angeles,6271,Two Year,United States,4990-ALDGW,Stayed,No,No,Male,No,,"34.050198, -118.210946",34.050198,-118.210946,No,20.75,No,0,0,,No,No,No,Credit Card,Yes,49431,No,Q3,No,3,No,California,No,No,No,57,1118.8,0,2207.61,0.0,3326.41,No,No,90033
79,11,33.1,,No,,69,0,Los Angeles,4449,One Year,United States,4929-XIHVW,Joined,No,Yes,Male,Yes,Fiber Optic,"34.030578, -118.399613",34.030578,-118.399613,Yes,95.5,No,0,10,Offer E,No,No,Yes,Credit Card,Yes,58218,No,Q3,Yes,5,Yes,California,Yes,No,Yes,2,181.65,10,66.2,0.0,257.85,No,No,90034
60,0,34.04,,No,,35,0,Los Angeles,4617,Two Year,United States,0354-VXMJC,Stayed,Yes,No,Male,No,,"34.030578, -118.399613",34.030578,-118.399613,Yes,19.6,No,3,10,,No,No,No,Credit Card,Yes,58218,No,Q3,Yes,5,No,California,No,No,No,23,426.65,0,782.92,0.0,1209.57,No,No,90034
37,0,2.29,,No,,53,0,Los Angeles,4408,Month-to-Month,United States,9817-APLHW,Stayed,No,No,Male,No,,"34.030578, -118.399613",34.030578,-118.399613,No,25.0,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,58218,No,Q3,No,4,No,California,No,No,No,12,316.2,0,27.48,0.0,343.68,No,No,90034
24,0,33.61,,No,,72,0,Los Angeles,4766,Two Year,United States,5846-ABOBJ,Stayed,No,No,Male,No,,"34.030578, -118.399613",34.030578,-118.399613,Yes,24.45,Yes,0,2,,No,No,No,Bank Withdrawal,Yes,58218,No,Q3,Yes,3,No,California,No,No,No,71,1730.65,0,2386.31,0.0,4116.96,Yes,No,90034
38,22,36.21,,No,,68,0,Los Angeles,5437,One Year,United States,4816-OKWNX,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.030578, -118.399613",34.030578,-118.399613,Yes,103.4,No,1,2,,Yes,No,Yes,Bank Withdrawal,Yes,58218,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,50,5236.4,0,1810.5,0.0,7046.9,No,Yes,90034
71,12,11.89,,No,,40,0,Los Angeles,3144,One Year,United States,3413-BMNZE,Joined,No,No,Male,Yes,DSL,"34.002642, -118.287596",34.002642,-118.287596,No,45.25,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,56709,No,Q3,No,3,Yes,California,No,No,No,1,45.25,0,11.89,0.0,57.14,No,Yes,90037
35,13,22.33,Other,Yes,Don't know,71,1,Los Angeles,2039,Month-to-Month,United States,6839-ITVZJ,Churned,No,No,Female,Yes,DSL,"34.002642, -118.287596",34.002642,-118.287596,Yes,60.05,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,56709,Yes,Q3,Yes,2,No,California,No,No,No,26,1616.15,0,580.58,0.0,2196.73,No,Yes,90037
36,9,17.46,Dissatisfaction,Yes,Product dissatisfaction,79,1,Los Angeles,5047,Month-to-Month,United States,1513-XNPPH,Churned,No,Yes,Female,Yes,Fiber Optic,"34.002642, -118.287596",34.002642,-118.287596,No,89.4,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,56709,Yes,Q3,No,1,No,California,Yes,Yes,No,12,1095.65,0,209.52,0.0,1305.17,No,Yes,90037
41,29,29.41,,No,,51,0,Los Angeles,5450,Month-to-Month,United States,4647-XXZAM,Stayed,Yes,No,Female,Yes,DSL,"34.002642, -118.287596",34.002642,-118.287596,Yes,45.5,No,1,1,,No,No,No,Credit Card,Yes,56709,No,Q3,Yes,4,No,California,No,No,No,6,285.2,0,176.46,0.0,461.66,No,Yes,90037
28,71,7.55,,No,,52,0,Los Angeles,5263,Month-to-Month,United States,4747-LCAQL,Stayed,No,No,Male,Yes,DSL,"34.002642, -118.287596",34.002642,-118.287596,No,79.0,No,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,56709,Yes,Q3,No,4,No,California,Yes,Yes,Yes,25,1902.0,0,188.75,0.0,2090.75,Yes,Yes,90037
65,2,30.6,,No,,25,0,Los Angeles,3154,One Year,United States,6575-SUVOI,Stayed,No,No,Female,Yes,DSL,"34.003553, -118.308933",34.003553,-118.308933,Yes,69.5,Yes,0,9,,No,Yes,Yes,Credit Card,Yes,29299,Yes,Q3,Yes,4,Yes,California,No,No,Yes,25,1752.65,0,765.0,0.0,2517.65,No,Yes,90062
59,25,40.71,Competitor,Yes,Competitor had better devices,93,1,Los Angeles,4214,Month-to-Month,United States,0107-YHINA,Churned,No,Yes,Male,Yes,Fiber Optic,"34.003553, -118.308933",34.003553,-118.308933,No,99.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,29299,No,Q3,No,1,No,California,Yes,Yes,Yes,1,99.75,0,40.71,0.0,140.46,No,Yes,90062
36,22,12.88,Dissatisfaction,Yes,Product dissatisfaction,90,1,Los Angeles,5386,Month-to-Month,United States,2235-ZGKPT,Churned,Yes,No,Female,Yes,Cable,"34.003553, -118.308933",34.003553,-118.308933,Yes,50.85,Yes,1,1,,No,No,No,Credit Card,Yes,29299,No,Q3,Yes,1,No,California,No,No,No,4,239.55,0,51.52,0.0,291.07,No,Yes,90062
54,30,2.2,Competitor,Yes,Competitor offered more data,87,1,Los Angeles,4179,Month-to-Month,United States,1447-GIQMR,Churned,No,No,Male,Yes,Fiber Optic,"34.003553, -118.308933",34.003553,-118.308933,Yes,69.15,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,29299,No,Q3,Yes,2,No,California,No,No,No,1,69.15,0,2.2,0.0,71.35,No,Yes,90062
43,0,29.09,,No,,27,0,Los Angeles,3945,Two Year,United States,9150-KPBJQ,Stayed,No,No,Female,No,,"34.003553, -118.308933",34.003553,-118.308933,No,19.65,No,0,0,,No,No,No,Credit Card,Yes,29299,No,Q3,No,5,No,California,No,No,No,6,116.85,0,174.54,0.0,291.39,No,No,90062
72,16,48.9,,No,,59,0,Los Angeles,5153,One Year,United States,4667-QONEA,Stayed,No,Yes,Female,Yes,Cable,"34.037251, -118.423573",34.037251,-118.423573,Yes,74.85,No,0,9,Offer B,Yes,Yes,Yes,Credit Card,Yes,24505,Yes,Q3,Yes,3,Yes,California,Yes,No,No,60,4456.35,0,2934.0,0.0,7390.35,No,Yes,90064
41,30,49.35,,No,,20,0,Los Angeles,5709,Two Year,United States,0727-BNRLG,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.037251, -118.423573",34.037251,-118.423573,No,97.65,Yes,0,0,Offer A,Yes,No,Yes,Credit Card,Yes,24505,Yes,Q3,No,3,No,California,No,No,Yes,69,6743.55,0,3405.15,0.0,10148.7,No,Yes,90064
53,28,15.09,,No,,75,0,Los Angeles,2191,Month-to-Month,United States,5447-VYTKW,Stayed,No,No,Male,Yes,Cable,"34.037251, -118.423573",34.037251,-118.423573,No,53.45,No,0,0,,No,Yes,No,Credit Card,Yes,24505,Yes,Q3,No,3,No,California,No,No,No,27,1461.45,0,407.43,0.0,1868.88,No,Yes,90064
60,22,19.58,,No,,79,0,Los Angeles,4730,Two Year,United States,3654-ARMGP,Stayed,No,Yes,Female,Yes,DSL,"34.037251, -118.423573",34.037251,-118.423573,No,88.65,Yes,0,0,,Yes,No,No,Credit Card,Yes,24505,Yes,Q3,No,4,No,California,Yes,Yes,Yes,61,5321.25,0,1194.38,0.0,6515.63,No,Yes,90064
57,3,0.0,,No,,26,0,Los Angeles,4670,One Year,United States,6810-VCAEX,Stayed,No,No,Female,Yes,DSL,"34.037251, -118.423573",34.037251,-118.423573,No,39.65,No,0,0,Offer B,Yes,Yes,No,Credit Card,No,24505,Yes,Q3,No,4,No,California,No,No,No,47,1798.65,0,0.0,0.0,1798.65,No,Yes,90064
77,9,21.79,,No,,74,0,Los Angeles,4582,One Year,United States,5067-XJQFU,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.057496, -118.413959",34.057496,-118.413959,Yes,108.45,Yes,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,2527,Yes,Q3,Yes,5,Yes,California,Yes,No,Yes,66,7076.35,0,1438.14,0.0,8514.49,No,Yes,90067
69,30,19.92,,No,,75,0,Los Angeles,3415,Two Year,United States,3280-MRDOF,Stayed,No,Yes,Male,Yes,DSL,"34.057496, -118.413959",34.057496,-118.413959,No,69.1,Yes,0,0,,No,No,Yes,Credit Card,Yes,2527,Yes,Q3,No,3,Yes,California,No,No,Yes,30,2093.9,0,597.6,21.08,2670.42,No,Yes,90067
68,21,27.7,,No,,58,0,Los Angeles,5113,Two Year,United States,8659-HDIYE,Stayed,No,Yes,Female,Yes,DSL,"34.057496, -118.413959",34.057496,-118.413959,No,74.65,Yes,0,0,,Yes,No,No,Credit Card,Yes,2527,Yes,Q3,No,4,Yes,California,Yes,No,No,64,4869.35,0,1772.8,47.04,6595.11,No,Yes,90067
78,2,0.0,,No,,67,0,Los Angeles,2307,Month-to-Month,United States,1261-FWTTE,Stayed,No,No,Male,Yes,Cable,"34.057496, -118.413959",34.057496,-118.413959,No,34.65,No,0,0,,No,No,Yes,Bank Withdrawal,No,2527,No,Q3,No,4,Yes,California,Yes,Yes,No,23,768.45,0,0.0,0.0,768.45,No,Yes,90067
44,53,0.0,,No,,70,0,Los Angeles,4741,Month-to-Month,United States,1395-OFUWC,Stayed,Yes,No,Male,Yes,Cable,"34.057496, -118.413959",34.057496,-118.413959,Yes,29.3,No,3,5,Offer B,Yes,No,No,Credit Card,No,2527,No,Q3,Yes,3,No,California,No,No,No,43,1224.05,0,0.0,0.0,1224.05,No,Yes,90067
71,10,16.33,,No,,69,0,Downey,4881,Two Year,United States,1891-QRQSA,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,Yes,111.6,Yes,0,9,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,40152,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,64,7099.0,0,1045.12,0.0,8144.12,No,Yes,90241
47,29,29.54,Competitor,Yes,Competitor made better offer,90,1,Downey,2459,Two Year,United States,9412-ARGBX,Churned,No,Yes,Female,Yes,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,No,95.5,No,0,0,,Yes,No,Yes,Credit Card,Yes,40152,Yes,Q3,No,2,No,California,No,No,Yes,48,4627.85,0,1417.92,0.0,6045.77,No,Yes,90241
51,7,2.97,,No,,58,0,Downey,2330,Month-to-Month,United States,7398-SKNQZ,Joined,No,No,Female,Yes,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,Yes,94.9,Yes,0,5,,No,No,No,Bank Withdrawal,Yes,40152,No,Q3,Yes,5,No,California,Yes,Yes,Yes,3,273.2,0,8.91,0.0,282.11,No,Yes,90241
58,0,48.79,,No,,72,0,Downey,3160,Month-to-Month,United States,9629-NHXFW,Joined,Yes,No,Female,No,,"33.940884, -118.128628",33.940884,-118.128628,Yes,19.4,No,2,6,,No,No,Yes,Credit Card,Yes,40152,No,Q3,Yes,5,No,California,No,No,No,1,19.4,0,48.79,0.0,68.19,No,No,90241
19,73,41.91,,No,,37,0,Downey,5234,Two Year,United States,0254-FNMCI,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,No,109.9,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,40152,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,7624.2,0,3017.52,0.0,10641.72,Yes,Yes,90241
73,29,47.13,,No,,21,0,Gardena,4463,One Year,United States,2673-CXQEU,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.890853, -118.297967",33.890853,-118.297967,No,110.5,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,47758,No,Q3,No,4,Yes,California,Yes,No,Yes,56,6139.5,0,2639.28,0.0,8778.78,No,Yes,90247
39,24,6.4,,No,,37,0,Gardena,4443,Month-to-Month,United States,5136-RGMZO,Stayed,No,No,Male,Yes,Cable,"33.890853, -118.297967",33.890853,-118.297967,No,71.05,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,47758,Yes,Q3,No,4,No,California,No,No,Yes,31,2168.15,0,198.4,0.0,2366.55,No,Yes,90247
34,0,49.91,,No,,43,0,Gardena,3009,Month-to-Month,United States,0396-HUJBP,Joined,No,No,Female,No,,"33.890853, -118.297967",33.890853,-118.297967,No,19.3,No,0,0,,No,No,No,Credit Card,Yes,47758,No,Q3,No,3,No,California,No,No,No,2,44.4,0,99.82,0.0,144.22,No,No,90247
33,16,36.94,,No,,60,0,Gardena,2757,Month-to-Month,United States,8118-TJAFG,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.890853, -118.297967",33.890853,-118.297967,Yes,101.5,No,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,47758,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,9,906.85,0,332.46,0.0,1239.31,No,Yes,90247
63,11,0.0,,No,,42,0,Gardena,2522,One Year,United States,9388-ZEYVT,Stayed,No,Yes,Male,Yes,DSL,"33.890853, -118.297967",33.890853,-118.297967,No,44.15,No,0,0,Offer B,No,No,No,Bank Withdrawal,No,47758,Yes,Q3,No,4,No,California,Yes,Yes,No,43,1931.3,0,0.0,0.0,1931.3,No,Yes,90247
80,5,38.61,,No,,55,0,Hawthorne,3033,One Year,United States,0191-ZHSKZ,Stayed,No,No,Male,Yes,DSL,"33.914775, -118.348083",33.914775,-118.348083,No,74.75,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,93315,No,Q3,No,4,Yes,California,Yes,No,Yes,30,2111.3,0,1158.3,0.0,3269.6,No,Yes,90250
75,19,0.0,,No,,49,0,Hawthorne,2617,One Year,United States,9758-MFWGD,Stayed,Yes,No,Female,Yes,DSL,"33.914775, -118.348083",33.914775,-118.348083,Yes,29.9,No,2,0,,Yes,No,No,Bank Withdrawal,No,93315,No,Q3,No,5,Yes,California,No,No,No,48,1388.75,0,0.0,0.0,1388.75,No,Yes,90250
50,28,22.05,Attitude,Yes,Attitude of support person,71,1,Hawthorne,4017,Month-to-Month,United States,3877-JRJIP,Churned,No,No,Male,Yes,Cable,"33.914775, -118.348083",33.914775,-118.348083,No,59.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,93315,No,Q3,No,2,No,California,No,No,Yes,1,59.85,0,22.05,0.0,81.9,No,Yes,90250
53,0,36.82,,No,,40,0,Hawthorne,6425,Two Year,United States,6285-FTQBF,Stayed,Yes,No,Male,No,,"33.914775, -118.348083",33.914775,-118.348083,Yes,25.55,Yes,3,4,Offer A,No,No,No,Credit Card,Yes,93315,No,Q3,Yes,4,No,California,No,No,No,72,1867.7,0,2651.04,0.0,4518.74,No,No,90250
53,17,22.95,,No,,71,0,Hawthorne,5791,Two Year,United States,4670-TABXH,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.914775, -118.348083",33.914775,-118.348083,Yes,109.75,Yes,0,6,,Yes,No,Yes,Credit Card,Yes,93315,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7758.9,0,1652.4,0.0,9411.3,No,Yes,90250
79,2,27.65,,No,,60,0,Redondo Beach,4182,One Year,United States,2424-WVHPL,Joined,No,No,Male,Yes,Fiber Optic,"33.873395, -118.37019",33.873395,-118.37019,No,74.7,No,0,0,,No,No,No,Bank Withdrawal,Yes,37322,Yes,Q3,No,5,Yes,California,No,No,No,1,74.7,0,27.65,0.0,102.35,No,Yes,90278
19,0,3.28,,No,,51,0,Redondo Beach,4833,Two Year,United States,3768-VHXQO,Stayed,No,No,Male,No,,"33.873395, -118.37019",33.873395,-118.37019,Yes,24.85,Yes,0,9,Offer A,No,No,No,Credit Card,Yes,37322,No,Q3,Yes,4,No,California,No,No,No,67,1583.5,0,219.76,0.0,1803.26,Yes,No,90278
44,2,18.9,,No,,67,0,Redondo Beach,5496,Month-to-Month,United States,6794-HKIAJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.873395, -118.37019",33.873395,-118.37019,No,90.7,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,37322,No,Q3,No,3,No,California,No,No,No,62,5586.45,0,1171.8,0.0,6758.25,No,Yes,90278
43,24,8.69,,No,,62,0,Redondo Beach,3271,Month-to-Month,United States,8149-AIQCG,Stayed,No,No,Male,Yes,Fiber Optic,"33.873395, -118.37019",33.873395,-118.37019,No,73.15,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,37322,No,Q3,No,5,No,California,No,No,No,39,2730.85,0,338.91,0.0,3069.76,No,Yes,90278
44,0,10.83,,No,,30,0,Redondo Beach,5946,Two Year,United States,3662-FXJFO,Stayed,No,No,Female,No,,"33.873395, -118.37019",33.873395,-118.37019,No,20.5,No,0,0,Offer B,No,No,Yes,Credit Card,Yes,37322,No,Q3,No,5,No,California,No,No,No,54,1035.7,0,584.82,0.0,1620.52,No,No,90278
65,9,0.0,,No,,28,0,Santa Monica,6238,One Year,United States,5386-THSLQ,Stayed,No,Yes,Female,Yes,Cable,"34.035849, -118.503508",34.035849,-118.503508,Yes,45.55,No,0,0,Offer A,Yes,No,No,Bank Withdrawal,No,11509,No,Q3,No,5,Yes,California,No,No,Yes,66,3027.25,0,0.0,0.0,3027.25,No,Yes,90402
65,0,49.94,,No,,76,0,Santa Monica,4934,Two Year,United States,1167-OYZJF,Stayed,No,No,Female,No,,"34.035849, -118.503508",34.035849,-118.503508,Yes,20.05,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,11509,No,Q3,Yes,5,Yes,California,No,No,No,67,1263.05,0,3345.98,43.66,4565.37,No,No,90402
54,7,13.35,Competitor,Yes,Competitor had better devices,75,1,Santa Monica,4188,Month-to-Month,United States,6907-NZZIJ,Churned,No,No,Female,Yes,Fiber Optic,"34.035849, -118.503508",34.035849,-118.503508,No,99.15,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,11509,No,Q3,No,1,No,California,Yes,Yes,Yes,36,3615.6,30,480.6,0.0,4126.2,No,No,90402
59,26,37.63,,No,,63,0,Santa Monica,3854,Month-to-Month,United States,1803-BGNBD,Stayed,No,No,Female,Yes,DSL,"34.035849, -118.503508",34.035849,-118.503508,No,54.3,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,11509,Yes,Q3,No,3,No,California,No,No,No,12,654.5,130,451.56,0.0,1236.06,No,No,90402
52,57,27.38,,No,,39,0,Santa Monica,4325,Month-to-Month,United States,3545-CNWRG,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.035849, -118.503508",34.035849,-118.503508,Yes,98.35,Yes,3,7,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,11509,No,Q3,Yes,5,No,California,Yes,Yes,Yes,49,4889.2,0,1341.62,0.0,6230.82,No,Yes,90402
73,20,0.0,,No,,68,0,Artesia,5372,One Year,United States,2639-UGMAZ,Stayed,No,No,Male,Yes,DSL,"33.867593, -118.080637",33.867593,-118.080637,No,56.45,No,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,16398,No,Q3,No,3,Yes,California,Yes,Yes,Yes,71,3985.35,0,0.0,0.0,3985.35,No,Yes,90701
80,15,22.95,,No,,73,0,Artesia,4040,One Year,United States,2519-LBNQL,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.867593, -118.080637",33.867593,-118.080637,Yes,104.35,Yes,0,2,,Yes,No,Yes,Bank Withdrawal,Yes,16398,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,60,6339.45,0,1377.0,41.23,7675.22,No,Yes,90701
30,71,42.4,,No,,29,0,Artesia,5364,One Year,United States,1698-XFZCI,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.867593, -118.080637",33.867593,-118.080637,No,107.75,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,16398,No,Q3,No,3,No,California,Yes,Yes,Yes,61,6521.9,0,2586.4,0.0,9108.3,No,Yes,90701
25,26,0.0,,No,,58,0,Artesia,4436,Month-to-Month,United States,7074-STDCN,Stayed,No,No,Male,Yes,Cable,"33.867593, -118.080637",33.867593,-118.080637,No,40.6,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,No,16398,Yes,Q3,No,5,No,California,Yes,Yes,No,39,1494.5,0,0.0,0.0,1494.5,Yes,Yes,90701
64,23,10.67,,No,,78,0,Artesia,5700,Two Year,United States,9488-FYQAU,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.867593, -118.080637",33.867593,-118.080637,Yes,109.25,Yes,0,8,,Yes,No,Yes,Bank Withdrawal,Yes,16398,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,63,6841.4,0,672.21,0.0,7513.61,No,Yes,90701
66,0,30.72,,No,,52,0,Sunset Beach,4329,Two Year,United States,1131-QQZEB,Stayed,No,No,Male,No,,"33.719221, -118.073596",33.719221,-118.073596,Yes,23.95,Yes,0,7,Offer A,No,No,No,Bank Withdrawal,Yes,1107,No,Q3,Yes,3,Yes,California,No,No,No,71,1756.2,0,2181.12,0.0,3937.32,No,No,90742
44,21,27.24,Price,Yes,Price too high,83,1,Sunset Beach,2131,Month-to-Month,United States,5949-EBSQK,Churned,Yes,No,Male,Yes,DSL,"33.719221, -118.073596",33.719221,-118.073596,Yes,61.45,No,1,4,,No,No,No,Credit Card,Yes,1107,Yes,Q3,Yes,2,No,California,Yes,Yes,No,4,229.55,0,108.96,0.0,338.51,No,Yes,90742
53,3,26.06,Competitor,Yes,Competitor made better offer,66,1,Sunset Beach,2176,Month-to-Month,United States,9940-RHLFB,Churned,No,Yes,Female,Yes,Fiber Optic,"33.719221, -118.073596",33.719221,-118.073596,No,75.3,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,1107,No,Q3,No,1,No,California,No,No,No,1,75.3,0,26.06,0.0,101.36,No,Yes,90742
20,48,14.53,,No,,61,0,Sunset Beach,2590,Month-to-Month,United States,2474-LCNUE,Stayed,No,No,Female,Yes,Cable,"33.719221, -118.073596",33.719221,-118.073596,Yes,73.65,Yes,0,5,Offer D,No,No,Yes,Credit Card,Yes,1107,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,23,1642.75,0,334.19,0.0,1976.94,Yes,Yes,90742
58,7,0.0,,No,,20,0,Sunset Beach,3100,Two Year,United States,9928-BZVLZ,Stayed,No,Yes,Female,Yes,DSL,"33.719221, -118.073596",33.719221,-118.073596,No,49.85,No,0,0,Offer D,No,Yes,No,Credit Card,No,1107,Yes,Q3,No,3,No,California,Yes,Yes,No,12,552.1,0,0.0,0.0,552.1,No,Yes,90742
77,25,38.32,,No,,7,0,Baldwin Park,5348,One Year,United States,9058-HRZSV,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.098275, -117.967399",34.098275,-117.967399,Yes,94.4,No,0,2,,Yes,Yes,No,Bank Withdrawal,Yes,76890,No,Q3,Yes,4,Yes,California,Yes,Yes,No,65,6126.15,0,2490.8,0.0,8616.95,No,Yes,91706
65,17,12.07,,No,,47,0,Baldwin Park,4666,Two Year,United States,1568-BEKZM,Stayed,No,Yes,Male,Yes,DSL,"34.098275, -117.967399",34.098275,-117.967399,Yes,90.05,Yes,0,7,,Yes,Yes,No,Credit Card,Yes,76890,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,70,6333.4,0,844.9,0.0,7178.3,No,Yes,91706
62,29,11.5,,No,,45,0,Baldwin Park,4280,Two Year,United States,3638-VBZTA,Stayed,No,No,Male,Yes,DSL,"34.098275, -117.967399",34.098275,-117.967399,No,86.5,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,76890,Yes,Q3,No,4,No,California,Yes,Yes,Yes,68,5882.75,0,782.0,0.0,6664.75,No,Yes,91706
19,82,43.79,,No,,47,0,Baldwin Park,4363,One Year,United States,7245-JMTTQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.098275, -117.967399",34.098275,-117.967399,No,111.5,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,76890,Yes,Q3,No,4,No,California,Yes,Yes,Yes,51,5703.25,0,2233.29,0.0,7936.54,Yes,Yes,91706
32,19,25.84,,No,,33,0,Baldwin Park,2436,Two Year,United States,8465-SBRXP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.098275, -117.967399",34.098275,-117.967399,Yes,94.9,Yes,2,1,,No,No,Yes,Bank Withdrawal,Yes,76890,Yes,Q3,Yes,3,No,California,No,No,Yes,38,3616.25,0,981.92,0.0,4598.17,No,No,91706
68,20,10.51,,No,,7,0,Chino Hills,5557,One Year,United States,4522-AKYLR,Stayed,No,Yes,Female,Yes,DSL,"33.942895, -117.725644",33.942895,-117.725644,No,54.8,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,66754,No,Q3,No,4,Yes,California,No,No,No,13,731.3,0,136.63,0.0,867.93,No,Yes,91709
51,22,28.0,,No,,39,0,Chino Hills,5858,Month-to-Month,United States,7459-IMVYU,Stayed,No,Yes,Male,Yes,DSL,"33.942895, -117.725644",33.942895,-117.725644,No,69.95,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,66754,Yes,Q3,No,3,No,California,No,No,No,38,2657.55,90,1064.0,0.0,3811.55,No,No,91709
47,5,16.57,,No,,37,0,Chino Hills,5319,One Year,United States,0670-ANMUU,Stayed,No,No,Male,Yes,Fiber Optic,"33.942895, -117.725644",33.942895,-117.725644,No,97.65,Yes,0,0,,No,Yes,No,Credit Card,Yes,66754,Yes,Q3,No,3,No,California,Yes,Yes,No,71,6687.85,0,1176.47,0.0,7864.32,No,Yes,91709
47,19,5.93,,No,,41,0,Chino Hills,6319,One Year,United States,6050-IJRHS,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.942895, -117.725644",33.942895,-117.725644,Yes,106.5,Yes,1,2,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,66754,No,Q3,Yes,5,No,California,Yes,Yes,Yes,70,7397.0,0,415.1,0.0,7812.1,No,Yes,91709
41,24,37.68,,No,,63,0,Chino Hills,4388,Month-to-Month,United States,2408-PSJVE,Stayed,Yes,Yes,Male,Yes,DSL,"33.942895, -117.725644",33.942895,-117.725644,Yes,61.9,No,3,1,,Yes,No,Yes,Credit Card,Yes,66754,Yes,Q3,Yes,4,No,California,No,No,No,44,2924.05,0,1657.92,0.0,4581.97,No,Yes,91709
69,23,0.0,,No,,50,0,Hacienda Heights,3094,One Year,United States,5046-NUHWD,Stayed,No,Yes,Female,Yes,Cable,"33.998471, -117.973758",33.998471,-117.973758,Yes,45.0,No,0,5,,No,Yes,Yes,Bank Withdrawal,No,53686,No,Q3,Yes,3,Yes,California,Yes,No,No,29,1228.65,0,0.0,0.0,1228.65,No,Yes,91745
69,14,4.04,,No,,53,0,Hacienda Heights,5983,Two Year,United States,6741-EGCBI,Stayed,No,No,Male,Yes,Fiber Optic,"33.998471, -117.973758",33.998471,-117.973758,No,90.5,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,53686,No,Q3,No,3,Yes,California,Yes,No,No,30,2595.85,0,121.2,0.0,2717.05,No,Yes,91745
24,0,11.35,Price,Yes,Price too high,91,1,Hacienda Heights,4785,Month-to-Month,United States,7845-URHJN,Churned,No,No,Female,No,,"33.998471, -117.973758",33.998471,-117.973758,Yes,20.15,No,0,1,,No,No,No,Bank Withdrawal,Yes,53686,No,Q3,Yes,3,No,California,No,No,No,8,156.25,0,90.8,0.0,247.05,Yes,No,91745
57,14,6.41,,No,,34,0,Hacienda Heights,5146,Two Year,United States,5668-MEISB,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.998471, -117.973758",33.998471,-117.973758,Yes,106.1,Yes,1,1,,Yes,Yes,No,Credit Card,Yes,53686,Yes,Q3,Yes,4,No,California,No,No,Yes,72,7657.4,0,461.52,0.0,8118.92,No,Yes,91745
32,0,15.32,,No,,80,0,Hacienda Heights,6212,Two Year,United States,5146-YYFRZ,Stayed,No,No,Male,No,,"33.998471, -117.973758",33.998471,-117.973758,No,19.95,No,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,53686,No,Q3,No,5,No,California,No,No,No,67,1311.75,0,1026.44,0.0,2338.19,No,No,91745
79,9,36.66,,No,,36,0,La Verne,4429,One Year,United States,7529-ZDFXI,Stayed,No,No,Male,Yes,Fiber Optic,"34.144703, -117.770299",34.144703,-117.770299,Yes,89.85,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,35530,No,Q3,Yes,5,Yes,California,Yes,No,No,57,4925.35,0,2089.62,0.0,7014.97,No,Yes,91750
20,48,40.99,,No,,24,0,La Verne,5277,Month-to-Month,United States,5356-CSVSQ,Joined,No,No,Female,Yes,Cable,"34.144703, -117.770299",34.144703,-117.770299,No,64.6,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,35530,Yes,Q3,No,5,No,California,No,No,Yes,3,174.2,0,122.97,0.0,297.17,Yes,Yes,91750
55,18,14.54,,No,,60,0,La Verne,4733,One Year,United States,9677-AVKED,Stayed,Yes,Yes,Female,Yes,Cable,"34.144703, -117.770299",34.144703,-117.770299,No,84.6,Yes,2,0,,Yes,No,Yes,Bank Withdrawal,Yes,35530,Yes,Q3,No,5,No,California,Yes,Yes,Yes,53,4449.75,0,770.62,0.0,5220.37,No,Yes,91750
38,0,46.23,,No,,69,0,La Verne,4890,One Year,United States,2923-ARZLG,Stayed,Yes,No,Male,No,,"34.144703, -117.770299",34.144703,-117.770299,Yes,19.7,No,2,5,Offer E,No,No,Yes,Credit Card,Yes,35530,No,Q3,Yes,5,No,California,No,No,No,10,197.54,0,462.3,0.0,659.84,No,No,91750
39,18,23.82,,No,,79,0,La Verne,4516,Month-to-Month,United States,3452-SRFEG,Stayed,No,No,Male,Yes,Fiber Optic,"34.144703, -117.770299",34.144703,-117.770299,No,74.6,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,35530,No,Q3,No,5,No,California,No,No,No,49,3720.35,0,1167.18,0.0,4887.53,No,Yes,91750
67,12,7.95,,No,,59,0,Ontario,3524,One Year,United States,3197-ARFOY,Stayed,No,No,Female,Yes,Fiber Optic,"34.035602, -117.591528",34.035602,-117.591528,No,105.0,No,0,0,,Yes,Yes,Yes,Mailed Check,Yes,56280,Yes,Q3,No,3,Yes,California,Yes,No,Yes,19,2007.25,20,151.05,0.0,2178.3,No,No,91761
50,11,6.95,Attitude,Yes,Attitude of support person,83,1,Ontario,5111,Month-to-Month,United States,3946-MHCZW,Churned,No,Yes,Male,Yes,DSL,"34.035602, -117.591528",34.035602,-117.591528,No,50.9,No,0,0,Offer E,No,No,No,Credit Card,Yes,56280,No,Q3,No,1,No,California,No,No,No,1,50.9,0,6.95,0.0,57.85,No,Yes,91761
61,7,2.15,,No,,65,0,Ontario,5315,Month-to-Month,United States,8980-WQFWL,Stayed,No,Yes,Female,Yes,DSL,"34.035602, -117.591528",34.035602,-117.591528,No,62.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,56280,No,Q3,No,4,No,California,Yes,Yes,No,35,2096.1,0,75.25,0.0,2171.35,No,Yes,91761
48,0,11.53,,No,,41,0,Ontario,6015,Two Year,United States,1241-EZFMJ,Stayed,No,No,Male,No,,"34.035602, -117.591528",34.035602,-117.591528,Yes,25.45,Yes,0,2,Offer B,No,No,No,Bank Withdrawal,Yes,56280,No,Q3,Yes,4,No,California,No,No,No,61,1538.6,0,703.33,0.0,2241.93,No,No,91761
41,0,19.98,,No,,28,0,Ontario,5628,Two Year,United States,6848-HJTXY,Stayed,No,No,Female,No,,"34.035602, -117.591528",34.035602,-117.591528,Yes,19.45,No,0,8,Offer B,No,No,No,Credit Card,Yes,56280,No,Q3,Yes,3,No,California,No,No,No,64,1208.6,0,1278.72,0.0,2487.32,No,No,91761
79,30,42.95,,No,,23,0,San Gabriel,4604,One Year,United States,3179-GBRWV,Stayed,No,No,Male,Yes,DSL,"34.114772, -118.089431",34.114772,-118.089431,Yes,64.95,No,0,5,,Yes,Yes,Yes,Bank Withdrawal,Yes,23444,No,Q3,Yes,4,Yes,California,Yes,No,No,21,1339.8,0,901.95,0.0,2241.75,No,Yes,91775
27,59,14.96,Attitude,Yes,Attitude of support person,78,1,San Gabriel,2010,Month-to-Month,United States,7603-USHJS,Churned,Yes,No,Male,Yes,Fiber Optic,"34.114772, -118.089431",34.114772,-118.089431,No,73.75,Yes,1,0,Offer D,No,No,Yes,Credit Card,Yes,23444,No,Q3,No,3,No,California,No,Yes,No,12,871.4,0,179.52,0.0,1050.92,Yes,Yes,91775
19,85,36.32,,No,,27,0,San Gabriel,4396,Month-to-Month,United States,2018-QKYGT,Joined,Yes,No,Male,Yes,Fiber Optic,"34.114772, -118.089431",34.114772,-118.089431,Yes,81.05,No,3,1,,No,No,Yes,Bank Withdrawal,Yes,23444,No,Q3,Yes,5,No,California,Yes,Yes,No,1,81.05,0,36.32,0.0,117.37,Yes,Yes,91775
22,73,42.17,,No,,52,0,San Gabriel,6382,Two Year,United States,7860-UXCRM,Stayed,Yes,Yes,Male,Yes,DSL,"34.114772, -118.089431",34.114772,-118.089431,Yes,74.5,No,2,9,,Yes,Yes,No,Credit Card,Yes,23444,Yes,Q3,Yes,4,No,California,No,No,Yes,63,4674.55,0,2656.71,0.0,7331.26,Yes,Yes,91775
77,19,8.06,,No,,75,0,Chula Vista,2578,One Year,United States,4847-TAJYI,Stayed,No,No,Female,Yes,Fiber Optic,"32.607964, -117.059459",32.607964,-117.059459,No,89.35,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,71126,No,Q3,No,3,Yes,California,Yes,No,Yes,6,567.8,0,48.36,0.0,616.16,No,Yes,91911
60,0,11.13,,No,,62,0,Chula Vista,4941,Two Year,United States,8229-BUJHX,Stayed,Yes,No,Female,No,,"32.607964, -117.059459",32.607964,-117.059459,Yes,20.5,No,1,8,,No,No,No,Bank Withdrawal,Yes,71126,No,Q3,Yes,4,No,California,No,No,No,71,1500.95,0,790.23,0.0,2291.18,No,No,91911
51,8,3.81,,No,,34,0,Chula Vista,4535,Month-to-Month,United States,7011-CVEUC,Stayed,No,No,Male,Yes,Fiber Optic,"32.607964, -117.059459",32.607964,-117.059459,Yes,95.7,No,0,7,,No,No,Yes,Credit Card,Yes,71126,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,25,2338.35,0,95.25,0.0,2433.6,No,Yes,91911
20,71,0.0,,No,,25,0,Chula Vista,5592,Two Year,United States,5115-GZDEL,Stayed,Yes,Yes,Male,Yes,Cable,"32.607964, -117.059459",32.607964,-117.059459,No,67.2,No,3,0,,Yes,Yes,No,Credit Card,No,71126,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,4671.7,0,0.0,0.0,4671.7,Yes,Yes,91911
37,18,22.64,,No,,30,0,Chula Vista,4403,One Year,United States,2925-MXLSX,Stayed,No,Yes,Female,Yes,DSL,"32.607964, -117.059459",32.607964,-117.059459,No,68.95,Yes,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,71126,No,Q3,No,5,No,California,No,No,Yes,30,2038.7,0,679.2,0.0,2717.9,No,Yes,91911
73,3,2.12,,No,,38,0,Descanso,3318,One Year,United States,6851-WEFYX,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.912664, -116.635387",32.912664,-116.635387,Yes,100.8,Yes,0,4,,No,No,Yes,Bank Withdrawal,Yes,1587,No,Q3,Yes,5,Yes,California,Yes,No,Yes,35,3437.5,0,74.2,0.0,3511.7,No,Yes,91916
79,18,3.04,,No,,59,0,Descanso,2715,One Year,United States,2851-STERV,Stayed,No,Yes,Male,Yes,DSL,"32.912664, -116.635387",32.912664,-116.635387,No,73.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1587,Yes,Q3,No,4,Yes,California,Yes,No,Yes,35,2471.25,0,106.4,0.0,2577.65,No,Yes,91916
32,57,11.31,,No,,56,0,Descanso,4743,Two Year,United States,8466-PZBLH,Stayed,Yes,No,Male,Yes,Fiber Optic,"32.912664, -116.635387",32.912664,-116.635387,Yes,104.6,Yes,3,10,,No,Yes,No,Bank Withdrawal,Yes,1587,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,67,6885.75,0,757.77,0.0,7643.52,No,Yes,91916
31,0,31.3,,No,,53,0,Descanso,4277,Month-to-Month,United States,1552-CZCLL,Stayed,Yes,No,Female,No,,"32.912664, -116.635387",32.912664,-116.635387,Yes,20.0,No,1,4,Offer B,No,No,No,Credit Card,Yes,1587,No,Q3,Yes,4,No,California,No,No,No,55,1087.25,0,1721.5,0.0,2808.75,No,No,91916
61,17,0.0,,No,,58,0,Descanso,5833,Month-to-Month,United States,4459-BBGHE,Stayed,Yes,No,Male,Yes,DSL,"32.912664, -116.635387",32.912664,-116.635387,No,44.5,No,1,0,Offer C,No,No,Yes,Bank Withdrawal,No,1587,No,Q3,No,4,No,California,Yes,Yes,Yes,30,1307.8,0,0.0,0.0,1307.8,No,Yes,91916
71,27,28.3,,No,,78,0,Pine Valley,4036,One Year,United States,3167-SNQPL,Stayed,Yes,No,Male,Yes,Fiber Optic,"32.800671, -116.483363",32.800671,-116.483363,Yes,101.15,Yes,1,9,,Yes,No,No,Bank Withdrawal,Yes,1604,No,Q3,Yes,5,Yes,California,Yes,No,Yes,38,3741.85,0,1075.4,0.0,4817.25,No,Yes,91962
69,13,0.0,,No,,43,0,Pine Valley,5681,One Year,United States,9309-BZGNT,Stayed,No,Yes,Male,Yes,DSL,"32.800671, -116.483363",32.800671,-116.483363,Yes,29.8,No,0,7,,No,No,Yes,Credit Card,No,1604,No,Q3,Yes,3,Yes,California,No,No,No,69,2134.3,0,0.0,0.0,2134.3,No,Yes,91962
21,73,11.01,,No,,78,0,Pine Valley,3648,Month-to-Month,United States,5846-QFDFI,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.800671, -116.483363",32.800671,-116.483363,Yes,88.6,Yes,1,6,Offer C,Yes,No,No,Credit Card,Yes,1604,Yes,Q3,Yes,3,No,California,No,Yes,No,33,2888.7,0,363.33,0.0,3252.03,Yes,Yes,91962
28,42,28.54,,No,,39,0,Pine Valley,2071,Month-to-Month,United States,0491-KAPQG,Stayed,No,No,Male,Yes,Fiber Optic,"32.800671, -116.483363",32.800671,-116.483363,No,73.7,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,1604,No,Q3,No,5,No,California,No,Yes,No,21,1558.7,0,599.34,0.0,2158.04,Yes,Yes,91962
48,0,14.37,,No,,40,0,Pine Valley,5860,Two Year,United States,7242-EDTYC,Stayed,Yes,No,Male,No,,"32.800671, -116.483363",32.800671,-116.483363,No,19.55,No,2,0,Offer B,No,No,No,Bank Withdrawal,Yes,1604,No,Q3,No,3,No,California,No,No,No,44,819.95,0,632.28,0.0,1452.23,No,No,91962
75,58,0.0,,No,,34,0,Julian,5444,One Year,United States,5697-GOMBF,Stayed,Yes,No,Female,Yes,DSL,"32.980678, -116.262854",32.980678,-116.262854,Yes,35.9,No,3,3,,No,No,Yes,Bank Withdrawal,No,3577,No,Q3,Yes,5,Yes,California,No,No,Yes,28,973.65,40,0.0,0.0,1013.65,No,No,92036
57,19,11.54,Competitor,Yes,Competitor had better devices,84,1,Julian,5124,Month-to-Month,United States,7693-LCKZL,Churned,Yes,No,Male,Yes,Fiber Optic,"32.980678, -116.262854",32.980678,-116.262854,Yes,80.15,Yes,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,3577,No,Q3,Yes,1,No,California,No,No,No,5,385.0,0,57.7,0.0,442.7,No,Yes,92036
35,13,26.43,,No,,23,0,Julian,4810,Month-to-Month,United States,1960-UYCNN,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.980678, -116.262854",32.980678,-116.262854,No,95.25,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,3577,No,Q3,No,3,No,California,Yes,Yes,No,10,1021.55,0,264.3,0.0,1285.85,No,Yes,92036
24,82,44.93,,No,,72,0,Julian,3816,Month-to-Month,United States,2203-GHNWN,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.980678, -116.262854",32.980678,-116.262854,Yes,79.65,Yes,0,2,,No,No,Yes,Credit Card,Yes,3577,No,Q3,Yes,4,No,California,No,Yes,No,24,1928.7,0,1078.32,0.0,3007.02,Yes,Yes,92036
79,25,1.06,,No,,26,0,La Jolla,3754,One Year,United States,2739-CACDQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.853743, -117.25034",32.853743,-117.25034,No,82.65,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,42617,No,Q3,No,4,Yes,California,No,No,No,17,1470.05,0,18.02,0.0,1488.07,No,Yes,92037
68,2,17.6,,No,,49,0,La Jolla,5033,Two Year,United States,3878-AVSOQ,Joined,No,No,Female,Yes,Fiber Optic,"32.853743, -117.25034",32.853743,-117.25034,No,71.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,42617,No,Q3,No,4,Yes,California,No,No,No,1,71.25,10,17.6,0.0,98.85,No,No,92037
48,27,43.61,,No,,24,0,La Jolla,5617,Two Year,United States,9479-HYNYL,Stayed,No,Yes,Female,Yes,Cable,"32.853743, -117.25034",32.853743,-117.25034,Yes,80.7,No,0,8,,Yes,No,Yes,Credit Card,Yes,42617,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,71,5705.05,0,3096.31,0.0,8801.36,No,Yes,92037
62,2,0.0,,No,,69,0,La Jolla,2431,Month-to-Month,United States,7746-AWNQW,Stayed,No,Yes,Female,Yes,DSL,"32.853743, -117.25034",32.853743,-117.25034,No,35.75,No,0,0,Offer C,No,No,Yes,Mailed Check,No,42617,Yes,Q3,No,4,No,California,No,No,No,28,961.4,0,0.0,0.0,961.4,No,Yes,92037
69,14,19.92,,No,,56,0,Rancho Santa Fe,4045,One Year,United States,6035-BXTTY,Stayed,No,No,Female,Yes,DSL,"33.012751, -117.200617",33.012751,-117.200617,No,54.65,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,7615,Yes,Q3,No,5,Yes,California,No,No,No,32,1830.1,10,637.44,0.0,2477.54,No,No,92067
60,19,22.61,,No,,59,0,Rancho Santa Fe,5564,Month-to-Month,United States,3365-SAIGS,Stayed,No,No,Female,Yes,Fiber Optic,"33.012751, -117.200617",33.012751,-117.200617,No,83.55,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,7615,No,Q3,No,5,No,California,No,No,Yes,17,1329.15,0,384.37,0.0,1713.52,No,Yes,92067
52,0,49.95,,No,,55,0,Rancho Santa Fe,4295,Two Year,United States,8219-VYBVI,Stayed,Yes,No,Male,No,,"33.012751, -117.200617",33.012751,-117.200617,No,25.0,Yes,3,0,,No,No,No,Credit Card,Yes,7615,No,Q3,No,4,No,California,No,No,No,39,1004.35,0,1948.05,0.0,2952.4,No,No,92067
44,24,0.0,,No,,41,0,Rancho Santa Fe,5281,One Year,United States,8745-PVESG,Stayed,No,Yes,Female,Yes,DSL,"33.012751, -117.200617",33.012751,-117.200617,No,41.1,No,0,0,,No,Yes,Yes,Credit Card,No,7615,Yes,Q3,No,4,No,California,No,No,No,57,2258.25,0,0.0,0.0,2258.25,No,Yes,92067
32,13,2.45,,No,,20,0,Rancho Santa Fe,4543,One Year,United States,2750-BJLSB,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.012751, -117.200617",33.012751,-117.200617,No,103.7,No,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,7615,Yes,Q3,No,4,No,California,Yes,Yes,Yes,47,4730.6,0,115.15,0.0,4845.75,No,Yes,92067
69,11,3.76,,No,,68,0,Warner Springs,4053,One Year,United States,4654-DLAMQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.323705, -116.626907",33.323705,-116.626907,Yes,97.0,No,0,9,,Yes,Yes,No,Bank Withdrawal,Yes,1205,No,Q3,Yes,3,Yes,California,Yes,No,No,64,6430.9,0,240.64,0.0,6671.54,No,Yes,92086
30,0,3.37,,No,,66,0,Warner Springs,5020,Month-to-Month,United States,3977-QCRSL,Stayed,No,No,Female,No,,"33.323705, -116.626907",33.323705,-116.626907,No,20.15,No,0,0,Offer E,No,No,No,Credit Card,Yes,1205,No,Q3,No,4,No,California,No,No,No,5,117.95,0,16.85,0.0,134.8,No,No,92086
47,25,0.0,,No,,42,0,Warner Springs,2187,Two Year,United States,8106-GWQOK,Stayed,No,No,Male,Yes,Cable,"33.323705, -116.626907",33.323705,-116.626907,Yes,60.0,No,0,5,,Yes,Yes,Yes,Bank Withdrawal,No,1205,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,38,2193.2,0,0.0,0.0,2193.2,No,Yes,92086
42,27,38.53,,No,,24,0,Warner Springs,3972,Two Year,United States,9027-TMATR,Stayed,No,Yes,Female,Yes,DSL,"33.323705, -116.626907",33.323705,-116.626907,Yes,78.8,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,1205,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,43,3460.3,0,1656.79,24.9,5092.19,No,Yes,92086
25,59,46.34,,No,,42,0,Warner Springs,4754,Month-to-Month,United States,3914-FDRHP,Stayed,No,No,Male,Yes,Fiber Optic,"33.323705, -116.626907",33.323705,-116.626907,No,86.25,No,0,0,,No,No,No,Bank Withdrawal,Yes,1205,Yes,Q3,No,5,No,California,No,No,Yes,9,770.5,0,417.06,0.0,1187.56,Yes,Yes,92086
72,28,16.36,,No,,25,0,San Diego,2415,One Year,United States,4115-NZRKS,Stayed,No,No,Female,Yes,Fiber Optic,"32.716007, -117.117462",32.716007,-117.117462,No,89.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,47140,No,Q3,No,5,Yes,California,Yes,No,Yes,7,574.35,0,114.52,0.0,688.87,No,Yes,92102
74,15,1.67,,No,,37,0,San Diego,4306,Two Year,United States,4039-PIMHX,Stayed,No,No,Male,Yes,DSL,"32.716007, -117.117462",32.716007,-117.117462,Yes,49.8,No,0,4,,Yes,No,No,Credit Card,Yes,47140,No,Q3,Yes,3,Yes,California,No,No,No,49,2398.4,0,81.83,0.0,2480.23,No,Yes,92102
66,12,22.89,,No,,26,0,San Diego,4121,Month-to-Month,United States,4690-PKDQG,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.716007, -117.117462",32.716007,-117.117462,Yes,95.55,Yes,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,47140,No,Q3,Yes,3,Yes,California,No,No,Yes,42,3930.6,0,961.38,0.0,4891.98,No,Yes,92102
46,22,25.73,,No,,80,0,San Diego,4631,Two Year,United States,9110-HSGTV,Stayed,No,Yes,Female,Yes,DSL,"32.716007, -117.117462",32.716007,-117.117462,No,82.45,No,0,0,Offer A,No,Yes,Yes,Credit Card,Yes,47140,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,5555.3,0,1775.37,15.38,7315.29,No,Yes,92102
70,29,9.72,,No,,38,0,San Diego,2276,One Year,United States,3351-NGXYI,Stayed,No,No,Female,Yes,DSL,"32.71346, -117.236378",32.71346,-117.236378,No,54.1,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,18525,No,Q3,No,3,Yes,California,No,No,No,16,889.0,0,155.52,0.0,1044.52,No,Yes,92106
28,48,0.0,,No,,48,0,San Diego,5124,One Year,United States,2259-OUUSZ,Stayed,No,Yes,Male,Yes,DSL,"32.71346, -117.236378",32.71346,-117.236378,No,35.5,No,0,0,Offer E,No,No,Yes,Credit Card,No,18525,Yes,Q3,No,3,No,California,No,No,No,7,249.55,0,0.0,0.0,249.55,Yes,Yes,92106
51,21,0.0,,No,,20,0,San Diego,5913,One Year,United States,1264-FUHCX,Stayed,No,No,Female,Yes,DSL,"32.71346, -117.236378",32.71346,-117.236378,Yes,56.3,No,0,1,Offer B,Yes,No,Yes,Credit Card,No,18525,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,49,2780.6,0,0.0,0.0,2780.6,No,Yes,92106
78,24,0.0,,No,,68,0,San Ysidro,4886,Two Year,United States,8204-YJCLA,Stayed,No,Yes,Male,Yes,DSL,"32.555828, -117.040073",32.555828,-117.040073,Yes,64.8,No,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,28488,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,4732.35,0,0.0,0.0,4732.35,No,Yes,92173
25,48,6.03,Competitor,Yes,Competitor offered higher download speeds,68,1,San Ysidro,2189,Month-to-Month,United States,5899-MQZZL,Churned,No,No,Female,Yes,Fiber Optic,"32.555828, -117.040073",32.555828,-117.040073,No,75.0,Yes,0,0,Offer D,No,No,Yes,Mailed Check,Yes,28488,No,Q3,No,2,No,California,No,Yes,No,13,999.45,0,78.39,0.0,1077.84,Yes,Yes,92173
20,69,2.43,,No,,50,0,San Ysidro,4565,One Year,United States,9720-JJJOR,Stayed,No,Yes,Male,Yes,DSL,"32.555828, -117.040073",32.555828,-117.040073,Yes,60.3,No,0,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,28488,No,Q3,Yes,3,No,California,No,Yes,No,41,2511.3,0,99.63,0.0,2610.93,Yes,Yes,92173
23,27,0.0,,No,,33,0,San Ysidro,4051,Two Year,United States,2580-ASVVY,Stayed,No,No,Female,Yes,DSL,"32.555828, -117.040073",32.555828,-117.040073,Yes,45.4,No,0,1,,No,Yes,No,Bank Withdrawal,No,28488,Yes,Q3,Yes,4,No,California,No,No,Yes,37,1593.1,0,0.0,44.13,1548.97,Yes,Yes,92173
24,41,41.33,,No,,53,0,San Ysidro,2701,Month-to-Month,United States,0376-OIWME,Stayed,No,No,Male,Yes,Fiber Optic,"32.555828, -117.040073",32.555828,-117.040073,Yes,93.6,No,0,3,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,28488,No,Q3,Yes,4,No,California,Yes,Yes,Yes,36,3366.05,0,1487.88,16.56,4837.37,Yes,Yes,92173
77,21,33.57,,No,,75,0,Cabazon,5352,One Year,United States,9774-NRNAU,Stayed,No,Yes,Male,Yes,DSL,"33.929812, -116.76058",33.929812,-116.76058,Yes,84.8,Yes,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,2355,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,27,2309.55,0,906.39,0.0,3215.94,No,Yes,92230
66,24,22.9,,No,,63,0,Cabazon,5610,Two Year,United States,6557-BZXLQ,Stayed,No,No,Male,Yes,Fiber Optic,"33.929812, -116.76058",33.929812,-116.76058,No,69.65,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,2355,No,Q3,No,3,Yes,California,No,No,No,16,1043.3,0,366.4,0.0,1409.7,No,Yes,92230
29,85,0.0,Other,Yes,Moved,70,1,Cabazon,2095,Month-to-Month,United States,2108-XWMPY,Churned,No,No,Male,Yes,DSL,"33.929812, -116.76058",33.929812,-116.76058,No,35.45,No,0,0,,Yes,Yes,Yes,Credit Card,No,2355,No,Q3,No,1,No,California,No,No,No,3,106.85,0,0.0,0.0,106.85,Yes,Yes,92230
59,22,24.04,,No,,25,0,Cabazon,3149,Month-to-Month,United States,6088-BXMRG,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.929812, -116.76058",33.929812,-116.76058,Yes,98.85,Yes,1,2,,Yes,No,Yes,Bank Withdrawal,Yes,2355,No,Q3,Yes,4,No,California,Yes,Yes,Yes,32,3089.6,0,769.28,0.0,3858.88,No,Yes,92230
45,3,17.87,,No,,78,0,Cabazon,5949,Two Year,United States,9788-HNGUT,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.929812, -116.76058",33.929812,-116.76058,Yes,116.95,Yes,0,9,Offer A,Yes,Yes,Yes,Credit Card,Yes,2355,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8594.4,0,1286.64,0.0,9881.04,No,Yes,92230
73,22,23.91,,No,,44,0,Calexico,3805,One Year,United States,0224-RLWWD,Joined,No,No,Female,Yes,Cable,"32.690654, -115.431225",32.690654,-115.431225,No,44.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,27804,No,Q3,No,3,Yes,California,No,No,No,2,89.3,0,47.82,0.0,137.12,No,Yes,92231
59,28,6.94,Competitor,Yes,Competitor had better devices,86,1,Calexico,5271,Month-to-Month,United States,3144-AUDBS,Churned,No,No,Female,Yes,DSL,"32.690654, -115.431225",32.690654,-115.431225,Yes,49.15,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,27804,Yes,Q3,Yes,1,No,California,No,No,No,6,270.8,0,41.64,0.0,312.44,No,Yes,92231
48,0,30.58,,No,,71,0,Calexico,4271,One Year,United States,2550-QHZGP,Stayed,No,No,Male,No,,"32.690654, -115.431225",32.690654,-115.431225,No,19.5,No,0,0,Offer E,No,No,No,Credit Card,Yes,27804,No,Q3,No,5,No,California,No,No,No,7,128.6,0,214.06,0.0,342.66,No,No,92231
56,18,0.0,,No,,29,0,Calexico,5079,One Year,United States,9495-REDIY,Stayed,Yes,No,Male,Yes,DSL,"32.690654, -115.431225",32.690654,-115.431225,No,40.65,No,2,0,,No,Yes,Yes,Credit Card,No,27804,No,Q3,No,3,No,California,No,No,Yes,25,970.55,0,0.0,0.0,970.55,No,Yes,92231
28,0,23.12,,No,,72,0,Calexico,5462,One Year,United States,0052-YNYOT,Stayed,No,No,Female,No,,"32.690654, -115.431225",32.690654,-115.431225,No,20.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,27804,No,Q3,No,5,No,California,No,No,No,67,1343.4,0,1549.04,30.53,2861.91,Yes,No,92231
76,10,42.29,,No,,34,0,Cathedral City,2677,One Year,United States,3951-NJCVI,Stayed,No,No,Female,Yes,Fiber Optic,"33.829583, -116.474131",33.829583,-116.474131,Yes,95.05,Yes,0,10,,No,No,Yes,Bank Withdrawal,Yes,43141,No,Q3,Yes,4,Yes,California,Yes,No,Yes,42,3944.5,100,1776.18,0.0,5820.68,No,No,92234
29,48,0.0,,No,,55,0,Cathedral City,3065,Month-to-Month,United States,2538-OIMXF,Joined,Yes,No,Female,Yes,Cable,"33.829583, -116.474131",33.829583,-116.474131,No,24.7,No,1,0,Offer E,No,No,No,Credit Card,No,43141,No,Q3,No,5,No,California,No,No,No,1,24.7,70,0.0,0.0,94.7,Yes,No,92234
48,16,31.23,,No,,32,0,Cathedral City,4094,Month-to-Month,United States,7346-MEDWM,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.829583, -116.474131",33.829583,-116.474131,No,83.25,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,43141,No,Q3,No,3,No,California,No,No,No,59,4949.1,0,1842.57,0.0,6791.67,No,Yes,92234
54,57,27.93,,No,,22,0,Cathedral City,4975,Two Year,United States,1172-VIYBP,Stayed,Yes,No,Male,Yes,DSL,"33.829583, -116.474131",33.829583,-116.474131,Yes,69.7,Yes,3,9,,Yes,Yes,No,Bank Withdrawal,Yes,43141,No,Q3,Yes,3,No,California,Yes,Yes,No,53,3686.05,0,1480.29,0.0,5166.34,No,Yes,92234
61,18,49.26,,No,,24,0,Cathedral City,4512,Two Year,United States,9586-JGQKH,Stayed,No,No,Female,Yes,Fiber Optic,"33.829583, -116.474131",33.829583,-116.474131,Yes,105.4,Yes,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,43141,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,64,6794.75,0,3152.64,32.24,9915.15,No,Yes,92234
71,23,31.86,,No,,62,0,Morongo Valley,2844,One Year,United States,0111-KLBQG,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.097863, -116.594561",34.097863,-116.594561,Yes,93.95,No,1,9,Offer C,Yes,No,Yes,Mailed Check,Yes,3499,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,32,2861.45,0,1019.52,0.0,3880.97,No,Yes,92256
80,29,29.66,,No,,27,0,Morongo Valley,5393,Month-to-Month,United States,0666-UXTJO,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.097863, -116.594561",34.097863,-116.594561,Yes,85.2,No,0,4,Offer C,No,No,Yes,Credit Card,Yes,3499,No,Q3,Yes,5,Yes,California,No,No,Yes,34,2874.45,0,1008.44,0.0,3882.89,No,Yes,92256
33,29,38.89,,No,,42,0,Morongo Valley,3462,Month-to-Month,United States,7483-IQWIB,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.097863, -116.594561",34.097863,-116.594561,Yes,92.95,Yes,1,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,3499,No,Q3,Yes,4,No,California,No,No,Yes,37,3415.25,0,1438.93,0.0,4854.18,No,Yes,92256
41,29,16.16,,No,,51,0,Morongo Valley,4489,One Year,United States,4877-TSOFF,Stayed,Yes,No,Female,Yes,DSL,"34.097863, -116.594561",34.097863,-116.594561,Yes,75.75,Yes,3,7,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,3499,Yes,Q3,Yes,3,No,California,Yes,Yes,No,55,4264.25,0,888.8,0.0,5153.05,No,Yes,92256
63,0,10.46,,No,,69,0,Morongo Valley,6059,Two Year,United States,3810-PJUHR,Stayed,Yes,No,Male,No,,"34.097863, -116.594561",34.097863,-116.594561,Yes,25.35,Yes,1,6,Offer A,No,No,No,Credit Card,Yes,3499,No,Q3,Yes,3,No,California,No,No,No,70,1715.15,0,732.2,0.0,2447.35,No,No,92256
72,21,12.6,,No,,71,0,Palo Verde,5523,One Year,United States,1996-DBMUS,Stayed,No,No,Female,Yes,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,Yes,70.65,No,0,10,,No,No,Yes,Bank Withdrawal,Yes,291,No,Q3,Yes,3,Yes,California,No,No,No,48,3545.05,0,604.8,0.0,4149.85,No,Yes,92266
62,0,35.25,,No,,55,0,Palo Verde,6281,Two Year,United States,1852-QSWCD,Stayed,Yes,No,Male,No,,"33.3249, -114.758334",33.3249,-114.758334,Yes,24.8,Yes,1,1,,No,No,Yes,Credit Card,Yes,291,No,Q3,Yes,3,No,California,No,No,No,64,1514.85,0,2256.0,0.0,3770.85,No,No,92266
32,16,12.19,,No,,42,0,Palo Verde,5106,Month-to-Month,United States,8468-EHYJA,Stayed,No,No,Female,Yes,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,Yes,99.65,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,291,No,Q3,No,4,No,California,Yes,Yes,Yes,57,5497.05,0,694.83,0.0,6191.88,No,Yes,92266
49,12,48.71,,No,,66,0,Palo Verde,5560,Month-to-Month,United States,0112-QAWRZ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,Yes,90.8,Yes,2,8,Offer D,No,No,Yes,Bank Withdrawal,Yes,291,No,Q3,Yes,3,No,California,No,No,Yes,16,1442.2,0,779.36,0.0,2221.56,No,Yes,92266
45,18,33.93,,No,,20,0,Palo Verde,5760,One Year,United States,7203-OYKCT,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,No,104.95,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,291,No,Q3,No,5,No,California,Yes,Yes,Yes,72,7544.3,0,2442.96,25.42,9961.84,No,Yes,92266
75,29,29.53,,No,,24,0,Westmorland,4763,One Year,United States,2055-SIFSS,Stayed,No,No,Female,Yes,Cable,"33.03679, -115.60503",33.03679,-115.60503,Yes,51.65,Yes,0,5,,No,No,No,Bank Withdrawal,Yes,2388,No,Q3,Yes,3,Yes,California,No,No,No,55,2838.55,0,1624.15,0.0,4462.7,No,Yes,92281
43,13,40.4,Dissatisfaction,Yes,Poor expertise of phone support,77,1,Westmorland,2619,Month-to-Month,United States,3177-LASXD,Churned,No,No,Female,Yes,Cable,"33.03679, -115.60503",33.03679,-115.60503,No,71.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,2388,No,Q3,No,3,No,California,No,No,No,1,71.35,0,40.4,0.0,111.75,No,No,92281
19,0,33.68,,No,,74,0,Westmorland,4568,Two Year,United States,3635-QQRQD,Stayed,No,No,Male,No,,"33.03679, -115.60503",33.03679,-115.60503,No,20.05,No,0,0,,No,No,Yes,Credit Card,Yes,2388,No,Q3,No,4,No,California,No,No,No,62,1201.65,0,2088.16,0.0,3289.81,Yes,No,92281
63,2,35.04,,No,,35,0,Westmorland,4591,Month-to-Month,United States,9767-FFLEM,Stayed,No,No,Male,Yes,Fiber Optic,"33.03679, -115.60503",33.03679,-115.60503,No,69.5,No,0,0,,No,No,Yes,Credit Card,Yes,2388,No,Q3,No,3,No,California,No,No,No,38,2625.25,0,1331.52,20.19,3936.58,No,Yes,92281
79,9,29.15,,No,,47,0,White Water,4621,One Year,United States,2806-MLNTI,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.972293, -116.654195",33.972293,-116.654195,Yes,105.1,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,805,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,52,5376.4,0,1515.8,0.0,6892.2,No,Yes,92282
47,25,40.13,Dissatisfaction,Yes,Product dissatisfaction,80,1,White Water,4471,Month-to-Month,United States,6771-XWBDM,Churned,No,Yes,Female,Yes,Fiber Optic,"33.972293, -116.654195",33.972293,-116.654195,Yes,104.5,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,805,No,Q3,Yes,1,No,California,Yes,Yes,Yes,57,5921.35,0,2287.41,0.0,8208.76,No,Yes,92282
28,30,37.5,Competitor,Yes,Competitor offered more data,70,1,White Water,5620,Month-to-Month,United States,0639-TSIQW,Churned,No,Yes,Female,Yes,Fiber Optic,"33.972293, -116.654195",33.972293,-116.654195,No,102.95,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,805,No,Q3,No,1,No,California,No,No,Yes,67,6886.25,0,2512.5,0.0,9398.75,Yes,Yes,92282
57,17,21.04,,No,,55,0,White Water,2464,One Year,United States,7746-QYVCO,Stayed,No,No,Male,Yes,Cable,"33.972293, -116.654195",33.972293,-116.654195,Yes,55.85,No,0,1,Offer D,Yes,Yes,Yes,Credit Card,Yes,805,No,Q3,Yes,3,No,California,No,No,No,16,857.8,0,336.64,0.0,1194.44,No,Yes,92282
24,41,0.0,,No,,55,0,White Water,5845,One Year,United States,6229-UOLQL,Stayed,Yes,No,Male,Yes,Cable,"33.972293, -116.654195",33.972293,-116.654195,Yes,52.0,No,2,8,Offer B,Yes,Yes,Yes,Credit Card,No,805,Yes,Q3,Yes,3,No,California,No,No,Yes,56,2884.9,0,0.0,0.0,2884.9,Yes,Yes,92282
76,14,24.84,,No,,22,0,Bloomington,5348,One Year,United States,5628-RKIFK,Stayed,No,No,Female,Yes,Fiber Optic,"34.059722, -117.39104",34.059722,-117.39104,No,101.55,Yes,0,0,,No,Yes,No,Credit Card,Yes,25995,No,Q3,No,3,Yes,California,Yes,Yes,Yes,49,5070.4,0,1217.16,0.0,6287.56,No,Yes,92316
22,69,12.05,Dissatisfaction,Yes,Network reliability,91,1,Bloomington,5267,Month-to-Month,United States,2645-QTLMB,Churned,No,No,Male,Yes,Fiber Optic,"34.059722, -117.39104",34.059722,-117.39104,No,94.25,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,25995,No,Q3,No,3,No,California,Yes,Yes,Yes,7,669.0,0,84.35,0.0,753.35,Yes,Yes,92316
61,0,34.47,,No,,36,0,Bloomington,5212,Month-to-Month,United States,5555-RNPGT,Stayed,Yes,No,Male,No,,"34.059722, -117.39104",34.059722,-117.39104,No,24.8,Yes,3,0,Offer D,No,No,No,Credit Card,Yes,25995,No,Q3,No,3,No,California,No,No,No,10,223.9,0,344.7,0.0,568.6,No,No,92316
78,28,49.98,,No,,32,0,Fontana,3509,One Year,United States,5760-WRAHC,Stayed,No,Yes,Female,Yes,DSL,"34.136367, -117.460803",34.136367,-117.460803,No,69.75,No,0,0,Offer D,No,Yes,Yes,Mailed Check,Yes,54586,Yes,Q3,No,3,Yes,California,Yes,Yes,No,22,1545.4,0,1099.56,0.0,2644.96,No,Yes,92336
76,29,24.42,,No,,29,0,Fontana,2848,Two Year,United States,7206-PQBBZ,Stayed,No,No,Male,Yes,Fiber Optic,"34.136367, -117.460803",34.136367,-117.460803,Yes,70.2,No,0,7,Offer D,No,No,Yes,Bank Withdrawal,Yes,54586,No,Q3,Yes,3,Yes,California,No,No,No,11,834.7,0,268.62,0.0,1103.32,No,Yes,92336
62,29,42.44,Price,Yes,Long distance charges,75,1,Fontana,3685,Month-to-Month,United States,8443-ZRDBZ,Churned,No,No,Male,Yes,Fiber Optic,"34.136367, -117.460803",34.136367,-117.460803,No,76.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,54586,No,Q3,No,1,No,California,No,No,No,4,318.9,0,169.76,0.0,488.66,No,Yes,92336
62,27,1.18,,No,,48,0,Fontana,5733,Two Year,United States,9786-YWNHU,Stayed,Yes,Yes,Female,Yes,DSL,"34.136367, -117.460803",34.136367,-117.460803,Yes,63.55,No,2,6,Offer B,Yes,Yes,No,Credit Card,Yes,54586,Yes,Q3,Yes,3,No,California,No,No,No,63,4014.2,90,74.34,0.0,4178.54,No,No,92336
75,13,21.37,,No,,64,0,Mentone,4404,Two Year,United States,1480-BKXGA,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.103578, -117.04054",34.103578,-117.04054,Yes,116.05,Yes,0,5,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,7324,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,8404.9,120,1538.64,0.0,10063.54,No,No,92359
30,52,25.39,Attitude,Yes,Attitude of service provider,87,1,Mentone,4212,Month-to-Month,United States,4349-GFQHK,Churned,No,Yes,Male,Yes,DSL,"34.103578, -117.04054",34.103578,-117.04054,No,54.35,Yes,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,7324,No,Q3,No,3,No,California,No,No,No,1,54.35,0,25.39,0.0,79.74,No,Yes,92359
20,53,23.45,,No,,46,0,Mentone,4621,Month-to-Month,United States,3537-HPKQT,Stayed,No,No,Female,Yes,Fiber Optic,"34.103578, -117.04054",34.103578,-117.04054,Yes,77.75,Yes,0,3,,Yes,No,Yes,Credit Card,Yes,7324,No,Q3,Yes,3,No,California,No,No,No,55,4266.4,0,1289.75,0.0,5556.15,Yes,Yes,92359
23,30,21.68,,No,,24,0,Mentone,4280,Two Year,United States,7929-SKFGK,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.103578, -117.04054",34.103578,-117.04054,Yes,114.3,Yes,0,10,Offer A,Yes,Yes,No,Credit Card,Yes,7324,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,8244.3,0,1517.6,0.0,9761.9,Yes,Yes,92359
66,8,20.19,,No,,28,0,Nipton,6270,Two Year,United States,9076-AXYIK,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.478736, -115.516984",35.478736,-115.516984,Yes,102.1,Yes,0,2,,No,No,No,Bank Withdrawal,Yes,162,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,64,6538.45,0,1292.16,0.0,7830.61,No,Yes,92364
59,29,33.46,,No,,42,0,Nipton,4732,Month-to-Month,United States,9779-DPNEJ,Stayed,Yes,No,Female,Yes,Fiber Optic,"35.478736, -115.516984",35.478736,-115.516984,Yes,80.15,No,3,5,Offer D,No,No,Yes,Bank Withdrawal,Yes,162,No,Q3,Yes,5,No,California,Yes,Yes,No,22,1790.65,0,736.12,0.0,2526.77,No,Yes,92364
43,0,44.86,,No,,48,0,Nipton,4408,Two Year,United States,5821-MMEIL,Stayed,No,No,Female,No,,"35.478736, -115.516984",35.478736,-115.516984,Yes,19.9,No,0,6,,No,No,No,Bank Withdrawal,Yes,162,No,Q3,Yes,5,No,California,No,No,No,57,1115.6,0,2557.02,0.0,3672.62,No,No,92364
38,24,36.51,,No,,59,0,Nipton,5215,Two Year,United States,3563-SVYLG,Stayed,Yes,Yes,Male,Yes,DSL,"35.478736, -115.516984",35.478736,-115.516984,Yes,62.65,No,1,4,Offer A,Yes,Yes,No,Credit Card,Yes,162,Yes,Q3,Yes,3,No,California,No,No,No,68,4375.8,0,2482.68,0.0,6858.48,No,Yes,92364
71,0,24.15,,No,,40,0,Pinon Hills,4086,One Year,United States,4933-IKULF,Stayed,No,No,Female,No,,"34.459322, -117.629729",34.459322,-117.629729,No,20.65,No,0,0,Offer D,No,No,No,Mailed Check,Yes,4280,No,Q3,No,4,Yes,California,No,No,No,17,330.6,0,410.55,0.0,741.15,No,No,92372
72,22,7.04,,No,,76,0,Pinon Hills,6090,One Year,United States,1309-XGFSN,Stayed,Yes,Yes,Male,Yes,DSL,"34.459322, -117.629729",34.459322,-117.629729,Yes,80.85,Yes,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,4280,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,52,4079.55,0,366.08,0.0,4445.63,No,Yes,92372
23,47,49.25,,No,,70,0,Pinon Hills,5942,One Year,United States,4123-FCVCB,Stayed,No,No,Female,Yes,DSL,"34.459322, -117.629729",34.459322,-117.629729,No,75.85,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,4280,Yes,Q3,No,4,No,California,Yes,Yes,Yes,12,854.45,0,591.0,0.0,1445.45,Yes,Yes,92372
39,5,9.99,,No,,59,0,Pinon Hills,4708,Two Year,United States,8630-QSGXK,Stayed,No,No,Male,Yes,DSL,"34.459322, -117.629729",34.459322,-117.629729,Yes,75.2,Yes,0,10,Offer B,No,No,Yes,Bank Withdrawal,Yes,4280,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,51,3901.25,0,509.49,0.0,4410.74,No,Yes,92372
77,17,14.19,,No,,38,0,Shoshone,5479,One Year,United States,3780-DDGSE,Stayed,Yes,No,Male,Yes,DSL,"35.924252, -116.188668",35.924252,-116.188668,Yes,76.05,No,1,6,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,87,Yes,Q3,Yes,5,Yes,California,Yes,Yes,Yes,35,2747.2,0,496.65,0.0,3243.85,No,Yes,92384
39,25,41.64,Price,Yes,Lack of affordable download/upload speed,91,1,Shoshone,3005,Month-to-Month,United States,1597-FZREH,Churned,No,Yes,Female,Yes,DSL,"35.924252, -116.188668",35.924252,-116.188668,No,76.4,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,87,Yes,Q3,No,2,No,California,Yes,Yes,Yes,2,160.8,0,83.28,0.0,244.08,No,Yes,92384
61,20,28.55,,No,,61,0,Shoshone,2748,Month-to-Month,United States,1163-ONYEY,Stayed,Yes,Yes,Male,Yes,Cable,"35.924252, -116.188668",35.924252,-116.188668,Yes,74.55,Yes,2,4,Offer B,Yes,Yes,Yes,Credit Card,Yes,87,No,Q3,Yes,3,No,California,No,No,Yes,41,3023.55,0,1170.55,0.0,4194.1,No,Yes,92384
24,30,46.61,,No,,42,0,Shoshone,5821,Two Year,United States,1335-MXCSE,Stayed,Yes,Yes,Male,Yes,DSL,"35.924252, -116.188668",35.924252,-116.188668,Yes,55.25,No,1,5,,No,No,Yes,Credit Card,Yes,87,Yes,Q3,Yes,3,No,California,No,No,No,55,3119.9,0,2563.55,0.0,5683.45,Yes,Yes,92384
74,21,23.18,,No,,27,0,Yermo,2416,One Year,United States,4612-SSVHJ,Stayed,No,No,Female,Yes,Fiber Optic,"35.013299, -116.834092",35.013299,-116.834092,No,81.45,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,1195,No,Q3,No,5,Yes,California,Yes,Yes,No,20,1671.6,0,463.6,0.0,2135.2,No,Yes,92398
35,27,19.18,Price,Yes,Extra data charges,91,1,Yermo,4748,Month-to-Month,United States,0727-IWKVK,Churned,No,Yes,Male,Yes,Fiber Optic,"35.013299, -116.834092",35.013299,-116.834092,Yes,79.9,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,1195,No,Q3,No,2,No,California,No,No,No,9,741.7,0,172.62,0.0,914.32,No,Yes,92398
40,0,27.59,,No,,31,0,Yermo,3167,Month-to-Month,United States,8974-OVACP,Joined,No,No,Female,No,,"35.013299, -116.834092",35.013299,-116.834092,No,20.15,No,0,0,,No,No,No,Mailed Check,Yes,1195,No,Q3,No,4,No,California,No,No,No,1,20.15,0,27.59,0.0,47.74,No,No,92398
60,23,25.26,,No,,46,0,Yermo,4994,Month-to-Month,United States,0064-YIJGF,Stayed,Yes,No,Male,Yes,Fiber Optic,"35.013299, -116.834092",35.013299,-116.834092,Yes,75.75,Yes,3,7,Offer C,No,No,Yes,Bank Withdrawal,Yes,1195,No,Q3,Yes,3,No,California,No,No,No,27,1929.0,0,682.02,0.0,2611.02,No,Yes,92398
73,20,34.24,,No,,29,0,Riverside,4001,One Year,United States,5756-OZRIO,Stayed,No,No,Male,Yes,DSL,"33.9108, -117.398153",33.9108,-117.398153,Yes,64.05,Yes,0,9,,Yes,No,No,Bank Withdrawal,Yes,46550,No,Q3,Yes,4,Yes,California,Yes,Yes,No,61,3902.6,0,2088.64,0.0,5991.24,No,Yes,92504
27,76,18.33,,No,,71,0,Riverside,3042,Month-to-Month,United States,1391-UBDAR,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.9108, -117.398153",33.9108,-117.398153,No,72.9,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,46550,No,Q3,No,3,No,California,No,No,No,11,818.45,0,201.63,0.0,1020.08,Yes,Yes,92504
30,69,33.97,,No,,35,0,Riverside,5888,One Year,United States,7868-BGSZA,Stayed,No,Yes,Male,Yes,DSL,"33.9108, -117.398153",33.9108,-117.398153,Yes,80.2,Yes,0,7,,No,Yes,Yes,Bank Withdrawal,Yes,46550,No,Q3,Yes,3,No,California,Yes,Yes,Yes,43,3581.6,0,1460.71,0.0,5042.31,No,Yes,92504
31,76,13.26,,No,,40,0,Riverside,4376,Two Year,United States,5696-CEIQJ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.9108, -117.398153",33.9108,-117.398153,Yes,103.15,No,3,4,Offer A,Yes,No,No,Bank Withdrawal,Yes,46550,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,67,6895.5,0,888.42,0.0,7783.92,No,Yes,92504
78,5,32.54,,No,,32,0,Moreno Valley,2574,One Year,United States,4332-MUOEZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.923149, -117.244933",33.923149,-117.244933,Yes,94.3,No,0,1,,No,Yes,No,Credit Card,Yes,61205,Yes,Q3,Yes,3,Yes,California,Yes,No,No,20,1818.3,0,650.8,0.0,2469.1,No,Yes,92553
25,52,33.57,,No,,43,0,Moreno Valley,5530,Month-to-Month,United States,6635-CPNUN,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.923149, -117.244933",33.923149,-117.244933,Yes,96.6,Yes,0,10,,Yes,No,No,Credit Card,Yes,61205,No,Q3,Yes,5,No,California,No,No,Yes,28,2684.35,0,939.96,0.0,3624.31,Yes,Yes,92553
63,19,47.66,,No,,41,0,Moreno Valley,5764,Two Year,United States,6701-YVNQG,Stayed,No,Yes,Male,Yes,DSL,"33.923149, -117.244933",33.923149,-117.244933,Yes,88.7,Yes,0,4,Offer A,Yes,Yes,Yes,Credit Card,Yes,61205,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6301.7,0,3431.52,0.0,9733.22,No,Yes,92553
22,0,7.86,,No,,48,0,Moreno Valley,3044,One Year,United States,0221-NAUXK,Stayed,Yes,No,Male,No,,"33.923149, -117.244933",33.923149,-117.244933,No,19.95,No,1,0,,No,No,Yes,Bank Withdrawal,Yes,61205,No,Q3,No,5,No,California,No,No,No,10,219.5,0,78.6,0.0,298.1,Yes,No,92553
77,9,37.65,,No,,39,0,Menifee,5495,One Year,United States,4109-CYRBD,Stayed,No,No,Male,Yes,DSL,"33.653338, -117.178271",33.653338,-117.178271,Yes,51.6,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,14068,No,Q3,Yes,5,Yes,California,No,No,No,29,1442.0,0,1091.85,0.0,2533.85,No,Yes,92584
63,20,44.36,,No,,55,0,Menifee,3653,Month-to-Month,United States,2038-OEQZH,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.653338, -117.178271",33.653338,-117.178271,No,86.05,No,0,0,,No,No,No,Bank Withdrawal,Yes,14068,No,Q3,No,5,No,California,Yes,Yes,No,4,308.1,0,177.44,0.0,485.54,No,Yes,92584
44,0,9.87,,No,,66,0,Menifee,5699,Two Year,United States,3620-EHIMZ,Stayed,Yes,No,Female,No,,"33.653338, -117.178271",33.653338,-117.178271,Yes,19.35,No,2,3,,No,No,No,Credit Card,Yes,14068,No,Q3,Yes,5,No,California,No,No,No,52,1031.7,0,513.24,0.0,1544.94,No,No,92584
45,53,37.84,,No,,69,0,Menifee,5598,Two Year,United States,2725-TTRIQ,Stayed,Yes,Yes,Female,Yes,Cable,"33.653338, -117.178271",33.653338,-117.178271,Yes,84.2,Yes,3,10,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,14068,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,5986.55,0,2724.48,0.0,8711.03,No,Yes,92584
77,17,30.78,,No,,60,0,Temecula,5168,Two Year,United States,8606-CIQUL,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.540604, -117.10909",33.540604,-117.10909,Yes,115.75,Yes,1,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,25655,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,72,8399.15,110,2216.16,0.0,10725.31,No,No,92591
57,10,28.22,Dissatisfaction,Yes,Service dissatisfaction,82,1,Temecula,2650,Month-to-Month,United States,2656-TABEH,Churned,No,No,Male,Yes,Fiber Optic,"33.540604, -117.10909",33.540604,-117.10909,Yes,100.2,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,25655,No,Q3,Yes,2,No,California,Yes,Yes,Yes,4,420.2,0,112.88,0.0,533.08,No,Yes,92591
33,4,33.32,Competitor,Yes,Competitor had better devices,73,1,Temecula,5374,One Year,United States,6289-CPNLD,Churned,No,Yes,Male,Yes,DSL,"33.540604, -117.10909",33.540604,-117.10909,Yes,73.9,No,0,3,Offer C,No,No,Yes,Mailed Check,Yes,25655,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,33,2405.05,0,1099.56,0.0,3504.61,No,Yes,92591
35,0,34.46,,No,,61,0,Temecula,4157,Two Year,United States,1657-DYMBM,Stayed,No,No,Male,No,,"33.540604, -117.10909",33.540604,-117.10909,Yes,19.9,No,0,8,Offer B,No,No,No,Credit Card,Yes,25655,No,Q3,Yes,3,No,California,No,No,No,53,1110.05,0,1826.38,0.0,2936.43,No,No,92591
80,16,17.33,,No,,45,0,Winchester,5840,Two Year,United States,0356-OBMAC,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.657433, -117.04254",33.657433,-117.04254,No,99.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4093,Yes,Q3,No,3,Yes,California,No,No,Yes,56,5706.3,0,970.48,0.0,6676.78,No,Yes,92596
53,11,46.49,,No,,43,0,Winchester,4625,One Year,United States,1136-XGEQU,Stayed,No,Yes,Female,Yes,DSL,"33.657433, -117.04254",33.657433,-117.04254,Yes,84.15,Yes,0,9,Offer B,Yes,No,Yes,Credit Card,Yes,4093,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,50,4164.4,0,2324.5,0.0,6488.9,No,Yes,92596
21,53,18.52,,No,,40,0,Winchester,3521,Month-to-Month,United States,9169-BSVIN,Stayed,No,Yes,Male,Yes,DSL,"33.657433, -117.04254",33.657433,-117.04254,No,74.75,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,4093,No,Q3,No,5,No,California,Yes,Yes,Yes,12,827.05,0,222.24,0.0,1049.29,Yes,Yes,92596
37,20,45.77,,No,,80,0,Winchester,2250,Month-to-Month,United States,7794-JASDG,Joined,No,No,Male,Yes,DSL,"33.657433, -117.04254",33.657433,-117.04254,No,50.75,No,0,0,Offer E,No,Yes,Yes,Credit Card,Yes,4093,No,Q3,No,3,No,California,No,No,No,1,50.75,0,45.77,0.0,96.52,No,Yes,92596
80,12,32.11,,No,,66,0,Foothill Ranch,4324,One Year,United States,1297-VQDRP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.698728, -117.67768",33.698728,-117.67768,Yes,107.15,Yes,1,0,Offer A,No,No,Yes,Credit Card,Yes,10936,Yes,Q3,No,5,Yes,California,Yes,No,Yes,68,7379.8,50,2183.48,0.0,9613.28,No,No,92610
63,18,17.27,Attitude,Yes,Attitude of support person,90,1,Foothill Ranch,5699,Month-to-Month,United States,7619-ODSGN,Churned,Yes,No,Male,Yes,DSL,"33.698728, -117.67768",33.698728,-117.67768,Yes,54.75,Yes,2,1,Offer C,No,Yes,No,Bank Withdrawal,Yes,10936,No,Q3,Yes,1,No,California,No,No,No,24,1338.15,0,414.48,0.0,1752.63,No,Yes,92610
29,52,43.45,Dissatisfaction,Yes,Limited range of services,66,1,Foothill Ranch,4663,One Year,United States,3932-CMDTD,Churned,No,Yes,Female,Yes,Fiber Optic,"33.698728, -117.67768",33.698728,-117.67768,No,105.65,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,10936,Yes,Q3,No,2,No,California,Yes,Yes,Yes,4,443.9,0,173.8,0.0,617.7,Yes,Yes,92610
49,19,0.0,,No,,57,0,Foothill Ranch,5916,Month-to-Month,United States,0804-XBFBV,Stayed,Yes,No,Female,Yes,DSL,"33.698728, -117.67768",33.698728,-117.67768,No,25.2,No,1,0,,No,No,No,Bank Withdrawal,No,10936,No,Q3,No,3,No,California,No,No,No,11,321.05,0,0.0,0.0,321.05,No,Yes,92610
76,8,45.67,,No,,58,0,Fountain Valley,3906,One Year,United States,6030-REHUX,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.712036, -117.950113",33.712036,-117.950113,Yes,110.85,Yes,0,6,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,54548,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,28,3204.4,0,1278.76,0.0,4483.16,No,Yes,92708
27,42,0.0,,No,,73,0,Fountain Valley,4445,Two Year,United States,3298-QEICA,Stayed,No,No,Female,Yes,DSL,"33.712036, -117.950113",33.712036,-117.950113,Yes,34.6,No,0,10,,No,Yes,No,Credit Card,No,54548,Yes,Q3,Yes,4,No,California,No,No,No,23,813.45,0,0.0,0.0,813.45,Yes,Yes,92708
41,18,26.38,,No,,62,0,Fountain Valley,6481,Two Year,United States,2223-GDSHL,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.712036, -117.950113",33.712036,-117.950113,Yes,116.05,Yes,1,5,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,54548,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,8297.5,110,1872.98,42.57,10237.91,No,No,92708
49,28,19.68,,No,,77,0,Fountain Valley,4928,One Year,United States,9644-KVCNC,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.712036, -117.950113",33.712036,-117.950113,No,92.15,Yes,0,0,Offer A,No,No,Yes,Bank Withdrawal,Yes,54548,No,Q3,No,4,No,California,No,No,Yes,66,6056.9,0,1298.88,0.0,7355.78,No,Yes,92708
68,18,20.44,,No,,69,0,Anaheim,2631,One Year,United States,6522-YRBXD,Stayed,No,No,Male,Yes,Fiber Optic,"33.807864, -117.923782",33.807864,-117.923782,Yes,94.55,Yes,0,3,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,45086,No,Q3,Yes,3,Yes,California,Yes,No,No,35,3365.4,0,715.4,0.0,4080.8,No,Yes,92802
24,0,39.03,,No,,62,0,Anaheim,4210,Two Year,United States,5242-UOWHD,Stayed,Yes,No,Male,No,,"33.807864, -117.923782",33.807864,-117.923782,Yes,20.35,No,2,3,Offer B,No,No,No,Credit Card,Yes,45086,No,Q3,Yes,3,No,California,No,No,No,45,929.2,0,1756.35,0.0,2685.55,Yes,No,92802
28,41,43.77,,No,,39,0,Anaheim,5565,Month-to-Month,United States,9348-YVOMK,Stayed,No,No,Male,Yes,DSL,"33.807864, -117.923782",33.807864,-117.923782,No,44.8,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,45086,No,Q3,No,4,No,California,No,Yes,No,4,176.2,0,175.08,0.0,351.28,Yes,Yes,92802
61,24,13.39,,No,,62,0,Anaheim,4579,Month-to-Month,United States,7964-VEXDG,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.807864, -117.923782",33.807864,-117.923782,No,80.35,Yes,2,0,Offer D,No,Yes,No,Bank Withdrawal,Yes,45086,No,Q3,No,3,No,California,No,No,No,21,1747.2,0,281.19,0.0,2028.39,No,Yes,92802
73,53,0.0,,No,,55,0,Oxnard,5248,One Year,United States,4881-JVQOD,Stayed,Yes,No,Male,Yes,Cable,"34.223244, -119.18012",34.223244,-119.18012,Yes,34.55,No,3,1,,No,No,Yes,Bank Withdrawal,No,79736,No,Q3,Yes,4,Yes,California,Yes,No,No,10,362.6,0,0.0,0.0,362.6,No,Yes,93030
41,30,23.95,Competitor,Yes,Competitor offered higher download speeds,93,1,Oxnard,3365,One Year,United States,7716-YTYHG,Churned,No,No,Female,Yes,Fiber Optic,"34.223244, -119.18012",34.223244,-119.18012,Yes,82.05,Yes,0,1,Offer B,No,No,Yes,Mailed Check,Yes,79736,No,Q3,Yes,2,No,California,Yes,Yes,No,48,4029.95,0,1149.6,0.0,5179.55,No,Yes,93030
61,14,1.59,Price,Yes,Lack of affordable download/upload speed,79,1,Oxnard,2326,Month-to-Month,United States,4929-BSTRX,Churned,No,No,Female,Yes,Cable,"34.223244, -119.18012",34.223244,-119.18012,No,53.55,No,0,0,,No,No,Yes,Credit Card,Yes,79736,No,Q3,No,1,No,California,No,No,Yes,1,53.55,0,1.59,0.0,55.14,No,Yes,93030
44,25,42.55,,No,,49,0,Oxnard,5323,Month-to-Month,United States,8064-RAVOH,Joined,Yes,Yes,Male,Yes,DSL,"34.223244, -119.18012",34.223244,-119.18012,No,49.85,No,3,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,79736,No,Q3,No,4,No,California,No,No,No,1,49.85,0,42.55,0.0,92.4,No,Yes,93030
70,21,47.72,,No,,30,0,Buttonwillow,5982,One Year,United States,4908-XAXAY,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.451402, -119.488413",35.451402,-119.488413,No,89.85,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2078,No,Q3,No,4,Yes,California,Yes,No,No,49,4287.2,0,2338.28,0.0,6625.48,No,Yes,93206
46,5,0.0,Competitor,Yes,Competitor had better devices,91,1,Buttonwillow,5386,Month-to-Month,United States,2672-DZUOY,Churned,No,No,Male,Yes,DSL,"35.451402, -119.488413",35.451402,-119.488413,No,25.15,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,2078,No,Q3,No,1,No,California,No,No,No,1,25.15,0,0.0,0.0,25.15,No,Yes,93206
54,6,17.47,Other,Yes,Don't know,72,1,Buttonwillow,3016,Month-to-Month,United States,2344-JMOGN,Churned,No,Yes,Male,Yes,Fiber Optic,"35.451402, -119.488413",35.451402,-119.488413,Yes,94.85,No,0,1,,Yes,No,Yes,Credit Card,Yes,2078,Yes,Q3,Yes,2,No,California,No,No,Yes,9,890.6,0,157.23,0.0,1047.83,No,Yes,93206
42,26,24.83,,No,,23,0,Buttonwillow,5104,Month-to-Month,United States,4324-AHJKS,Stayed,No,Yes,Female,Yes,DSL,"35.451402, -119.488413",35.451402,-119.488413,No,55.8,No,0,0,,No,Yes,No,Credit Card,Yes,2078,No,Q3,No,4,No,California,No,No,No,5,300.4,0,124.15,0.0,424.55,No,Yes,93206
80,27,44.23,,No,,79,0,Pixley,4295,Two Year,United States,3729-OWRVL,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.957019, -119.330928",35.957019,-119.330928,No,110.35,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,4198,Yes,Q3,No,3,Yes,California,Yes,No,Yes,65,7246.15,0,2874.95,0.0,10121.1,No,Yes,93256
68,4,46.24,,No,,23,0,Pixley,3935,Two Year,United States,0869-PAPRP,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.957019, -119.330928",35.957019,-119.330928,Yes,85.7,No,0,4,,No,No,Yes,Credit Card,Yes,4198,No,Q3,Yes,3,Yes,California,No,No,Yes,26,2067.0,0,1202.24,0.0,3269.24,No,Yes,93256
59,0,38.55,,No,,46,0,Pixley,5617,Two Year,United States,7008-LZVOZ,Stayed,Yes,No,Male,No,,"35.957019, -119.330928",35.957019,-119.330928,Yes,25.3,Yes,3,5,,No,No,Yes,Credit Card,Yes,4198,No,Q3,Yes,5,No,California,No,No,No,66,1672.35,0,2544.3,0.0,4216.65,No,No,93256
46,12,0.0,,No,,70,0,Pixley,2730,Month-to-Month,United States,6542-LWGXJ,Joined,No,No,Male,Yes,DSL,"35.957019, -119.330928",35.957019,-119.330928,Yes,25.0,No,0,1,Offer E,No,No,No,Credit Card,No,4198,No,Q3,Yes,4,No,California,No,No,No,3,78.25,0,0.0,0.0,78.25,No,Yes,93256
74,24,28.54,,No,,20,0,Strathmore,3568,One Year,United States,7251-LJBQN,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.141319, -119.129075",36.141319,-119.129075,No,103.75,Yes,0,0,,No,No,Yes,Credit Card,Yes,5689,Yes,Q3,No,3,Yes,California,Yes,No,Yes,40,4188.4,0,1141.6,0.0,5330.0,No,Yes,93267
48,4,15.6,Dissatisfaction,Yes,Network reliability,76,1,Strathmore,2291,Month-to-Month,United States,7625-XCQRH,Churned,No,No,Female,Yes,Fiber Optic,"36.141319, -119.129075",36.141319,-119.129075,No,76.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,5689,No,Q3,No,3,No,California,No,No,No,11,837.95,0,171.6,0.0,1009.55,No,Yes,93267
24,51,41.29,,No,,69,0,Strathmore,2612,Month-to-Month,United States,3113-IWHLC,Stayed,No,Yes,Male,Yes,DSL,"36.141319, -119.129075",36.141319,-119.129075,No,55.8,No,0,0,,No,Yes,Yes,Credit Card,Yes,5689,No,Q3,No,3,No,California,No,No,No,5,274.35,0,206.45,0.0,480.8,Yes,Yes,93267
33,0,32.34,,No,,79,0,Strathmore,3266,Month-to-Month,United States,6490-FGZAT,Stayed,No,No,Male,No,,"36.141319, -119.129075",36.141319,-119.129075,No,20.65,No,0,0,Offer E,No,No,No,Credit Card,Yes,5689,No,Q3,No,5,No,California,No,No,No,6,109.3,0,194.04,0.0,303.34,No,No,93267
65,0,34.39,,No,,21,0,Woodlake,4327,One Year,United States,2682-KEVRP,Stayed,No,No,Female,No,,"36.464635, -119.094348",36.464635,-119.094348,No,20.05,No,0,0,,No,No,Yes,Credit Card,Yes,8870,No,Q3,No,3,Yes,California,No,No,No,22,417.0,0,756.58,0.0,1173.58,No,No,93286
58,12,27.26,,No,,26,0,Woodlake,4865,Two Year,United States,0020-INWCK,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"36.464635, -119.094348",36.464635,-119.094348,Yes,95.75,Yes,2,9,Offer A,Yes,No,Yes,Credit Card,Yes,8870,No,Q3,Yes,5,No,California,Yes,Yes,No,71,6849.4,0,1935.46,0.0,8784.86,No,Yes,93286
30,73,18.93,,No,,57,0,Woodlake,3449,Month-to-Month,United States,6752-APNJL,Stayed,Yes,No,Male,Yes,DSL,"36.464635, -119.094348",36.464635,-119.094348,Yes,54.5,No,1,7,,Yes,Yes,No,Credit Card,Yes,8870,No,Q3,Yes,4,No,California,No,No,No,42,2301.15,0,795.06,0.0,3096.21,No,Yes,93286
60,13,13.8,,No,,58,0,Woodlake,3093,One Year,United States,6047-SUHPR,Stayed,Yes,Yes,Male,Yes,DSL,"36.464635, -119.094348",36.464635,-119.094348,Yes,59.8,No,2,5,,Yes,Yes,No,Bank Withdrawal,Yes,8870,No,Q3,Yes,3,No,California,No,No,No,39,2343.85,140,538.2,0.0,3022.05,No,No,93286
72,22,42.29,,No,,68,0,Bakersfield,3384,One Year,United States,9978-HYCIN,Stayed,Yes,No,Male,Yes,Fiber Optic,"35.383937, -119.020428",35.383937,-119.020428,Yes,84.95,No,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,12963,No,Q3,Yes,3,Yes,California,No,No,Yes,47,4018.05,80,1987.63,0.0,6085.68,No,No,93301
70,7,14.48,,No,,34,0,Bakersfield,5866,Two Year,United States,1576-PFZIW,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.383937, -119.020428",35.383937,-119.020428,Yes,105.35,No,0,2,Offer A,Yes,Yes,No,Credit Card,Yes,12963,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,70,7511.9,0,1013.6,0.0,8525.5,No,Yes,93301
29,85,48.49,,No,,54,0,Bakersfield,4456,Month-to-Month,United States,8739-XNIKG,Stayed,No,No,Female,Yes,Fiber Optic,"35.383937, -119.020428",35.383937,-119.020428,No,84.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,12963,No,Q3,No,4,No,California,No,No,Yes,5,424.75,0,242.45,0.0,667.2,Yes,Yes,93301
55,12,9.3,,No,,51,0,Bakersfield,6067,Two Year,United States,9823-EALYC,Stayed,Yes,Yes,Male,Yes,DSL,"35.383937, -119.020428",35.383937,-119.020428,Yes,80.85,Yes,2,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,12963,Yes,Q3,Yes,3,No,California,No,No,Yes,72,5727.45,0,669.6,0.0,6397.05,No,Yes,93301
76,19,34.39,,No,,31,0,Bakersfield,3104,One Year,United States,8329-UTMVM,Stayed,No,No,Male,Yes,Fiber Optic,"35.140938, -119.051348",35.140938,-119.051348,No,104.65,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,25126,Yes,Q3,No,4,Yes,California,Yes,No,Yes,27,2964.0,0,928.53,0.0,3892.53,No,Yes,93313
54,21,19.11,,No,,75,0,Bakersfield,4959,Month-to-Month,United States,2616-UUTFK,Stayed,No,Yes,Male,Yes,DSL,"35.140938, -119.051348",35.140938,-119.051348,Yes,72.75,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,25126,No,Q3,Yes,3,No,California,No,No,Yes,33,2447.45,0,630.63,0.0,3078.08,No,Yes,93313
24,0,1.88,,No,,78,0,Bakersfield,4896,Two Year,United States,8143-ETQTI,Stayed,Yes,No,Female,No,,"35.140938, -119.051348",35.140938,-119.051348,Yes,19.65,No,3,9,Offer D,No,No,Yes,Credit Card,Yes,25126,No,Q3,Yes,4,No,California,No,No,No,23,451.55,0,43.24,0.0,494.79,Yes,No,93313
43,11,1.6,,No,,29,0,Bakersfield,2969,Month-to-Month,United States,2824-MYYBN,Stayed,Yes,No,Female,Yes,Fiber Optic,"35.140938, -119.051348",35.140938,-119.051348,Yes,95.25,Yes,2,0,,No,No,Yes,Bank Withdrawal,Yes,25126,No,Q3,No,4,No,California,Yes,Yes,Yes,37,3314.15,0,59.2,0.0,3373.35,No,Yes,93313
75,15,34.31,,No,,28,0,Creston,5581,One Year,United States,6952-OMNWB,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.480896, -120.469476",35.480896,-120.469476,Yes,80.35,Yes,0,7,Offer A,No,No,Yes,Credit Card,Yes,1203,No,Q3,Yes,4,Yes,California,No,No,No,68,5589.3,0,2333.08,0.0,7922.38,No,Yes,93432
30,0,43.84,,No,,54,0,Creston,5249,Month-to-Month,United States,2712-SYWAY,Joined,No,No,Female,No,,"35.480896, -120.469476",35.480896,-120.469476,No,25.7,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1203,No,Q3,No,3,No,California,No,No,No,1,25.7,0,43.84,0.0,69.54,No,No,93432
55,0,38.74,,No,,39,0,Creston,3575,One Year,United States,1686-STUHN,Stayed,No,No,Male,No,,"35.480896, -120.469476",35.480896,-120.469476,No,19.8,No,0,0,,No,No,No,Bank Withdrawal,Yes,1203,No,Q3,No,3,No,California,No,No,No,42,849.9,0,1627.08,0.0,2476.98,No,No,93432
43,16,28.97,,No,,39,0,Creston,5487,Month-to-Month,United States,4983-CCWMC,Joined,No,No,Male,Yes,Fiber Optic,"35.480896, -120.469476",35.480896,-120.469476,No,69.6,No,0,0,,No,No,Yes,Credit Card,Yes,1203,No,Q3,No,4,No,California,No,No,No,3,207.4,20,86.91,0.0,314.31,No,No,93432
70,0,1.66,,No,,69,0,Los Olivos,2302,One Year,United States,6549-YMFAW,Stayed,No,No,Male,No,,"34.70434, -120.02609",34.70434,-120.02609,Yes,21.25,No,0,1,,No,No,Yes,Credit Card,Yes,1317,No,Q3,Yes,4,Yes,California,No,No,No,9,204.55,0,14.94,0.0,219.49,No,No,93441
74,23,12.33,,No,,34,0,Los Olivos,2225,One Year,United States,2522-WLNSF,Stayed,No,Yes,Female,Yes,Cable,"34.70434, -120.02609",34.70434,-120.02609,Yes,64.2,No,0,2,,No,No,No,Bank Withdrawal,Yes,1317,Yes,Q3,Yes,4,Yes,California,No,No,Yes,34,2106.3,0,419.22,0.0,2525.52,No,Yes,93441
52,17,25.25,,No,,52,0,Los Olivos,5491,Month-to-Month,United States,9308-ANMVE,Stayed,Yes,No,Male,Yes,Cable,"34.70434, -120.02609",34.70434,-120.02609,No,55.3,No,2,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,1317,No,Q3,No,3,No,California,No,No,No,47,2654.05,0,1186.75,0.0,3840.8,No,Yes,93441
39,19,0.0,,No,,37,0,Los Olivos,5795,Two Year,United States,0019-GFNTW,Stayed,No,Yes,Female,Yes,DSL,"34.70434, -120.02609",34.70434,-120.02609,No,45.05,No,0,0,,Yes,Yes,No,Bank Withdrawal,No,1317,Yes,Q3,No,3,No,California,No,No,No,56,2560.1,0,0.0,0.0,2560.1,No,Yes,93441
66,19,13.51,,No,,79,0,Santa Ynez,2399,One Year,United States,1307-TVUFB,Stayed,No,No,Male,Yes,Fiber Optic,"34.630356, -120.032564",34.630356,-120.032564,No,79.35,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,5710,No,Q3,No,4,Yes,California,No,No,No,42,3344.1,0,567.42,0.0,3911.52,No,Yes,93460
20,0,28.37,,No,,51,0,Santa Ynez,5698,One Year,United States,1226-JZNKR,Stayed,No,No,Female,No,,"34.630356, -120.032564",34.630356,-120.032564,Yes,19.8,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,5710,No,Q3,Yes,4,No,California,No,No,No,8,160.05,0,226.96,0.0,387.01,Yes,No,93460
39,7,17.16,,No,,28,0,Santa Ynez,2893,Month-to-Month,United States,5404-GGUKR,Stayed,No,No,Male,Yes,DSL,"34.630356, -120.032564",34.630356,-120.032564,No,51.35,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,5710,No,Q3,No,5,No,California,No,No,No,5,262.3,0,85.8,0.0,348.1,No,Yes,93460
42,9,48.09,,No,,59,0,Santa Ynez,4935,One Year,United States,0983-TATYJ,Stayed,No,No,Female,Yes,DSL,"34.630356, -120.032564",34.630356,-120.032564,Yes,51.45,No,0,7,,No,No,Yes,Credit Card,Yes,5710,Yes,Q3,Yes,3,No,California,No,No,No,33,1758.9,0,1586.97,0.0,3345.87,No,Yes,93460
68,17,48.51,,No,,56,0,Shandon,5881,Two Year,United States,7503-MIOGA,Stayed,No,Yes,Female,Yes,Cable,"35.634488, -120.293534",35.634488,-120.293534,Yes,89.85,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,1255,Yes,Q3,No,3,Yes,California,Yes,No,Yes,72,6697.35,0,3492.72,0.0,10190.07,No,Yes,93461
77,6,0.0,,No,,49,0,Shandon,6306,Two Year,United States,3308-JSGML,Stayed,No,Yes,Male,Yes,Cable,"35.634488, -120.293534",35.634488,-120.293534,Yes,64.05,No,0,3,,No,Yes,Yes,Credit Card,No,1255,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,59,3886.85,0,0.0,0.0,3886.85,No,Yes,93461
38,22,48.2,,No,,54,0,Shandon,3003,Month-to-Month,United States,7318-EIVKO,Stayed,No,No,Male,Yes,DSL,"35.634488, -120.293534",35.634488,-120.293534,No,59.25,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1255,No,Q3,No,3,No,California,No,No,Yes,8,436.6,0,385.6,0.0,822.2,No,Yes,93461
59,27,6.23,,No,,62,0,Shandon,4202,Two Year,United States,1813-JYWTO,Stayed,No,No,Female,Yes,Fiber Optic,"35.634488, -120.293534",35.634488,-120.293534,Yes,80.45,Yes,0,4,,No,Yes,No,Bank Withdrawal,Yes,1255,No,Q3,Yes,4,No,California,No,No,No,72,5737.6,130,448.56,0.0,6316.16,No,No,93461
69,2,15.85,,No,,80,0,Benton,5933,Two Year,United States,2499-AJYUA,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.653947, -118.231443",37.653947,-118.231443,Yes,110.8,Yes,0,8,Offer A,Yes,No,Yes,Credit Card,Yes,340,Yes,Q3,Yes,5,Yes,California,Yes,No,Yes,72,7882.25,0,1141.2,0.0,9023.45,No,Yes,93512
71,15,21.46,,No,,59,0,Benton,5453,One Year,United States,6199-IWKGC,Stayed,No,No,Female,Yes,Fiber Optic,"37.653947, -118.231443",37.653947,-118.231443,Yes,100.25,Yes,0,5,,No,No,No,Bank Withdrawal,Yes,340,Yes,Q3,Yes,5,Yes,California,Yes,No,Yes,46,4753.85,0,987.16,0.0,5741.01,No,Yes,93512
23,46,14.26,Competitor,Yes,Competitor offered higher download speeds,72,1,Benton,4254,Month-to-Month,United States,3722-WPXTK,Churned,No,No,Male,Yes,Fiber Optic,"37.653947, -118.231443",37.653947,-118.231443,No,88.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,340,No,Q3,No,1,No,California,Yes,Yes,Yes,1,88.35,0,14.26,0.0,102.61,Yes,Yes,93512
63,18,39.77,,No,,76,0,Benton,3851,Month-to-Month,United States,6476-YHMGA,Stayed,Yes,Yes,Female,Yes,DSL,"37.653947, -118.231443",37.653947,-118.231443,Yes,76.5,No,1,5,,Yes,No,No,Bank Withdrawal,Yes,340,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,15,1155.6,0,596.55,0.0,1752.15,No,Yes,93512
74,13,41.44,,No,,56,0,Bishop,3545,One Year,United States,3966-HRMZA,Joined,No,Yes,Female,Yes,Fiber Optic,"37.04584, -118.397236",37.04584,-118.397236,No,75.05,No,0,0,Offer E,No,No,No,Credit Card,Yes,13309,No,Q3,No,4,Yes,California,No,No,No,3,202.9,10,124.32,5.49,331.73,No,No,93514
80,0,26.01,,No,,51,0,Bishop,6141,Two Year,United States,0795-XCCTE,Stayed,No,No,Male,No,,"37.04584, -118.397236",37.04584,-118.397236,No,25.4,Yes,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,13309,No,Q3,No,3,Yes,California,No,No,No,72,1809.35,0,1872.72,0.0,3682.07,No,No,93514
24,82,0.0,,No,,24,0,Bishop,2873,Month-to-Month,United States,7176-WIONM,Stayed,No,Yes,Female,Yes,Cable,"37.04584, -118.397236",37.04584,-118.397236,Yes,49.85,No,0,10,Offer D,No,No,Yes,Bank Withdrawal,No,13309,No,Q3,Yes,3,No,California,Yes,Yes,Yes,12,617.15,0,0.0,0.0,617.15,Yes,Yes,93514
26,58,28.59,,No,,75,0,Bishop,5406,Two Year,United States,8152-VETUR,Stayed,No,No,Female,Yes,Fiber Optic,"37.04584, -118.397236",37.04584,-118.397236,Yes,97.7,Yes,0,7,Offer A,Yes,No,Yes,Credit Card,Yes,13309,No,Q3,Yes,5,No,California,Yes,Yes,Yes,72,6869.7,0,2058.48,0.0,8928.18,Yes,Yes,93514
65,0,30.14,,No,,31,0,O Neals,2154,One Year,United States,4785-NKHCX,Stayed,No,No,Male,No,,"37.140104, -119.657092",37.140104,-119.657092,No,20.05,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,173,No,Q3,No,5,Yes,California,No,No,No,5,94.15,0,150.7,0.0,244.85,No,No,93645
37,0,15.65,,No,,47,0,O Neals,4020,Two Year,United States,7717-BICXI,Stayed,Yes,No,Male,No,,"37.140104, -119.657092",37.140104,-119.657092,Yes,20.55,No,3,4,Offer B,No,No,No,Credit Card,Yes,173,No,Q3,Yes,3,No,California,No,No,No,60,1205.05,0,939.0,0.0,2144.05,No,No,93645
50,15,18.57,,No,,52,0,O Neals,3258,Month-to-Month,United States,4826-TZEVA,Stayed,No,No,Female,Yes,Fiber Optic,"37.140104, -119.657092",37.140104,-119.657092,No,74.8,No,0,0,Offer B,Yes,No,No,Credit Card,Yes,173,No,Q3,No,3,No,California,No,No,No,40,2971.7,0,742.8,0.0,3714.5,No,Yes,93645
64,11,30.36,,No,,60,0,O Neals,2873,One Year,United States,6252-DFGTK,Stayed,No,Yes,Female,Yes,DSL,"37.140104, -119.657092",37.140104,-119.657092,Yes,68.1,Yes,0,1,,No,Yes,No,Credit Card,Yes,173,Yes,Q3,Yes,4,No,California,No,No,No,37,2479.25,0,1123.32,0.0,3602.57,No,Yes,93645
70,53,19.68,,No,,70,0,Fresno,4353,One Year,United States,4250-WAROZ,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.749403, -119.787574",36.749403,-119.787574,Yes,93.25,Yes,3,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,13858,No,Q3,Yes,3,Yes,California,Yes,No,No,60,5774.55,0,1180.8,0.0,6955.35,No,Yes,93701
76,23,46.13,,No,,40,0,Fresno,4422,Two Year,United States,7278-CKDNC,Stayed,No,No,Male,Yes,Fiber Optic,"36.749403, -119.787574",36.749403,-119.787574,No,80.5,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,13858,No,Q3,No,4,Yes,California,No,No,No,24,2088.45,0,1107.12,0.0,3195.57,No,Yes,93701
50,4,23.71,,No,,56,0,Fresno,5095,Month-to-Month,United States,6620-HVDUJ,Stayed,No,No,Male,Yes,DSL,"36.749403, -119.787574",36.749403,-119.787574,No,60.45,No,0,0,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,13858,Yes,Q3,No,5,No,California,No,No,No,24,1440.75,0,569.04,0.0,2009.79,No,Yes,93701
47,15,17.75,,No,,43,0,Fresno,5096,Month-to-Month,United States,7233-DRTRF,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.749403, -119.787574",36.749403,-119.787574,Yes,102.4,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,13858,No,Q3,Yes,4,No,California,Yes,Yes,Yes,63,6444.05,0,1118.25,0.0,7562.3,No,Yes,93701
65,0,29.88,,No,,64,0,Los Altos,2269,One Year,United States,3523-BRGUW,Stayed,No,No,Male,No,,"37.349546, -122.134356",37.349546,-122.134356,No,19.3,No,0,0,Offer C,No,No,No,Credit Card,Yes,18486,No,Q3,No,5,Yes,California,No,No,No,26,504.2,0,776.88,9.49,1271.59,No,No,94022
39,17,0.0,,No,,62,0,Los Altos,5281,Two Year,United States,5397-NSKQG,Stayed,Yes,No,Male,Yes,DSL,"37.349546, -122.134356",37.349546,-122.134356,Yes,50.9,No,2,2,Offer A,No,Yes,No,Credit Card,No,18486,No,Q3,Yes,4,No,California,Yes,Yes,Yes,67,3281.65,0,0.0,0.0,3281.65,No,Yes,94022
27,0,45.86,,No,,68,0,Los Altos,3061,Month-to-Month,United States,8620-RJPZN,Joined,No,No,Female,No,,"37.349546, -122.134356",37.349546,-122.134356,No,20.7,No,0,0,,No,No,No,Bank Withdrawal,Yes,18486,No,Q3,No,5,No,California,No,No,No,1,20.7,0,45.86,0.0,66.56,Yes,No,94022
53,21,0.0,,No,,58,0,Los Altos,2580,Month-to-Month,United States,2969-QWUBZ,Joined,No,No,Female,Yes,Cable,"37.349546, -122.134356",37.349546,-122.134356,No,51.4,No,0,0,,Yes,No,No,Bank Withdrawal,No,18486,No,Q3,No,5,No,California,Yes,Yes,Yes,2,96.8,0,0.0,0.0,96.8,No,Yes,94022
66,20,26.29,,No,,38,0,Millbrae,2107,One Year,United States,2123-AGEEN,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.601248, -122.403099",37.601248,-122.403099,No,84.35,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,20350,No,Q3,No,3,Yes,California,No,No,Yes,7,609.65,10,184.03,29.17,774.51,No,No,94030
60,19,26.88,Competitor,Yes,Competitor had better devices,92,1,Millbrae,3101,Month-to-Month,United States,3737-GCSPV,Churned,No,No,Female,Yes,Fiber Optic,"37.601248, -122.403099",37.601248,-122.403099,Yes,96.2,Yes,0,5,,No,Yes,Yes,Credit Card,Yes,20350,Yes,Q3,Yes,1,No,California,No,No,Yes,11,1222.05,0,295.68,0.0,1517.73,No,Yes,94030
31,29,0.0,,No,,31,0,Millbrae,3897,Two Year,United States,7758-UJWYS,Stayed,Yes,No,Male,Yes,DSL,"37.601248, -122.403099",37.601248,-122.403099,Yes,40.55,No,1,10,,No,No,Yes,Bank Withdrawal,No,20350,Yes,Q3,Yes,5,No,California,No,No,Yes,34,1325.85,0,0.0,0.0,1325.85,No,Yes,94030
34,23,38.4,,No,,79,0,Millbrae,5631,Month-to-Month,United States,2971-SGAFL,Stayed,No,Yes,Female,Yes,DSL,"37.601248, -122.403099",37.601248,-122.403099,No,78.75,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,20350,No,Q3,No,4,No,California,Yes,Yes,Yes,13,995.35,50,499.2,0.0,1544.55,No,No,94030
70,4,35.76,,No,,56,0,Montara,4997,One Year,United States,1258-YMZNM,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.540582, -122.509594",37.540582,-122.509594,No,110.5,Yes,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,2346,No,Q3,No,3,Yes,California,Yes,No,Yes,27,2857.6,0,965.52,0.0,3823.12,No,Yes,94037
76,28,4.16,,No,,60,0,Montara,2300,One Year,United States,1480-IVEVR,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.540582, -122.509594",37.540582,-122.509594,Yes,81.6,Yes,0,2,,No,No,Yes,Bank Withdrawal,Yes,2346,No,Q3,Yes,3,Yes,California,No,No,No,35,2815.25,0,145.6,0.0,2960.85,No,Yes,94037
48,0,2.95,,No,,72,0,Montara,5352,Two Year,United States,2050-ONYDQ,Stayed,Yes,No,Female,No,,"37.540582, -122.509594",37.540582,-122.509594,Yes,26.0,Yes,1,7,,No,No,No,Credit Card,Yes,2346,No,Q3,Yes,3,No,California,No,No,No,65,1654.85,0,191.75,0.0,1846.6,No,No,94037
49,26,20.37,,No,,20,0,Montara,4582,Month-to-Month,United States,2027-WKXMW,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.540582, -122.509594",37.540582,-122.509594,Yes,108.75,Yes,0,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,2346,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,63,6871.7,0,1283.31,0.0,8155.01,No,Yes,94037
77,5,1.12,,No,,50,0,Pacifica,2143,One Year,United States,6259-WJQLC,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.573633, -122.455167",37.573633,-122.455167,No,81.1,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,38885,No,Q3,No,4,Yes,California,No,No,No,32,2619.25,0,35.84,19.25,2635.84,No,Yes,94044
46,17,25.09,,No,,55,0,Pacifica,2495,One Year,United States,7285-KLOTR,Stayed,No,Yes,Female,Yes,Cable,"37.573633, -122.455167",37.573633,-122.455167,Yes,78.85,Yes,0,3,,No,Yes,No,Bank Withdrawal,Yes,38885,No,Q3,Yes,3,No,California,Yes,Yes,Yes,12,876.75,0,301.08,0.0,1177.83,No,Yes,94044
24,0,4.27,,No,,32,0,Pacifica,4722,Two Year,United States,6963-KQYQB,Stayed,Yes,No,Female,No,,"37.573633, -122.455167",37.573633,-122.455167,Yes,24.05,Yes,2,4,Offer A,No,No,No,Credit Card,Yes,38885,No,Q3,Yes,5,No,California,No,No,No,70,1764.75,0,298.9,0.0,2063.65,Yes,No,94044
26,30,45.93,,No,,26,0,Pacifica,4495,Two Year,United States,9958-MEKUC,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.573633, -122.455167",37.573633,-122.455167,Yes,103.95,Yes,2,1,Offer A,Yes,Yes,No,Credit Card,Yes,38885,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,7517.7,0,3306.96,0.0,10824.66,Yes,Yes,94044
67,25,17.62,,No,,49,0,San Francisco,2491,One Year,United States,3956-CJUST,Stayed,No,No,Female,Yes,Fiber Optic,"37.786031, -122.437301",37.786031,-122.437301,No,75.4,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,33122,No,Q3,No,4,Yes,California,No,No,No,23,1643.55,80,405.26,0.0,2128.81,No,No,94115
52,8,49.24,Competitor,Yes,Competitor offered higher download speeds,77,1,San Francisco,2418,Month-to-Month,United States,4550-EVXNY,Churned,No,No,Female,Yes,Fiber Optic,"37.786031, -122.437301",37.786031,-122.437301,No,69.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,33122,No,Q3,No,2,No,California,No,No,No,1,69.65,0,49.24,0.0,118.89,No,Yes,94115
19,0,46.47,,No,,54,0,San Francisco,2742,Two Year,United States,2266-FUBDZ,Stayed,Yes,No,Male,No,,"37.786031, -122.437301",37.786031,-122.437301,Yes,19.35,No,3,2,,No,No,No,Credit Card,Yes,33122,No,Q3,Yes,3,No,California,No,No,No,15,278.85,0,697.05,0.0,975.9,Yes,No,94115
43,0,36.23,,No,,64,0,San Francisco,5067,One Year,United States,4644-OBGFZ,Stayed,Yes,No,Male,No,,"37.786031, -122.437301",37.786031,-122.437301,Yes,19.5,No,3,5,,No,No,No,Credit Card,Yes,33122,No,Q3,Yes,4,No,California,No,No,No,55,1026.35,0,1992.65,0.0,3019.0,No,No,94115
77,22,23.43,,No,,34,0,San Francisco,5602,One Year,United States,4824-GUCBY,Stayed,No,No,Female,Yes,Fiber Optic,"37.736535, -122.45732",37.736535,-122.45732,No,81.7,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,20643,No,Q3,No,4,Yes,California,No,No,No,22,1820.9,0,515.46,29.88,2306.48,No,Yes,94127
39,11,30.62,Competitor,Yes,Competitor offered more data,89,1,San Francisco,5753,Month-to-Month,United States,6416-TVAIH,Churned,No,No,Male,Yes,Fiber Optic,"37.736535, -122.45732",37.736535,-122.45732,Yes,68.5,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,20643,No,Q3,Yes,3,No,California,No,No,No,1,68.5,0,30.62,0.0,99.12,No,Yes,94127
46,3,0.0,Competitor,Yes,Competitor had better devices,76,1,San Francisco,2734,Month-to-Month,United States,3538-WZPHD,Churned,No,No,Male,Yes,Cable,"37.736535, -122.45732",37.736535,-122.45732,No,29.6,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,No,20643,No,Q3,No,1,No,California,No,No,No,3,79.45,0,0.0,0.0,79.45,No,Yes,94127
38,29,43.39,,No,,73,0,San Francisco,5989,Month-to-Month,United States,1074-AMIOH,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.736535, -122.45732",37.736535,-122.45732,Yes,108.25,No,2,1,,Yes,No,Yes,Bank Withdrawal,Yes,20643,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,53,5935.1,0,2299.67,0.0,8234.77,No,Yes,94127
73,14,14.34,,No,,37,0,Palo Alto,5251,One Year,United States,6630-UJZMY,Stayed,No,No,Female,Yes,Fiber Optic,"37.416159, -122.131337",37.416159,-122.131337,Yes,83.25,Yes,0,10,,No,No,Yes,Bank Withdrawal,Yes,24492,No,Q3,Yes,3,Yes,California,No,No,Yes,4,308.05,0,57.36,39.93,325.48,No,Yes,94306
39,5,0.0,Competitor,Yes,Competitor offered higher download speeds,81,1,Palo Alto,3119,One Year,United States,4905-JEFDW,Churned,No,Yes,Male,Yes,DSL,"37.416159, -122.131337",37.416159,-122.131337,No,41.6,No,0,0,,No,No,Yes,Bank Withdrawal,No,24492,No,Q3,No,2,No,California,No,No,Yes,11,470.6,0,0.0,0.0,470.6,No,Yes,94306
26,0,17.3,,No,,65,0,Palo Alto,2400,One Year,United States,5849-ASHZJ,Stayed,Yes,No,Male,No,,"37.416159, -122.131337",37.416159,-122.131337,No,20.05,No,3,0,,No,No,No,Credit Card,Yes,24492,No,Q3,No,3,No,California,No,No,No,27,552.9,0,467.1,0.0,1020.0,Yes,No,94306
61,28,0.0,,No,,38,0,Palo Alto,5092,One Year,United States,6481-LXPWL,Stayed,Yes,Yes,Male,Yes,DSL,"37.416159, -122.131337",37.416159,-122.131337,Yes,36.1,No,1,1,,Yes,No,Yes,Credit Card,No,24492,No,Q3,Yes,3,No,California,No,No,No,56,1971.5,60,0.0,0.0,2031.5,No,No,94306
66,30,5.73,,No,,35,0,Bethel Island,2965,One Year,United States,9904-EHEVJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.050558, -121.646924",38.050558,-121.646924,Yes,91.35,Yes,1,9,Offer C,No,No,Yes,Credit Card,Yes,2379,No,Q3,Yes,5,Yes,California,No,No,Yes,32,2896.55,0,183.36,26.98,3052.93,No,Yes,94511
23,69,23.02,,No,,80,0,Bethel Island,5127,Two Year,United States,6384-VMJHP,Stayed,No,Yes,Female,Yes,Cable,"38.050558, -121.646924",38.050558,-121.646924,No,73.0,No,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,2379,Yes,Q3,No,4,No,California,Yes,Yes,No,72,5265.2,0,1657.44,0.0,6922.64,Yes,Yes,94511
34,75,0.0,,No,,47,0,Bethel Island,3303,Two Year,United States,6867-ACCZI,Stayed,Yes,Yes,Female,Yes,DSL,"38.050558, -121.646924",38.050558,-121.646924,Yes,52.5,No,3,1,Offer C,Yes,Yes,Yes,Credit Card,No,2379,Yes,Q3,Yes,3,No,California,Yes,Yes,No,24,1208.15,0,0.0,0.0,1208.15,No,Yes,94511
61,3,18.02,,No,,62,0,Bethel Island,6069,Two Year,United States,1455-HFBXA,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.050558, -121.646924",38.050558,-121.646924,Yes,91.6,Yes,0,3,Offer B,No,Yes,Yes,Credit Card,Yes,2379,Yes,Q3,Yes,3,No,California,No,No,No,52,4627.8,60,937.04,0.0,5624.84,No,No,94511
80,13,0.0,,No,,69,0,El Cerrito,2587,One Year,United States,2826-DXLQO,Stayed,No,No,Male,Yes,DSL,"37.924838, -122.289145",37.924838,-122.289145,Yes,29.8,No,0,10,Offer E,No,Yes,No,Bank Withdrawal,No,23141,No,Q3,Yes,3,Yes,California,No,No,No,7,220.45,0,0.0,11.83,208.62,No,Yes,94530
65,30,41.17,,No,,76,0,El Cerrito,4103,Two Year,United States,8818-DOPVL,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.924838, -122.289145",37.924838,-122.289145,No,104.45,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,23141,No,Q3,No,3,Yes,California,Yes,Yes,Yes,46,4863.85,0,1893.82,36.78,6720.89,No,Yes,94530
43,21,9.77,,No,,26,0,El Cerrito,5772,Month-to-Month,United States,8198-RKSZG,Stayed,Yes,No,Female,Yes,DSL,"37.924838, -122.289145",37.924838,-122.289145,Yes,80.45,Yes,3,8,Offer D,Yes,No,No,Credit Card,Yes,23141,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,14,1137.05,0,136.78,0.0,1273.83,No,Yes,94530
30,42,35.24,,No,,60,0,El Cerrito,4927,Two Year,United States,5183-KLYEM,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.924838, -122.289145",37.924838,-122.289145,No,112.75,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,23141,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,8192.6,0,2537.28,0.0,10729.88,No,Yes,94530
76,23,22.4,,No,,27,0,Travis Afb,2136,One Year,United States,9489-UTFKA,Stayed,No,No,Male,Yes,DSL,"38.265899, -121.939461",38.265899,-121.939461,Yes,60.9,No,0,9,Offer E,No,Yes,No,Bank Withdrawal,Yes,9978,No,Q3,Yes,3,Yes,California,No,No,Yes,8,551.95,0,179.2,16.58,714.57,No,Yes,94535
41,11,30.94,Price,Yes,Long distance charges,91,1,Travis Afb,4348,One Year,United States,3351-NQLDI,Churned,No,No,Female,Yes,Fiber Optic,"38.265899, -121.939461",38.265899,-121.939461,Yes,94.35,Yes,0,1,Offer A,No,Yes,Yes,Credit Card,Yes,9978,Yes,Q3,Yes,1,No,California,Yes,Yes,No,67,6341.45,0,2072.98,0.0,8414.43,No,Yes,94535
63,21,8.08,Price,Yes,Price too high,87,1,Travis Afb,5090,One Year,United States,5445-PZWGX,Churned,No,No,Male,Yes,Fiber Optic,"38.265899, -121.939461",38.265899,-121.939461,No,102.0,Yes,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,9978,Yes,Q3,No,1,No,California,Yes,Yes,No,62,6529.25,110,500.96,0.0,7140.21,No,No,94535
35,0,18.75,,No,,50,0,Travis Afb,5293,Two Year,United States,8514-VZHEB,Stayed,Yes,No,Male,No,,"38.265899, -121.939461",38.265899,-121.939461,Yes,19.5,No,2,10,Offer B,No,No,No,Credit Card,Yes,9978,No,Q3,Yes,3,No,California,No,No,No,59,1147.85,0,1106.25,0.0,2254.1,No,No,94535
80,8,37.3,,No,,26,0,Fremont,4011,Two Year,United States,4849-PYRLQ,Stayed,No,Yes,Female,Yes,DSL,"37.572273, -121.964583",37.572273,-121.964583,No,73.25,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,66543,Yes,Q3,No,3,Yes,California,Yes,No,No,56,4054.2,0,2088.8,17.16,6125.84,No,Yes,94536
47,22,44.21,,No,,52,0,Fremont,5378,Two Year,United States,9297-EONCV,Stayed,No,Yes,Female,Yes,DSL,"37.572273, -121.964583",37.572273,-121.964583,No,91.35,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,66543,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,6697.2,0,3183.12,0.0,9880.32,No,Yes,94536
53,26,2.95,,No,,33,0,Fremont,4311,Two Year,United States,1227-UDMZR,Stayed,No,Yes,Female,Yes,Cable,"37.572273, -121.964583",37.572273,-121.964583,Yes,91.15,Yes,0,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,66543,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6637.9,0,212.4,0.0,6850.3,No,Yes,94536
29,41,49.74,,No,,54,0,Fremont,6035,Two Year,United States,6625-IUTTT,Stayed,No,Yes,Male,Yes,Cable,"37.572273, -121.964583",37.572273,-121.964583,No,65.55,No,0,0,Offer A,No,Yes,No,Bank Withdrawal,Yes,66543,No,Q3,No,4,No,California,Yes,Yes,No,67,4361.55,40,3332.58,0.0,7734.13,Yes,No,94536
69,12,30.09,,No,,65,0,Vallejo,5325,One Year,United States,2858-EIMXH,Stayed,No,No,Female,Yes,Fiber Optic,"38.093701, -122.276589",38.093701,-122.276589,Yes,95.85,Yes,0,1,,No,No,Yes,Credit Card,Yes,159,No,Q3,Yes,3,Yes,California,Yes,No,Yes,53,5016.25,0,1594.77,18.85,6592.17,No,Yes,94592
32,26,17.87,,No,,72,0,Vallejo,5590,Month-to-Month,United States,3301-LSLWQ,Stayed,No,No,Female,Yes,Cable,"38.093701, -122.276589",38.093701,-122.276589,No,66.1,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,159,No,Q3,No,3,No,California,Yes,Yes,No,29,1912.15,0,518.23,0.0,2430.38,No,Yes,94592
34,8,0.0,,No,,62,0,Vallejo,2854,Month-to-Month,United States,2582-FFFZR,Stayed,No,Yes,Female,Yes,DSL,"38.093701, -122.276589",38.093701,-122.276589,No,50.6,No,0,0,,No,No,Yes,Bank Withdrawal,No,159,No,Q3,No,4,No,California,Yes,Yes,Yes,22,1073.3,0,0.0,0.0,1073.3,No,Yes,94592
60,7,0.0,,No,,55,0,Vallejo,3929,Month-to-Month,United States,2049-BAFNW,Joined,No,Yes,Female,Yes,DSL,"38.093701, -122.276589",38.093701,-122.276589,No,35.9,No,0,0,Offer E,No,No,No,Credit Card,No,159,Yes,Q3,No,5,No,California,No,No,No,1,35.9,0,0.0,0.0,35.9,No,Yes,94592
69,0,45.83,,No,,45,0,Yountville,3418,One Year,United States,6419-ZTTLE,Stayed,No,No,Male,No,,"38.421458, -122.365048",38.421458,-122.365048,Yes,20.75,No,0,2,,No,No,Yes,Bank Withdrawal,Yes,2873,No,Q3,Yes,5,Yes,California,No,No,No,23,485.2,0,1054.09,37.64,1501.65,No,No,94599
64,29,0.0,,No,,27,0,Yountville,6435,Two Year,United States,8780-YRMTT,Stayed,No,Yes,Female,Yes,DSL,"38.421458, -122.365048",38.421458,-122.365048,No,47.4,No,0,0,Offer A,Yes,Yes,Yes,Mailed Check,No,2873,Yes,Q3,No,3,No,California,No,No,No,66,3177.25,0,0.0,0.0,3177.25,No,No,94599
22,46,15.18,,No,,75,0,Yountville,3619,Month-to-Month,United States,6288-LBEAR,Stayed,No,No,Female,Yes,Fiber Optic,"38.421458, -122.365048",38.421458,-122.365048,No,79.1,No,0,0,,Yes,No,Yes,Credit Card,Yes,2873,Yes,Q3,No,5,No,California,No,No,No,23,1783.75,0,349.14,0.0,2132.89,Yes,Yes,94599
36,14,47.45,,No,,31,0,Yountville,2504,One Year,United States,5975-BAICR,Stayed,Yes,Yes,Male,Yes,DSL,"38.421458, -122.365048",38.421458,-122.365048,Yes,63.7,No,2,8,,No,Yes,Yes,Credit Card,Yes,2873,No,Q3,Yes,3,No,California,Yes,Yes,No,36,2188.5,0,1708.2,0.0,3896.7,No,Yes,94599
73,4,14.22,,No,,54,0,Oakland,2660,One Year,United States,8242-SOQUO,Stayed,No,No,Female,Yes,Fiber Optic,"37.787186, -122.14633",37.787186,-122.14633,No,84.7,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,24518,No,Q3,No,4,Yes,California,No,No,Yes,5,392.5,0,71.1,41.2,422.4,No,Yes,94619
65,0,41.98,,No,,20,0,Oakland,3460,Two Year,United States,1855-CFULU,Stayed,No,No,Female,No,,"37.787186, -122.14633",37.787186,-122.14633,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,24518,No,Q3,No,5,Yes,California,No,No,No,4,91.45,0,167.92,0.0,259.37,No,No,94619
44,3,16.06,Other,Yes,Moved,79,1,Oakland,2905,Month-to-Month,United States,1455-ESIQH,Churned,No,No,Male,Yes,Fiber Optic,"37.787186, -122.14633",37.787186,-122.14633,No,89.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,24518,No,Q3,No,2,No,California,Yes,Yes,Yes,1,89.1,0,16.06,0.0,105.16,No,Yes,94619
37,21,43.27,,No,,49,0,Oakland,3509,Month-to-Month,United States,0239-OXEXL,Stayed,No,No,Female,Yes,Fiber Optic,"37.787186, -122.14633",37.787186,-122.14633,No,84.25,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,24518,No,Q3,No,4,No,California,No,No,No,46,3847.6,100,1990.42,0.0,5938.02,No,No,94619
67,24,40.85,,No,,41,0,Oakland,2701,One Year,United States,7460-ITWWP,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.750553, -122.197175",37.750553,-122.197175,Yes,86.1,No,0,5,,No,No,Yes,Bank Withdrawal,Yes,30751,No,Q3,Yes,4,Yes,California,Yes,No,No,45,3861.45,0,1838.25,12.19,5687.51,No,Yes,94621
59,0,32.02,,No,,76,0,Oakland,5320,Two Year,United States,4878-BUNFV,Stayed,Yes,No,Male,No,,"37.750553, -122.197175",37.750553,-122.197175,Yes,20.7,No,1,10,Offer B,No,No,No,Mailed Check,Yes,30751,No,Q3,Yes,5,No,California,No,No,No,42,828.85,0,1344.84,0.0,2173.69,No,No,94621
25,42,30.99,,No,,80,0,Oakland,4562,Month-to-Month,United States,0958-YHXGP,Stayed,No,No,Female,Yes,Fiber Optic,"37.750553, -122.197175",37.750553,-122.197175,No,69.9,No,0,0,,No,No,Yes,Credit Card,Yes,30751,No,Q3,No,4,No,California,No,No,No,7,497.3,0,216.93,0.0,714.23,Yes,Yes,94621
62,0,23.17,,No,,68,0,Oakland,5878,Two Year,United States,2675-IJRGJ,Stayed,No,No,Male,No,,"37.750553, -122.197175",37.750553,-122.197175,No,19.65,No,0,0,,No,No,No,Bank Withdrawal,Yes,30751,No,Q3,No,3,No,California,No,No,No,53,978.0,0,1228.01,0.0,2206.01,No,No,94621
69,30,24.62,,No,,59,0,Berkeley,4953,Two Year,United States,7868-TMWMZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.863843, -122.275684",37.863843,-122.275684,Yes,110.0,No,0,2,,Yes,Yes,Yes,Bank Withdrawal,Yes,19763,Yes,Q3,Yes,5,Yes,California,Yes,No,Yes,60,6668.35,0,1477.2,0.0,8145.55,No,Yes,94703
46,19,12.58,Competitor,Yes,Competitor had better devices,89,1,Berkeley,3600,Month-to-Month,United States,2608-BHKFN,Churned,No,No,Female,Yes,Fiber Optic,"37.863843, -122.275684",37.863843,-122.275684,No,70.05,No,0,0,,No,No,Yes,Credit Card,Yes,19763,No,Q3,No,1,No,California,No,No,No,4,266.9,0,50.32,0.0,317.22,No,Yes,94703
57,12,25.79,Other,Yes,Moved,66,1,Berkeley,4103,Month-to-Month,United States,2979-SXESE,Churned,No,Yes,Female,Yes,Cable,"37.863843, -122.275684",37.863843,-122.275684,Yes,94.4,Yes,0,1,Offer D,No,Yes,No,Bank Withdrawal,Yes,19763,No,Q3,Yes,1,No,California,No,No,Yes,17,1607.2,0,438.43,0.0,2045.63,No,Yes,94703
54,0,26.84,,No,,63,0,Berkeley,2631,Two Year,United States,8577-QSOCG,Stayed,Yes,No,Female,No,,"37.863843, -122.275684",37.863843,-122.275684,Yes,20.2,No,1,9,,No,No,Yes,Credit Card,Yes,19763,No,Q3,Yes,4,No,California,No,No,No,38,746.05,0,1019.92,0.0,1765.97,No,No,94703
80,2,15.23,,No,,37,0,Penngrove,6144,Two Year,United States,4829-ZLJTK,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.325599, -122.642352",38.325599,-122.642352,Yes,112.4,Yes,0,5,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,3777,No,Q3,Yes,3,Yes,California,Yes,No,Yes,72,8046.85,0,1096.56,0.0,9143.41,No,Yes,94951
28,0,42.17,,No,,80,0,Penngrove,2184,Month-to-Month,United States,5996-DAOQL,Joined,No,No,Male,No,,"38.325599, -122.642352",38.325599,-122.642352,No,20.45,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,3777,No,Q3,No,3,No,California,No,No,No,1,20.45,0,42.17,0.0,62.62,Yes,No,94951
51,20,10.07,,No,,52,0,Penngrove,4073,Two Year,United States,4737-HOBAX,Stayed,No,Yes,Male,Yes,Cable,"38.325599, -122.642352",38.325599,-122.642352,Yes,79.8,Yes,0,5,,No,No,No,Credit Card,Yes,3777,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,63,5034.05,0,634.41,0.0,5668.46,No,Yes,94951
23,71,26.86,,No,,78,0,Penngrove,5232,Month-to-Month,United States,4482-FTFFX,Stayed,No,Yes,Male,Yes,DSL,"38.325599, -122.642352",38.325599,-122.642352,No,56.15,No,0,0,,No,No,No,Bank Withdrawal,Yes,3777,Yes,Q3,No,4,No,California,No,No,No,5,291.45,0,134.3,0.0,425.75,Yes,Yes,94951
71,2,6.13,,No,,25,0,Brookdale,5400,Two Year,United States,9845-PEEKO,Stayed,No,No,Female,Yes,Fiber Optic,"37.106902, -122.100006",37.106902,-122.100006,No,79.2,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,1007,No,Q3,No,5,Yes,California,No,No,No,59,4590.35,0,361.67,0.0,4952.02,No,Yes,95007
65,15,31.13,,No,,25,0,Brookdale,3048,Two Year,United States,2277-VWCNI,Stayed,No,No,Female,Yes,DSL,"37.106902, -122.100006",37.106902,-122.100006,No,48.75,Yes,0,0,,No,No,No,Mailed Check,Yes,1007,No,Q3,No,3,Yes,California,No,No,No,4,179.85,0,124.52,0.0,304.37,No,Yes,95007
45,25,22.52,,No,,27,0,Brookdale,5154,One Year,United States,1169-SAOCL,Stayed,No,No,Male,Yes,Fiber Optic,"37.106902, -122.100006",37.106902,-122.100006,No,106.65,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1007,Yes,Q3,No,5,No,California,Yes,Yes,Yes,49,5168.1,130,1103.48,0.0,6401.58,No,No,95007
41,0,39.59,,No,,54,0,Brookdale,4208,One Year,United States,7353-YOWFP,Stayed,No,No,Female,No,,"37.106902, -122.100006",37.106902,-122.100006,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,1007,No,Q3,No,5,No,California,No,No,No,7,129.15,0,277.13,0.0,406.28,No,No,95007
74,22,4.2,,No,,41,0,Castroville,2641,One Year,United States,1751-NCDLI,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.784481, -121.759054",36.784481,-121.759054,Yes,98.85,Yes,0,6,,No,No,Yes,Bank Withdrawal,Yes,8582,No,Q3,Yes,5,Yes,California,Yes,No,Yes,46,4564.9,0,193.2,0.0,4758.1,No,Yes,95012
68,20,26.11,,No,,24,0,Castroville,5961,Month-to-Month,United States,7537-CBQUZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.784481, -121.759054",36.784481,-121.759054,No,109.4,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,8582,No,Q3,No,3,Yes,California,Yes,Yes,Yes,63,7031.45,0,1644.93,0.0,8676.38,No,Yes,95012
27,82,36.69,,No,,37,0,Castroville,2849,Month-to-Month,United States,3518-PZXZQ,Joined,No,No,Female,Yes,DSL,"36.784481, -121.759054",36.784481,-121.759054,Yes,55.3,No,0,8,,No,No,Yes,Credit Card,Yes,8582,No,Q3,Yes,3,No,California,No,No,Yes,1,55.3,0,36.69,0.0,91.99,Yes,Yes,95012
31,0,22.53,,No,,40,0,Castroville,3721,One Year,United States,1930-BZLHI,Stayed,No,No,Male,No,,"36.784481, -121.759054",36.784481,-121.759054,No,20.35,No,0,0,,No,No,Yes,Credit Card,Yes,8582,No,Q3,No,5,No,California,No,No,No,21,422.7,0,473.13,0.0,895.83,No,No,95012
69,22,37.39,,No,,33,0,San Jose,4994,Two Year,United States,2176-LVPNX,Stayed,No,Yes,Female,Yes,DSL,"37.333851, -121.891147",37.333851,-121.891147,No,89.85,Yes,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,561,Yes,Q3,No,3,Yes,California,Yes,No,Yes,71,6293.45,140,2654.69,0.0,9088.14,No,No,95113
33,16,5.16,Price,Yes,Extra data charges,89,1,San Jose,4162,Month-to-Month,United States,3945-GFWQL,Churned,Yes,No,Female,Yes,DSL,"37.333851, -121.891147",37.333851,-121.891147,No,44.55,No,1,0,,No,No,Yes,Bank Withdrawal,Yes,561,No,Q3,No,3,No,California,No,No,No,12,480.6,0,61.92,18.21,524.31,No,No,95113
31,19,48.04,,No,,33,0,San Jose,4104,Month-to-Month,United States,1810-MVMAI,Stayed,Yes,Yes,Male,Yes,Cable,"37.333851, -121.891147",37.333851,-121.891147,Yes,67.6,Yes,1,4,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,561,Yes,Q3,Yes,3,No,California,No,No,No,30,2000.2,0,1441.2,0.0,3441.4,No,Yes,95113
29,52,7.6,,No,,64,0,San Jose,4852,Month-to-Month,United States,6217-TOWGS,Stayed,No,No,Female,Yes,DSL,"37.333851, -121.891147",37.333851,-121.891147,Yes,75.4,Yes,0,5,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,561,No,Q3,Yes,3,No,California,Yes,Yes,Yes,17,1322.55,0,129.2,0.0,1451.75,Yes,Yes,95113
70,20,44.08,,No,,69,0,San Jose,5527,One Year,United States,3452-ABWRL,Stayed,No,No,Male,Yes,Fiber Optic,"37.424655, -121.74841",37.424655,-121.74841,No,86.05,Yes,0,0,,No,No,Yes,Credit Card,Yes,40568,No,Q3,No,3,Yes,California,No,No,Yes,47,3865.6,0,2071.76,0.0,5937.36,No,Yes,95132
75,26,0.0,,No,,77,0,San Jose,3410,Two Year,United States,5533-NHFRF,Stayed,No,No,Male,Yes,DSL,"37.424655, -121.74841",37.424655,-121.74841,No,44.4,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,40568,Yes,Q3,No,4,Yes,California,Yes,No,No,7,265.8,0,0.0,0.0,265.8,No,Yes,95132
51,3,22.56,Dissatisfaction,Yes,Lack of self-service on Website,76,1,San Jose,2876,Month-to-Month,United States,8364-TRMMK,Churned,No,No,Female,Yes,Cable,"37.424655, -121.74841",37.424655,-121.74841,No,50.65,Yes,0,0,Offer E,No,No,Yes,Mailed Check,Yes,40568,No,Q3,No,1,No,California,No,No,No,3,151.3,0,67.68,0.0,218.98,No,Yes,95132
36,22,23.5,,No,,31,0,San Jose,5396,Month-to-Month,United States,4749-OJKQU,Stayed,No,No,Female,Yes,Fiber Optic,"37.424655, -121.74841",37.424655,-121.74841,No,75.65,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,40568,No,Q3,No,5,No,California,No,No,No,4,302.35,0,94.0,0.0,396.35,No,Yes,95132
73,0,45.76,,No,,66,0,Stockton,2962,One Year,United States,3082-WQRVY,Stayed,No,No,Male,No,,"37.954089, -121.329761",37.954089,-121.329761,Yes,19.65,No,0,8,,No,No,No,Credit Card,Yes,16357,No,Q3,Yes,5,Yes,California,No,No,No,14,228.65,0,640.64,0.0,869.29,No,No,95203
30,42,24.67,,No,,71,0,Stockton,5548,Two Year,United States,1023-BQXZE,Stayed,No,Yes,Male,Yes,DSL,"37.954089, -121.329761",37.954089,-121.329761,No,74.35,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,16357,No,Q3,No,4,No,California,Yes,Yes,Yes,57,4317.35,0,1406.19,0.0,5723.54,No,Yes,95203
35,21,40.87,,No,,30,0,Stockton,4118,Month-to-Month,United States,2672-OJQZP,Joined,No,No,Female,Yes,Cable,"37.954089, -121.329761",37.954089,-121.329761,No,44.75,No,0,0,,No,No,No,Credit Card,Yes,16357,No,Q3,No,5,No,California,No,No,No,1,44.75,0,40.87,0.0,85.62,No,Yes,95203
20,0,18.28,,No,,72,0,Stockton,4925,Month-to-Month,United States,0690-SRQID,Stayed,No,No,Male,No,,"37.954089, -121.329761",37.954089,-121.329761,No,19.65,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,16357,No,Q3,No,3,No,California,No,No,No,4,67.55,0,73.12,0.0,140.67,Yes,No,95203
65,25,11.41,,No,,50,0,Farmington,5428,One Year,United States,5268-DSMNQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.956963, -120.863055",37.956963,-120.863055,Yes,97.95,Yes,0,5,,Yes,No,Yes,Credit Card,Yes,596,No,Q3,Yes,5,Yes,California,No,No,Yes,62,5936.55,0,707.42,0.0,6643.97,No,Yes,95230
75,29,0.0,,No,,72,0,Farmington,2494,Two Year,United States,4360-QRAVE,Stayed,No,Yes,Male,Yes,DSL,"37.956963, -120.863055",37.956963,-120.863055,No,36.65,No,0,0,Offer C,Yes,No,No,Bank Withdrawal,No,596,No,Q3,No,5,Yes,California,No,No,No,37,1315.0,0,0.0,0.0,1315.0,No,Yes,95230
50,17,2.05,,No,,60,0,Farmington,4561,Month-to-Month,United States,0082-OQIQY,Stayed,No,No,Male,Yes,Fiber Optic,"37.956963, -120.863055",37.956963,-120.863055,No,94.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,596,Yes,Q3,No,5,No,California,Yes,Yes,Yes,29,2607.6,20,59.45,0.0,2687.05,No,No,95230
25,51,3.26,,No,,50,0,Farmington,2847,Month-to-Month,United States,1228-ZLNBX,Stayed,No,No,Male,Yes,Fiber Optic,"37.956963, -120.863055",37.956963,-120.863055,No,75.3,Yes,0,0,,No,No,No,Credit Card,Yes,596,No,Q3,No,3,No,California,No,No,No,21,1570.7,0,68.46,0.0,1639.16,Yes,Yes,95230
67,12,41.88,,No,,66,0,Hathaway Pines,4025,One Year,United States,6242-MBHPK,Stayed,No,No,Female,Yes,Fiber Optic,"38.184914, -120.364085",38.184914,-120.364085,Yes,95.1,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,335,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,23,2326.05,0,963.24,0.0,3289.29,No,Yes,95233
23,85,20.07,Competitor,Yes,Competitor offered more data,95,1,Hathaway Pines,5504,One Year,United States,3763-GCZHZ,Churned,No,No,Male,Yes,Fiber Optic,"38.184914, -120.364085",38.184914,-120.364085,Yes,104.05,Yes,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,335,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,66,6890.0,0,1324.62,0.0,8214.62,Yes,Yes,95233
44,3,18.38,Dissatisfaction,Yes,Poor expertise of phone support,76,1,Hathaway Pines,2850,Month-to-Month,United States,3018-TFTSU,Churned,No,Yes,Male,Yes,Fiber Optic,"38.184914, -120.364085",38.184914,-120.364085,No,81.7,No,0,0,Offer D,No,Yes,No,Bank Withdrawal,Yes,335,No,Q3,No,1,No,California,No,No,No,12,858.6,0,220.56,0.0,1079.16,No,Yes,95233
49,3,21.39,,No,,29,0,Hathaway Pines,4740,One Year,United States,7445-WMRBW,Stayed,No,Yes,Female,Yes,DSL,"38.184914, -120.364085",38.184914,-120.364085,No,73.85,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,335,Yes,Q3,No,4,No,California,No,No,Yes,48,3581.4,60,1026.72,0.0,4668.12,No,No,95233
72,24,37.53,,No,,20,0,Lodi,5089,Two Year,United States,4782-OSFXZ,Stayed,No,Yes,Female,Yes,DSL,"38.128087, -121.4078",38.128087,-121.4078,Yes,82.7,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,22073,Yes,Q3,Yes,3,Yes,California,Yes,Yes,No,71,5831.2,0,2664.63,0.0,8495.83,No,Yes,95242
22,0,45.84,Attitude,Yes,Attitude of support person,86,1,Lodi,2853,Month-to-Month,United States,7083-YNSKY,Churned,No,No,Female,No,,"38.128087, -121.4078",38.128087,-121.4078,No,25.4,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,22073,No,Q3,No,1,No,California,No,No,No,15,399.6,0,687.6,0.0,1087.2,Yes,No,95242
34,2,44.2,,No,,53,0,Lodi,6452,Two Year,United States,0536-ACXIP,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.128087, -121.4078",38.128087,-121.4078,Yes,109.55,Yes,0,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,22073,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8165.1,0,3182.4,0.0,11347.5,No,Yes,95242
58,8,10.88,,No,,54,0,Lodi,2393,Month-to-Month,United States,6218-KNUBD,Stayed,No,No,Male,Yes,Cable,"38.128087, -121.4078",38.128087,-121.4078,No,59.45,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,22073,No,Q3,No,4,No,California,No,No,Yes,6,357.6,0,65.28,0.0,422.88,No,Yes,95242
77,19,49.21,,No,,59,0,Wallace,4848,One Year,United States,1641-RQDAY,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.192608, -120.957842",38.192608,-120.957842,Yes,100.4,Yes,2,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,304,No,Q3,Yes,3,Yes,California,Yes,No,Yes,32,3217.65,0,1574.72,0.0,4792.37,No,Yes,95254
21,0,15.73,Competitor,Yes,Competitor made better offer,82,1,Wallace,5421,Month-to-Month,United States,7434-SHXLS,Churned,No,No,Female,No,,"38.192608, -120.957842",38.192608,-120.957842,No,20.9,No,0,0,Offer E,No,No,No,Mailed Check,Yes,304,No,Q3,No,3,No,California,No,No,No,1,20.9,0,15.73,0.0,36.63,Yes,No,95254
57,0,17.38,,No,,20,0,Wallace,4538,Two Year,United States,8857-CUPFQ,Stayed,No,No,Male,No,,"38.192608, -120.957842",38.192608,-120.957842,Yes,19.25,No,0,9,Offer B,No,No,No,Credit Card,Yes,304,No,Q3,Yes,3,No,California,No,No,No,63,1237.65,0,1094.94,0.0,2332.59,No,No,95254
50,16,4.45,,No,,68,0,Wallace,3157,Month-to-Month,United States,3317-VLGQT,Stayed,No,No,Female,Yes,Fiber Optic,"38.192608, -120.957842",38.192608,-120.957842,Yes,78.1,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,304,No,Q3,Yes,4,No,California,Yes,Yes,No,14,1122.4,0,62.3,0.0,1184.7,No,Yes,95254
75,16,47.86,,No,,70,0,El Nido,4113,Two Year,United States,8089-UZWLX,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.127386, -120.506422",37.127386,-120.506422,No,104.05,Yes,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,808,No,Q3,No,5,Yes,California,Yes,No,Yes,71,7413.55,0,3398.06,0.0,10811.61,No,Yes,95317
34,0,21.28,,No,,40,0,El Nido,4180,Two Year,United States,5465-BUBFA,Stayed,Yes,No,Female,No,,"37.127386, -120.506422",37.127386,-120.506422,Yes,19.3,No,1,1,Offer B,No,No,No,Bank Withdrawal,Yes,808,No,Q3,Yes,3,No,California,No,No,No,41,772.4,0,872.48,0.0,1644.88,No,No,95317
58,0,1.61,,No,,33,0,El Nido,5809,Month-to-Month,United States,7853-WNZSY,Joined,No,No,Male,No,,"37.127386, -120.506422",37.127386,-120.506422,No,19.75,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,808,No,Q3,No,5,No,California,No,No,No,1,19.75,0,1.61,0.0,21.36,No,No,95317
40,0,26.98,,No,,71,0,El Nido,6391,One Year,United States,5774-QPLTF,Stayed,Yes,No,Male,No,,"37.127386, -120.506422",37.127386,-120.506422,Yes,20.35,No,2,9,,No,No,Yes,Credit Card,Yes,808,No,Q3,Yes,5,No,California,No,No,No,50,938.95,0,1349.0,0.0,2287.95,No,No,95317
70,16,8.98,,No,,37,0,Hughson,2399,One Year,United States,4468-KAZHE,Stayed,No,No,Female,Yes,DSL,"37.5923, -120.853288",37.5923,-120.853288,Yes,60.0,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,6822,No,Q3,Yes,5,Yes,California,Yes,No,No,20,1259.35,0,179.6,0.0,1438.95,No,Yes,95326
34,25,35.8,Competitor,Yes,Competitor offered higher download speeds,91,1,Hughson,3545,Month-to-Month,United States,6178-KFNHS,Churned,No,No,Female,Yes,Fiber Optic,"37.5923, -120.853288",37.5923,-120.853288,No,78.3,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,6822,No,Q3,No,1,No,California,No,No,No,12,909.25,0,429.6,0.0,1338.85,No,Yes,95326
49,9,24.52,Competitor,Yes,Competitor offered more data,81,1,Hughson,2236,Month-to-Month,United States,3627-FCRDW,Churned,No,No,Female,Yes,Fiber Optic,"37.5923, -120.853288",37.5923,-120.853288,No,71.0,No,0,0,,No,No,No,Bank Withdrawal,Yes,6822,No,Q3,No,3,No,California,No,No,No,9,672.55,0,220.68,8.35,884.88,No,Yes,95326
50,10,37.6,,No,,54,0,Hughson,5168,Month-to-Month,United States,6985-HAYWX,Stayed,No,No,Female,Yes,Fiber Optic,"37.5923, -120.853288",37.5923,-120.853288,Yes,79.3,Yes,0,5,,Yes,No,No,Bank Withdrawal,Yes,6822,No,Q3,Yes,3,No,California,No,No,No,26,2015.8,0,977.6,0.0,2993.4,No,Yes,95326
77,8,2.19,,No,,74,0,Waterford,5413,One Year,United States,1543-LLLFT,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.669516, -120.626964",37.669516,-120.626964,Yes,98.3,Yes,0,2,,Yes,No,Yes,Credit Card,Yes,8308,Yes,Q3,Yes,3,Yes,California,No,No,Yes,61,6066.55,0,133.59,0.0,6200.14,No,Yes,95386
66,30,27.0,,No,,80,0,Waterford,5831,Month-to-Month,United States,8495-PRWFH,Stayed,No,Yes,Female,Yes,Cable,"37.669516, -120.626964",37.669516,-120.626964,No,55.65,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,8308,No,Q3,No,4,Yes,California,No,No,No,42,2421.75,0,1134.0,0.0,3555.75,No,Yes,95386
31,26,13.84,Dissatisfaction,Yes,Network reliability,73,1,Waterford,2644,Month-to-Month,United States,5696-QURRL,Churned,No,No,Male,Yes,DSL,"37.669516, -120.626964",37.669516,-120.626964,No,45.05,No,0,0,,No,No,Yes,Credit Card,Yes,8308,No,Q3,No,3,No,California,No,No,No,1,45.05,70,13.84,0.0,128.89,No,No,95386
49,3,42.77,Price,Yes,Price too high,77,1,Waterford,6289,Two Year,United States,4355-HBJHH,Churned,No,Yes,Male,Yes,DSL,"37.669516, -120.626964",37.669516,-120.626964,Yes,79.7,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,8308,No,Q3,No,1,No,California,Yes,Yes,Yes,67,5293.4,0,2865.59,0.0,8158.99,No,Yes,95386
76,11,46.82,,No,,24,0,Albion,5272,One Year,United States,6507-ZJSUR,Stayed,No,No,Male,Yes,Fiber Optic,"39.225694, -123.717354",39.225694,-123.717354,Yes,90.45,No,0,6,,No,No,Yes,Bank Withdrawal,Yes,1054,No,Q3,Yes,4,Yes,California,Yes,No,Yes,23,2117.25,30,1076.86,0.0,3224.11,No,No,95410
72,17,36.27,,No,,51,0,Albion,3468,Month-to-Month,United States,6458-CYIDZ,Stayed,No,No,Female,Yes,Fiber Optic,"39.225694, -123.717354",39.225694,-123.717354,No,80.7,No,0,0,Offer E,Yes,Yes,No,Bank Withdrawal,Yes,1054,No,Q3,No,4,Yes,California,No,No,No,5,374.8,0,181.35,0.0,556.15,No,Yes,95410
39,0,28.9,,No,,51,0,Albion,3881,Two Year,United States,8234-GSZYK,Stayed,No,No,Male,No,,"39.225694, -123.717354",39.225694,-123.717354,No,26.45,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,1054,No,Q3,No,4,No,California,No,No,No,43,1110.05,0,1242.7,0.0,2352.75,No,No,95410
37,19,49.78,,No,,41,0,Albion,2347,Month-to-Month,United States,2074-GUHPQ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.225694, -123.717354",39.225694,-123.717354,No,92.7,Yes,2,0,,Yes,No,Yes,Credit Card,Yes,1054,Yes,Q3,No,4,No,California,No,No,No,17,1556.85,0,846.26,0.0,2403.11,No,Yes,95410
67,4,0.0,,No,,38,0,Dos Rios,5715,One Year,United States,0723-VSOBE,Stayed,No,No,Female,Yes,Cable,"39.756049, -123.358701",39.756049,-123.358701,No,34.2,No,0,0,Offer B,No,No,No,Bank Withdrawal,No,91,No,Q3,No,3,Yes,California,Yes,No,No,45,1596.6,0,0.0,0.0,1596.6,No,No,95429
38,19,1.6,,No,,48,0,Dos Rios,3350,One Year,United States,9619-GSATL,Stayed,No,No,Female,Yes,DSL,"39.756049, -123.358701",39.756049,-123.358701,No,55.45,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,91,Yes,Q3,No,4,No,California,No,No,No,43,2444.25,130,68.8,0.0,2643.05,No,No,95429
62,53,12.41,,No,,38,0,Dos Rios,5681,Month-to-Month,United States,9415-TPKRV,Stayed,Yes,No,Female,Yes,DSL,"39.756049, -123.358701",39.756049,-123.358701,Yes,55.75,Yes,3,1,Offer E,Yes,No,No,Bank Withdrawal,Yes,91,No,Q3,Yes,4,No,California,No,No,No,8,446.8,0,99.28,0.0,546.08,No,Yes,95429
48,0,31.85,,No,,26,0,Dos Rios,4246,Two Year,United States,8999-EXMNO,Stayed,Yes,No,Female,No,,"39.756049, -123.358701",39.756049,-123.358701,Yes,20.15,No,3,1,Offer D,No,No,No,Credit Card,Yes,91,No,Q3,Yes,3,No,California,No,No,No,19,387.7,0,605.15,2.97,989.88,No,No,95429
71,28,10.57,,No,,59,0,Glen Ellen,5693,One Year,United States,1004-NOZNR,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.368744, -122.522642",38.368744,-122.522642,No,94.8,No,2,0,Offer B,No,Yes,No,Credit Card,Yes,4101,No,Q3,No,4,Yes,California,Yes,No,Yes,56,5264.3,0,591.92,0.0,5856.22,No,Yes,95442
32,30,3.95,Competitor,Yes,Competitor made better offer,91,1,Glen Ellen,2270,Month-to-Month,United States,7639-SUPCW,Churned,No,No,Female,Yes,DSL,"38.368744, -122.522642",38.368744,-122.522642,No,48.8,No,0,0,,No,Yes,Yes,Credit Card,Yes,4101,No,Q3,No,1,No,California,No,No,No,22,1054.6,20,86.9,0.0,1161.5,No,No,95442
47,0,19.75,,No,,70,0,Glen Ellen,6492,Two Year,United States,2181-TIDSV,Stayed,Yes,No,Male,No,,"38.368744, -122.522642",38.368744,-122.522642,Yes,19.95,No,3,4,Offer A,No,No,Yes,Bank Withdrawal,Yes,4101,No,Q3,Yes,3,No,California,No,No,No,68,1303.25,0,1343.0,0.0,2646.25,No,No,95442
64,0,37.7,,No,,26,0,Glen Ellen,3722,One Year,United States,0042-JVWOJ,Stayed,No,No,Male,No,,"38.368744, -122.522642",38.368744,-122.522642,No,19.6,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,4101,No,Q3,No,4,No,California,No,No,No,26,471.85,0,980.2,21.25,1430.8,No,No,95442
66,4,8.75,,No,,20,0,Glenhaven,3828,One Year,United States,1251-STYSZ,Stayed,No,No,Female,Yes,Fiber Optic,"39.045246, -122.743181",39.045246,-122.743181,No,80.25,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,175,No,Q3,No,4,Yes,California,No,No,No,4,303.7,30,35.0,0.0,368.7,No,No,95443
67,27,0.0,,No,,68,0,Glenhaven,2560,Two Year,United States,2761-XECQW,Stayed,No,Yes,Male,Yes,Cable,"39.045246, -122.743181",39.045246,-122.743181,Yes,43.35,No,0,1,,Yes,No,Yes,Credit Card,No,175,No,Q3,Yes,3,Yes,California,Yes,No,No,8,371.4,0,0.0,0.0,371.4,No,Yes,95443
42,0,33.18,,No,,26,0,Glenhaven,4097,Month-to-Month,United States,1386-ZIKUV,Stayed,No,No,Male,No,,"39.045246, -122.743181",39.045246,-122.743181,No,18.95,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,175,No,Q3,No,5,No,California,No,No,No,7,130.55,0,232.26,0.0,362.81,No,No,95443
55,8,48.78,,No,,49,0,Glenhaven,4889,Month-to-Month,United States,0130-SXOUN,Stayed,No,No,Male,Yes,Fiber Optic,"39.045246, -122.743181",39.045246,-122.743181,No,89.4,Yes,0,0,Offer A,Yes,No,No,Credit Card,Yes,175,No,Q3,No,3,No,California,Yes,Yes,No,66,5976.9,40,3219.48,36.02,9200.36,No,No,95443
75,16,26.0,,No,,24,0,Kelseyville,5987,One Year,United States,9681-KYGYB,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.93496, -122.792243",38.93496,-122.792243,Yes,88.2,Yes,0,5,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,9902,No,Q3,Yes,4,Yes,California,No,No,No,49,4159.45,0,1274.0,0.0,5433.45,No,Yes,95451
70,18,22.74,,No,,68,0,Kelseyville,5061,One Year,United States,0471-ARVMX,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.93496, -122.792243",38.93496,-122.792243,Yes,104.85,Yes,0,8,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,9902,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,62,6312.9,0,1409.88,0.0,7722.78,No,Yes,95451
41,27,47.48,,No,,72,0,Kelseyville,5905,One Year,United States,2931-XIQBR,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.93496, -122.792243",38.93496,-122.792243,Yes,103.05,No,3,7,,No,No,No,Credit Card,Yes,9902,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,50,5153.5,0,2374.0,0.0,7527.5,No,Yes,95451
39,16,31.15,,No,,53,0,Kelseyville,5641,Two Year,United States,6631-HMANX,Stayed,No,Yes,Male,Yes,Cable,"38.93496, -122.792243",38.93496,-122.792243,Yes,85.45,Yes,0,10,,Yes,No,Yes,Credit Card,Yes,9902,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6227.5,0,2242.8,0.0,8470.3,No,Yes,95451
78,3,12.26,,No,,29,0,Laytonville,4964,Two Year,United States,7005-CYUIL,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.806141, -123.531098",39.806141,-123.531098,Yes,99.4,No,0,2,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,2706,Yes,Q3,Yes,3,Yes,California,No,No,Yes,71,7168.25,0,870.46,0.0,8038.71,No,Yes,95454
54,29,28.2,Competitor,Yes,Competitor made better offer,85,1,Laytonville,5180,Month-to-Month,United States,9681-OXGVC,Churned,No,Yes,Female,Yes,Fiber Optic,"39.806141, -123.531098",39.806141,-123.531098,No,100.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,2706,No,Q3,No,3,No,California,Yes,Yes,Yes,5,514.0,0,141.0,0.0,655.0,No,Yes,95454
31,18,9.29,,No,,38,0,Laytonville,5748,Two Year,United States,1930-QPBVZ,Stayed,Yes,No,Male,Yes,Fiber Optic,"39.806141, -123.531098",39.806141,-123.531098,Yes,95.1,No,2,3,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,2706,Yes,Q3,Yes,3,No,California,Yes,Yes,No,68,6683.4,0,631.72,0.0,7315.12,No,Yes,95454
26,0,39.44,,No,,72,0,Laytonville,4241,Two Year,United States,0825-CPPQH,Stayed,No,No,Female,No,,"39.806141, -123.531098",39.806141,-123.531098,Yes,19.1,No,0,2,,No,No,No,Credit Card,Yes,2706,No,Q3,Yes,4,No,California,No,No,No,71,1372.45,0,2800.24,0.0,4172.69,Yes,No,95454
74,25,28.72,,No,,26,0,Manchester,4796,Two Year,United States,2388-LAESQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.966713, -123.586412",38.966713,-123.586412,Yes,114.85,Yes,0,3,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,586,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,8317.95,0,2067.84,0.0,10385.79,No,Yes,95459
72,21,12.91,,No,,56,0,Manchester,5754,Two Year,United States,7740-BTPUX,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.966713, -123.586412",38.966713,-123.586412,Yes,113.6,Yes,0,7,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,586,Yes,Q3,Yes,5,Yes,California,Yes,No,Yes,55,6292.7,0,710.05,0.0,7002.75,No,Yes,95459
71,10,13.36,,No,,34,0,Manchester,4204,Two Year,United States,7524-VRLPL,Stayed,No,Yes,Male,Yes,Cable,"38.966713, -123.586412",38.966713,-123.586412,No,74.1,Yes,0,0,Offer A,No,Yes,No,Credit Card,Yes,586,Yes,Q3,No,3,Yes,California,Yes,Yes,No,69,5031.0,0,921.84,0.0,5952.84,No,Yes,95459
79,22,44.1,,No,,55,0,Manchester,3669,Month-to-Month,United States,1932-UEDCX,Stayed,No,No,Male,Yes,Fiber Optic,"38.966713, -123.586412",38.966713,-123.586412,Yes,100.6,Yes,0,6,,Yes,No,Yes,Bank Withdrawal,Yes,586,No,Q3,Yes,4,Yes,California,Yes,No,Yes,33,3270.25,0,1455.3,0.0,4725.55,No,Yes,95459
75,9,16.72,,No,,25,0,Redwood Valley,5856,Two Year,United States,3108-PCCGG,Stayed,No,Yes,Male,Yes,Cable,"39.298065, -123.25211",39.298065,-123.25211,Yes,84.45,Yes,0,3,Offer A,Yes,Yes,No,Credit Card,Yes,5995,No,Q3,Yes,3,Yes,California,Yes,No,Yes,72,5899.85,0,1203.84,0.0,7103.69,No,Yes,95470
52,3,16.67,Competitor,Yes,Competitor had better devices,91,1,Redwood Valley,3123,Month-to-Month,United States,4658-HCOHW,Churned,No,Yes,Female,Yes,Fiber Optic,"39.298065, -123.25211",39.298065,-123.25211,Yes,102.8,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,5995,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,21,2110.15,0,350.07,0.0,2460.22,No,Yes,95470
51,0,13.42,,No,,55,0,Redwood Valley,4006,Two Year,United States,5310-NOOVA,Stayed,No,No,Male,No,,"39.298065, -123.25211",39.298065,-123.25211,No,19.95,No,0,0,,No,No,No,Bank Withdrawal,Yes,5995,No,Q3,No,5,No,California,No,No,No,46,907.05,0,617.32,0.0,1524.37,No,No,95470
47,16,18.74,,No,,61,0,Redwood Valley,4556,Two Year,United States,7054-DMVAS,Stayed,No,No,Male,Yes,DSL,"39.298065, -123.25211",39.298065,-123.25211,No,65.3,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,5995,No,Q3,No,3,No,California,No,No,Yes,54,3512.9,0,1011.96,0.0,4524.86,No,Yes,95470
66,2,26.55,,No,,33,0,Elverta,4250,One Year,United States,4238-HFHSN,Stayed,No,No,Male,Yes,Fiber Optic,"38.734997, -121.463719",38.734997,-121.463719,Yes,82.15,Yes,0,4,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,6197,No,Q3,Yes,3,Yes,California,No,No,No,61,4904.85,0,1619.55,0.0,6524.4,No,Yes,95626
32,19,5.26,Dissatisfaction,Yes,Service dissatisfaction,79,1,Elverta,5115,Month-to-Month,United States,6214-EDAKZ,Churned,Yes,No,Female,Yes,DSL,"38.734997, -121.463719",38.734997,-121.463719,Yes,55.15,No,1,1,,Yes,No,No,Bank Withdrawal,Yes,6197,Yes,Q3,Yes,2,No,California,No,No,No,22,1206.05,30,115.72,0.0,1351.77,No,No,95626
59,3,36.24,Price,Yes,Extra data charges,74,1,Elverta,2195,Month-to-Month,United States,3393-FMZPV,Churned,No,No,Female,Yes,Fiber Optic,"38.734997, -121.463719",38.734997,-121.463719,No,100.25,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,6197,No,Q3,No,1,No,California,Yes,Yes,Yes,25,2387.75,0,906.0,0.0,3293.75,No,Yes,95626
41,14,16.73,,No,,31,0,Elverta,3784,One Year,United States,0691-NIKRI,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.734997, -121.463719",38.734997,-121.463719,No,105.95,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,6197,Yes,Q3,No,5,No,California,Yes,Yes,Yes,40,4335.2,0,669.2,0.0,5004.4,No,Yes,95626
79,21,6.59,,No,,76,0,Shingle Springs,5285,One Year,United States,2692-BUCFV,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.598936, -120.963092",38.598936,-120.963092,No,101.45,No,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,24738,No,Q3,No,4,Yes,California,Yes,No,Yes,29,2948.6,60,191.11,0.0,3199.71,No,No,95682
64,22,17.46,,No,,52,0,Shingle Springs,2904,Month-to-Month,United States,1666-JXLKU,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.598936, -120.963092",38.598936,-120.963092,No,100.05,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,24738,No,Q3,No,5,No,California,Yes,Yes,Yes,37,3810.55,0,646.02,0.0,4456.57,No,Yes,95682
21,73,8.52,,No,,33,0,Shingle Springs,6474,Two Year,United States,7508-DQAKK,Stayed,No,Yes,Female,Yes,DSL,"38.598936, -120.963092",38.598936,-120.963092,No,86.4,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,24738,Yes,Q3,No,3,No,California,Yes,Yes,Yes,64,5442.05,0,545.28,0.0,5987.33,Yes,Yes,95682
23,26,0.0,,No,,66,0,Shingle Springs,4483,Two Year,United States,0848-SOMKO,Stayed,No,Yes,Male,Yes,DSL,"38.598936, -120.963092",38.598936,-120.963092,No,48.4,No,0,0,,No,Yes,No,Bank Withdrawal,No,24738,Yes,Q3,No,3,No,California,Yes,Yes,No,70,3442.8,0,0.0,0.0,3442.8,Yes,Yes,95682
69,23,41.13,,No,,71,0,Vacaville,3283,One Year,United States,5651-WYIPH,Stayed,No,No,Female,Yes,Cable,"38.419088, -122.024568",38.419088,-122.024568,No,49.85,No,0,0,,Yes,No,Yes,Credit Card,Yes,32564,No,Q3,No,3,Yes,California,No,No,No,18,865.75,0,740.34,0.0,1606.09,No,Yes,95688
41,0,23.16,Attitude,Yes,Attitude of support person,89,1,Vacaville,2959,Month-to-Month,United States,4211-MMAZN,Churned,No,No,Male,No,,"38.419088, -122.024568",38.419088,-122.024568,No,20.25,No,0,0,Offer E,No,No,No,Mailed Check,Yes,32564,No,Q3,No,1,No,California,No,No,No,1,20.25,0,23.16,0.0,43.41,No,No,95688
63,0,4.76,,No,,43,0,Vacaville,3595,Month-to-Month,United States,1784-BXEFA,Stayed,No,No,Female,No,,"38.419088, -122.024568",38.419088,-122.024568,No,20.55,No,0,0,,No,No,Yes,Mailed Check,Yes,32564,No,Q3,No,3,No,California,No,No,No,10,187.35,0,47.6,0.0,234.95,No,No,95688
46,25,26.25,,No,,78,0,Vacaville,5635,Month-to-Month,United States,0943-ZQPXH,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.419088, -122.024568",38.419088,-122.024568,Yes,92.95,No,1,2,,No,No,Yes,Bank Withdrawal,Yes,32564,No,Q3,Yes,5,No,California,Yes,Yes,Yes,44,4122.9,0,1155.0,0.0,5277.9,No,Yes,95688
69,3,47.06,,No,,48,0,Camino,4374,One Year,United States,6896-SRVYQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.748316, -120.675512",38.748316,-120.675512,No,73.85,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,4829,No,Q3,No,5,Yes,California,No,No,No,44,3122.4,100,2070.64,0.0,5293.04,No,No,95709
51,23,10.64,Other,Yes,Poor expertise of online support,76,1,Camino,5274,Month-to-Month,United States,2141-RRYGO,Churned,No,No,Female,Yes,DSL,"38.748316, -120.675512",38.748316,-120.675512,No,68.65,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,4829,No,Q3,No,3,No,California,Yes,Yes,Yes,4,261.25,0,42.56,0.0,303.81,No,Yes,95709
49,0,32.47,,No,,29,0,Camino,5964,One Year,United States,8748-HFWBO,Stayed,Yes,No,Male,No,,"38.748316, -120.675512",38.748316,-120.675512,Yes,19.9,No,3,2,Offer D,No,No,No,Credit Card,Yes,4829,No,Q3,Yes,5,No,California,No,No,No,19,357.7,0,616.93,0.0,974.63,No,No,95709
36,26,0.0,,No,,24,0,Camino,2327,Two Year,United States,2335-GSODA,Stayed,Yes,Yes,Male,Yes,DSL,"38.748316, -120.675512",38.748316,-120.675512,No,40.1,No,3,0,,No,Yes,No,Credit Card,No,4829,Yes,Q3,No,4,No,California,No,No,No,23,857.75,0,0.0,0.0,857.75,No,Yes,95709
68,29,15.3,,No,,39,0,Pollock Pines,4452,One Year,United States,9052-VKDUW,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.733908, -120.453416",38.733908,-120.453416,Yes,109.4,Yes,0,8,Offer B,Yes,Yes,Yes,Credit Card,Yes,8577,No,Q3,Yes,3,Yes,California,Yes,No,Yes,65,7227.45,0,994.5,0.0,8221.95,No,Yes,95726
48,8,45.59,Price,Yes,Price too high,69,1,Pollock Pines,2545,Month-to-Month,United States,6979-ZNSFF,Churned,No,No,Female,Yes,Fiber Optic,"38.733908, -120.453416",38.733908,-120.453416,No,87.05,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,8577,No,Q3,No,1,No,California,No,No,Yes,8,762.1,0,364.72,0.0,1126.82,No,Yes,95726
28,48,10.06,,No,,33,0,Pollock Pines,3885,Month-to-Month,United States,3088-LHEFH,Stayed,No,No,Female,Yes,Fiber Optic,"38.733908, -120.453416",38.733908,-120.453416,No,79.0,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,8577,No,Q3,No,3,No,California,No,No,No,11,929.3,0,110.66,0.0,1039.96,Yes,Yes,95726
56,30,13.67,,No,,60,0,Pollock Pines,2125,One Year,United States,4000-VGMQP,Stayed,Yes,Yes,Male,Yes,Cable,"38.733908, -120.453416",38.733908,-120.453416,Yes,78.95,Yes,3,2,,Yes,No,No,Credit Card,Yes,8577,No,Q3,Yes,5,No,California,Yes,Yes,Yes,38,2862.55,0,519.46,0.0,3382.01,No,Yes,95726
66,28,45.37,,No,,23,0,Roseville,6019,One Year,United States,2480-EJWYP,Stayed,No,No,Female,Yes,Fiber Optic,"38.784329, -121.373245",38.784329,-121.373245,Yes,97.8,Yes,0,5,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,25418,No,Q3,Yes,3,Yes,California,Yes,No,Yes,58,5458.8,0,2631.46,0.0,8090.26,No,Yes,95747
79,6,5.14,,No,,66,0,Roseville,6161,One Year,United States,7994-XIRTR,Stayed,No,Yes,Male,Yes,DSL,"38.784329, -121.373245",38.784329,-121.373245,No,65.25,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,25418,Yes,Q3,No,4,Yes,California,Yes,No,No,54,3529.95,0,277.56,33.07,3774.44,No,Yes,95747
55,22,34.43,,No,,74,0,Roseville,4711,One Year,United States,9931-DCEZH,Stayed,Yes,No,Male,Yes,DSL,"38.784329, -121.373245",38.784329,-121.373245,No,54.4,No,1,0,Offer C,Yes,No,Yes,Credit Card,Yes,25418,Yes,Q3,No,3,No,California,No,No,No,28,1516.6,0,964.04,0.0,2480.64,No,Yes,95747
20,47,35.29,,No,,42,0,Roseville,3744,Month-to-Month,United States,6116-RFVHN,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.784329, -121.373245",38.784329,-121.373245,Yes,100.45,Yes,0,10,Offer C,No,No,Yes,Bank Withdrawal,Yes,25418,No,Q3,Yes,5,No,California,Yes,Yes,Yes,34,3414.65,0,1199.86,0.0,4614.51,Yes,Yes,95747
67,0,2.03,,No,,77,0,Sacramento,3288,Two Year,United States,6806-YDEUL,Stayed,No,No,Female,No,,"38.550722, -121.457314",38.550722,-121.457314,No,19.5,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,14966,No,Q3,No,3,Yes,California,No,No,No,6,106.8,0,12.18,0.0,118.98,No,No,95817
74,11,48.92,,No,,66,0,Sacramento,4483,One Year,United States,5298-GSTLM,Stayed,No,No,Female,Yes,Fiber Optic,"38.550722, -121.457314",38.550722,-121.457314,No,101.4,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,14966,No,Q3,No,4,Yes,California,Yes,No,Yes,60,6176.6,0,2935.2,0.0,9111.8,No,Yes,95817
22,59,44.28,Competitor,Yes,Competitor had better devices,73,1,Sacramento,2961,Month-to-Month,United States,5729-KLZAR,Churned,No,No,Female,Yes,Fiber Optic,"38.550722, -121.457314",38.550722,-121.457314,Yes,80.85,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,14966,No,Q3,Yes,1,No,California,Yes,Yes,No,4,302.75,40,177.12,0.0,519.87,Yes,No,95817
47,14,22.71,,No,,78,0,Sacramento,5709,Month-to-Month,United States,1867-TJHTS,Stayed,No,No,Female,Yes,Fiber Optic,"38.550722, -121.457314",38.550722,-121.457314,No,79.8,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,14966,No,Q3,No,4,No,California,No,No,No,58,4526.85,0,1317.18,0.0,5844.03,No,Yes,95817
69,19,0.0,,No,,67,0,Sacramento,4865,Two Year,United States,0222-CNVPT,Stayed,No,No,Male,Yes,DSL,"38.53508, -121.444144",38.53508,-121.444144,No,48.8,No,0,0,Offer B,No,Yes,Yes,Credit Card,No,37031,No,Q3,No,3,Yes,California,Yes,Yes,Yes,52,2555.05,0,0.0,0.0,2555.05,No,Yes,95820
66,25,39.77,,No,,51,0,Sacramento,2003,Two Year,United States,6860-YRJZP,Stayed,No,No,Male,Yes,Fiber Optic,"38.53508, -121.444144",38.53508,-121.444144,No,74.05,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,37031,No,Q3,No,5,Yes,California,No,No,No,9,678.45,0,357.93,0.0,1036.38,No,Yes,95820
58,11,26.88,Competitor,Yes,Competitor offered higher download speeds,81,1,Sacramento,4859,Two Year,United States,5748-RNCJT,Churned,No,Yes,Male,Yes,Fiber Optic,"38.53508, -121.444144",38.53508,-121.444144,No,106.5,Yes,0,0,Offer A,No,No,Yes,Bank Withdrawal,Yes,37031,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,7348.8,0,1854.72,0.0,9203.52,No,Yes,95820
48,27,41.23,,No,,77,0,Sacramento,3175,Month-to-Month,United States,9518-IMLHK,Stayed,No,Yes,Male,Yes,DSL,"38.53508, -121.444144",38.53508,-121.444144,No,72.45,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,37031,Yes,Q3,No,4,No,California,No,No,Yes,31,2156.25,0,1278.13,0.0,3434.38,No,Yes,95820
73,13,19.39,,No,,45,0,Beale Afb,5467,Two Year,United States,6048-UWKAL,Stayed,No,No,Female,Yes,Fiber Optic,"39.125311, -121.392283",39.125311,-121.392283,Yes,105.4,Yes,0,2,,Yes,No,No,Credit Card,Yes,5654,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,69,6998.95,0,1337.91,0.0,8336.86,No,Yes,95903
53,7,0.0,Dissatisfaction,Yes,Product dissatisfaction,77,1,Beale Afb,3615,Month-to-Month,United States,1432-FPAXX,Churned,No,No,Female,Yes,DSL,"39.125311, -121.392283",39.125311,-121.392283,No,30.6,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,5654,No,Q3,No,2,No,California,No,No,No,29,856.35,0,0.0,0.0,856.35,No,Yes,95903
58,23,10.68,,No,,66,0,Beale Afb,3249,Month-to-Month,United States,0480-BIXDE,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.125311, -121.392283",39.125311,-121.392283,Yes,96.8,No,0,9,Offer D,No,No,Yes,Bank Withdrawal,Yes,5654,No,Q3,Yes,5,No,California,Yes,Yes,Yes,19,1743.05,0,202.92,0.0,1945.97,No,Yes,95903
35,0,27.66,,No,,60,0,Beale Afb,2717,Two Year,United States,3266-FTKHB,Stayed,No,No,Male,No,,"39.125311, -121.392283",39.125311,-121.392283,No,19.15,No,0,0,,No,No,No,Credit Card,Yes,5654,No,Q3,No,3,No,California,No,No,No,17,343.45,0,470.22,28.63,785.04,No,No,95903
70,27,22.0,,No,,23,0,Camptonville,4951,Two Year,United States,2277-BKJKN,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.432127, -121.099287",39.432127,-121.099287,Yes,99.2,No,0,6,,Yes,No,Yes,Bank Withdrawal,Yes,632,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,71,7213.75,0,1562.0,0.0,8775.75,No,Yes,95922
51,17,7.66,Attitude,Yes,Attitude of support person,70,1,Camptonville,4390,Month-to-Month,United States,3884-HCSWG,Churned,No,No,Female,Yes,Fiber Optic,"39.432127, -121.099287",39.432127,-121.099287,No,70.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,632,No,Q3,No,1,No,California,No,No,No,17,1144.5,80,130.22,0.0,1354.72,No,No,95922
35,9,49.48,,No,,64,0,Camptonville,4293,Two Year,United States,9102-OXKFY,Stayed,No,Yes,Male,Yes,Cable,"39.432127, -121.099287",39.432127,-121.099287,No,54.15,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,632,No,Q3,No,3,No,California,No,No,No,59,3116.15,0,2919.32,0.0,6035.47,No,Yes,95922
33,28,41.53,,No,,72,0,Camptonville,4341,Month-to-Month,United States,2809-ZMYOQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.432127, -121.099287",39.432127,-121.099287,No,101.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,632,No,Q3,No,5,No,California,Yes,Yes,Yes,32,3334.9,0,1328.96,0.0,4663.86,No,Yes,95922
73,17,44.01,,No,,37,0,Colusa,5572,One Year,United States,8016-ZMGMO,Stayed,No,Yes,Female,Yes,Cable,"39.273096, -122.050763",39.273096,-122.050763,Yes,70.85,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,7503,No,Q3,No,5,Yes,California,No,No,Yes,66,4738.85,0,2904.66,0.0,7643.51,No,Yes,95932
71,10,18.43,,No,,58,0,Colusa,5035,One Year,United States,2205-LPVGL,Stayed,Yes,No,Male,Yes,Fiber Optic,"39.273096, -122.050763",39.273096,-122.050763,Yes,89.85,Yes,1,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,7503,Yes,Q3,Yes,3,Yes,California,No,No,No,58,5125.75,130,1068.94,0.0,6324.69,No,No,95932
40,0,9.66,Price,Yes,Long distance charges,96,1,Colusa,5600,Month-to-Month,United States,4892-VLANZ,Churned,No,No,Male,No,,"39.273096, -122.050763",39.273096,-122.050763,No,19.8,No,0,0,,No,No,No,Mailed Check,Yes,7503,No,Q3,No,3,No,California,No,No,No,1,19.8,0,9.66,0.0,29.46,No,No,95932
42,0,44.34,,No,,52,0,Colusa,5863,Month-to-Month,United States,0366-NQSHS,Joined,No,No,Male,No,,"39.273096, -122.050763",39.273096,-122.050763,No,19.35,No,0,0,,No,No,No,Credit Card,Yes,7503,No,Q3,No,3,No,California,No,No,No,2,46.35,0,88.68,0.0,135.03,No,No,95932
79,29,23.33,,No,,63,0,Glenn,6020,Two Year,United States,1728-CXQBE,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.597975, -122.032248",39.597975,-122.032248,Yes,94.25,Yes,0,9,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,1454,No,Q3,Yes,3,Yes,California,Yes,No,No,64,6081.4,0,1493.12,0.0,7574.52,No,Yes,95943
39,17,32.73,,No,,60,0,Glenn,4634,Month-to-Month,United States,7993-NQLJE,Stayed,Yes,No,Male,Yes,Fiber Optic,"39.597975, -122.032248",39.597975,-122.032248,Yes,75.1,No,1,7,,No,Yes,No,Mailed Check,Yes,1454,No,Q3,Yes,4,No,California,No,No,No,15,1151.55,0,490.95,0.0,1642.5,No,Yes,95943
36,9,12.71,,No,,36,0,Glenn,3676,Month-to-Month,United States,3717-LNXKW,Stayed,No,No,Male,Yes,Fiber Optic,"39.597975, -122.032248",39.597975,-122.032248,Yes,91.7,Yes,0,3,,No,Yes,No,Bank Withdrawal,Yes,1454,No,Q3,Yes,3,No,California,No,No,Yes,38,3479.05,0,482.98,0.0,3962.03,No,Yes,95943
21,53,0.0,,No,,28,0,Glenn,5905,Month-to-Month,United States,2478-EEWWM,Stayed,No,No,Male,Yes,DSL,"39.597975, -122.032248",39.597975,-122.032248,Yes,44.3,No,0,1,Offer B,No,No,Yes,Bank Withdrawal,No,1454,No,Q3,Yes,4,No,California,Yes,Yes,Yes,59,2666.75,20,0.0,0.0,2686.75,Yes,No,95943
74,15,34.12,,No,,69,0,Greenville,5391,One Year,United States,0481-SUMCB,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.160386, -120.835428",40.160386,-120.835428,No,102.15,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,2064,No,Q3,No,4,Yes,California,Yes,No,Yes,45,4735.35,0,1535.4,0.0,6270.75,No,Yes,95947
71,21,0.0,,No,,80,0,Greenville,6285,Month-to-Month,United States,3256-EZDBI,Stayed,No,No,Male,Yes,DSL,"40.160386, -120.835428",40.160386,-120.835428,Yes,29.45,No,0,1,Offer B,Yes,No,Yes,Credit Card,No,2064,No,Q3,Yes,4,Yes,California,No,No,No,51,1459.35,0,0.0,0.0,1459.35,No,Yes,95947
54,0,2.0,,No,,26,0,Greenville,2941,One Year,United States,4962-CHQPW,Stayed,Yes,No,Male,No,,"40.160386, -120.835428",40.160386,-120.835428,No,19.85,No,3,0,Offer C,No,No,No,Mailed Check,Yes,2064,No,Q3,No,4,No,California,No,No,No,29,535.05,0,58.0,0.0,593.05,No,No,95947
26,51,27.47,,No,,46,0,Greenville,5104,Two Year,United States,9695-IDRZR,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"40.160386, -120.835428",40.160386,-120.835428,No,116.15,Yes,3,0,,Yes,Yes,Yes,Credit Card,Yes,2064,Yes,Q3,No,4,No,California,Yes,Yes,Yes,34,3946.9,0,933.98,0.0,4880.88,Yes,Yes,95947
74,53,2.03,,No,,70,0,Live Oak,3937,Two Year,United States,2811-POVEX,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.258746, -121.77697",39.258746,-121.77697,Yes,88.45,No,3,4,,Yes,No,Yes,Bank Withdrawal,Yes,8695,No,Q3,Yes,5,Yes,California,Yes,No,No,23,2130.55,0,46.69,0.0,2177.24,No,Yes,95953
69,23,25.23,,No,,30,0,Live Oak,5596,Month-to-Month,United States,4726-DLWQN,Stayed,No,No,Male,Yes,DSL,"39.258746, -121.77697",39.258746,-121.77697,No,70.35,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,8695,No,Q3,No,3,Yes,California,No,No,Yes,50,3454.6,100,1261.5,0.0,4816.1,No,No,95953
27,69,24.81,Dissatisfaction,Yes,Network reliability,67,1,Live Oak,5515,Month-to-Month,United States,5174-RNGBH,Churned,No,No,Female,Yes,Cable,"39.258746, -121.77697",39.258746,-121.77697,No,66.25,No,0,0,,Yes,No,No,Mailed Check,Yes,8695,Yes,Q3,No,3,No,California,No,No,Yes,9,620.55,10,223.29,0.0,853.84,Yes,No,95953
29,69,0.0,,No,,33,0,Live Oak,4180,Two Year,United States,2253-KPMNB,Stayed,Yes,Yes,Female,Yes,DSL,"39.258746, -121.77697",39.258746,-121.77697,Yes,46.25,No,2,10,,Yes,Yes,No,Bank Withdrawal,No,8695,Yes,Q3,Yes,4,No,California,No,No,No,69,3121.4,0,0.0,0.0,3121.4,Yes,Yes,95953
75,17,16.87,,No,,68,0,Canby,5611,Two Year,United States,9957-YODKZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.486953, -120.913975",41.486953,-120.913975,Yes,80.8,Yes,0,4,,No,No,Yes,Bank Withdrawal,Yes,417,No,Q3,Yes,5,Yes,California,No,No,No,6,457.1,30,101.22,0.0,588.32,No,No,96015
27,42,35.96,Competitor,Yes,Competitor offered more data,77,1,Canby,2659,Month-to-Month,United States,5889-LFOLL,Churned,No,No,Female,Yes,Fiber Optic,"41.486953, -120.913975",41.486953,-120.913975,No,84.6,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,417,No,Q3,No,1,No,California,Yes,Yes,No,13,1115.2,0,467.48,0.0,1582.68,Yes,Yes,96015
21,69,39.19,,No,,49,0,Canby,3255,Month-to-Month,United States,5501-TVMGM,Joined,No,No,Male,Yes,DSL,"41.486953, -120.913975",41.486953,-120.913975,No,55.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,417,No,Q3,No,5,No,California,Yes,Yes,No,1,55.25,60,39.19,0.0,154.44,Yes,No,96015
25,59,0.0,,No,,35,0,Canby,4003,One Year,United States,1337-BOZWO,Stayed,Yes,Yes,Male,Yes,DSL,"41.486953, -120.913975",41.486953,-120.913975,Yes,46.4,No,2,2,,Yes,No,No,Credit Card,No,417,No,Q3,Yes,5,No,California,No,No,Yes,18,812.4,0,0.0,0.0,812.4,Yes,Yes,96015
77,25,30.11,,No,,26,0,Forks Of Salmon,4140,Two Year,United States,3223-DWFIO,Stayed,No,No,Male,Yes,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,No,69.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,170,No,Q3,No,3,Yes,California,No,No,No,4,261.65,0,120.44,0.0,382.09,No,Yes,96031
36,3,39.39,,No,,49,0,Forks Of Salmon,5757,Month-to-Month,United States,3481-JHUZH,Stayed,No,No,Male,Yes,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,Yes,80.25,Yes,0,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,170,No,Q3,Yes,5,No,California,No,No,No,41,3439.0,0,1614.99,2.18,5051.81,No,Yes,96031
21,41,33.55,,No,,76,0,Forks Of Salmon,5891,Month-to-Month,United States,0899-LIIBW,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,Yes,100.85,Yes,0,8,,No,No,No,Bank Withdrawal,Yes,170,No,Q3,Yes,5,No,California,Yes,Yes,Yes,34,3527.3,0,1140.7,0.0,4668.0,Yes,Yes,96031
62,28,48.62,,No,,47,0,Forks Of Salmon,4512,One Year,United States,4184-VODJZ,Stayed,Yes,No,Male,Yes,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,Yes,91.35,Yes,2,4,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,170,No,Q3,Yes,4,No,California,Yes,Yes,No,63,5764.7,0,3063.06,18.78,8808.98,No,Yes,96031
75,13,2.63,,No,,28,0,Greenview,3175,Two Year,United States,3292-PBZEJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.528541, -122.955018",41.528541,-122.955018,No,111.4,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,295,Yes,Q3,No,3,Yes,California,Yes,No,Yes,11,1183.05,40,28.93,0.0,1251.98,No,No,96037
54,18,35.63,Competitor,Yes,Competitor offered more data,69,1,Greenview,4922,Month-to-Month,United States,2754-VDLTR,Churned,No,No,Male,Yes,Fiber Optic,"41.528541, -122.955018",41.528541,-122.955018,No,95.2,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,295,No,Q3,No,2,No,California,Yes,Yes,Yes,10,930.4,0,356.3,0.0,1286.7,No,Yes,96037
22,41,4.8,,No,,23,0,Greenview,6252,Two Year,United States,8205-VSLRB,Stayed,No,Yes,Male,Yes,Cable,"41.528541, -122.955018",41.528541,-122.955018,Yes,77.3,Yes,0,2,,No,Yes,No,Credit Card,Yes,295,Yes,Q3,Yes,3,No,California,Yes,Yes,No,70,5498.2,0,336.0,26.87,5807.33,Yes,Yes,96037
36,19,1.34,,No,,65,0,Greenview,4447,Two Year,United States,8125-QPFJD,Stayed,No,Yes,Female,Yes,DSL,"41.528541, -122.955018",41.528541,-122.955018,Yes,84.9,Yes,0,7,,No,Yes,Yes,Bank Withdrawal,Yes,295,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6065.3,0,96.48,0.0,6161.78,No,Yes,96037
78,20,40.55,,No,,24,0,Junction City,6418,One Year,United States,0993-OSGPT,Stayed,No,Yes,Female,Yes,DSL,"40.913192, -123.06597",40.913192,-123.06597,Yes,60.65,No,0,2,,Yes,No,Yes,Bank Withdrawal,Yes,734,Yes,Q3,Yes,5,Yes,California,No,No,No,68,3975.9,0,2757.4,0.0,6733.3,No,Yes,96048
77,0,37.53,,No,,30,0,Junction City,4713,One Year,United States,1763-KUAAW,Stayed,No,No,Female,No,,"40.913192, -123.06597",40.913192,-123.06597,No,20.35,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,734,No,Q3,No,4,Yes,California,No,No,No,18,369.6,0,675.54,0.0,1045.14,No,No,96048
40,27,3.78,,No,,56,0,Junction City,6365,One Year,United States,3567-PQTSO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"40.913192, -123.06597",40.913192,-123.06597,Yes,105.25,Yes,1,7,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,734,No,Q3,Yes,3,No,California,Yes,Yes,Yes,53,5576.3,0,200.34,0.0,5776.64,No,Yes,96048
32,0,46.91,,No,,78,0,Junction City,4745,Two Year,United States,1215-EXRMO,Stayed,No,No,Male,No,,"40.913192, -123.06597",40.913192,-123.06597,Yes,20.55,No,0,4,,No,No,No,Credit Card,Yes,734,No,Q3,Yes,3,No,California,No,No,No,50,1067.65,0,2345.5,0.0,3413.15,No,No,96048
73,18,30.3,,No,,38,0,Lookout,2784,One Year,United States,7108-DGVUU,Stayed,No,Yes,Female,Yes,DSL,"41.280478, -121.160249",41.280478,-121.160249,Yes,71.7,Yes,0,4,,Yes,No,No,Bank Withdrawal,Yes,386,No,Q3,Yes,5,Yes,California,Yes,No,No,21,1497.05,100,636.3,0.0,2233.35,No,No,96054
40,19,8.0,,No,,37,0,Lookout,4113,One Year,United States,2703-AMTUL,Stayed,Yes,No,Male,Yes,Cable,"41.280478, -121.160249",41.280478,-121.160249,Yes,53.65,No,1,2,,Yes,Yes,No,Credit Card,Yes,386,No,Q3,Yes,4,No,California,No,No,No,36,1939.35,0,288.0,0.0,2227.35,No,Yes,96054
25,59,43.19,,No,,53,0,Lookout,3539,Month-to-Month,United States,2359-KLTEK,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"41.280478, -121.160249",41.280478,-121.160249,Yes,94.9,No,3,2,,No,No,Yes,Bank Withdrawal,Yes,386,No,Q3,Yes,3,No,California,Yes,Yes,Yes,41,3848.0,0,1770.79,0.0,5618.79,Yes,Yes,96054
45,29,0.0,,No,,80,0,Lookout,4570,Month-to-Month,United States,3439-GVUSX,Joined,No,No,Male,Yes,DSL,"41.280478, -121.160249",41.280478,-121.160249,No,24.4,No,0,0,,No,No,No,Credit Card,No,386,No,Q3,No,3,No,California,No,No,No,1,24.4,0,0.0,0.0,24.4,No,Yes,96054
75,9,0.0,,No,,76,0,Macdoel,5693,Two Year,United States,9906-NHHVC,Stayed,No,Yes,Female,Yes,Cable,"41.769709, -121.92063",41.769709,-121.92063,No,53.5,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,No,816,No,Q3,No,3,Yes,California,Yes,No,Yes,65,3517.9,0,0.0,0.0,3517.9,No,Yes,96058
43,4,5.79,,No,,25,0,Macdoel,3771,Month-to-Month,United States,5402-HTOTQ,Stayed,No,No,Male,Yes,DSL,"41.769709, -121.92063",41.769709,-121.92063,No,55.3,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,816,No,Q3,No,5,No,California,No,No,No,16,875.35,0,92.64,0.0,967.99,No,Yes,96058
25,41,38.33,,No,,60,0,Macdoel,4588,One Year,United States,4393-RYCRE,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.769709, -121.92063",41.769709,-121.92063,No,106.05,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,816,No,Q3,No,3,No,California,Yes,Yes,Yes,44,4510.8,0,1686.52,0.0,6197.32,Yes,Yes,96058
55,7,45.56,,No,,48,0,Macdoel,3445,One Year,United States,5203-XEHAX,Stayed,No,No,Female,Yes,DSL,"41.769709, -121.92063",41.769709,-121.92063,No,64.35,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,816,No,Q3,No,3,No,California,Yes,Yes,No,34,2053.05,0,1549.04,46.39,3555.7,No,Yes,96058
68,27,47.75,,No,,39,0,Madeline,3792,Two Year,United States,6267-DCFFZ,Stayed,No,No,Female,Yes,Fiber Optic,"41.042003, -120.506086",41.042003,-120.506086,Yes,90.05,Yes,0,8,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,85,No,Q3,Yes,5,Yes,California,No,No,Yes,30,2627.2,0,1432.5,0.0,4059.7,No,Yes,96119
38,23,6.63,,No,,49,0,Madeline,6231,Two Year,United States,6504-VBLFL,Stayed,No,Yes,Male,Yes,DSL,"41.042003, -120.506086",41.042003,-120.506086,Yes,58.6,No,0,9,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,85,No,Q3,Yes,3,No,California,No,No,No,55,3068.6,0,364.65,0.0,3433.25,No,Yes,96119
47,53,15.71,,No,,31,0,Madeline,5856,One Year,United States,5566-SOEZD,Stayed,Yes,No,Male,Yes,Fiber Optic,"41.042003, -120.506086",41.042003,-120.506086,Yes,80.65,No,3,1,,Yes,Yes,Yes,Credit Card,Yes,85,No,Q3,Yes,3,No,California,No,No,No,27,2209.75,0,424.17,0.0,2633.92,No,Yes,96119
37,0,10.13,,No,,34,0,Madeline,4878,Two Year,United States,6340-DACFT,Stayed,Yes,No,Female,No,,"41.042003, -120.506086",41.042003,-120.506086,Yes,20.55,No,3,10,,No,No,No,Credit Card,Yes,85,No,Q3,Yes,4,No,California,No,No,No,50,1070.25,0,506.5,0.0,1576.75,No,No,96119
79,24,4.75,,No,,40,0,Milford,5469,Two Year,United States,2439-LYPMQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.181279, -120.392967",40.181279,-120.392967,Yes,102.6,Yes,0,7,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,481,No,Q3,Yes,4,Yes,California,Yes,No,Yes,38,4009.2,0,180.5,45.81,4143.89,No,Yes,96121
48,4,19.22,,No,,54,0,Milford,4968,One Year,United States,0330-BGYZE,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.181279, -120.392967",40.181279,-120.392967,Yes,102.5,Yes,0,8,Offer B,Yes,No,No,Bank Withdrawal,Yes,481,No,Q3,Yes,5,No,California,Yes,Yes,Yes,60,6157.6,0,1153.2,0.0,7310.8,No,Yes,96121
48,5,39.74,,No,,34,0,Milford,4848,Two Year,United States,2272-WUSPA,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.181279, -120.392967",40.181279,-120.392967,Yes,110.75,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,481,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7751.7,0,2861.28,0.0,10612.98,No,Yes,96121
21,0,37.57,,No,,63,0,Milford,2194,Two Year,United States,6813-GZQCG,Stayed,Yes,No,Female,No,,"40.181279, -120.392967",40.181279,-120.392967,Yes,24.65,Yes,1,5,,No,No,Yes,Credit Card,Yes,481,No,Q3,Yes,3,No,California,No,No,No,45,1171.3,0,1690.65,0.0,2861.95,Yes,No,96121
71,11,18.23,,No,,71,0,Olympic Valley,6214,Two Year,United States,7426-WEIJX,Stayed,Yes,No,Male,Yes,Fiber Optic,"39.191797, -120.212401",39.191797,-120.212401,Yes,80.95,Yes,1,10,,No,Yes,Yes,Bank Withdrawal,Yes,942,No,Q3,Yes,4,Yes,California,No,No,No,60,4859.1,0,1093.8,49.53,5903.37,No,Yes,96146
23,0,28.4,,No,,62,0,Olympic Valley,3342,One Year,United States,1403-LKLIK,Stayed,Yes,No,Female,No,,"39.191797, -120.212401",39.191797,-120.212401,Yes,20.1,No,3,3,,No,No,No,Credit Card,Yes,942,No,Q3,Yes,3,No,California,No,No,No,33,579.4,0,937.2,0.0,1516.6,Yes,No,96146
49,15,22.56,,No,,23,0,Olympic Valley,4855,Month-to-Month,United States,7379-FNIUJ,Joined,No,No,Male,Yes,Fiber Optic,"39.191797, -120.212401",39.191797,-120.212401,No,100.2,No,0,0,Offer E,Yes,Yes,No,Bank Withdrawal,Yes,942,No,Q3,No,3,No,California,Yes,Yes,Yes,2,198.5,10,45.12,0.0,253.62,No,No,96146
33,19,30.87,,No,,49,0,Olympic Valley,5456,Month-to-Month,United States,7729-JTEEC,Joined,Yes,No,Male,Yes,DSL,"39.191797, -120.212401",39.191797,-120.212401,Yes,44.5,No,1,2,,No,No,Yes,Bank Withdrawal,Yes,942,No,Q3,Yes,5,No,California,No,No,No,2,90.05,0,61.74,0.0,151.79,No,Yes,96146
69,9,48.53,,No,,64,0,Los Angeles,5225,Two Year,United States,3761-FLYZI,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.00709, -118.258681",34.00709,-118.258681,Yes,108.8,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,101215,No,Q3,Yes,5,Yes,California,Yes,No,Yes,65,7082.45,0,3154.45,21.52,10215.38,No,Yes,90011
23,71,0.0,Competitor,Yes,Competitor had better devices,80,1,Los Angeles,2240,Month-to-Month,United States,9239-ZBZZV,Churned,No,Yes,Female,Yes,DSL,"34.00709, -118.258681",34.00709,-118.258681,No,47.95,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,101215,No,Q3,No,1,No,California,Yes,Yes,Yes,6,305.1,0,0.0,0.0,305.1,Yes,Yes,90011
48,8,7.96,,No,,58,0,Los Angeles,4529,One Year,United States,6388-TABGU,Stayed,No,No,Male,Yes,DSL,"34.00709, -118.258681",34.00709,-118.258681,No,56.15,No,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,101215,No,Q3,No,4,No,California,No,No,No,62,3487.95,0,493.52,0.0,3981.47,No,Yes,90011
22,0,26.37,,No,,27,0,Los Angeles,2716,Month-to-Month,United States,4232-JGKIY,Joined,No,No,Male,No,,"34.00709, -118.258681",34.00709,-118.258681,No,19.2,No,0,0,,No,No,No,Bank Withdrawal,Yes,101215,No,Q3,No,4,No,California,No,No,No,1,19.2,0,26.37,0.0,45.57,Yes,No,90011
30,27,45.51,,No,,58,0,Los Angeles,4250,One Year,United States,8822-KNBHV,Stayed,No,Yes,Female,Yes,DSL,"34.00709, -118.258681",34.00709,-118.258681,No,83.45,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,101215,No,Q3,No,4,No,California,Yes,Yes,Yes,48,3887.85,0,2184.48,0.0,6072.33,No,Yes,90011
71,16,30.49,,No,,65,0,Los Angeles,2534,Two Year,United States,9365-SRSZE,Stayed,No,No,Male,Yes,Fiber Optic,"34.070291, -118.349191",34.070291,-118.349191,Yes,70.55,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,32901,No,Q3,No,3,Yes,California,No,No,No,27,1943.9,0,823.23,29.99,2737.14,No,Yes,90036
21,53,14.26,Competitor,Yes,Competitor offered higher download speeds,69,1,Los Angeles,4254,Month-to-Month,United States,2810-FTLEM,Churned,No,No,Female,Yes,DSL,"34.070291, -118.349191",34.070291,-118.349191,No,50.15,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,32901,No,Q3,No,2,No,California,No,No,No,16,762.25,0,228.16,0.0,990.41,Yes,Yes,90036
35,0,24.48,,No,,77,0,Los Angeles,5526,Month-to-Month,United States,7310-EGVHZ,Joined,No,No,Male,No,,"34.070291, -118.349191",34.070291,-118.349191,No,20.2,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,32901,No,Q3,No,5,No,California,No,No,No,1,20.2,0,24.48,0.0,44.68,No,No,90036
63,17,25.17,,No,,37,0,Los Angeles,4989,Month-to-Month,United States,0840-DFEZH,Stayed,No,No,Female,Yes,Fiber Optic,"34.070291, -118.349191",34.070291,-118.349191,No,75.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,32901,No,Q3,No,3,No,California,No,No,No,7,564.65,0,176.19,0.0,740.84,No,Yes,90036
33,19,0.0,,No,,56,0,Los Angeles,4236,Month-to-Month,United States,0909-SDHNU,Stayed,Yes,No,Female,Yes,Cable,"34.070291, -118.349191",34.070291,-118.349191,No,29.8,No,2,0,,No,Yes,No,Credit Card,No,32901,No,Q3,No,3,No,California,No,No,No,7,201.95,0,0.0,0.0,201.95,No,Yes,90036
76,14,32.98,,No,,53,0,Compton,2885,Two Year,United States,6407-UTSLV,Joined,No,No,Female,Yes,Fiber Optic,"33.912246, -118.236773",33.912246,-118.236773,No,83.8,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,29825,No,Q3,No,3,Yes,California,No,No,Yes,2,163.7,0,65.96,0.0,229.66,No,Yes,90222
68,15,32.12,,No,,75,0,Compton,5838,Two Year,United States,2883-ILGWO,Stayed,No,No,Male,Yes,Fiber Optic,"33.912246, -118.236773",33.912246,-118.236773,No,104.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,29825,Yes,Q3,No,5,Yes,California,Yes,No,Yes,57,5913.95,90,1830.84,1.69,7833.1,No,No,90222
37,0,26.95,,No,,20,0,Compton,5849,Two Year,United States,3170-NMYVV,Stayed,No,No,Female,No,,"33.912246, -118.236773",33.912246,-118.236773,Yes,20.15,No,0,5,Offer B,No,No,No,Bank Withdrawal,Yes,29825,No,Q3,Yes,4,No,California,No,No,No,50,930.9,0,1347.5,0.0,2278.4,No,No,90222
40,0,4.15,,No,,46,0,Compton,6011,Two Year,United States,8774-GSBUN,Stayed,No,No,Male,No,,"33.912246, -118.236773",33.912246,-118.236773,Yes,25.4,Yes,0,8,,No,No,No,Credit Card,Yes,29825,No,Q3,Yes,5,No,California,No,No,No,72,1797.1,0,298.8,0.0,2095.9,No,No,90222
19,59,1.6,,No,,43,0,Compton,2196,Month-to-Month,United States,5274-XHAKY,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.912246, -118.236773",33.912246,-118.236773,Yes,94.3,Yes,2,10,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,29825,No,Q3,Yes,4,No,California,No,No,Yes,41,3893.6,0,65.6,0.0,3959.2,Yes,Yes,90222
75,25,23.04,,No,,46,0,Inglewood,4993,Two Year,United States,1320-REHCS,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.956445, -118.358634",33.956445,-118.358634,No,110.75,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,37527,Yes,Q3,No,5,Yes,California,Yes,Yes,Yes,52,5832.0,0,1198.08,6.26,7023.82,No,Yes,90301
30,0,34.26,Attitude,Yes,Attitude of support person,66,1,Inglewood,2604,Month-to-Month,United States,0278-YXOOG,Churned,No,No,Male,No,,"33.956445, -118.358634",33.956445,-118.358634,No,21.05,No,0,0,Offer E,No,No,No,Credit Card,Yes,37527,No,Q3,No,3,No,California,No,No,No,5,113.85,0,171.3,0.0,285.15,No,No,90301
57,0,13.89,,No,,56,0,Inglewood,5764,Two Year,United States,4299-OPXEJ,Stayed,No,No,Female,No,,"33.956445, -118.358634",33.956445,-118.358634,No,19.55,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,37527,No,Q3,No,5,No,California,No,No,No,56,1080.55,0,777.84,0.0,1858.39,No,No,90301
30,69,49.85,,No,,65,0,Inglewood,3855,Month-to-Month,United States,4828-FAZPK,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.956445, -118.358634",33.956445,-118.358634,Yes,79.95,Yes,2,1,Offer D,Yes,No,Yes,Credit Card,Yes,37527,No,Q3,Yes,4,No,California,No,No,No,16,1267.95,0,797.6,0.0,2065.55,No,Yes,90301
29,27,27.91,,No,,34,0,Inglewood,5329,Month-to-Month,United States,3733-ZEECP,Stayed,Yes,No,Male,Yes,Cable,"33.956445, -118.358634",33.956445,-118.358634,Yes,51.1,No,2,3,,No,No,Yes,Bank Withdrawal,Yes,37527,Yes,Q3,Yes,5,No,California,No,No,No,22,1232.9,0,614.02,0.0,1846.92,Yes,Yes,90301
70,20,28.09,,No,,78,0,Inglewood,5153,Two Year,United States,2057-BOYKM,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,Yes,96.6,Yes,0,10,,Yes,Yes,Yes,Bank Withdrawal,Yes,13779,Yes,Q3,Yes,4,Yes,California,No,No,No,72,6827.5,0,2022.48,0.0,8849.98,No,Yes,90305
38,0,16.44,,No,,26,0,Inglewood,5612,Month-to-Month,United States,3679-XASPY,Joined,Yes,No,Female,No,,"33.958134, -118.330905",33.958134,-118.330905,Yes,19.45,No,2,1,Offer E,No,No,No,Bank Withdrawal,Yes,13779,No,Q3,Yes,3,No,California,No,No,No,1,19.45,0,16.44,0.0,35.89,No,No,90305
31,12,27.74,,No,,70,0,Inglewood,4915,Month-to-Month,United States,0744-GKNGE,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,Yes,86.8,Yes,2,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,13779,Yes,Q3,No,3,No,California,No,No,No,64,5327.25,0,1775.36,0.0,7102.61,No,Yes,90305
52,11,7.32,,No,,70,0,Inglewood,5212,Month-to-Month,United States,7354-OIJLX,Stayed,No,No,Male,Yes,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,No,75.85,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,13779,No,Q3,No,5,No,California,No,No,No,9,724.65,0,65.88,0.0,790.53,No,Yes,90305
44,18,26.06,,No,,75,0,Inglewood,6479,One Year,United States,7103-IPXPJ,Stayed,No,No,Male,Yes,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,Yes,99.4,Yes,0,7,Offer B,No,No,No,Bank Withdrawal,Yes,13779,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,50,5059.75,0,1303.0,0.0,6362.75,No,Yes,90305
76,17,7.72,,No,,71,0,Santa Monica,3253,One Year,United States,0134-XWXCE,Stayed,No,Yes,Female,Yes,DSL,"34.031529, -118.491156",34.031529,-118.491156,No,74.85,No,0,0,,No,No,No,Bank Withdrawal,Yes,23559,Yes,Q3,No,5,Yes,California,Yes,Yes,Yes,44,3268.05,0,339.68,17.91,3589.82,No,Yes,90403
26,47,14.79,Competitor,Yes,Competitor had better devices,86,1,Santa Monica,5034,Two Year,United States,3192-NQECA,Churned,No,Yes,Male,Yes,Fiber Optic,"34.031529, -118.491156",34.031529,-118.491156,Yes,110.0,Yes,0,4,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,23559,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,68,7611.85,0,1005.72,0.0,8617.57,Yes,Yes,90403
42,30,9.81,Other,Yes,Don't know,90,1,Santa Monica,4930,Month-to-Month,United States,2108-YKQTY,Churned,No,No,Female,Yes,DSL,"34.031529, -118.491156",34.031529,-118.491156,No,50.7,No,0,0,,Yes,No,No,Credit Card,Yes,23559,No,Q3,No,3,No,California,No,No,No,4,151.3,0,39.24,0.0,190.54,No,Yes,90403
45,11,0.0,,No,,32,0,Santa Monica,5381,Month-to-Month,United States,6133-OZILE,Stayed,No,Yes,Female,Yes,DSL,"34.031529, -118.491156",34.031529,-118.491156,No,35.2,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,No,23559,Yes,Q3,No,3,No,California,No,No,No,18,607.3,50,0.0,0.0,657.3,No,No,90403
64,12,3.18,,No,,26,0,Santa Monica,4022,Month-to-Month,United States,1785-BPHTP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.031529, -118.491156",34.031529,-118.491156,Yes,85.45,No,2,6,,No,No,No,Bank Withdrawal,Yes,23559,No,Q3,Yes,3,No,California,No,No,Yes,28,2289.9,0,89.04,0.0,2378.94,No,Yes,90403
67,10,4.4,,No,,29,0,La Mirada,5692,Two Year,United States,2307-FYNNL,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.902045, -118.008961",33.902045,-118.008961,No,109.05,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,47568,Yes,Q3,No,3,Yes,California,Yes,Yes,Yes,65,7108.2,0,286.0,34.67,7359.53,No,Yes,90638
20,71,25.64,,No,,59,0,La Mirada,3097,Month-to-Month,United States,6497-TILVL,Stayed,Yes,No,Female,Yes,DSL,"33.902045, -118.008961",33.902045,-118.008961,Yes,50.7,No,2,1,,No,Yes,No,Credit Card,Yes,47568,No,Q3,Yes,3,No,California,No,No,No,7,350.35,0,179.48,0.0,529.83,Yes,Yes,90638
60,8,27.66,,No,,55,0,La Mirada,2058,Month-to-Month,United States,9919-KNPOO,Stayed,No,No,Female,Yes,Fiber Optic,"33.902045, -118.008961",33.902045,-118.008961,Yes,94.3,Yes,0,6,Offer D,No,No,Yes,Bank Withdrawal,Yes,47568,No,Q3,Yes,3,No,California,Yes,Yes,Yes,21,1948.35,30,580.86,0.0,2559.21,No,No,90638
24,47,9.97,,No,,23,0,La Mirada,4999,Month-to-Month,United States,2507-QZPQS,Stayed,No,No,Male,Yes,Fiber Optic,"33.902045, -118.008961",33.902045,-118.008961,No,95.7,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,47568,Yes,Q3,No,5,No,California,Yes,Yes,No,15,1451.1,0,149.55,0.0,1600.65,Yes,Yes,90638
51,0,10.64,,No,,34,0,La Mirada,2511,Two Year,United States,0164-XAIRP,Stayed,No,No,Female,No,,"33.902045, -118.008961",33.902045,-118.008961,No,19.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,47568,No,Q3,No,5,No,California,No,No,No,24,470.2,0,255.36,0.0,725.56,No,No,90638
79,15,12.09,,No,,43,0,Cerritos,3225,Two Year,United States,8623-ULFNQ,Stayed,No,No,Female,Yes,DSL,"33.8681, -118.067402",33.8681,-118.067402,No,66.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,51556,Yes,Q3,No,5,Yes,California,Yes,Yes,No,26,1652.4,0,314.34,47.73,1919.01,No,Yes,90703
49,0,25.4,Price,Yes,Long distance charges,87,1,Cerritos,5398,One Year,United States,3705-PSNGL,Churned,No,No,Male,No,,"33.8681, -118.067402",33.8681,-118.067402,No,20.4,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,51556,No,Q3,No,3,No,California,No,No,No,45,930.45,0,1143.0,0.0,2073.45,No,No,90703
49,22,29.21,,No,,58,0,Cerritos,5886,Month-to-Month,United States,2876-GZYZC,Stayed,No,No,Female,Yes,Fiber Optic,"33.8681, -118.067402",33.8681,-118.067402,No,85.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,51556,No,Q3,No,5,No,California,Yes,Yes,No,13,1215.65,0,379.73,0.0,1595.38,No,Yes,90703
21,41,1.16,,No,,49,0,Cerritos,2573,One Year,United States,1877-HKBQX,Stayed,No,No,Female,Yes,DSL,"33.8681, -118.067402",33.8681,-118.067402,No,54.6,No,0,0,Offer D,No,Yes,Yes,Mailed Check,Yes,51556,Yes,Q3,No,4,No,California,No,No,No,11,617.85,0,12.76,0.0,630.61,Yes,Yes,90703
50,0,31.97,,No,,56,0,Cerritos,2648,Month-to-Month,United States,3590-TCXTB,Joined,No,No,Male,No,,"33.8681, -118.067402",33.8681,-118.067402,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,51556,No,Q3,No,5,No,California,No,No,No,1,20.35,0,31.97,0.0,52.32,No,No,90703
66,18,8.72,,No,,50,0,Long Beach,3558,Two Year,United States,2070-XYMFH,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.797638, -118.11662",33.797638,-118.11662,No,79.35,Yes,0,0,,No,No,Yes,Credit Card,Yes,38902,No,Q3,No,5,Yes,California,No,No,No,23,1835.3,0,200.56,15.41,2020.45,No,Yes,90815
44,0,32.1,,No,,8,0,Long Beach,3611,Two Year,United States,7554-NEWDD,Stayed,No,No,Male,No,,"33.797638, -118.11662",33.797638,-118.11662,No,25.7,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,38902,No,Q3,No,5,No,California,No,No,No,10,251.6,0,321.0,0.0,572.6,No,No,90815
29,69,12.69,,No,,37,0,Long Beach,3194,Month-to-Month,United States,9576-SYUHJ,Stayed,No,No,Male,Yes,Fiber Optic,"33.797638, -118.11662",33.797638,-118.11662,No,91.15,Yes,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,38902,No,Q3,No,3,No,California,No,No,Yes,37,3369.25,50,469.53,17.5,3871.28,Yes,No,90815
23,41,46.71,,No,,79,0,Long Beach,2680,Two Year,United States,6374-AFWOX,Stayed,No,Yes,Male,Yes,Cable,"33.797638, -118.11662",33.797638,-118.11662,Yes,65.65,No,0,3,,Yes,Yes,No,Credit Card,Yes,38902,Yes,Q3,Yes,4,No,California,No,No,No,46,3047.15,0,2148.66,0.0,5195.81,Yes,Yes,90815
31,15,15.48,,No,,22,0,Long Beach,4607,Month-to-Month,United States,7672-VFMXZ,Stayed,No,No,Male,Yes,Cable,"33.797638, -118.11662",33.797638,-118.11662,Yes,55.7,No,0,6,,No,Yes,No,Bank Withdrawal,Yes,38902,Yes,Q3,Yes,3,No,California,No,No,No,57,3171.6,0,882.36,34.59,4019.37,No,Yes,90815
73,25,17.22,,No,,36,0,Glendale,2136,Two Year,United States,3402-XRIUO,Stayed,No,No,Female,Yes,DSL,"34.17051, -118.289463",34.17051,-118.289463,Yes,63.55,Yes,0,5,Offer D,Yes,Yes,Yes,Credit Card,Yes,23981,Yes,Q3,Yes,3,Yes,California,No,No,No,22,1381.8,0,378.84,0.0,1760.64,No,Yes,91201
22,0,19.27,,No,,42,0,Glendale,5110,One Year,United States,3712-PKXZA,Stayed,No,No,Male,No,,"34.17051, -118.289463",34.17051,-118.289463,Yes,20.55,No,0,3,,No,No,Yes,Credit Card,Yes,23981,No,Q3,Yes,4,No,California,No,No,No,61,1252.0,0,1175.47,0.0,2427.47,Yes,No,91201
61,26,19.93,,No,,42,0,Glendale,4228,Month-to-Month,United States,4465-VDKIQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.17051, -118.289463",34.17051,-118.289463,No,77.8,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,23981,No,Q3,No,5,No,California,No,No,No,18,1358.6,0,358.74,29.76,1687.58,No,Yes,91201
57,0,37.62,,No,,38,0,Glendale,3666,Month-to-Month,United States,1156-ZFYDO,Joined,No,No,Female,No,,"34.17051, -118.289463",34.17051,-118.289463,No,19.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,23981,No,Q3,No,3,No,California,No,No,No,1,19.75,0,37.62,0.0,57.37,No,No,91201
24,73,48.3,,No,,71,0,Glendale,5721,Month-to-Month,United States,3174-RKMOW,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.17051, -118.289463",34.17051,-118.289463,Yes,109.95,Yes,3,8,,Yes,No,Yes,Bank Withdrawal,Yes,23981,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,35,3782.4,0,1690.5,31.9,5441.0,Yes,Yes,91201
69,14,18.58,,No,,23,0,Glendale,5232,Two Year,United States,8058-DMYRU,Stayed,No,No,Male,Yes,Fiber Optic,"34.195386, -118.238508",34.195386,-118.238508,No,90.05,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,16910,No,Q3,No,5,Yes,California,Yes,No,No,54,4931.8,0,1003.32,0.0,5935.12,No,Yes,91208
47,20,3.85,Dissatisfaction,Yes,Product dissatisfaction,77,1,Glendale,3758,Month-to-Month,United States,7743-EXURX,Churned,Yes,Yes,Male,Yes,DSL,"34.195386, -118.238508",34.195386,-118.238508,Yes,51.05,No,1,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,16910,No,Q3,Yes,1,No,California,No,No,No,8,415.05,0,30.8,0.0,445.85,No,Yes,91208
45,18,3.94,,No,,24,0,Glendale,2764,Month-to-Month,United States,4827-USJHP,Stayed,No,No,Male,Yes,DSL,"34.195386, -118.238508",34.195386,-118.238508,No,51.8,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,16910,No,Q3,No,4,No,California,No,No,No,20,1023.85,0,78.8,0.0,1102.65,No,Yes,91208
44,26,16.39,,No,,53,0,Glendale,4494,One Year,United States,6408-OTUBZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.195386, -118.238508",34.195386,-118.238508,No,104.55,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,16910,Yes,Q3,No,3,No,California,No,No,Yes,66,6779.05,0,1081.74,0.0,7860.79,No,Yes,91208
57,0,3.18,,No,,67,0,Glendale,4871,Two Year,United States,1047-RNXZV,Stayed,No,No,Male,No,,"34.195386, -118.238508",34.195386,-118.238508,No,19.55,No,0,0,,No,No,No,Credit Card,Yes,16910,No,Q3,No,5,No,California,No,No,No,43,876.15,0,136.74,15.17,997.72,No,No,91208
78,24,46.77,,No,,67,0,Northridge,4074,Two Year,United States,3537-RYBHH,Stayed,No,Yes,Female,Yes,DSL,"34.238208, -118.55029",34.238208,-118.55029,Yes,67.45,Yes,0,1,,Yes,Yes,Yes,Credit Card,Yes,25751,No,Q3,Yes,3,Yes,California,No,No,No,47,3252.0,0,2198.19,0.0,5450.19,No,Yes,91324
38,15,4.91,Competitor,Yes,Competitor offered more data,79,1,Northridge,2365,Month-to-Month,United States,9874-QLCLH,Churned,No,Yes,Female,Yes,Fiber Optic,"34.238208, -118.55029",34.238208,-118.55029,Yes,104.2,Yes,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,25751,No,Q3,Yes,1,No,California,Yes,Yes,Yes,17,1743.5,0,83.47,0.0,1826.97,No,Yes,91324
42,28,11.66,,No,,55,0,Northridge,4099,Two Year,United States,7255-SSFBC,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.238208, -118.55029",34.238208,-118.55029,Yes,112.25,Yes,3,2,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,25751,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8041.65,0,839.52,0.0,8881.17,No,Yes,91324
55,17,0.0,,No,,36,0,Northridge,4256,One Year,United States,6738-ISCBM,Stayed,No,Yes,Male,Yes,Cable,"34.238208, -118.55029",34.238208,-118.55029,No,54.0,No,0,0,,No,Yes,Yes,Bank Withdrawal,No,25751,No,Q3,No,3,No,California,Yes,Yes,Yes,44,2440.25,0,0.0,5.47,2434.78,No,Yes,91324
39,0,31.37,,No,,59,0,Northridge,2056,Two Year,United States,4933-BSAIP,Stayed,No,No,Female,No,,"34.238208, -118.55029",34.238208,-118.55029,Yes,19.1,No,0,1,,No,No,No,Credit Card,Yes,25751,No,Q3,Yes,3,No,California,No,No,No,40,780.1,0,1254.8,45.6,1989.3,No,No,91324
78,23,0.0,,No,,70,0,Sun Valley,5185,Two Year,United States,0523-VNGTF,Stayed,No,Yes,Female,Yes,DSL,"34.231053, -118.338307",34.231053,-118.338307,No,50.5,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,46639,Yes,Q3,No,3,Yes,California,No,No,Yes,52,2566.3,0,0.0,0.0,2566.3,No,Yes,91352
19,41,49.81,Other,Yes,Don't know,76,1,Sun Valley,2667,Month-to-Month,United States,7841-TZDMQ,Churned,No,No,Male,Yes,DSL,"34.231053, -118.338307",34.231053,-118.338307,No,46.0,No,0,0,,No,No,Yes,Credit Card,Yes,46639,No,Q3,No,3,No,California,No,Yes,No,2,84.5,0,99.62,0.0,184.12,Yes,Yes,91352
48,76,40.36,,No,,22,0,Sun Valley,5756,Two Year,United States,6993-YCOBK,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.231053, -118.338307",34.231053,-118.338307,Yes,110.6,Yes,3,1,,No,Yes,Yes,Bank Withdrawal,Yes,46639,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,60,6586.85,80,2421.6,36.38,9052.07,No,No,91352
24,48,45.69,,No,,22,0,Sun Valley,4344,One Year,United States,2252-JHJGE,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.231053, -118.338307",34.231053,-118.338307,No,104.0,Yes,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,46639,No,Q3,No,3,No,California,Yes,Yes,Yes,61,6363.45,0,2787.09,0.0,9150.54,Yes,Yes,91352
36,22,37.0,,No,,41,0,Sun Valley,3501,Two Year,United States,2710-WYVXG,Joined,No,No,Female,Yes,DSL,"34.231053, -118.338307",34.231053,-118.338307,No,71.1,No,0,0,,Yes,Yes,No,Credit Card,Yes,46639,Yes,Q3,No,4,No,California,Yes,Yes,No,3,213.35,0,111.0,2.62,321.73,No,Yes,91352
76,17,17.12,,No,,68,0,Valencia,2502,One Year,United States,7105-MXJLL,Stayed,No,Yes,Female,Yes,Cable,"34.43987, -118.644609",34.43987,-118.644609,Yes,60.7,No,0,2,,No,No,No,Credit Card,Yes,24977,No,Q3,Yes,5,Yes,California,Yes,No,No,26,1597.4,0,445.12,0.0,2042.52,No,Yes,91355
23,41,48.84,Price,Yes,Lack of affordable download/upload speed,91,1,Valencia,4849,Month-to-Month,United States,7587-RZNME,Churned,No,No,Male,Yes,DSL,"34.43987, -118.644609",34.43987,-118.644609,No,43.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,24977,No,Q3,No,3,No,California,No,Yes,No,3,123.65,0,146.52,0.0,270.17,Yes,Yes,91355
39,7,20.34,Competitor,Yes,Competitor offered more data,90,1,Valencia,3890,Month-to-Month,United States,6000-APYLU,Churned,No,No,Male,Yes,Fiber Optic,"34.43987, -118.644609",34.43987,-118.644609,No,80.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,24977,No,Q3,No,3,No,California,Yes,Yes,No,9,713.1,0,183.06,0.0,896.16,No,Yes,91355
32,0,15.02,,No,,76,0,Valencia,5411,Two Year,United States,7157-SMCFK,Stayed,Yes,No,Male,No,,"34.43987, -118.644609",34.43987,-118.644609,No,19.75,No,2,0,Offer B,No,No,No,Mailed Check,Yes,24977,No,Q3,No,4,No,California,No,No,No,61,1124.2,0,916.22,0.0,2040.42,No,No,91355
45,26,20.78,,No,,44,0,Valencia,4814,Month-to-Month,United States,6300-BWMJX,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.43987, -118.644609",34.43987,-118.644609,Yes,93.35,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,24977,Yes,Q3,Yes,3,No,California,No,No,Yes,59,5386.5,0,1226.02,36.07,6576.45,No,Yes,91355
71,2,5.87,,No,,78,0,Tarzana,3061,One Year,United States,7064-FRRSW,Stayed,No,No,Male,Yes,Fiber Optic,"34.157137, -118.548511",34.157137,-118.548511,No,99.0,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,27424,No,Q3,No,4,Yes,California,Yes,No,Yes,48,4744.35,0,281.76,0.0,5026.11,No,Yes,91356
38,26,39.63,Price,Yes,Long distance charges,82,1,Tarzana,6136,One Year,United States,0748-RDGGM,Churned,No,Yes,Male,Yes,Fiber Optic,"34.157137, -118.548511",34.157137,-118.548511,Yes,109.5,No,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,27424,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,70,7534.65,0,2774.1,0.0,10308.75,No,Yes,91356
34,3,36.49,Dissatisfaction,Yes,Product dissatisfaction,91,1,Tarzana,3068,Month-to-Month,United States,8784-CGILN,Churned,No,No,Female,Yes,Fiber Optic,"34.157137, -118.548511",34.157137,-118.548511,No,99.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,27424,Yes,Q3,No,1,No,California,Yes,Yes,Yes,18,1776.95,0,656.82,0.0,2433.77,No,Yes,91356
23,0,27.72,,No,,34,0,Tarzana,3800,One Year,United States,4709-LKHYG,Stayed,No,No,Female,No,,"34.157137, -118.548511",34.157137,-118.548511,Yes,20.0,No,0,6,Offer C,No,No,No,Bank Withdrawal,Yes,27424,No,Q3,Yes,5,No,California,No,No,No,29,540.05,0,803.88,0.0,1343.93,Yes,No,91356
31,29,43.69,,No,,51,0,Tarzana,4442,One Year,United States,7105-BENQF,Stayed,Yes,Yes,Male,Yes,DSL,"34.157137, -118.548511",34.157137,-118.548511,No,64.85,No,3,0,,No,Yes,No,Credit Card,Yes,27424,No,Q3,No,4,No,California,Yes,Yes,No,15,950.75,0,655.35,0.0,1606.1,No,Yes,91356
72,10,0.0,,No,,33,0,Valley Village,2104,Two Year,United States,1636-NTNCO,Stayed,No,No,Male,Yes,DSL,"34.165783, -118.399795",34.165783,-118.399795,No,50.95,No,0,0,,Yes,No,Yes,Credit Card,No,27453,No,Q3,No,3,Yes,California,Yes,No,Yes,4,207.35,0,0.0,0.0,207.35,No,Yes,91607
72,28,3.57,,No,,20,0,Valley Village,4722,One Year,United States,0786-IVLAW,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.165783, -118.399795",34.165783,-118.399795,No,108.1,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,27453,No,Q3,No,3,Yes,California,Yes,No,Yes,66,7238.6,0,235.62,0.0,7474.22,No,Yes,91607
62,17,2.12,Other,Yes,Don't know,79,1,Valley Village,4115,Month-to-Month,United States,8914-RBTSB,Churned,No,Yes,Male,Yes,Fiber Optic,"34.165783, -118.399795",34.165783,-118.399795,Yes,93.8,Yes,0,1,,Yes,No,No,Bank Withdrawal,Yes,27453,No,Q3,Yes,1,No,California,No,No,Yes,31,3019.5,50,65.72,0.0,3135.22,No,No,91607
37,13,8.29,,No,,37,0,Valley Village,4530,Two Year,United States,7301-ABVAD,Stayed,No,Yes,Female,Yes,Cable,"34.165783, -118.399795",34.165783,-118.399795,No,86.6,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,27453,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,6350.5,0,596.88,0.0,6947.38,No,Yes,91607
61,23,27.41,,No,,29,0,Valley Village,2798,Month-to-Month,United States,5916-QEWPT,Joined,No,Yes,Female,Yes,Cable,"34.165783, -118.399795",34.165783,-118.399795,Yes,69.0,No,0,1,Offer E,No,No,No,Credit Card,Yes,27453,No,Q3,Yes,4,No,California,Yes,Yes,Yes,2,147.8,0,54.82,0.0,202.62,No,Yes,91607
70,13,24.44,,No,,39,0,Monterey Park,4627,Two Year,United States,3219-JQRSL,Stayed,No,Yes,Female,Yes,DSL,"34.049172, -118.115022",34.049172,-118.115022,Yes,89.1,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,26933,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,6352.4,0,1759.68,0.0,8112.08,No,Yes,91755
65,26,19.58,,No,,32,0,Monterey Park,6211,One Year,United States,5336-UFNZP,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.049172, -118.115022",34.049172,-118.115022,Yes,107.45,Yes,3,7,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,26933,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,65,7047.5,0,1272.7,0.0,8320.2,No,Yes,91755
62,28,47.19,,No,,40,0,Monterey Park,5152,Two Year,United States,0123-CRBRT,Stayed,No,Yes,Female,Yes,DSL,"34.049172, -118.115022",34.049172,-118.115022,Yes,88.1,Yes,0,1,Offer B,Yes,Yes,No,Mailed Check,Yes,26933,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,61,5526.75,0,2878.59,0.0,8405.34,No,Yes,91755
23,0,25.91,,No,,76,0,Monterey Park,2221,One Year,United States,9847-HNVGP,Stayed,No,No,Male,No,,"34.049172, -118.115022",34.049172,-118.115022,No,19.95,No,0,0,Offer D,No,No,No,Credit Card,Yes,26933,No,Q3,No,5,No,California,No,No,No,17,310.6,0,440.47,0.0,751.07,Yes,No,91755
50,23,47.91,,No,,49,0,Monterey Park,5001,Two Year,United States,6369-MCAKO,Stayed,Yes,Yes,Female,Yes,DSL,"34.049172, -118.115022",34.049172,-118.115022,Yes,89.05,Yes,1,4,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,26933,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,6185.8,0,3257.88,0.0,9443.68,No,Yes,91755
71,27,40.19,,No,,49,0,Pomona,2656,Two Year,United States,1845-CSBRZ,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.042286, -117.756106",34.042286,-117.756106,Yes,85.35,Yes,1,7,Offer D,No,No,No,Bank Withdrawal,Yes,69974,No,Q3,Yes,5,Yes,California,No,No,Yes,22,1961.6,0,884.18,0.0,2845.78,No,Yes,91766
60,29,0.0,Dissatisfaction,Yes,Service dissatisfaction,73,1,Pomona,5087,Month-to-Month,United States,6366-ZGQGL,Churned,No,No,Male,Yes,Cable,"34.042286, -117.756106",34.042286,-117.756106,No,24.8,No,0,0,Offer E,No,No,No,Bank Withdrawal,No,69974,No,Q3,No,2,No,California,No,No,No,1,24.8,0,0.0,0.0,24.8,No,Yes,91766
26,0,18.14,,No,,30,0,Pomona,4152,One Year,United States,2560-QTSBS,Stayed,Yes,No,Female,No,,"34.042286, -117.756106",34.042286,-117.756106,Yes,23.3,Yes,2,6,,No,No,Yes,Bank Withdrawal,Yes,69974,No,Q3,Yes,5,No,California,No,No,No,72,1623.15,0,1306.08,0.0,2929.23,Yes,No,91766
19,26,38.65,,No,,31,0,Pomona,5457,Month-to-Month,United States,3589-PPVKW,Stayed,No,No,Male,Yes,DSL,"34.042286, -117.756106",34.042286,-117.756106,No,44.4,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,69974,No,Q3,No,4,No,California,No,No,No,9,348.15,0,347.85,0.0,696.0,Yes,Yes,91766
64,0,39.3,,No,,31,0,Pomona,4382,Two Year,United States,6976-BWGLQ,Stayed,Yes,No,Female,No,,"34.042286, -117.756106",34.042286,-117.756106,Yes,25.2,Yes,3,1,Offer A,No,No,No,Bank Withdrawal,Yes,69974,No,Q3,Yes,3,No,California,No,No,No,72,1787.35,0,2829.6,0.0,4616.95,No,No,91766
74,27,8.66,,No,,25,0,Borrego Springs,4330,Two Year,United States,3723-BFBGR,Stayed,No,No,Male,Yes,Cable,"33.200369, -116.192313",33.200369,-116.192313,No,54.8,Yes,0,0,,Yes,No,No,Credit Card,Yes,2863,No,Q3,No,5,Yes,California,No,No,No,24,1291.3,110,207.84,0.0,1609.14,No,No,92004
28,26,39.25,,No,,71,0,Borrego Springs,2320,Month-to-Month,United States,3209-ZPKFI,Stayed,Yes,No,Male,Yes,DSL,"33.200369, -116.192313",33.200369,-116.192313,Yes,54.25,Yes,1,1,Offer B,Yes,No,No,Bank Withdrawal,Yes,2863,No,Q3,Yes,5,No,California,No,Yes,No,47,2538.2,0,1844.75,0.0,4382.95,Yes,Yes,92004
41,5,34.8,,No,,61,0,Borrego Springs,3956,Month-to-Month,United States,9398-MMQTO,Joined,No,No,Male,Yes,Fiber Optic,"33.200369, -116.192313",33.200369,-116.192313,No,74.45,No,0,0,,Yes,No,No,Credit Card,Yes,2863,No,Q3,No,5,No,California,No,No,No,3,221.1,70,104.4,0.0,395.5,No,No,92004
76,20,17.84,,No,,47,0,Indio,2968,Two Year,United States,8775-ERLNB,Joined,No,No,Male,Yes,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,Yes,74.3,Yes,0,7,,No,No,No,Bank Withdrawal,Yes,2743,No,Q3,Yes,5,Yes,California,No,No,No,1,74.3,0,17.84,0.0,92.14,No,Yes,92203
59,4,9.91,,No,,76,0,Indio,5994,Two Year,United States,6583-SZVGP,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,No,108.1,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2743,No,Q3,No,4,No,California,Yes,Yes,Yes,48,5067.45,0,475.68,0.0,5543.13,No,Yes,92203
43,4,29.19,,No,,58,0,Indio,5614,Month-to-Month,United States,5312-UXESG,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,No,98.05,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,2743,No,Q3,No,4,No,California,Yes,Yes,Yes,41,3990.6,0,1196.79,0.0,5187.39,No,Yes,92203
57,13,25.11,,No,,78,0,Indio,2604,One Year,United States,5032-USPKF,Stayed,No,Yes,Female,Yes,DSL,"33.752938, -116.230055",33.752938,-116.230055,No,84.1,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,2743,No,Q3,No,3,No,California,Yes,Yes,Yes,38,3187.65,0,954.18,0.0,4141.83,No,Yes,92203
22,59,28.34,,No,,37,0,Indio,5876,One Year,United States,0218-QNVAS,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,Yes,100.55,Yes,1,1,Offer A,Yes,No,No,Bank Withdrawal,Yes,2743,No,Q3,Yes,5,No,California,Yes,Yes,Yes,71,7113.75,0,2012.14,16.99,9108.9,Yes,Yes,92203
67,23,12.72,,No,,37,0,Brawley,3820,Two Year,United States,7361-YPXFS,Stayed,No,Yes,Female,Yes,Cable,"33.03933, -115.191857",33.03933,-115.191857,No,64.45,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,23394,Yes,Q3,No,4,Yes,California,No,No,No,28,1867.6,0,356.16,0.0,2223.76,No,Yes,92227
59,28,32.15,Competitor,Yes,Competitor had better devices,90,1,Brawley,5516,Two Year,United States,1150-WFARN,Churned,No,Yes,Female,Yes,Fiber Optic,"33.03933, -115.191857",33.03933,-115.191857,Yes,108.75,Yes,0,1,,No,Yes,Yes,Credit Card,Yes,23394,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,67,7156.2,0,2154.05,0.0,9310.25,No,Yes,92227
49,24,35.17,,No,,21,0,Brawley,2026,Month-to-Month,United States,3597-MVHJT,Stayed,No,No,Female,Yes,Fiber Optic,"33.03933, -115.191857",33.03933,-115.191857,No,95.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,23394,No,Q3,No,4,No,California,Yes,Yes,Yes,27,2595.25,0,949.59,0.0,3544.84,No,Yes,92227
56,11,45.57,,No,,78,0,Brawley,4838,Two Year,United States,0771-CHWSK,Stayed,No,Yes,Male,Yes,DSL,"33.03933, -115.191857",33.03933,-115.191857,No,74.6,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,23394,No,Q3,No,3,No,California,Yes,Yes,No,66,4798.4,0,3007.62,0.0,7806.02,No,Yes,92227
22,27,44.99,,No,,37,0,Brawley,3895,Month-to-Month,United States,0928-XUTSN,Stayed,No,No,Female,Yes,Fiber Optic,"33.03933, -115.191857",33.03933,-115.191857,No,80.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,23394,No,Q3,No,4,No,California,Yes,Yes,No,13,1011.8,0,584.87,24.99,1571.68,Yes,Yes,92227
65,5,16.65,,No,,51,0,Parker Dam,6441,One Year,United States,4832-VRBMR,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.273872, -114.192901",34.273872,-114.192901,Yes,103.15,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,131,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,65,6792.45,0,1082.25,0.0,7874.7,No,Yes,92267
77,2,18.14,,No,,53,0,Parker Dam,5187,Month-to-Month,United States,1035-IPQPU,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.273872, -114.192901",34.273872,-114.192901,Yes,103.5,Yes,0,2,,Yes,No,Yes,Bank Withdrawal,Yes,131,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,63,6479.4,0,1142.82,0.0,7622.22,No,Yes,92267
58,20,40.03,,No,,22,0,Parker Dam,3624,Month-to-Month,United States,7916-VCCPB,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.273872, -114.192901",34.273872,-114.192901,Yes,73.25,No,1,6,Offer D,Yes,No,No,Bank Withdrawal,Yes,131,No,Q3,Yes,3,No,California,No,No,No,16,1195.75,0,640.48,0.0,1836.23,No,Yes,92267
58,0,40.39,,No,,67,0,Parker Dam,5327,One Year,United States,6823-SIDFQ,Stayed,No,No,Male,No,,"34.273872, -114.192901",34.273872,-114.192901,No,18.25,No,0,0,Offer C,No,No,No,Credit Card,Yes,131,No,Q3,No,4,No,California,No,No,No,28,534.7,0,1130.92,0.0,1665.62,No,No,92267
76,16,5.19,,No,,65,0,Twentynine Palms,5514,Two Year,United States,7901-TBKJX,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.457829, -116.139589",34.457829,-116.139589,No,101.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,14104,No,Q3,No,3,Yes,California,Yes,No,Yes,56,5594.0,10,290.64,0.0,5894.64,No,No,92278
67,23,9.08,,No,,71,0,Twentynine Palms,4212,One Year,United States,3605-JISKB,Stayed,No,No,Male,Yes,Cable,"34.457829, -116.139589",34.457829,-116.139589,Yes,60.0,Yes,0,2,,Yes,Yes,No,Credit Card,Yes,14104,No,Q3,Yes,4,Yes,California,No,No,No,55,3316.1,0,499.4,0.0,3815.5,No,Yes,92278
48,13,9.95,Price,Yes,Price too high,72,1,Twentynine Palms,3260,Month-to-Month,United States,9057-SIHCH,Churned,No,No,Female,Yes,Fiber Optic,"34.457829, -116.139589",34.457829,-116.139589,No,96.6,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,14104,No,Q3,No,1,No,California,Yes,Yes,Yes,3,291.9,0,29.85,0.0,321.75,No,Yes,92278
54,0,15.33,,No,,80,0,Twentynine Palms,3037,One Year,United States,3935-TBRZZ,Stayed,No,No,Male,No,,"34.457829, -116.139589",34.457829,-116.139589,Yes,25.7,Yes,0,10,Offer B,No,No,No,Credit Card,Yes,14104,No,Q3,Yes,3,No,California,No,No,No,44,1110.5,0,674.52,0.0,1785.02,No,No,92278
33,11,37.5,,No,,25,0,Twentynine Palms,4615,One Year,United States,6284-KMNUF,Stayed,No,No,Female,Yes,Fiber Optic,"34.457829, -116.139589",34.457829,-116.139589,Yes,98.0,Yes,0,10,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,14104,No,Q3,Yes,3,No,California,Yes,Yes,Yes,56,5270.6,0,2100.0,0.0,7370.6,No,Yes,92278
79,23,17.3,,No,,63,0,Yucca Valley,4671,Two Year,United States,9919-FZDED,Stayed,No,Yes,Male,Yes,DSL,"34.159534, -116.425984",34.159534,-116.425984,Yes,84.1,Yes,0,1,,Yes,Yes,Yes,Credit Card,Yes,20486,No,Q3,Yes,3,Yes,California,Yes,No,Yes,72,5981.65,0,1245.6,0.0,7227.25,No,Yes,92284
27,42,15.18,,No,,78,0,Yucca Valley,4030,Month-to-Month,United States,4360-PNRQB,Stayed,No,No,Male,Yes,Fiber Optic,"34.159534, -116.425984",34.159534,-116.425984,No,75.6,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,20486,No,Q3,No,5,No,California,No,No,No,18,1395.05,0,273.24,0.0,1668.29,Yes,Yes,92284
62,12,33.02,,No,,33,0,Yucca Valley,2572,Two Year,United States,3082-YVEKW,Stayed,Yes,Yes,Female,Yes,DSL,"34.159534, -116.425984",34.159534,-116.425984,Yes,77.15,Yes,2,10,,No,Yes,Yes,Bank Withdrawal,Yes,20486,Yes,Q3,Yes,3,No,California,No,No,Yes,23,1759.4,0,759.46,0.0,2518.86,No,Yes,92284
58,19,1.1,,No,,61,0,Yucca Valley,3334,Month-to-Month,United States,3137-LUPIX,Stayed,No,No,Female,Yes,Cable,"34.159534, -116.425984",34.159534,-116.425984,No,64.4,Yes,0,0,,No,No,Yes,Credit Card,Yes,20486,Yes,Q3,No,4,No,California,No,No,Yes,4,253.0,0,4.4,0.0,257.4,No,Yes,92284
62,24,0.0,,No,,24,0,Yucca Valley,3740,One Year,United States,7750-EYXWZ,Stayed,No,Yes,Female,Yes,Cable,"34.159534, -116.425984",34.159534,-116.425984,No,60.65,No,0,0,,Yes,No,No,Bank Withdrawal,No,20486,Yes,Q3,No,3,No,California,Yes,Yes,Yes,12,743.3,0,0.0,40.41,702.89,No,Yes,92284
77,8,40.5,,No,,27,0,Riverside,5610,Two Year,United States,4079-VTGLK,Stayed,No,Yes,Male,Yes,DSL,"33.994676, -117.372498",33.994676,-117.372498,Yes,74.85,Yes,0,7,,No,No,No,Bank Withdrawal,Yes,18999,No,Q3,Yes,5,Yes,California,Yes,No,Yes,30,2181.75,0,1215.0,0.0,3396.75,No,Yes,92501
63,26,27.02,,No,,33,0,Riverside,5810,Month-to-Month,United States,6778-YSNIH,Joined,No,No,Female,Yes,Cable,"33.994676, -117.372498",33.994676,-117.372498,No,59.0,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,18999,No,Q3,No,5,No,California,No,No,Yes,2,114.15,0,54.04,0.0,168.19,No,Yes,92501
32,16,11.04,,No,,70,0,Riverside,2916,Month-to-Month,United States,1508-DFXCU,Stayed,No,No,Male,Yes,Fiber Optic,"33.994676, -117.372498",33.994676,-117.372498,No,81.45,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,18999,No,Q3,No,3,No,California,No,No,Yes,12,912.0,0,132.48,0.0,1044.48,No,Yes,92501
37,13,34.89,,No,,20,0,Riverside,3422,Month-to-Month,United States,8660-BUETV,Joined,No,No,Female,Yes,Cable,"33.994676, -117.372498",33.994676,-117.372498,No,44.75,No,0,0,,No,No,No,Credit Card,Yes,18999,No,Q3,No,5,No,California,No,No,No,3,148.05,10,104.67,0.0,262.72,No,No,92501
71,13,19.14,,No,,30,0,Murrieta,5061,One Year,United States,2931-VUVJN,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,Yes,94.05,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,36149,Yes,Q3,No,3,Yes,California,No,No,No,59,5483.9,30,1129.26,0.0,6643.16,No,No,92562
74,27,16.26,,No,,72,0,Murrieta,6004,Two Year,United States,6726-NNFWD,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,Yes,89.45,No,0,10,Offer A,Yes,No,No,Credit Card,Yes,36149,No,Q3,Yes,4,Yes,California,Yes,No,No,71,6435.25,0,1154.46,0.0,7589.71,No,Yes,92562
36,29,2.87,,No,,64,0,Murrieta,3597,Month-to-Month,United States,2475-MROZF,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,No,95.0,Yes,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,36149,Yes,Q3,No,3,No,California,No,No,No,30,2852.4,0,86.1,0.0,2938.5,No,Yes,92562
51,7,37.15,,No,,57,0,Murrieta,4935,Two Year,United States,8819-ZBYNA,Stayed,No,No,Female,Yes,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,Yes,109.1,Yes,0,6,,Yes,Yes,Yes,Credit Card,Yes,36149,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,58,6393.65,0,2154.7,0.0,8548.35,No,Yes,92562
75,9,1.23,,No,,80,0,Wildomar,6412,Two Year,United States,7375-WMVMT,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.617108, -117.253349",33.617108,-117.253349,Yes,95.5,No,0,2,,Yes,No,Yes,Credit Card,Yes,19368,Yes,Q3,Yes,4,Yes,California,Yes,No,No,71,6707.15,0,87.33,0.0,6794.48,No,Yes,92595
52,0,20.85,,No,,20,0,Wildomar,3764,Two Year,United States,7601-GNDYK,Stayed,Yes,No,Male,No,,"33.617108, -117.253349",33.617108,-117.253349,Yes,19.6,No,3,1,Offer C,No,No,No,Credit Card,Yes,19368,No,Q3,Yes,4,No,California,No,No,No,35,686.95,0,729.75,0.0,1416.7,No,No,92595
35,4,25.45,,No,,80,0,Wildomar,5408,One Year,United States,4626-OZDTJ,Stayed,No,No,Female,Yes,DSL,"33.617108, -117.253349",33.617108,-117.253349,Yes,78.65,Yes,0,10,Offer B,Yes,No,Yes,Credit Card,Yes,19368,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,51,3950.85,0,1297.95,0.0,5248.8,No,Yes,92595
55,21,8.46,,No,,73,0,Wildomar,4637,Two Year,United States,4419-UJMUS,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.617108, -117.253349",33.617108,-117.253349,Yes,99.35,Yes,1,0,Offer A,No,No,Yes,Bank Withdrawal,Yes,19368,Yes,Q3,No,4,No,California,Yes,Yes,Yes,69,6856.45,0,583.74,0.0,7440.19,No,Yes,92595
71,30,31.68,,No,,70,0,Costa Mesa,6500,Two Year,United States,7622-FWGEW,Stayed,No,Yes,Male,Yes,DSL,"33.678591, -117.905471",33.678591,-117.905471,Yes,85.65,No,0,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,48207,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,56,4824.45,0,1774.08,0.0,6598.53,No,Yes,92626
27,46,8.8,Price,Yes,Extra data charges,91,1,Costa Mesa,3833,One Year,United States,3594-UVONA,Churned,No,Yes,Female,Yes,Cable,"33.678591, -117.905471",33.678591,-117.905471,No,85.95,Yes,0,0,Offer C,No,Yes,Yes,Credit Card,Yes,48207,Yes,Q3,No,1,No,California,Yes,Yes,Yes,35,3110.1,0,308.0,0.0,3418.1,Yes,No,92626
43,53,26.32,,No,,23,0,Costa Mesa,5308,Two Year,United States,6859-QNXIQ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.678591, -117.905471",33.678591,-117.905471,Yes,113.1,Yes,5,10,,Yes,Yes,Yes,Bank Withdrawal,Yes,48207,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8248.5,0,1895.04,0.0,10143.54,No,Yes,92626
60,0,2.81,,No,,51,0,Costa Mesa,4432,Two Year,United States,2208-NKVVH,Stayed,Yes,No,Male,No,,"33.678591, -117.905471",33.678591,-117.905471,Yes,24.25,Yes,2,4,,No,No,No,Credit Card,Yes,48207,No,Q3,Yes,4,No,California,No,No,No,43,1077.95,0,120.83,0.0,1198.78,No,No,92626
72,12,35.0,,No,,71,0,Newport Beach,5626,One Year,United States,0380-NEAVX,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.634626, -117.874882",33.634626,-117.874882,No,99.85,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,28687,No,Q3,No,5,Yes,California,Yes,No,Yes,34,3343.15,0,1190.0,0.0,4533.15,No,Yes,92660
56,14,23.89,Competitor,Yes,Competitor had better devices,85,1,Newport Beach,4846,Month-to-Month,United States,1809-DMJHQ,Churned,Yes,No,Female,Yes,DSL,"33.634626, -117.874882",33.634626,-117.874882,No,46.0,No,1,0,,No,No,No,Mailed Check,Yes,28687,No,Q3,No,1,No,California,No,No,No,5,221.7,0,119.45,0.0,341.15,No,Yes,92660
27,0,25.54,,No,,78,0,Newport Beach,5939,Two Year,United States,1982-FEBTD,Stayed,Yes,No,Female,No,,"33.634626, -117.874882",33.634626,-117.874882,Yes,25.6,Yes,2,1,,No,No,Yes,Credit Card,Yes,28687,No,Q3,Yes,5,No,California,No,No,No,23,514.75,0,587.42,0.0,1102.17,Yes,No,92660
40,0,42.52,,No,,60,0,Newport Beach,5597,Month-to-Month,United States,3675-EQOZA,Stayed,No,No,Male,No,,"33.634626, -117.874882",33.634626,-117.874882,No,20.65,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,28687,No,Q3,No,4,No,California,No,No,No,5,93.55,0,212.6,0.0,306.15,No,No,92660
76,24,22.86,,No,,26,0,Rancho Santa Margarita,5780,Two Year,United States,8495-LJDFO,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.624654, -117.611733",33.624654,-117.611733,No,108.95,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,42193,Yes,Q3,No,4,Yes,California,Yes,No,Yes,64,7111.3,0,1463.04,0.0,8574.34,No,Yes,92688
32,26,5.07,Dissatisfaction,Yes,Lack of self-service on Website,91,1,Rancho Santa Margarita,5630,Month-to-Month,United States,1396-QWFBJ,Churned,No,No,Female,Yes,Fiber Optic,"33.624654, -117.611733",33.624654,-117.611733,Yes,74.05,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,42193,No,Q3,Yes,3,No,California,No,No,No,21,1565.7,0,106.47,0.0,1672.17,No,Yes,92688
19,58,31.84,,No,,40,0,Rancho Santa Margarita,4010,Month-to-Month,United States,7319-VENRZ,Stayed,No,Yes,Male,Yes,Cable,"33.624654, -117.611733",33.624654,-117.611733,No,64.3,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,42193,Yes,Q3,No,4,No,California,No,No,Yes,7,445.95,0,222.88,0.0,668.83,Yes,Yes,92688
19,48,44.85,,No,,30,0,Rancho Santa Margarita,5735,One Year,United States,8034-RYTVV,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.624654, -117.611733",33.624654,-117.611733,No,84.25,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,42193,No,Q3,No,4,No,California,No,No,No,55,4589.85,0,2466.75,0.0,7056.6,Yes,Yes,92688
70,23,48.46,,No,,33,0,Ladera Ranch,4812,Two Year,United States,1302-UHBDD,Stayed,No,No,Male,Yes,Fiber Optic,"33.569186, -117.640055",33.569186,-117.640055,No,89.95,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,350,No,Q3,No,4,Yes,California,Yes,No,Yes,20,1648.45,0,969.2,0.0,2617.65,No,Yes,92694
57,6,21.86,Dissatisfaction,Yes,Network reliability,73,1,Ladera Ranch,4480,Month-to-Month,United States,5299-SJCZT,Churned,No,Yes,Male,Yes,Fiber Optic,"33.569186, -117.640055",33.569186,-117.640055,No,101.55,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,350,No,Q3,No,3,No,California,Yes,Yes,Yes,3,298.35,0,65.58,0.0,363.93,No,Yes,92694
34,5,34.39,,No,,31,0,Ladera Ranch,5431,Two Year,United States,5781-RFZRP,Stayed,No,No,Male,Yes,DSL,"33.569186, -117.640055",33.569186,-117.640055,Yes,73.5,Yes,0,7,,Yes,Yes,No,Credit Card,Yes,350,Yes,Q3,Yes,3,No,California,No,No,Yes,71,5357.75,0,2441.69,0.0,7799.44,No,Yes,92694
19,73,41.22,,No,,73,0,Ladera Ranch,2551,Month-to-Month,United States,5044-LRQAQ,Stayed,No,No,Female,Yes,Fiber Optic,"33.569186, -117.640055",33.569186,-117.640055,Yes,69.2,No,0,8,,No,No,Yes,Bank Withdrawal,Yes,350,No,Q3,Yes,3,No,California,No,No,No,7,477.55,0,288.54,0.0,766.09,Yes,Yes,92694
73,13,39.34,,No,,27,0,Tustin,5004,Two Year,United States,3597-YASZG,Stayed,No,No,Female,Yes,Fiber Optic,"33.738543, -117.785046",33.738543,-117.785046,Yes,104.45,Yes,0,3,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,17494,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,70,7349.35,0,2753.8,0.0,10103.15,No,Yes,92782
27,59,36.49,,No,,80,0,Tustin,4524,One Year,United States,5150-LJNSR,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.738543, -117.785046",33.738543,-117.785046,Yes,98.05,Yes,3,3,Offer C,No,Yes,No,Bank Withdrawal,Yes,17494,No,Q3,Yes,4,No,California,No,No,Yes,31,3082.1,0,1131.19,0.0,4213.29,Yes,Yes,92782
51,57,36.71,,No,,43,0,Tustin,3973,One Year,United States,9470-RTWDV,Stayed,Yes,Yes,Male,Yes,DSL,"33.738543, -117.785046",33.738543,-117.785046,Yes,82.0,Yes,3,2,Offer C,No,No,Yes,Credit Card,Yes,17494,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,26,2083.1,0,954.46,42.43,2995.13,No,Yes,92782
52,0,26.16,,No,,46,0,Tustin,5581,Two Year,United States,8174-LNWMW,Stayed,No,No,Female,No,,"33.738543, -117.785046",33.738543,-117.785046,No,20.9,No,0,0,,No,No,No,Credit Card,Yes,17494,No,Q3,No,5,No,California,No,No,No,31,689.35,0,810.96,0.0,1500.31,No,No,92782
78,9,17.13,,No,,36,0,Brea,5171,Two Year,United States,3420-ZDBMA,Stayed,No,No,Male,Yes,Fiber Optic,"33.930199, -117.862898",33.930199,-117.862898,No,71.45,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,34055,No,Q3,No,4,Yes,California,No,No,No,5,371.6,0,85.65,0.0,457.25,No,Yes,92821
53,11,4.67,Attitude,Yes,Attitude of support person,72,1,Brea,3947,Month-to-Month,United States,6086-ESGRL,Churned,No,No,Female,Yes,Fiber Optic,"33.930199, -117.862898",33.930199,-117.862898,No,80.15,No,0,0,Offer E,No,No,No,Credit Card,Yes,34055,No,Q3,No,1,No,California,Yes,Yes,No,1,80.15,0,4.67,0.0,84.82,No,Yes,92821
25,0,37.92,Attitude,Yes,Attitude of support person,78,1,Brea,3797,Month-to-Month,United States,3803-KMQFW,Churned,Yes,No,Female,No,,"33.930199, -117.862898",33.930199,-117.862898,Yes,20.55,No,2,1,,No,No,No,Credit Card,Yes,34055,No,Q3,Yes,3,No,California,No,No,No,1,20.55,0,37.92,0.0,58.47,Yes,No,92821
40,0,15.37,,No,,21,0,Brea,5575,Month-to-Month,United States,2393-DIVAI,Joined,No,No,Female,No,,"33.930199, -117.862898",33.930199,-117.862898,No,20.0,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,34055,No,Q3,No,3,No,California,No,No,No,3,61.7,0,46.11,0.0,107.81,No,No,92821
74,24,5.77,,No,,25,0,Fullerton,4993,Two Year,United States,3398-GCPMU,Stayed,No,Yes,Female,Yes,DSL,"33.877639, -117.961212",33.877639,-117.961212,Yes,89.55,Yes,0,4,Offer A,Yes,Yes,Yes,Credit Card,Yes,46105,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,6448.85,0,415.44,0.0,6864.29,No,Yes,92833
47,21,49.31,Competitor,Yes,Competitor made better offer,81,1,Fullerton,4508,Month-to-Month,United States,9572-MTILT,Churned,No,Yes,Male,Yes,Fiber Optic,"33.877639, -117.961212",33.877639,-117.961212,Yes,106.75,Yes,0,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,46105,Yes,Q3,Yes,1,No,California,No,No,Yes,59,6252.9,40,2909.29,0.0,9202.19,No,No,92833
52,8,28.86,,No,,46,0,Fullerton,5152,Two Year,United States,0742-LAFQK,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.877639, -117.961212",33.877639,-117.961212,Yes,99.15,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,46105,No,Q3,Yes,3,No,California,Yes,Yes,No,72,7422.1,0,2077.92,0.0,9500.02,No,Yes,92833
27,0,22.26,,No,,28,0,Fullerton,4222,Month-to-Month,United States,3824-RHKVR,Stayed,No,No,Female,No,,"33.877639, -117.961212",33.877639,-117.961212,No,19.7,No,0,0,Offer D,No,No,No,Credit Card,Yes,46105,No,Q3,No,4,No,California,No,No,No,17,340.35,0,378.42,0.0,718.77,Yes,No,92833
73,20,28.06,,No,,32,0,Garden Grove,5469,Two Year,United States,1013-QCWAM,Stayed,No,No,Female,Yes,Fiber Optic,"33.786738, -117.982564",33.786738,-117.982564,Yes,100.8,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,31428,No,Q3,No,4,Yes,California,Yes,No,Yes,66,6690.75,0,1851.96,0.0,8542.71,No,Yes,92841
56,13,16.15,Competitor,Yes,Competitor made better offer,84,1,Garden Grove,3591,Month-to-Month,United States,9611-CTWIH,Churned,No,No,Female,Yes,Fiber Optic,"33.786738, -117.982564",33.786738,-117.982564,No,89.45,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,31428,No,Q3,No,3,No,California,Yes,Yes,Yes,3,240.45,0,48.45,0.0,288.9,No,Yes,92841
56,0,18.45,,No,,41,0,Garden Grove,2026,One Year,United States,5512-IDZEI,Stayed,No,No,Male,No,,"33.786738, -117.982564",33.786738,-117.982564,Yes,24.9,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,31428,No,Q3,Yes,5,No,California,No,No,No,46,1174.8,0,848.7,0.0,2023.5,No,No,92841
54,0,37.67,,No,,21,0,Garden Grove,5137,Two Year,United States,4979-HPRFL,Stayed,Yes,No,Male,No,,"33.786738, -117.982564",33.786738,-117.982564,Yes,24.15,Yes,2,1,Offer B,No,No,No,Bank Withdrawal,Yes,31428,No,Q3,Yes,4,No,California,No,No,No,56,1402.25,0,2109.52,29.41,3482.36,No,No,92841
69,9,5.27,,No,,58,0,Orange,5590,Two Year,United States,0336-PIKEI,Stayed,No,Yes,Male,Yes,DSL,"33.792791, -117.789749",33.792791,-117.789749,Yes,74.4,No,0,7,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,37916,Yes,Q3,Yes,4,Yes,California,No,No,Yes,72,5360.75,140,379.44,0.0,5880.19,No,No,92869
20,30,0.0,Competitor,Yes,Competitor had better devices,91,1,Orange,5450,Month-to-Month,United States,5759-RCVCB,Churned,No,No,Female,Yes,DSL,"33.792791, -117.789749",33.792791,-117.789749,No,35.2,No,0,0,Offer E,No,No,No,Credit Card,No,37916,No,Q3,No,1,No,California,No,No,Yes,3,108.95,0,0.0,0.0,108.95,Yes,Yes,92869
47,0,31.45,,No,,61,0,Orange,3488,One Year,United States,5173-ZXXXL,Joined,No,No,Male,No,,"33.792791, -117.789749",33.792791,-117.789749,No,19.95,No,0,0,,No,No,No,Credit Card,Yes,37916,No,Q3,No,4,No,California,No,No,No,2,47.7,0,62.9,0.0,110.6,No,No,92869
25,59,48.86,,No,,46,0,Orange,3391,Month-to-Month,United States,6918-UMQCG,Stayed,No,No,Female,Yes,Fiber Optic,"33.792791, -117.789749",33.792791,-117.789749,No,80.2,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,37916,No,Q3,No,3,No,California,No,No,Yes,5,384.25,0,244.3,0.0,628.55,Yes,Yes,92869
73,30,1.34,,No,,39,0,Placentia,4988,Two Year,United States,7322-OCWHC,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,Yes,93.05,Yes,0,10,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,48170,Yes,Q3,Yes,3,Yes,California,No,No,No,72,6735.05,0,96.48,0.0,6831.53,No,Yes,92870
55,30,28.04,Attitude,Yes,Attitude of service provider,87,1,Placentia,5075,Month-to-Month,United States,6372-RFVNS,Churned,No,No,Female,Yes,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,Yes,78.8,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,48170,No,Q3,Yes,3,No,California,No,No,Yes,1,78.8,0,28.04,0.0,106.84,No,Yes,92870
34,17,37.84,,No,,45,0,Placentia,4395,One Year,United States,1096-ADRUX,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,Yes,74.25,Yes,1,1,,No,No,Yes,Bank Withdrawal,Yes,48170,No,Q3,Yes,3,No,California,No,No,No,66,4859.25,0,2497.44,0.0,7356.69,No,Yes,92870
61,20,28.86,,No,,74,0,Placentia,6491,Two Year,United States,0675-NCDYU,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,Yes,116.4,Yes,2,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,48170,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8543.25,0,2077.92,0.0,10621.17,No,Yes,92870
79,11,39.0,,No,,78,0,Camarillo,5490,One Year,United States,5732-IKGQH,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.205504, -118.993111",34.205504,-118.993111,Yes,104.45,No,0,5,,No,Yes,Yes,Bank Withdrawal,Yes,24945,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,52,5481.25,0,2028.0,0.0,7509.25,No,Yes,93012
63,10,49.69,Other,Yes,Moved,85,1,Camarillo,2058,Month-to-Month,United States,6319-IEJWJ,Churned,No,No,Male,Yes,Fiber Optic,"34.205504, -118.993111",34.205504,-118.993111,Yes,90.2,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,24945,No,Q3,Yes,1,No,California,Yes,Yes,Yes,20,1776.55,0,993.8,0.0,2770.35,No,Yes,93012
63,2,27.04,,No,,76,0,Camarillo,4145,Two Year,United States,7138-GIRSH,Stayed,No,Yes,Male,Yes,DSL,"34.205504, -118.993111",34.205504,-118.993111,No,69.5,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,24945,Yes,Q3,No,5,No,California,Yes,Yes,No,50,3418.2,0,1352.0,5.73,4764.47,No,Yes,93012
40,15,41.03,,No,,22,0,Camarillo,3407,Month-to-Month,United States,5982-FPVQN,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.205504, -118.993111",34.205504,-118.993111,Yes,95.15,Yes,1,2,,Yes,No,Yes,Bank Withdrawal,Yes,24945,No,Q3,Yes,3,No,California,Yes,Yes,No,37,3532.85,0,1518.11,0.0,5050.96,No,Yes,93012
72,23,44.14,,No,,59,0,Ojai,5742,Two Year,United States,0093-EXYQL,Stayed,No,No,Female,Yes,Fiber Optic,"34.581308, -118.931948",34.581308,-118.931948,No,91.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,21633,No,Q3,No,3,Yes,California,Yes,No,Yes,40,3673.6,0,1765.6,0.0,5439.2,No,Yes,93023
64,21,14.91,Competitor,Yes,Competitor had better devices,77,1,Ojai,3096,Month-to-Month,United States,5275-SQEIZ,Churned,No,No,Male,Yes,Fiber Optic,"34.581308, -118.931948",34.581308,-118.931948,No,80.85,No,0,0,,No,No,Yes,Credit Card,Yes,21633,No,Q3,No,1,No,California,Yes,Yes,No,1,80.85,0,14.91,0.0,95.76,No,Yes,93023
51,16,40.76,,No,,61,0,Ojai,4025,Month-to-Month,United States,4059-IIEBK,Stayed,No,No,Female,Yes,Fiber Optic,"34.581308, -118.931948",34.581308,-118.931948,No,78.55,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,21633,No,Q3,No,3,No,California,No,No,No,7,522.95,0,285.32,47.19,761.08,No,Yes,93023
25,59,35.9,,No,,42,0,Ojai,4422,One Year,United States,1492-KGETH,Stayed,Yes,Yes,Male,Yes,Cable,"34.581308, -118.931948",34.581308,-118.931948,Yes,78.35,Yes,1,2,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,21633,Yes,Q3,Yes,4,No,California,Yes,Yes,No,70,5445.95,0,2513.0,0.0,7958.95,Yes,Yes,93023
75,9,20.83,,No,,32,0,Port Hueneme,2944,Two Year,United States,9168-INPSZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.110124, -119.100972",34.110124,-119.100972,Yes,104.15,Yes,0,10,,No,No,No,Bank Withdrawal,Yes,25634,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,44,4495.65,0,916.52,0.0,5412.17,No,Yes,93041
27,0,16.04,Attitude,Yes,Attitude of support person,91,1,Port Hueneme,4479,Month-to-Month,United States,1009-IRMNA,Churned,No,No,Female,No,,"34.110124, -119.100972",34.110124,-119.100972,No,20.0,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,25634,No,Q3,No,3,No,California,No,No,No,7,137.6,0,112.28,0.0,249.88,Yes,No,93041
56,7,29.6,,No,,20,0,Port Hueneme,5009,Month-to-Month,United States,4647-MUZON,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.110124, -119.100972",34.110124,-119.100972,Yes,95.95,No,0,9,Offer D,No,No,Yes,Credit Card,Yes,25634,No,Q3,Yes,3,No,California,Yes,Yes,Yes,18,1745.5,0,532.8,6.72,2271.58,No,Yes,93041
43,0,11.02,,No,,44,0,Port Hueneme,4254,One Year,United States,8859-YSTWS,Stayed,No,No,Male,No,,"34.110124, -119.100972",34.110124,-119.100972,No,19.95,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,25634,No,Q3,No,5,No,California,No,No,No,48,1004.5,0,528.96,0.0,1533.46,No,No,93041
68,21,10.53,,No,,34,0,Simi Valley,5525,Two Year,United States,0015-UOCOJ,Stayed,No,No,Female,Yes,DSL,"34.296813, -118.685703",34.296813,-118.685703,No,48.2,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,49027,No,Q3,No,3,Yes,California,No,No,No,7,340.35,0,73.71,0.0,414.06,No,Yes,93063
28,51,18.05,,No,,33,0,Simi Valley,2781,Month-to-Month,United States,5016-IBERQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.296813, -118.685703",34.296813,-118.685703,Yes,84.25,Yes,0,1,,Yes,No,No,Bank Withdrawal,Yes,49027,No,Q3,Yes,4,No,California,No,No,No,23,1968.1,0,415.15,8.3,2374.95,Yes,Yes,93063
53,19,3.3,,No,,49,0,Simi Valley,4103,One Year,United States,8849-PRIQJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.296813, -118.685703",34.296813,-118.685703,Yes,109.4,Yes,2,7,,No,Yes,Yes,Bank Withdrawal,Yes,49027,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,67,7281.6,0,221.1,38.34,7464.36,No,Yes,93063
54,0,30.82,,No,,66,0,Simi Valley,3948,Two Year,United States,7601-DHFWZ,Stayed,No,No,Female,No,,"34.296813, -118.685703",34.296813,-118.685703,No,24.0,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,49027,No,Q3,No,3,No,California,No,No,No,48,1183.05,0,1479.36,0.0,2662.41,No,No,93063
78,12,25.57,,No,,78,0,Santa Barbara,4537,Two Year,United States,1465-LNTLJ,Stayed,No,Yes,Male,Yes,Cable,"34.406256, -119.726936",34.406256,-119.726936,Yes,64.4,No,0,7,Offer E,No,No,Yes,Credit Card,Yes,10986,Yes,Q3,Yes,5,Yes,California,Yes,Yes,No,8,581.7,0,204.56,0.0,786.26,No,Yes,93109
31,28,0.0,,No,,74,0,Santa Barbara,3533,One Year,United States,9411-TPQQV,Stayed,No,No,Female,Yes,DSL,"34.406256, -119.726936",34.406256,-119.726936,No,54.55,No,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,No,10986,Yes,Q3,No,3,No,California,Yes,Yes,Yes,40,2236.2,40,0.0,11.48,2264.72,No,No,93109
42,24,36.96,,No,,37,0,Santa Barbara,5968,Month-to-Month,United States,6629-LADHQ,Joined,No,No,Female,Yes,DSL,"34.406256, -119.726936",34.406256,-119.726936,No,50.95,No,0,0,Offer E,No,Yes,No,Credit Card,Yes,10986,No,Q3,No,3,No,California,No,No,No,2,123.05,0,73.92,0.0,196.97,No,Yes,93109
49,0,19.09,,No,,57,0,Santa Barbara,3829,Month-to-Month,United States,0487-VVUVK,Stayed,Yes,No,Male,No,,"34.406256, -119.726936",34.406256,-119.726936,Yes,19.15,No,2,5,,No,No,Yes,Credit Card,Yes,10986,No,Q3,Yes,4,No,California,No,No,No,25,477.6,0,477.25,0.0,954.85,No,No,93109
73,15,49.34,,No,,44,0,California Hot Springs,4576,Two Year,United States,4706-DGAHW,Joined,No,No,Male,Yes,DSL,"35.865795, -118.69759",35.865795,-118.69759,No,45.2,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,226,No,Q3,No,3,Yes,California,No,No,No,1,45.2,0,49.34,0.0,94.54,No,Yes,93207
49,3,35.42,Dissatisfaction,Yes,Poor expertise of online support,90,1,California Hot Springs,3296,Month-to-Month,United States,3799-ISUZQ,Churned,No,No,Male,Yes,Fiber Optic,"35.865795, -118.69759",35.865795,-118.69759,Yes,69.95,No,0,9,,No,No,Yes,Bank Withdrawal,Yes,226,No,Q3,Yes,2,No,California,No,No,No,7,529.5,0,247.94,0.0,777.44,No,Yes,93207
21,0,29.55,,No,,59,0,California Hot Springs,4667,Month-to-Month,United States,8404-VLQFB,Stayed,Yes,No,Female,No,,"35.865795, -118.69759",35.865795,-118.69759,Yes,25.25,Yes,1,1,,No,No,Yes,Bank Withdrawal,Yes,226,No,Q3,Yes,3,No,California,No,No,No,15,394.85,0,443.25,0.0,838.1,Yes,No,93207
49,28,12.97,,No,,72,0,California Hot Springs,4170,One Year,United States,4355-CVPVS,Stayed,Yes,No,Female,Yes,Fiber Optic,"35.865795, -118.69759",35.865795,-118.69759,Yes,88.9,No,1,4,,No,No,No,Bank Withdrawal,Yes,226,No,Q3,Yes,5,No,California,Yes,Yes,Yes,56,4968.0,0,726.32,0.0,5694.32,No,Yes,93207
79,75,13.4,,No,,71,0,Ivanhoe,3847,Two Year,United States,8552-OBVRU,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"36.385818, -119.224243",36.385818,-119.224243,Yes,104.5,No,3,6,,No,Yes,Yes,Bank Withdrawal,Yes,4517,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,48,5068.05,0,643.2,0.0,5711.25,No,Yes,93235
28,0,10.98,Price,Yes,Long distance charges,87,1,Ivanhoe,5394,Month-to-Month,United States,1493-AMTIE,Churned,No,No,Male,No,,"36.385818, -119.224243",36.385818,-119.224243,No,20.2,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,4517,No,Q3,No,1,No,California,No,No,No,1,20.2,0,10.98,0.0,31.18,Yes,No,93235
56,0,2.15,,No,,24,0,Ivanhoe,3078,Month-to-Month,United States,2085-JVGAD,Stayed,No,No,Male,No,,"36.385818, -119.224243",36.385818,-119.224243,Yes,20.35,No,0,3,,No,No,No,Bank Withdrawal,Yes,4517,No,Q3,Yes,4,No,California,No,No,No,37,697.65,0,79.55,45.07,732.13,No,No,93235
37,0,32.99,,No,,68,0,Ivanhoe,6161,Two Year,United States,3274-NSDWE,Stayed,No,No,Female,No,,"36.385818, -119.224243",36.385818,-119.224243,No,19.6,No,0,0,,No,No,No,Credit Card,Yes,4517,No,Q3,No,4,No,California,No,No,No,68,1441.65,0,2243.32,0.0,3684.97,No,No,93235
69,21,32.41,,No,,62,0,Lost Hills,4168,Two Year,United States,9776-OJUZI,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.637715, -119.893068",35.637715,-119.893068,No,95.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2502,No,Q3,No,4,Yes,California,No,No,Yes,65,6223.3,0,2106.65,0.0,8329.95,No,Yes,93249
22,85,0.0,,No,,42,0,Lost Hills,5640,Two Year,United States,0214-JHPFW,Stayed,No,Yes,Female,Yes,Cable,"35.637715, -119.893068",35.637715,-119.893068,Yes,57.8,No,0,9,,Yes,No,No,Bank Withdrawal,No,2502,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,4039.3,0,0.0,1.01,4038.29,Yes,Yes,93249
46,10,0.0,,No,,61,0,Lost Hills,2725,One Year,United States,3441-CGZJH,Stayed,Yes,Yes,Female,Yes,DSL,"35.637715, -119.893068",35.637715,-119.893068,Yes,60.4,No,2,8,,No,Yes,Yes,Credit Card,No,2502,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,43,2640.55,100,0.0,0.0,2740.55,No,No,93249
28,0,43.97,,No,,44,0,Lost Hills,3169,Month-to-Month,United States,8963-MQVYN,Stayed,Yes,No,Female,No,,"35.637715, -119.893068",35.637715,-119.893068,No,20.55,No,2,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,2502,No,Q3,No,3,No,California,No,No,No,22,469.85,0,967.34,0.0,1437.19,Yes,No,93249
70,10,45.13,,No,,35,0,Porterville,3199,Two Year,United States,4238-JSSWH,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.008958, -118.891593",36.008958,-118.891593,Yes,102.05,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,65566,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,35,3452.55,0,1579.55,0.0,5032.1,No,Yes,93257
33,13,30.48,Dissatisfaction,Yes,Service dissatisfaction,72,1,Porterville,2464,Month-to-Month,United States,8868-WOZGU,Churned,No,Yes,Male,Yes,Fiber Optic,"36.008958, -118.891593",36.008958,-118.891593,No,105.7,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,65566,No,Q3,No,3,No,California,Yes,Yes,Yes,28,2979.5,80,853.44,0.0,3912.94,No,No,93257
63,0,23.76,,No,,41,0,Porterville,5517,One Year,United States,2324-AALNO,Stayed,No,No,Female,No,,"36.008958, -118.891593",36.008958,-118.891593,No,24.55,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,65566,No,Q3,No,5,No,California,No,No,No,48,1203.95,0,1140.48,36.04,2308.39,No,No,93257
58,0,29.25,,No,,20,0,Porterville,4335,Two Year,United States,5567-GZKQY,Stayed,No,No,Male,No,,"36.008958, -118.891593",36.008958,-118.891593,No,20.3,No,0,0,Offer B,No,No,No,Credit Card,Yes,65566,No,Q3,No,4,No,California,No,No,No,58,1131.5,0,1696.5,0.0,2828.0,No,No,93257
69,6,48.41,,No,,80,0,Stratford,3739,Two Year,United States,9121-PHQSR,Stayed,No,No,Male,Yes,Fiber Optic,"36.175255, -119.813805",36.175255,-119.813805,Yes,85.05,Yes,0,6,Offer D,No,No,Yes,Credit Card,Yes,1729,No,Q3,Yes,4,Yes,California,No,No,Yes,16,1391.15,0,774.56,0.0,2165.71,No,Yes,93266
62,0,17.61,Attitude,Yes,Attitude of support person,83,1,Stratford,2051,Month-to-Month,United States,5143-WMWOG,Churned,No,No,Male,No,,"36.175255, -119.813805",36.175255,-119.813805,No,19.95,No,0,0,,No,No,No,Bank Withdrawal,Yes,1729,No,Q3,No,2,No,California,No,No,No,1,19.95,0,17.61,0.0,37.56,No,No,93266
37,7,38.05,,No,,20,0,Stratford,5645,Month-to-Month,United States,4957-TREIR,Joined,No,No,Male,Yes,DSL,"36.175255, -119.813805",36.175255,-119.813805,No,64.4,No,0,0,,No,Yes,Yes,Credit Card,Yes,1729,Yes,Q3,No,4,No,California,No,No,Yes,3,195.65,0,114.15,0.0,309.8,No,Yes,93266
43,20,36.55,,No,,69,0,Stratford,4454,Two Year,United States,6242-FEGFD,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.175255, -119.813805",36.175255,-119.813805,Yes,96.6,Yes,0,5,,Yes,Yes,No,Credit Card,Yes,1729,Yes,Q3,Yes,3,No,California,No,No,No,66,6424.25,0,2412.3,0.0,8836.55,No,Yes,93266
75,24,0.0,,No,,47,0,Weldon,3162,Two Year,United States,9796-MVYXX,Stayed,No,Yes,Female,Yes,DSL,"35.55647, -118.244914",35.55647,-118.244914,No,39.7,No,0,0,Offer D,No,Yes,No,Credit Card,No,1935,Yes,Q3,No,4,Yes,California,No,No,No,14,692.35,0,0.0,0.0,692.35,No,Yes,93283
76,21,0.0,,No,,59,0,Weldon,2305,One Year,United States,4291-HYEBC,Stayed,Yes,No,Female,Yes,DSL,"35.55647, -118.244914",35.55647,-118.244914,Yes,39.1,No,3,2,,Yes,No,Yes,Bank Withdrawal,No,1935,No,Q3,Yes,3,Yes,California,Yes,Yes,No,28,1096.6,0,0.0,0.0,1096.6,No,Yes,93283
62,0,42.25,,No,,56,0,Weldon,3313,One Year,United States,9620-QJREV,Stayed,No,No,Male,No,,"35.55647, -118.244914",35.55647,-118.244914,No,20.55,No,0,0,Offer B,No,No,No,Credit Card,Yes,1935,No,Q3,No,5,No,California,No,No,No,47,1013.05,0,1985.75,0.0,2998.8,No,No,93283
40,0,47.51,,No,,43,0,Weldon,4117,Two Year,United States,1395-WSWXR,Stayed,No,No,Male,No,,"35.55647, -118.244914",35.55647,-118.244914,No,20.75,No,0,0,,No,No,No,Credit Card,Yes,1935,No,Q3,No,3,No,California,No,No,No,24,487.05,0,1140.24,0.0,1627.29,No,No,93283
75,25,1.92,,No,,47,0,Avila Beach,3728,Two Year,United States,7268-IGMFD,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.186644, -120.728305",35.186644,-120.728305,No,93.9,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,812,Yes,Q3,No,4,Yes,California,No,No,Yes,18,1743.9,0,34.56,0.0,1778.46,No,Yes,93424
77,8,37.09,,No,,65,0,Avila Beach,4499,One Year,United States,1217-VASWC,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.186644, -120.728305",35.186644,-120.728305,Yes,100.55,No,0,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,812,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,43,4304.0,0,1594.87,0.0,5898.87,No,Yes,93424
53,22,47.72,,No,,33,0,Avila Beach,5494,Month-to-Month,United States,5433-KYGHE,Stayed,Yes,No,Female,Yes,Fiber Optic,"35.186644, -120.728305",35.186644,-120.728305,No,86.0,Yes,1,0,Offer D,No,Yes,Yes,Mailed Check,Yes,812,Yes,Q3,No,3,No,California,No,No,No,14,1164.05,0,668.08,0.0,1832.13,No,Yes,93424
35,7,33.05,,No,,67,0,Avila Beach,4891,One Year,United States,9473-CBZOP,Stayed,No,Yes,Female,Yes,Cable,"35.186644, -120.728305",35.186644,-120.728305,No,59.0,Yes,0,0,,No,Yes,No,Credit Card,Yes,812,No,Q3,No,4,No,California,No,No,No,28,1654.45,0,925.4,0.0,2579.85,No,Yes,93424
67,14,9.96,,No,,26,0,Lompoc,5011,Two Year,United States,0013-SMEOE,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.757477, -120.550507",34.757477,-120.550507,Yes,109.7,No,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,6165,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,71,7904.25,0,707.16,0.0,8611.41,No,Yes,93437
44,10,0.0,Other,Yes,Don't know,94,1,Lompoc,3298,Month-to-Month,United States,5590-YRFJT,Churned,No,No,Female,Yes,DSL,"34.757477, -120.550507",34.757477,-120.550507,Yes,24.45,No,0,1,,No,No,Yes,Bank Withdrawal,No,6165,No,Q3,Yes,3,No,California,No,No,No,20,482.8,0,0.0,0.0,482.8,No,Yes,93437
47,2,24.76,Attitude,Yes,Attitude of service provider,80,1,Lompoc,4193,Month-to-Month,United States,5229-PRWKT,Churned,No,No,Male,Yes,Fiber Optic,"34.757477, -120.550507",34.757477,-120.550507,No,86.55,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,6165,No,Q3,No,3,No,California,Yes,Yes,No,8,649.65,0,198.08,0.0,847.73,No,Yes,93437
65,22,25.19,,No,,60,0,San Miguel,3594,Two Year,United States,2573-GYRUU,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.886767, -120.608661",35.886767,-120.608661,Yes,91.05,Yes,0,1,,No,No,Yes,Credit Card,Yes,2666,No,Q3,Yes,4,Yes,California,Yes,Yes,No,48,4370.75,0,1209.12,0.0,5579.87,No,Yes,93451
51,58,4.46,,No,,33,0,San Miguel,5985,Month-to-Month,United States,1216-JWVUX,Stayed,Yes,No,Male,Yes,Fiber Optic,"35.886767, -120.608661",35.886767,-120.608661,Yes,75.5,No,3,4,,Yes,No,Yes,Bank Withdrawal,Yes,2666,No,Q3,Yes,3,No,California,No,No,No,25,1901.05,0,111.5,0.0,2012.55,No,Yes,93451
29,0,35.44,,No,,40,0,San Miguel,2429,Month-to-Month,United States,4054-CUMIA,Stayed,Yes,No,Female,No,,"35.886767, -120.608661",35.886767,-120.608661,Yes,20.25,No,1,10,Offer D,No,No,Yes,Credit Card,Yes,2666,No,Q3,Yes,4,No,California,No,No,No,18,401.95,0,637.92,0.0,1039.87,Yes,No,93451
24,0,16.02,,No,,60,0,San Miguel,5743,Two Year,United States,9585-KKMFD,Stayed,Yes,No,Male,No,,"35.886767, -120.608661",35.886767,-120.608661,Yes,20.0,No,1,5,,No,No,Yes,Credit Card,Yes,2666,No,Q3,Yes,3,No,California,No,No,No,41,879.8,0,656.82,0.0,1536.62,Yes,No,93451
67,22,44.26,,No,,34,0,California City,2364,One Year,United States,6486-LHTMA,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.151491, -117.927597",35.151491,-117.927597,Yes,90.7,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,8316,No,Q3,Yes,3,Yes,California,No,No,Yes,31,2835.5,0,1372.06,0.0,4207.56,No,Yes,93505
23,0,13.35,,No,,21,0,California City,5970,Two Year,United States,4018-PPNDW,Stayed,No,No,Female,No,,"35.151491, -117.927597",35.151491,-117.927597,Yes,24.1,Yes,0,9,Offer B,No,No,Yes,Credit Card,Yes,8316,No,Q3,Yes,4,No,California,No,No,No,61,1551.6,0,814.35,0.0,2365.95,Yes,No,93505
45,13,1.27,,No,,26,0,California City,5038,Two Year,United States,2434-EEVDB,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.151491, -117.927597",35.151491,-117.927597,Yes,94.6,Yes,0,7,Offer B,No,Yes,Yes,Credit Card,Yes,8316,No,Q3,Yes,4,No,California,No,No,Yes,64,5948.7,0,81.28,0.0,6029.98,No,Yes,93505
41,18,27.3,,No,,51,0,California City,5559,Month-to-Month,United States,6719-OXYBR,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.151491, -117.927597",35.151491,-117.927597,No,85.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,8316,No,Q3,No,3,No,California,No,No,Yes,15,1219.85,0,409.5,0.0,1629.35,No,Yes,93505
74,27,49.82,,No,,71,0,Acton,5148,One Year,United States,4083-BFNYK,Stayed,No,No,Female,Yes,Fiber Optic,"34.501452, -118.207862",34.501452,-118.207862,Yes,95.0,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,7831,No,Q3,Yes,4,Yes,California,Yes,Yes,No,38,3591.25,70,1893.16,0.0,5554.41,No,No,93510
69,2,10.55,,No,,21,0,Acton,3172,Month-to-Month,United States,3312-ZWLGF,Stayed,No,No,Male,Yes,Fiber Optic,"34.501452, -118.207862",34.501452,-118.207862,Yes,79.3,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,7831,Yes,Q3,No,5,Yes,California,No,No,No,29,2414.55,0,305.95,0.0,2720.5,No,Yes,93510
46,29,10.99,,No,,74,0,Acton,5846,Month-to-Month,United States,1635-FJFCC,Stayed,No,No,Female,Yes,DSL,"34.501452, -118.207862",34.501452,-118.207862,No,44.05,No,0,0,,No,No,Yes,Credit Card,Yes,7831,No,Q3,No,5,No,California,No,No,No,5,202.15,0,54.95,0.0,257.1,No,Yes,93510
25,59,0.0,,No,,21,0,Acton,4678,Two Year,United States,6762-QVYJO,Stayed,Yes,Yes,Female,Yes,DSL,"34.501452, -118.207862",34.501452,-118.207862,Yes,59.75,No,3,8,Offer B,No,Yes,No,Credit Card,No,7831,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,58,3624.35,0,0.0,0.0,3624.35,Yes,Yes,93510
72,23,11.86,,No,,40,0,Bridgeport,4143,Two Year,United States,1089-HDMKP,Stayed,Yes,No,Male,Yes,Cable,"38.184583, -119.286558",38.184583,-119.286558,No,54.55,No,1,0,,Yes,No,Yes,Bank Withdrawal,Yes,826,Yes,Q3,No,4,Yes,California,No,No,No,11,601.25,0,130.46,0.0,731.71,No,Yes,93517
75,17,48.33,,No,,23,0,Bridgeport,5296,Two Year,United States,7446-YPODE,Stayed,No,No,Male,Yes,DSL,"38.184583, -119.286558",38.184583,-119.286558,No,60.25,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,826,No,Q3,No,3,Yes,California,No,No,No,11,662.95,120,531.63,0.0,1314.58,No,No,93517
41,8,40.34,,No,,45,0,Bridgeport,4039,One Year,United States,8405-IGQFX,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.184583, -119.286558",38.184583,-119.286558,No,90.05,No,0,0,Offer B,No,No,Yes,Credit Card,Yes,826,Yes,Q3,No,3,No,California,No,No,Yes,63,5817.0,0,2541.42,0.0,8358.42,No,Yes,93517
40,0,16.91,,No,,31,0,Bridgeport,3192,Month-to-Month,United States,3785-NRHYR,Joined,No,No,Male,No,,"38.184583, -119.286558",38.184583,-119.286558,No,19.65,No,0,0,,No,No,No,Credit Card,Yes,826,No,Q3,No,3,No,California,No,No,No,1,19.65,0,16.91,0.0,36.56,No,No,93517
79,0,31.43,,No,,61,0,Ahwahnee,4015,One Year,United States,0023-UYUPN,Stayed,No,No,Female,No,,"37.375816, -119.739935",37.375816,-119.739935,Yes,25.2,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,1968,No,Q3,No,3,Yes,California,No,No,No,50,1306.3,0,1571.5,0.0,2877.8,No,No,93601
20,59,29.41,Competitor,Yes,Competitor offered more data,91,1,Ahwahnee,3458,Month-to-Month,United States,2777-PHDEI,Churned,No,No,Female,Yes,Fiber Optic,"37.375816, -119.739935",37.375816,-119.739935,No,78.05,No,0,0,,No,No,No,Bank Withdrawal,Yes,1968,No,Q3,No,1,No,California,No,Yes,Yes,1,78.05,10,29.41,0.0,117.46,Yes,No,93601
30,59,16.24,,No,,68,0,Ahwahnee,5124,Two Year,United States,5676-CFLYY,Stayed,No,No,Male,Yes,Cable,"37.375816, -119.739935",37.375816,-119.739935,Yes,73.35,No,0,4,Offer A,Yes,No,Yes,Credit Card,Yes,1968,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,71,5154.5,0,1153.04,0.0,6307.54,No,Yes,93601
56,0,13.51,,No,,79,0,Ahwahnee,2067,Month-to-Month,United States,8749-CLJXC,Joined,No,No,Male,No,,"37.375816, -119.739935",37.375816,-119.739935,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,1968,No,Q3,No,5,No,California,No,No,No,1,20.05,0,13.51,0.0,33.56,No,No,93601
72,8,47.48,,No,,39,0,Big Creek,2057,Two Year,United States,6360-SVNWV,Stayed,No,No,Female,Yes,Fiber Optic,"37.17277, -119.2997",37.17277,-119.2997,No,73.55,No,0,0,,No,Yes,Yes,Credit Card,Yes,273,No,Q3,No,3,Yes,California,No,No,No,31,2094.65,0,1471.88,0.0,3566.53,No,Yes,93605
63,28,38.07,Competitor,Yes,Competitor offered more data,87,1,Big Creek,2679,Month-to-Month,United States,1196-AMORA,Churned,No,No,Male,Yes,Fiber Optic,"37.17277, -119.2997",37.17277,-119.2997,No,73.6,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,273,No,Q3,No,1,No,California,No,No,No,7,520.0,0,266.49,0.0,786.49,No,Yes,93605
48,28,0.0,,No,,80,0,Big Creek,6406,One Year,United States,5125-CNDSP,Stayed,No,No,Male,Yes,DSL,"37.17277, -119.2997",37.17277,-119.2997,No,40.6,No,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,273,Yes,Q3,No,3,No,California,No,No,No,63,2588.95,0,0.0,0.0,2588.95,No,Yes,93605
52,11,0.0,,No,,53,0,Big Creek,5987,Two Year,United States,8882-TLVRW,Stayed,Yes,Yes,Male,Yes,DSL,"37.17277, -119.2997",37.17277,-119.2997,Yes,39.1,No,1,3,,No,Yes,No,Credit Card,No,273,Yes,Q3,Yes,3,No,California,No,No,No,69,2779.5,0,0.0,0.0,2779.5,No,Yes,93605
66,22,24.95,,No,,59,0,Clovis,4267,Two Year,United States,9050-IKDZA,Joined,No,No,Female,Yes,Fiber Optic,"36.917652, -119.593757",36.917652,-119.593757,No,81.5,No,0,0,,No,No,No,Credit Card,Yes,46858,No,Q3,No,4,Yes,California,No,No,Yes,2,162.55,0,49.9,0.0,212.45,No,Yes,93611
53,13,3.66,,No,,32,0,Clovis,4262,Two Year,United States,0229-LFJAF,Stayed,No,Yes,Male,Yes,DSL,"36.917652, -119.593757",36.917652,-119.593757,No,69.65,Yes,0,0,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,46858,Yes,Q3,No,5,No,California,No,No,No,72,4908.25,0,263.52,0.0,5171.77,No,Yes,93611
24,42,7.01,,No,,46,0,Clovis,5324,Month-to-Month,United States,2476-YGEFM,Stayed,No,No,Female,Yes,Fiber Optic,"36.917652, -119.593757",36.917652,-119.593757,No,76.0,Yes,0,0,,No,No,Yes,Credit Card,Yes,46858,No,Q3,No,3,No,California,No,No,No,29,2215.25,0,203.29,0.0,2418.54,Yes,Yes,93611
56,0,34.84,,No,,51,0,Clovis,6201,Two Year,United States,3580-GICBM,Stayed,Yes,No,Female,No,,"36.917652, -119.593757",36.917652,-119.593757,Yes,24.2,Yes,1,7,,No,No,Yes,Credit Card,Yes,46858,No,Q3,Yes,3,No,California,No,No,No,61,1445.2,0,2125.24,0.0,3570.44,No,No,93611
65,7,4.29,,No,,50,0,Friant,4093,Two Year,United States,1197-BVMVG,Stayed,No,No,Female,Yes,Fiber Optic,"37.027663, -119.69056",37.027663,-119.69056,No,74.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1125,No,Q3,No,3,Yes,California,No,No,No,4,294.45,0,17.16,0.0,311.61,No,Yes,93626
79,0,25.57,,No,,80,0,Friant,3136,Month-to-Month,United States,5539-HIVAK,Stayed,No,No,Female,No,,"37.027663, -119.69056",37.027663,-119.69056,Yes,25.7,Yes,0,8,,No,No,No,Mailed Check,Yes,1125,No,Q3,Yes,4,Yes,California,No,No,No,28,734.6,0,715.96,0.0,1450.56,No,No,93626
33,30,14.53,Competitor,Yes,Competitor had better devices,74,1,Friant,5184,Month-to-Month,United States,1450-GALXR,Churned,No,No,Female,Yes,Fiber Optic,"37.027663, -119.69056",37.027663,-119.69056,No,98.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1125,Yes,Q3,No,1,No,California,Yes,Yes,Yes,10,1058.25,110,145.3,0.0,1313.55,No,No,93626
35,16,40.35,,No,,43,0,Friant,4780,Two Year,United States,5055-BRMNE,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.027663, -119.69056",37.027663,-119.69056,Yes,106.7,Yes,2,3,Offer A,No,Yes,No,Credit Card,Yes,1125,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,67,7009.5,0,2703.45,0.0,9712.95,No,Yes,93626
66,4,46.62,,No,,23,0,Kingsburg,5636,One Year,United States,5198-EFNBM,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.478239, -119.52137",36.478239,-119.52137,Yes,90.65,No,0,10,,Yes,No,Yes,Bank Withdrawal,Yes,14088,No,Q3,Yes,4,Yes,California,No,No,Yes,57,5199.8,0,2657.34,0.0,7857.14,No,Yes,93631
22,73,0.0,Dissatisfaction,Yes,Product dissatisfaction,77,1,Kingsburg,4810,Month-to-Month,United States,0746-JTRFU,Churned,No,No,Male,Yes,Cable,"36.478239, -119.52137",36.478239,-119.52137,No,25.05,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,14088,No,Q3,No,1,No,California,No,Yes,No,2,56.35,0,0.0,0.0,56.35,Yes,Yes,93631
45,9,43.47,,No,,34,0,Kingsburg,5120,Two Year,United States,9926-PJHDQ,Stayed,No,Yes,Female,Yes,Cable,"36.478239, -119.52137",36.478239,-119.52137,Yes,76.8,Yes,0,5,Offer A,No,No,Yes,Bank Withdrawal,Yes,14088,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,5468.45,90,3129.84,0.0,8688.29,No,No,93631
29,52,0.0,,No,,26,0,Kingsburg,5701,Two Year,United States,1116-FRYVH,Stayed,Yes,No,Female,Yes,DSL,"36.478239, -119.52137",36.478239,-119.52137,Yes,39.4,No,3,5,,Yes,Yes,No,Credit Card,No,14088,Yes,Q3,Yes,4,No,California,No,No,No,48,1978.65,130,0.0,0.0,2108.65,Yes,No,93631
77,8,40.9,,No,,40,0,Lakeshore,5324,Two Year,United States,7516-GMHUV,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.290606, -119.216328",37.290606,-119.216328,Yes,105.05,Yes,0,1,,No,Yes,Yes,Credit Card,Yes,52,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,50,5163.3,0,2045.0,0.0,7208.3,No,Yes,93634
75,22,33.48,,No,,54,0,Lakeshore,2455,Month-to-Month,United States,1421-HCERK,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.290606, -119.216328",37.290606,-119.216328,Yes,105.7,Yes,0,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,52,Yes,Q3,Yes,5,Yes,California,No,No,Yes,30,3181.8,0,1004.4,0.0,4186.2,No,Yes,93634
63,28,47.72,,No,,44,0,Lakeshore,2110,Month-to-Month,United States,7382-DFJTU,Stayed,No,Yes,Male,Yes,DSL,"37.290606, -119.216328",37.290606,-119.216328,No,55.2,No,0,0,Offer D,No,No,No,Credit Card,Yes,52,Yes,Q3,No,4,No,California,No,No,No,18,1058.1,0,858.96,0.0,1917.06,No,Yes,93634
41,15,24.93,,No,,27,0,Lakeshore,5514,Two Year,United States,5208-FVQKB,Stayed,No,No,Male,Yes,DSL,"37.290606, -119.216328",37.290606,-119.216328,Yes,67.95,No,0,7,Offer A,Yes,Yes,No,Credit Card,Yes,52,Yes,Q3,Yes,3,No,California,Yes,Yes,No,70,4664.15,0,1745.1,0.0,6409.25,No,Yes,93634
68,0,19.14,,No,,78,0,Sultana,6421,Two Year,United States,6614-YWYSC,Stayed,No,No,Male,No,,"36.545353, -119.338535",36.545353,-119.338535,Yes,25.0,Yes,0,5,,No,No,No,Bank Withdrawal,Yes,306,No,Q3,Yes,3,Yes,California,No,No,No,61,1501.75,0,1167.54,0.0,2669.29,No,No,93666
35,76,0.0,,No,,49,0,Sultana,5569,Month-to-Month,United States,5337-IIWKZ,Stayed,Yes,Yes,Male,Yes,DSL,"36.545353, -119.338535",36.545353,-119.338535,Yes,44.85,No,3,2,Offer C,No,No,Yes,Bank Withdrawal,No,306,Yes,Q3,Yes,4,No,California,No,No,Yes,34,1442.6,0,0.0,0.0,1442.6,No,Yes,93666
62,28,10.99,,No,,58,0,Sultana,5601,Month-to-Month,United States,2208-UGTGR,Stayed,No,No,Male,Yes,Fiber Optic,"36.545353, -119.338535",36.545353,-119.338535,No,98.6,Yes,0,0,Offer B,Yes,No,No,Bank Withdrawal,Yes,306,No,Q3,No,3,No,California,Yes,Yes,Yes,56,5581.05,0,615.44,0.0,6196.49,No,Yes,93666
54,0,45.92,,No,,35,0,Sultana,3136,Two Year,United States,0506-YLVKJ,Stayed,Yes,No,Male,No,,"36.545353, -119.338535",36.545353,-119.338535,Yes,20.2,No,1,1,,No,No,Yes,Credit Card,Yes,306,No,Q3,Yes,3,No,California,No,No,No,46,917.45,0,2112.32,0.0,3029.77,No,No,93666
65,0,8.68,,No,,55,0,Salinas,4397,Two Year,United States,8735-SDUFN,Stayed,No,No,Female,No,,"36.624338, -121.615669",36.624338,-121.615669,Yes,24.3,Yes,0,5,Offer A,No,No,No,Bank Withdrawal,Yes,13027,No,Q3,Yes,5,Yes,California,No,No,No,72,1778.7,0,624.96,0.0,2403.66,No,No,93908
29,26,47.76,Attitude,Yes,Attitude of support person,94,1,Salinas,3670,Month-to-Month,United States,9102-IAYHT,Churned,No,No,Female,Yes,Fiber Optic,"36.624338, -121.615669",36.624338,-121.615669,Yes,85.45,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,13027,No,Q3,Yes,3,No,California,Yes,Yes,No,17,1451.6,0,811.92,0.0,2263.52,Yes,Yes,93908
32,0,48.41,,No,,68,0,Salinas,4201,Two Year,United States,7695-PKLCZ,Stayed,No,No,Female,No,,"36.624338, -121.615669",36.624338,-121.615669,No,20.5,No,0,0,,No,No,No,Credit Card,Yes,13027,No,Q3,No,4,No,California,No,No,No,68,1424.9,0,3291.88,0.0,4716.78,No,No,93908
64,0,20.49,,No,,65,0,Salinas,5453,Two Year,United States,8874-EJNSR,Stayed,Yes,No,Male,No,,"36.624338, -121.615669",36.624338,-121.615669,Yes,25.2,Yes,2,8,,No,No,No,Credit Card,Yes,13027,No,Q3,Yes,5,No,California,No,No,No,39,987.95,0,799.11,0.0,1787.06,No,No,93908
67,21,18.67,,No,,44,0,Menlo Park,5264,Two Year,United States,2000-DHJUY,Stayed,No,Yes,Female,Yes,DSL,"37.449551, -122.183762",37.449551,-122.183762,Yes,92.2,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,39062,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,70,6474.45,0,1306.9,0.0,7781.35,No,Yes,94025
80,21,21.37,,No,,41,0,Menlo Park,3533,Month-to-Month,United States,2077-MPJQO,Stayed,No,No,Male,Yes,Fiber Optic,"37.449551, -122.183762",37.449551,-122.183762,Yes,75.4,Yes,0,2,,No,No,Yes,Bank Withdrawal,Yes,39062,No,Q3,Yes,4,Yes,California,No,No,No,7,533.05,0,149.59,0.0,682.64,No,Yes,94025
39,23,35.03,,No,,37,0,Menlo Park,5649,One Year,United States,3199-NPKCN,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.449551, -122.183762",37.449551,-122.183762,Yes,111.25,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,39062,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,67,7511.65,0,2347.01,0.0,9858.66,No,Yes,94025
26,0,42.51,,No,,57,0,Menlo Park,5272,Two Year,United States,2642-MAWLJ,Stayed,Yes,No,Female,No,,"37.449551, -122.183762",37.449551,-122.183762,Yes,20.25,No,2,8,Offer C,No,No,No,Bank Withdrawal,Yes,39062,No,Q3,Yes,5,No,California,No,No,No,36,717.95,0,1530.36,0.0,2248.31,Yes,No,94025
80,0,7.03,,No,,24,0,South San Francisco,4577,Two Year,United States,9137-NOQKA,Joined,No,No,Male,No,,"37.654436, -122.426468",37.654436,-122.426468,No,19.2,No,0,0,,No,No,No,Bank Withdrawal,Yes,60599,No,Q3,No,5,Yes,California,No,No,No,2,37.2,0,14.06,0.0,51.26,No,No,94080
27,82,38.76,Price,Yes,Price too high,81,1,South San Francisco,2954,Month-to-Month,United States,9734-YWGEX,Churned,No,Yes,Female,Yes,Fiber Optic,"37.654436, -122.426468",37.654436,-122.426468,No,98.3,Yes,0,0,,No,No,No,Credit Card,Yes,60599,No,Q3,No,2,No,California,Yes,Yes,Yes,9,923.5,0,348.84,0.0,1272.34,Yes,Yes,94080
31,9,17.91,Other,Yes,Deceased,68,1,South San Francisco,4041,Month-to-Month,United States,0378-NHQXU,Churned,No,Yes,Female,Yes,Fiber Optic,"37.654436, -122.426468",37.654436,-122.426468,Yes,88.25,Yes,0,7,,No,No,No,Bank Withdrawal,Yes,60599,No,Q3,Yes,2,No,California,No,No,Yes,17,1460.65,0,304.47,0.0,1765.12,No,Yes,94080
63,56,21.43,,No,,30,0,South San Francisco,2939,Two Year,United States,6427-FEFIG,Stayed,Yes,Yes,Female,Yes,DSL,"37.654436, -122.426468",37.654436,-122.426468,Yes,78.6,Yes,3,8,Offer C,No,Yes,No,Credit Card,Yes,60599,No,Q3,Yes,4,No,California,Yes,Yes,Yes,24,1846.65,0,514.32,0.0,2360.97,No,Yes,94080
67,30,11.23,,No,,72,0,Palo Alto,4759,Two Year,United States,6463-MVYRY,Stayed,No,Yes,Female,Yes,DSL,"37.444314, -122.149996",37.444314,-122.149996,No,69.85,No,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,16198,Yes,Q3,No,4,Yes,California,No,No,Yes,57,4003.0,0,640.11,0.0,4643.11,No,Yes,94301
80,27,11.55,,No,,20,0,Palo Alto,6335,One Year,United States,7629-WFGLW,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.444314, -122.149996",37.444314,-122.149996,Yes,95.65,Yes,0,10,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,16198,Yes,Q3,Yes,3,Yes,California,No,No,No,56,5471.75,0,646.8,21.71,6096.84,No,Yes,94301
32,27,34.85,,No,,80,0,Palo Alto,5542,Two Year,United States,0454-OKRCT,Stayed,No,No,Male,Yes,Fiber Optic,"37.444314, -122.149996",37.444314,-122.149996,No,80.6,No,0,0,Offer C,Yes,No,No,Bank Withdrawal,Yes,16198,Yes,Q3,No,4,No,California,No,No,No,33,2651.1,0,1150.05,0.0,3801.15,No,Yes,94301
35,53,45.61,,No,,33,0,Palo Alto,3202,Month-to-Month,United States,4316-XCSLJ,Stayed,Yes,No,Male,Yes,DSL,"37.444314, -122.149996",37.444314,-122.149996,No,50.3,No,3,0,,No,Yes,Yes,Credit Card,Yes,16198,No,Q3,No,3,No,California,No,No,No,17,846.8,0,775.37,0.0,1622.17,No,Yes,94301
72,4,19.44,,No,,51,0,San Mateo,4849,Two Year,United States,4526-ZJJTM,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.538309, -122.305109",37.538309,-122.305109,Yes,88.4,No,0,1,,Yes,No,No,Bank Withdrawal,Yes,37926,No,Q3,Yes,3,Yes,California,Yes,Yes,No,25,2191.15,0,486.0,0.0,2677.15,No,Yes,94403
34,3,14.12,Competitor,Yes,Competitor offered more data,70,1,San Mateo,4898,Month-to-Month,United States,7881-INRLC,Churned,No,No,Male,Yes,Fiber Optic,"37.538309, -122.305109",37.538309,-122.305109,No,100.85,Yes,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,37926,No,Q3,No,1,No,California,Yes,Yes,Yes,45,4740.0,0,635.4,0.0,5375.4,No,Yes,94403
32,15,41.34,,No,,69,0,San Mateo,6047,One Year,United States,2692-AQCPF,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.538309, -122.305109",37.538309,-122.305109,Yes,108.05,Yes,0,6,Offer B,Yes,No,Yes,Credit Card,Yes,37926,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,65,7118.9,0,2687.1,0.0,9806.0,No,Yes,94403
59,0,41.28,,No,,32,0,San Mateo,4099,Month-to-Month,United States,6124-ACRHJ,Joined,No,No,Female,No,,"37.538309, -122.305109",37.538309,-122.305109,No,19.75,No,0,0,,No,No,No,Credit Card,Yes,37926,No,Q3,No,5,No,California,No,No,No,1,19.75,0,41.28,0.0,61.03,No,No,94403
73,21,4.71,,No,,44,0,Castro Valley,5195,One Year,United States,5315-CKEQK,Stayed,Yes,No,Male,Yes,DSL,"37.708327, -122.083473",37.708327,-122.083473,Yes,51.0,Yes,2,1,,No,No,Yes,Bank Withdrawal,Yes,41698,No,Q3,Yes,3,Yes,California,No,No,No,28,1381.8,80,131.88,0.0,1593.68,No,No,94546
30,51,15.44,Competitor,Yes,Competitor made better offer,72,1,Castro Valley,2627,Month-to-Month,United States,7294-TMAOP,Churned,No,No,Female,Yes,Fiber Optic,"37.708327, -122.083473",37.708327,-122.083473,No,90.55,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,41698,No,Q3,No,2,No,California,Yes,Yes,Yes,1,90.55,60,15.44,0.0,165.99,No,No,94546
47,0,40.59,,No,,78,0,Castro Valley,2653,One Year,United States,3572-UUHRS,Stayed,No,No,Male,No,,"37.708327, -122.083473",37.708327,-122.083473,No,18.85,No,0,0,,No,No,No,Bank Withdrawal,Yes,41698,No,Q3,No,4,No,California,No,No,No,45,867.3,0,1826.55,0.0,2693.85,No,No,94546
44,7,46.59,,No,,68,0,Castro Valley,2724,Month-to-Month,United States,1356-MKYSK,Stayed,No,Yes,Male,Yes,DSL,"37.708327, -122.083473",37.708327,-122.083473,No,78.65,No,0,0,Offer E,No,Yes,No,Credit Card,Yes,41698,Yes,Q3,No,3,No,California,Yes,Yes,Yes,6,483.3,10,279.54,0.0,772.84,No,No,94546
74,14,46.2,,No,,47,0,Pittsburg,4588,Two Year,United States,0907-HQNTS,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.006047, -121.916834",38.006047,-121.916834,Yes,113.0,Yes,0,8,Offer A,Yes,Yes,Yes,Credit Card,Yes,78816,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,70,7987.6,0,3234.0,0.0,11221.6,No,Yes,94565
53,21,43.72,Attitude,Yes,Attitude of service provider,91,1,Pittsburg,2704,Month-to-Month,United States,5442-UTCVD,Churned,No,Yes,Male,Yes,Fiber Optic,"38.006047, -121.916834",38.006047,-121.916834,No,91.85,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,78816,No,Q3,No,1,No,California,Yes,Yes,No,3,257.05,0,131.16,0.0,388.21,No,Yes,94565
62,0,21.14,,No,,67,0,Pittsburg,4923,Two Year,United States,8165-ZJRNM,Stayed,Yes,No,Female,No,,"38.006047, -121.916834",38.006047,-121.916834,Yes,23.75,Yes,1,7,Offer A,No,No,No,Bank Withdrawal,Yes,78816,No,Q3,Yes,5,No,California,No,No,No,72,1679.25,0,1522.08,0.0,3201.33,No,No,94565
60,10,11.48,,No,,28,0,Pittsburg,5058,One Year,United States,9711-FJTBX,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.006047, -121.916834",38.006047,-121.916834,Yes,85.85,No,1,4,,Yes,No,Yes,Credit Card,Yes,78816,Yes,Q3,Yes,4,No,California,No,No,No,56,4793.8,0,642.88,0.0,5436.68,No,Yes,94565
79,27,43.99,,No,,35,0,Rio Vista,3662,Two Year,United States,8250-ZNGGW,Stayed,No,No,Female,Yes,DSL,"38.148862, -121.737696",38.148862,-121.737696,No,59.9,No,0,0,,Yes,Yes,No,Credit Card,Yes,5246,Yes,Q3,No,4,Yes,California,No,No,No,5,287.85,20,219.95,0.0,527.8,No,No,94571
75,15,28.25,,No,,23,0,Rio Vista,4912,Month-to-Month,United States,8421-WZOOW,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.148862, -121.737696",38.148862,-121.737696,Yes,95.3,No,1,8,,Yes,No,Yes,Credit Card,Yes,5246,Yes,Q3,Yes,3,Yes,California,No,No,Yes,57,5567.45,0,1610.25,0.0,7177.7,No,Yes,94571
57,29,10.3,Attitude,Yes,Attitude of support person,81,1,Rio Vista,4107,Month-to-Month,United States,2114-MGINA,Churned,No,No,Female,Yes,Fiber Optic,"38.148862, -121.737696",38.148862,-121.737696,No,89.8,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,5246,No,Q3,No,1,No,California,Yes,Yes,Yes,14,1129.1,0,144.2,0.0,1273.3,No,Yes,94571
53,0,26.03,,No,,33,0,Rio Vista,4669,One Year,United States,3280-NMUVX,Stayed,No,No,Male,No,,"38.148862, -121.737696",38.148862,-121.737696,Yes,19.6,No,0,7,,No,No,No,Credit Card,Yes,5246,No,Q3,Yes,5,No,California,No,No,No,34,678.8,0,885.02,0.0,1563.82,No,No,94571
73,18,44.54,,No,,21,0,Oakland,4414,One Year,United States,8166-ORCHU,Stayed,No,No,Male,Yes,Fiber Optic,"37.758019, -122.138678",37.758019,-122.138678,Yes,93.55,No,0,10,,Yes,Yes,Yes,Bank Withdrawal,Yes,42854,Yes,Q3,Yes,4,Yes,California,Yes,No,No,33,3055.5,0,1469.82,0.0,4525.32,No,Yes,94605
56,8,16.99,,No,,59,0,Oakland,5262,Month-to-Month,United States,4065-JJAVA,Joined,No,No,Female,Yes,DSL,"37.758019, -122.138678",37.758019,-122.138678,No,49.5,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,42854,No,Q3,No,4,No,California,No,No,No,1,49.5,30,16.99,0.0,96.49,No,No,94605
37,0,11.27,,No,,69,0,Oakland,2774,One Year,United States,5808-TOTXO,Joined,Yes,No,Female,No,,"37.758019, -122.138678",37.758019,-122.138678,No,20.55,No,2,0,,No,No,Yes,Credit Card,Yes,42854,No,Q3,No,3,No,California,No,No,No,3,57.4,0,33.81,0.0,91.21,No,No,94605
56,20,40.92,,No,,48,0,Oakland,5094,Month-to-Month,United States,4673-KKSLS,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.758019, -122.138678",37.758019,-122.138678,No,87.6,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,42854,Yes,Q3,No,4,No,California,No,No,No,31,2724.25,70,1268.52,0.0,4062.77,No,No,94605
79,13,14.23,,No,,32,0,Dillon Beach,5425,Two Year,United States,9508-ILZDG,Stayed,No,No,Female,Yes,Fiber Optic,"38.24458, -122.956268",38.24458,-122.956268,No,96.35,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,330,Yes,Q3,No,4,Yes,California,No,No,Yes,34,3190.25,0,483.82,0.0,3674.07,No,Yes,94929
35,21,28.19,,No,,76,0,Dillon Beach,2166,Month-to-Month,United States,4026-SKKHW,Joined,No,No,Male,Yes,Cable,"38.24458, -122.956268",38.24458,-122.956268,No,50.25,No,0,0,,No,No,Yes,Credit Card,Yes,330,Yes,Q3,No,3,No,California,No,No,No,3,152.3,0,84.57,0.0,236.87,No,Yes,94929
43,0,41.57,,No,,52,0,Dillon Beach,3098,Month-to-Month,United States,6671-NGWON,Stayed,No,No,Female,No,,"38.24458, -122.956268",38.24458,-122.956268,No,20.35,No,0,0,Offer E,No,No,No,Credit Card,Yes,330,No,Q3,No,5,No,California,No,No,No,7,150.6,0,290.99,0.0,441.59,No,No,94929
38,23,12.12,,No,,69,0,Dillon Beach,4493,Two Year,United States,3779-OSWCF,Stayed,No,Yes,Female,Yes,Cable,"38.24458, -122.956268",38.24458,-122.956268,Yes,93.2,Yes,0,8,,Yes,Yes,No,Credit Card,Yes,330,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6506.15,0,860.52,0.0,7366.67,No,Yes,94929
65,9,0.0,,No,,46,0,Nicasio,3920,Two Year,United States,6128-AQBMT,Stayed,No,Yes,Male,Yes,Cable,"38.065359, -122.665566",38.065359,-122.665566,Yes,53.95,No,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,No,607,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,41,2215.4,0,0.0,0.0,2215.4,No,Yes,94946
79,23,36.58,,No,,40,0,Nicasio,5791,One Year,United States,5671-UUNXD,Stayed,No,No,Female,Yes,Fiber Optic,"38.065359, -122.665566",38.065359,-122.665566,Yes,100.65,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,607,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,50,5189.75,0,1829.0,0.0,7018.75,No,Yes,94946
40,18,45.69,Competitor,Yes,Competitor had better devices,69,1,Nicasio,5686,Month-to-Month,United States,1624-WOIWJ,Churned,No,No,Female,Yes,Fiber Optic,"38.065359, -122.665566",38.065359,-122.665566,No,84.7,No,0,0,,No,Yes,Yes,Mailed Check,Yes,607,No,Q3,No,1,No,California,No,No,Yes,10,832.05,0,456.9,12.81,1276.14,No,Yes,94946
35,9,8.0,,No,,80,0,Nicasio,5198,One Year,United States,8680-CGLTP,Stayed,No,No,Male,Yes,DSL,"38.065359, -122.665566",38.065359,-122.665566,No,58.75,No,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,607,Yes,Q3,No,3,No,California,No,No,No,29,1696.2,50,232.0,0.0,1978.2,No,No,94946
78,19,5.93,,No,,79,0,San Quentin,6357,Two Year,United States,4295-YURET,Stayed,Yes,No,Female,Yes,DSL,"37.942551, -122.491642",37.942551,-122.491642,Yes,72.6,No,1,8,Offer B,No,Yes,Yes,Credit Card,Yes,6448,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,56,4084.35,140,332.08,0.0,4556.43,No,No,94964
66,0,47.46,,No,,68,0,San Quentin,4224,Two Year,United States,4698-KVLLG,Stayed,No,No,Female,No,,"37.942551, -122.491642",37.942551,-122.491642,No,19.6,No,0,0,,No,No,No,Credit Card,Yes,6448,No,Q3,No,5,Yes,California,No,No,No,51,967.9,0,2420.46,0.0,3388.36,No,No,94964
36,8,10.23,,No,,77,0,San Quentin,5436,Month-to-Month,United States,7030-NJVDP,Stayed,No,No,Male,Yes,Fiber Optic,"37.942551, -122.491642",37.942551,-122.491642,Yes,89.25,No,0,2,,No,Yes,Yes,Bank Withdrawal,Yes,6448,Yes,Q3,Yes,3,No,California,Yes,Yes,No,24,2210.2,0,245.52,0.0,2455.72,No,Yes,94964
31,0,48.7,,No,,59,0,San Quentin,5077,One Year,United States,3372-CDXFJ,Stayed,Yes,No,Male,No,,"37.942551, -122.491642",37.942551,-122.491642,Yes,24.5,Yes,2,8,,No,No,No,Bank Withdrawal,Yes,6448,No,Q3,Yes,5,No,California,No,No,No,13,343.6,0,633.1,0.0,976.7,No,No,94964
70,19,24.68,,No,,44,0,Felton,4340,Two Year,United States,0924-BJCRC,Stayed,No,No,Female,Yes,Fiber Optic,"37.089111, -122.062213",37.089111,-122.062213,Yes,89.45,Yes,0,6,Offer B,Yes,No,No,Bank Withdrawal,Yes,8728,No,Q3,Yes,3,Yes,California,Yes,No,No,60,5294.6,10,1480.8,0.0,6785.4,No,No,95018
56,8,26.0,Dissatisfaction,Yes,Service dissatisfaction,93,1,Felton,3963,Month-to-Month,United States,0519-XUZJU,Churned,No,No,Female,Yes,Fiber Optic,"37.089111, -122.062213",37.089111,-122.062213,No,70.75,No,0,0,,No,No,No,Mailed Check,Yes,8728,No,Q3,No,2,No,California,No,No,No,1,70.75,0,26.0,0.0,96.75,No,Yes,95018
41,0,8.25,,No,,37,0,Felton,4848,One Year,United States,9170-ARBTB,Stayed,No,No,Female,No,,"37.089111, -122.062213",37.089111,-122.062213,Yes,19.6,No,0,0,,No,No,No,Credit Card,Yes,8728,No,Q3,No,3,No,California,No,No,No,52,1012.4,0,429.0,46.07,1395.33,No,No,95018
58,0,30.07,,No,,44,0,Felton,3561,Two Year,United States,3525-DVKFN,Stayed,No,No,Female,No,,"37.089111, -122.062213",37.089111,-122.062213,No,19.4,No,0,0,Offer D,No,No,No,Credit Card,Yes,8728,No,Q3,No,3,No,California,No,No,No,17,358.05,0,511.19,0.0,869.24,No,No,95018
76,27,1.58,,No,,75,0,French Camp,5669,One Year,United States,8433-WPJTV,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.873283, -121.292034",37.873283,-121.292034,Yes,103.9,Yes,3,8,Offer B,No,No,Yes,Bank Withdrawal,Yes,5094,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,65,6767.1,0,102.7,0.0,6869.8,No,Yes,95231
44,5,17.8,Other,Yes,Don't know,88,1,French Camp,5186,Month-to-Month,United States,6087-MVHJH,Churned,No,Yes,Female,Yes,Fiber Optic,"37.873283, -121.292034",37.873283,-121.292034,No,88.45,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,5094,No,Q3,No,2,No,California,Yes,Yes,No,16,1422.1,140,284.8,0.0,1846.9,No,No,95231
44,19,15.54,,No,,62,0,French Camp,5267,Month-to-Month,United States,5334-JLAXU,Stayed,No,No,Female,Yes,Fiber Optic,"37.873283, -121.292034",37.873283,-121.292034,Yes,94.1,Yes,0,8,Offer B,Yes,Yes,Yes,Credit Card,Yes,5094,No,Q3,Yes,3,No,California,Yes,Yes,No,60,5475.9,0,932.4,0.0,6408.3,No,Yes,95231
41,27,30.8,,No,,60,0,French Camp,3804,Month-to-Month,United States,4226-KKDON,Stayed,No,No,Male,Yes,DSL,"37.873283, -121.292034",37.873283,-121.292034,No,66.65,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,5094,Yes,Q3,No,4,No,California,No,No,Yes,8,520.95,0,246.4,0.0,767.35,No,Yes,95231
72,5,36.48,,No,,80,0,Cressey,4657,One Year,United States,5387-ASZNZ,Stayed,No,No,Female,Yes,DSL,"37.420273, -120.66527",37.420273,-120.66527,No,63.85,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,55,Yes,Q3,No,3,Yes,California,No,No,No,66,4174.35,0,2407.68,0.0,6582.03,No,Yes,95312
29,82,38.35,,No,,20,0,Cressey,4700,One Year,United States,0887-WBJVH,Stayed,No,No,Female,Yes,Fiber Optic,"37.420273, -120.66527",37.420273,-120.66527,Yes,93.45,No,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,55,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,53,4872.2,0,2032.55,0.0,6904.75,Yes,Yes,95312
55,0,16.68,,No,,21,0,Cressey,4463,One Year,United States,4116-IQRFR,Stayed,Yes,No,Male,No,,"37.420273, -120.66527",37.420273,-120.66527,Yes,24.1,Yes,2,1,Offer E,No,No,No,Credit Card,Yes,55,No,Q3,Yes,3,No,California,No,No,No,4,73.1,0,66.72,0.0,139.82,No,No,95312
36,0,18.43,,No,,46,0,Cressey,3594,Month-to-Month,United States,3039-MJSLN,Joined,Yes,No,Male,No,,"37.420273, -120.66527",37.420273,-120.66527,No,20.2,No,3,0,,No,No,No,Bank Withdrawal,Yes,55,No,Q3,No,3,No,California,No,No,No,3,50.6,0,55.29,0.0,105.89,No,No,95312
69,5,10.4,,No,,40,0,La Grange,4763,Two Year,United States,2277-DJJDL,Stayed,No,No,Male,Yes,Fiber Optic,"37.666587, -120.411517",37.666587,-120.411517,Yes,99.0,Yes,0,5,Offer B,No,No,Yes,Bank Withdrawal,Yes,1749,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,60,6017.9,150,624.0,0.0,6791.9,No,No,95329
40,29,47.38,Competitor,Yes,Competitor offered more data,82,1,La Grange,4089,Month-to-Month,United States,1264-BYWMS,Churned,No,No,Male,Yes,Fiber Optic,"37.666587, -120.411517",37.666587,-120.411517,No,96.8,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,1749,No,Q3,No,1,No,California,Yes,Yes,Yes,55,5283.95,0,2605.9,0.0,7889.85,No,Yes,95329
24,0,18.31,,No,,57,0,La Grange,2574,Two Year,United States,5542-NKVRU,Stayed,No,No,Female,No,,"37.666587, -120.411517",37.666587,-120.411517,No,20.75,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,1749,No,Q3,No,3,No,California,No,No,No,42,844.45,0,769.02,0.0,1613.47,Yes,No,95329
40,14,44.03,,No,,68,0,La Grange,6130,Two Year,United States,8901-UPRHR,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.666587, -120.411517",37.666587,-120.411517,Yes,109.2,Yes,1,4,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,1749,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7711.45,0,3170.16,0.0,10881.61,No,Yes,95329
69,8,40.94,,No,,37,0,Midpines,4097,Two Year,United States,6963-EZQEE,Stayed,No,Yes,Male,Yes,DSL,"37.581496, -119.972762",37.581496,-119.972762,Yes,88.55,Yes,0,4,,Yes,Yes,Yes,Credit Card,Yes,433,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,70,6306.5,0,2865.8,0.0,9172.3,No,Yes,95345
23,73,16.77,,No,,55,0,Midpines,5108,Month-to-Month,United States,0013-MHZWF,Stayed,Yes,No,Female,Yes,Cable,"37.581496, -119.972762",37.581496,-119.972762,No,69.4,No,3,0,Offer E,No,No,Yes,Credit Card,Yes,433,Yes,Q3,No,3,No,California,Yes,Yes,Yes,9,571.45,0,150.93,0.0,722.38,Yes,Yes,95345
25,73,45.92,,No,,24,0,Midpines,3913,One Year,United States,3633-CDBUW,Stayed,Yes,Yes,Male,Yes,DSL,"37.581496, -119.972762",37.581496,-119.972762,No,80.85,No,1,0,,Yes,No,No,Bank Withdrawal,Yes,433,Yes,Q3,No,5,No,California,Yes,Yes,Yes,17,1445.95,50,780.64,0.0,2276.59,Yes,No,95345
30,52,45.37,,No,,66,0,Midpines,3624,Month-to-Month,United States,3427-GGZZI,Stayed,No,No,Female,Yes,Fiber Optic,"37.581496, -119.972762",37.581496,-119.972762,Yes,89.1,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,433,No,Q3,Yes,5,No,California,Yes,Yes,No,19,1620.8,0,862.03,0.0,2482.83,No,Yes,95345
76,19,38.85,,No,,28,0,Mi Wuk Village,5269,Two Year,United States,2452-KDRRH,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.121601, -120.133915",38.121601,-120.133915,No,101.4,Yes,0,0,,No,No,Yes,Credit Card,Yes,1278,No,Q3,No,4,Yes,California,Yes,No,Yes,67,6841.05,0,2602.95,0.0,9444.0,No,Yes,95346
79,3,47.27,,No,,62,0,Mi Wuk Village,6024,Two Year,United States,0707-HOVVN,Stayed,No,Yes,Female,Yes,Cable,"38.121601, -120.133915",38.121601,-120.133915,No,75.5,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,1278,Yes,Q3,No,4,Yes,California,No,No,Yes,70,5212.65,0,3308.9,0.0,8521.55,No,Yes,95346
77,22,9.39,,No,,52,0,Mi Wuk Village,5837,Two Year,United States,7779-ORAEL,Stayed,No,Yes,Male,Yes,DSL,"38.121601, -120.133915",38.121601,-120.133915,Yes,75.15,Yes,0,4,,No,Yes,No,Credit Card,Yes,1278,Yes,Q3,Yes,3,Yes,California,Yes,No,No,45,3480.35,0,422.55,0.0,3902.9,No,Yes,95346
34,3,32.92,Other,Yes,Moved,69,1,Mi Wuk Village,2502,Month-to-Month,United States,5494-HECPR,Churned,No,No,Female,Yes,Fiber Optic,"38.121601, -120.133915",38.121601,-120.133915,No,80.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1278,No,Q3,No,2,No,California,No,No,Yes,1,80.25,0,32.92,0.0,113.17,No,Yes,95346
78,16,9.88,,No,,49,0,Turlock,4606,Two Year,United States,5248-RPYWW,Stayed,Yes,Yes,Female,Yes,Cable,"37.529656, -120.854357",37.529656,-120.854357,Yes,90.15,Yes,1,2,,Yes,Yes,Yes,Bank Withdrawal,Yes,24708,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,6716.45,0,711.36,0.0,7427.81,No,Yes,95382
36,12,13.45,Other,Yes,Don't know,77,1,Turlock,2777,Month-to-Month,United States,1689-MRZQR,Churned,No,No,Male,Yes,Fiber Optic,"37.529656, -120.854357",37.529656,-120.854357,Yes,78.3,No,0,1,,No,No,No,Bank Withdrawal,Yes,24708,No,Q3,Yes,3,No,California,No,No,Yes,34,2564.3,0,457.3,0.0,3021.6,No,Yes,95382
64,27,45.86,Price,Yes,Long distance charges,91,1,Turlock,5796,Month-to-Month,United States,3428-XZMAZ,Churned,No,No,Male,Yes,Fiber Optic,"37.529656, -120.854357",37.529656,-120.854357,No,69.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,24708,No,Q3,No,2,No,California,No,No,No,1,69.35,0,45.86,0.0,115.21,No,Yes,95382
61,0,22.97,,No,,22,0,Turlock,4204,Month-to-Month,United States,7542-CYDDM,Stayed,No,No,Male,No,,"37.529656, -120.854357",37.529656,-120.854357,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,24708,No,Q3,No,3,No,California,No,No,No,18,358.5,0,413.46,0.0,771.96,No,No,95382
68,29,44.56,,No,,60,0,Twain Harte,5896,Two Year,United States,7923-IYJWY,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.107441, -120.230625",38.107441,-120.230625,No,116.1,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,4848,Yes,Q3,No,3,Yes,California,Yes,No,Yes,67,7839.85,40,2985.52,0.0,10865.37,No,No,95383
43,0,30.33,,No,,59,0,Twain Harte,5907,Two Year,United States,1299-AURJA,Stayed,Yes,No,Female,No,,"38.107441, -120.230625",38.107441,-120.230625,Yes,24.7,Yes,2,8,,No,No,No,Bank Withdrawal,Yes,4848,No,Q3,Yes,4,No,California,No,No,No,70,1685.9,0,2123.1,0.0,3809.0,No,No,95383
27,52,0.0,,No,,24,0,Twain Harte,5575,Month-to-Month,United States,1100-DDVRV,Stayed,No,No,Male,Yes,DSL,"38.107441, -120.230625",38.107441,-120.230625,Yes,49.8,No,0,1,,Yes,No,Yes,Credit Card,No,4848,No,Q3,Yes,5,No,California,Yes,Yes,Yes,17,836.35,0,0.0,0.0,836.35,Yes,Yes,95383
21,59,27.1,,No,,30,0,Twain Harte,4403,Two Year,United States,4718-WXBGI,Stayed,Yes,Yes,Male,Yes,Cable,"38.107441, -120.230625",38.107441,-120.230625,Yes,91.95,Yes,1,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,4848,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6614.9,0,1951.2,0.0,8566.1,Yes,Yes,95383
65,20,12.67,,No,,79,0,Cazadero,4716,Two Year,United States,1658-TJVOA,Stayed,No,No,Female,Yes,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,No,74.1,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,1575,No,Q3,No,3,Yes,California,No,No,No,6,450.9,0,76.02,0.0,526.92,No,Yes,95421
60,13,10.13,,No,,34,0,Cazadero,4534,Two Year,United States,6766-HFKLA,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,Yes,103.2,Yes,0,10,,No,No,No,Bank Withdrawal,Yes,1575,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,56,5744.35,0,567.28,0.0,6311.63,No,Yes,95421
40,18,16.05,,No,,67,0,Cazadero,2102,Month-to-Month,United States,4329-YPDDQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,No,108.2,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,1575,Yes,Q3,No,3,No,California,Yes,Yes,Yes,20,2203.7,0,321.0,0.0,2524.7,No,Yes,95421
27,85,8.94,,No,,45,0,Cazadero,4465,Month-to-Month,United States,2279-AXJJK,Stayed,No,No,Male,Yes,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,Yes,95.65,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,1575,Yes,Q3,Yes,3,No,California,Yes,Yes,No,52,5088.4,0,464.88,11.8,5541.48,Yes,Yes,95421
78,3,43.54,,No,,77,0,Elk,5804,Two Year,United States,0674-DGMAQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.108252, -123.645121",39.108252,-123.645121,Yes,93.5,Yes,0,9,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,383,No,Q3,Yes,5,Yes,California,Yes,No,No,32,2970.8,0,1393.28,0.0,4364.08,No,Yes,95432
30,0,46.77,Attitude,Yes,Attitude of service provider,83,1,Elk,3657,Month-to-Month,United States,4877-EVATK,Churned,No,No,Male,No,,"39.108252, -123.645121",39.108252,-123.645121,No,20.0,No,0,0,,No,No,No,Mailed Check,Yes,383,No,Q3,No,2,No,California,No,No,No,1,20.0,0,46.77,0.0,66.77,No,No,95432
22,51,18.62,,No,,33,0,Elk,5870,Month-to-Month,United States,9992-UJOEL,Joined,No,No,Male,Yes,DSL,"39.108252, -123.645121",39.108252,-123.645121,No,50.3,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,383,No,Q3,No,5,No,California,No,No,No,2,92.75,0,37.24,0.0,129.99,Yes,Yes,95432
44,25,40.57,,No,,49,0,Elk,4747,Two Year,United States,7162-WPHPM,Stayed,Yes,Yes,Male,Yes,DSL,"39.108252, -123.645121",39.108252,-123.645121,Yes,71.6,Yes,3,1,,Yes,Yes,No,Credit Card,Yes,383,Yes,Q3,Yes,4,No,California,No,No,No,58,4230.25,0,2353.06,45.54,6537.77,No,Yes,95432
71,5,0.0,,No,,44,0,Ferndale,2056,Two Year,United States,8648-PFRMP,Stayed,No,No,Female,Yes,Cable,"40.4785, -124.301372",40.4785,-124.301372,No,46.35,No,0,0,,No,No,Yes,Bank Withdrawal,No,2965,No,Q3,No,4,Yes,California,Yes,Yes,Yes,14,672.7,0,0.0,0.0,672.7,No,Yes,95536
80,17,19.0,,No,,44,0,Ferndale,2757,Two Year,United States,6350-XFYGW,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.4785, -124.301372",40.4785,-124.301372,No,94.75,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,2965,No,Q3,No,4,Yes,California,Yes,Yes,Yes,4,422.4,0,76.0,0.0,498.4,No,Yes,95536
50,30,35.32,Dissatisfaction,Yes,Poor expertise of online support,65,1,Ferndale,3849,One Year,United States,9831-BPFRI,Churned,No,Yes,Female,Yes,Fiber Optic,"40.4785, -124.301372",40.4785,-124.301372,Yes,89.55,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,2965,Yes,Q3,Yes,2,No,California,No,No,No,39,3474.45,0,1377.48,0.0,4851.93,No,Yes,95536
40,0,34.44,,No,,69,0,Ferndale,2784,Two Year,United States,0625-AFOHS,Stayed,Yes,No,Female,No,,"40.4785, -124.301372",40.4785,-124.301372,Yes,20.2,No,1,5,Offer C,No,No,No,Credit Card,Yes,2965,No,Q3,Yes,3,No,California,No,No,No,29,558.8,0,998.76,0.0,1557.56,No,No,95536
78,24,28.44,,No,,58,0,Miranda,5521,One Year,United States,8996-ZROXE,Stayed,No,Yes,Male,Yes,DSL,"40.210895, -123.86",40.210895,-123.86,No,53.5,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,867,Yes,Q3,No,4,Yes,California,No,No,No,57,3035.8,0,1621.08,0.0,4656.88,No,Yes,95553
33,5,10.76,Competitor,Yes,Competitor offered more data,76,1,Miranda,6098,One Year,United States,4791-QRGMF,Churned,No,Yes,Male,Yes,Fiber Optic,"40.210895, -123.86",40.210895,-123.86,Yes,99.5,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,867,No,Q3,Yes,3,No,California,Yes,Yes,Yes,59,5961.1,0,634.84,0.0,6595.94,No,Yes,95553
33,25,3.25,Competitor,Yes,Competitor offered more data,73,1,Miranda,2810,Month-to-Month,United States,2462-XIIJB,Churned,No,Yes,Male,Yes,Fiber Optic,"40.210895, -123.86",40.210895,-123.86,No,92.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,867,No,Q3,No,2,No,California,No,No,Yes,5,452.7,0,16.25,0.0,468.95,No,Yes,95553
29,59,33.39,Competitor,Yes,Competitor offered higher download speeds,77,1,Miranda,5236,Month-to-Month,United States,6956-SMUCM,Churned,No,Yes,Female,Yes,Fiber Optic,"40.210895, -123.86",40.210895,-123.86,No,99.0,No,0,0,,No,Yes,Yes,Credit Card,Yes,867,No,Q3,No,1,No,California,Yes,Yes,Yes,3,287.4,10,100.17,0.0,397.57,Yes,No,95553
66,19,15.6,,No,,62,0,Somes Bar,4048,Two Year,United States,2207-QPJED,Stayed,No,Yes,Female,Yes,Fiber Optic,"41.444606, -123.471895",41.444606,-123.471895,Yes,90.0,No,0,8,,No,No,No,Bank Withdrawal,Yes,202,Yes,Q3,Yes,4,Yes,California,No,No,Yes,37,3371.75,0,577.2,0.0,3948.95,No,Yes,95568
28,51,7.28,Competitor,Yes,Competitor had better devices,96,1,Somes Bar,5723,Month-to-Month,United States,3838-OZURD,Churned,No,Yes,Male,Yes,Fiber Optic,"41.444606, -123.471895",41.444606,-123.471895,Yes,105.0,Yes,0,0,Offer A,Yes,No,Yes,Credit Card,Yes,202,No,Q3,No,1,No,California,Yes,Yes,Yes,66,7133.25,0,480.48,0.0,7613.73,Yes,Yes,95568
32,27,42.68,,No,,43,0,Somes Bar,2562,Month-to-Month,United States,1230-QAJDW,Joined,No,No,Male,Yes,Cable,"41.444606, -123.471895",41.444606,-123.471895,No,65.25,Yes,0,0,,No,No,Yes,Credit Card,Yes,202,Yes,Q3,No,5,No,California,No,No,Yes,3,209.9,0,128.04,0.0,337.94,No,Yes,95568
60,0,18.64,,No,,33,0,Somes Bar,3828,Two Year,United States,7033-CLAMM,Stayed,Yes,No,Female,No,,"41.444606, -123.471895",41.444606,-123.471895,Yes,20.2,No,2,6,Offer B,No,No,No,Bank Withdrawal,Yes,202,No,Q3,Yes,5,No,California,No,No,No,48,1027.25,0,894.72,0.0,1921.97,No,No,95568
78,0,18.39,,No,,71,0,Capay,3740,Two Year,United States,0516-QREYC,Stayed,No,No,Female,No,,"38.681651, -122.130569",38.681651,-122.130569,No,20.3,No,0,0,,No,No,Yes,Credit Card,Yes,262,No,Q3,No,5,Yes,California,No,No,No,24,459.95,0,441.36,0.0,901.31,No,No,95607
59,0,45.03,,No,,22,0,Capay,4845,One Year,United States,7073-QETQY,Stayed,No,No,Male,No,,"38.681651, -122.130569",38.681651,-122.130569,Yes,20.35,No,0,9,Offer A,No,No,Yes,Bank Withdrawal,Yes,262,No,Q3,Yes,5,No,California,No,No,No,66,1359.5,0,2971.98,0.0,4331.48,No,No,95607
26,59,0.0,,No,,57,0,Capay,4959,Month-to-Month,United States,6743-HHQPF,Stayed,No,No,Male,Yes,DSL,"38.681651, -122.130569",38.681651,-122.130569,Yes,25.1,No,0,5,,No,No,Yes,Credit Card,No,262,No,Q3,Yes,3,No,California,No,Yes,No,42,1097.15,0,0.0,0.0,1097.15,Yes,Yes,95607
48,0,11.18,,No,,68,0,Capay,5063,Two Year,United States,2169-RRLFW,Stayed,No,No,Female,No,,"38.681651, -122.130569",38.681651,-122.130569,Yes,25.6,Yes,0,3,,No,No,No,Credit Card,Yes,262,No,Q3,Yes,5,No,California,No,No,No,71,1888.25,0,793.78,0.0,2682.03,No,No,95607
76,27,45.13,,No,,41,0,Courtland,2926,Two Year,United States,3865-QBWSJ,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.311609, -121.554034",38.311609,-121.554034,No,80.45,Yes,2,0,,No,Yes,Yes,Credit Card,Yes,699,No,Q3,No,3,Yes,California,No,No,No,38,3162.65,0,1714.94,0.0,4877.59,No,Yes,95615
23,85,4.29,,No,,78,0,Courtland,3963,Month-to-Month,United States,9272-LSVYH,Stayed,No,No,Male,Yes,Fiber Optic,"38.311609, -121.554034",38.311609,-121.554034,No,70.15,No,0,0,,No,No,No,Credit Card,Yes,699,No,Q3,No,3,No,California,No,No,No,10,735.5,0,42.9,0.0,778.4,Yes,Yes,95615
43,0,34.07,,No,,78,0,Courtland,2722,Month-to-Month,United States,4018-KJYUY,Stayed,Yes,No,Male,No,,"38.311609, -121.554034",38.311609,-121.554034,No,20.15,No,2,0,Offer D,No,No,No,Credit Card,Yes,699,No,Q3,No,5,No,California,No,No,No,22,432.5,0,749.54,0.0,1182.04,No,No,95615
45,9,27.69,,No,,76,0,Courtland,4220,Month-to-Month,United States,8873-GLDMH,Stayed,No,No,Female,Yes,Fiber Optic,"38.311609, -121.554034",38.311609,-121.554034,No,73.85,Yes,0,0,,No,No,Yes,Credit Card,Yes,699,No,Q3,No,4,No,California,No,No,No,6,401.3,0,166.14,0.0,567.44,No,Yes,95615
72,30,14.65,,No,,36,0,Dixon,2925,Two Year,United States,5857-TYBCJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.392821, -121.799917",38.392821,-121.799917,Yes,89.2,Yes,0,6,Offer B,No,No,Yes,Bank Withdrawal,Yes,18529,No,Q3,Yes,4,Yes,California,No,No,Yes,44,4040.2,0,644.6,0.0,4684.8,No,Yes,95620
43,15,13.02,Competitor,Yes,Competitor had better devices,92,1,Dixon,5094,Month-to-Month,United States,2568-BRGYX,Churned,No,No,Male,Yes,Fiber Optic,"38.392821, -121.799917",38.392821,-121.799917,No,70.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,18529,No,Q3,No,1,No,California,No,No,No,4,237.95,0,52.08,0.0,290.03,No,Yes,95620
42,0,6.0,,No,,23,0,Dixon,2159,Month-to-Month,United States,8780-RSYYU,Stayed,No,No,Female,No,,"38.392821, -121.799917",38.392821,-121.799917,No,19.2,No,0,0,Offer C,No,No,Yes,Credit Card,Yes,18529,No,Q3,No,4,No,California,No,No,No,25,532.1,0,150.0,0.0,682.1,No,No,95620
19,0,19.38,,No,,70,0,Dixon,4001,Month-to-Month,United States,0547-HURJB,Stayed,Yes,No,Male,No,,"38.392821, -121.799917",38.392821,-121.799917,No,21.05,No,2,0,Offer D,No,No,No,Credit Card,Yes,18529,No,Q3,No,3,No,California,No,No,No,12,235.8,0,232.56,0.0,468.36,Yes,No,95620
73,0,14.69,,No,,26,0,Elmira,6388,Two Year,United States,4176-RELJR,Stayed,No,No,Male,No,,"38.349195, -121.902943",38.349195,-121.902943,No,25.1,Yes,0,0,,No,No,No,Credit Card,Yes,171,No,Q3,No,3,Yes,California,No,No,No,67,1672.15,0,984.23,0.0,2656.38,No,No,95625
63,29,30.1,Competitor,Yes,Competitor offered more data,70,1,Elmira,5146,Month-to-Month,United States,7249-WBIYX,Churned,No,No,Male,Yes,Cable,"38.349195, -121.902943",38.349195,-121.902943,Yes,85.6,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,171,No,Q3,Yes,2,No,California,No,No,Yes,10,813.85,0,301.0,0.0,1114.85,No,Yes,95625
61,27,27.57,Dissatisfaction,Yes,Limited range of services,69,1,Elmira,2085,Month-to-Month,United States,8752-STIVR,Churned,No,No,Female,Yes,Fiber Optic,"38.349195, -121.902943",38.349195,-121.902943,No,79.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,171,No,Q3,No,3,No,California,No,No,Yes,4,303.15,0,110.28,0.0,413.43,No,Yes,95625
27,52,0.0,,No,,33,0,Elmira,4829,Month-to-Month,United States,8741-LQOBK,Stayed,Yes,No,Female,Yes,DSL,"38.349195, -121.902943",38.349195,-121.902943,Yes,35.05,No,2,9,,Yes,Yes,No,Bank Withdrawal,No,171,No,Q3,Yes,3,No,California,No,Yes,No,46,1620.25,0,0.0,0.0,1620.25,Yes,Yes,95625
75,24,38.59,,No,,50,0,Jackson,4442,Two Year,United States,7924-GJZFI,Stayed,No,No,Female,Yes,Fiber Optic,"38.336216, -120.76901",38.336216,-120.76901,Yes,69.3,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,6202,No,Q3,Yes,4,Yes,California,No,No,No,25,1813.1,0,964.75,0.0,2777.85,No,Yes,95642
51,4,43.49,Competitor,Yes,Competitor had better devices,71,1,Jackson,2041,Month-to-Month,United States,3334-CTHOL,Churned,No,No,Female,Yes,Cable,"38.336216, -120.76901",38.336216,-120.76901,No,49.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,6202,No,Q3,No,2,No,California,No,No,No,1,49.95,0,43.49,0.0,93.44,No,Yes,95642
52,15,37.8,Attitude,Yes,Attitude of support person,72,1,Jackson,5615,Month-to-Month,United States,3647-GMGDH,Churned,No,Yes,Male,Yes,Fiber Optic,"38.336216, -120.76901",38.336216,-120.76901,Yes,94.7,No,0,7,,No,No,Yes,Credit Card,Yes,6202,No,Q3,Yes,2,No,California,Yes,Yes,Yes,22,1914.9,0,831.6,0.0,2746.5,No,Yes,95642
34,17,39.6,Price,Yes,Extra data charges,72,1,Jackson,3113,Month-to-Month,United States,7623-TRNQN,Churned,Yes,No,Male,Yes,DSL,"38.336216, -120.76901",38.336216,-120.76901,No,49.9,No,1,0,,No,No,Yes,Mailed Check,Yes,6202,Yes,Q3,No,2,No,California,No,No,No,1,49.9,0,39.6,0.0,89.5,No,Yes,95642
74,10,11.91,,No,,45,0,Lincoln,5768,One Year,United States,5897-ZYEKH,Stayed,No,No,Female,Yes,Fiber Optic,"38.922812, -121.312005",38.922812,-121.312005,Yes,105.6,Yes,0,3,,Yes,Yes,Yes,Bank Withdrawal,Yes,15286,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,67,7112.15,0,797.97,0.0,7910.12,No,Yes,95648
35,7,14.39,,No,,57,0,Lincoln,4934,Two Year,United States,8060-HIWJJ,Stayed,No,Yes,Male,Yes,DSL,"38.922812, -121.312005",38.922812,-121.312005,No,86.55,Yes,0,0,Offer B,Yes,No,No,Credit Card,Yes,15286,Yes,Q3,No,4,No,California,Yes,Yes,Yes,64,5632.55,0,920.96,0.0,6553.51,No,Yes,95648
56,28,25.3,,No,,79,0,Lincoln,3282,Month-to-Month,United States,7036-ZZKBD,Stayed,No,Yes,Male,Yes,Cable,"38.922812, -121.312005",38.922812,-121.312005,Yes,66.4,No,0,7,Offer C,No,No,Yes,Credit Card,Yes,15286,Yes,Q3,Yes,4,No,California,Yes,Yes,No,31,2019.8,0,784.3,0.0,2804.1,No,Yes,95648
61,21,48.69,,No,,71,0,Lincoln,3142,Month-to-Month,United States,3384-CTMSF,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.922812, -121.312005",38.922812,-121.312005,Yes,104.1,Yes,0,2,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,15286,No,Q3,Yes,5,No,California,Yes,Yes,Yes,47,5135.15,0,2288.43,0.0,7423.58,No,Yes,95648
70,19,35.39,,No,,27,0,Sacramento,4368,One Year,United States,9391-DXGGG,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.445939, -121.496855",38.445939,-121.496855,No,89.15,No,0,0,Offer B,Yes,No,No,Credit Card,Yes,9063,No,Q3,No,4,Yes,California,Yes,Yes,No,44,3990.75,0,1557.16,0.0,5547.91,No,Yes,95832
77,0,32.12,,No,,69,0,Sacramento,5819,Two Year,United States,3996-ZNWYK,Stayed,Yes,No,Male,No,,"38.445939, -121.496855",38.445939,-121.496855,Yes,19.8,No,1,5,,No,No,No,Credit Card,Yes,9063,No,Q3,Yes,4,Yes,California,No,No,No,71,1388.45,0,2280.52,0.0,3668.97,No,No,95832
40,11,27.53,,No,,66,0,Sacramento,3013,Month-to-Month,United States,4283-IVYCI,Stayed,No,No,Male,Yes,Cable,"38.445939, -121.496855",38.445939,-121.496855,No,64.95,No,0,0,Offer E,No,Yes,No,Credit Card,Yes,9063,Yes,Q3,No,3,No,California,Yes,Yes,No,9,547.8,0,247.77,0.0,795.57,No,Yes,95832
64,18,43.11,,No,,43,0,Sacramento,2735,One Year,United States,1422-DGUBX,Stayed,No,No,Male,Yes,Fiber Optic,"38.445939, -121.496855",38.445939,-121.496855,Yes,79.25,Yes,0,4,,No,No,Yes,Bank Withdrawal,Yes,9063,Yes,Q3,Yes,5,No,California,No,No,No,32,2619.15,0,1379.52,16.96,3981.71,No,Yes,95832
65,17,9.4,,No,,53,0,Sacramento,5899,One Year,United States,9844-FELAJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.619049, -121.517552",38.619049,-121.517552,Yes,107.9,Yes,2,2,,Yes,No,Yes,Bank Withdrawal,Yes,31422,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,70,7475.85,20,658.0,0.0,8153.85,No,No,95833
28,59,42.99,,No,,22,0,Sacramento,5494,Month-to-Month,United States,1866-OBPNR,Joined,Yes,No,Male,Yes,Fiber Optic,"38.619049, -121.517552",38.619049,-121.517552,Yes,74.6,No,1,5,,Yes,No,No,Credit Card,Yes,31422,No,Q3,Yes,5,No,California,No,No,No,1,74.6,0,42.99,0.0,117.59,Yes,Yes,95833
63,0,24.23,,No,,30,0,Sacramento,2334,One Year,United States,2878-DHMIN,Stayed,Yes,No,Male,No,,"38.619049, -121.517552",38.619049,-121.517552,Yes,19.9,No,2,7,,No,No,No,Bank Withdrawal,Yes,31422,No,Q3,Yes,3,No,California,No,No,No,35,666.0,0,848.05,0.0,1514.05,No,No,95833
23,71,17.35,,No,,56,0,Sacramento,5138,Two Year,United States,2999-AANRQ,Stayed,No,No,Female,Yes,DSL,"38.619049, -121.517552",38.619049,-121.517552,No,71.05,No,0,0,,Yes,Yes,No,Credit Card,Yes,31422,Yes,Q3,No,4,No,California,No,No,Yes,21,1524.85,140,364.35,16.91,2012.29,Yes,No,95833
73,0,35.14,,No,,51,0,Sacramento,5443,One Year,United States,8395-ETZKQ,Stayed,Yes,No,Male,No,,"38.660442, -121.346321",38.660442,-121.346321,Yes,19.5,No,1,8,,No,No,No,Bank Withdrawal,Yes,20993,No,Q3,Yes,3,Yes,California,No,No,No,68,1193.55,0,2389.52,0.0,3583.07,No,No,95841
42,0,14.32,,No,,42,0,Sacramento,2879,Month-to-Month,United States,6979-TNDEU,Stayed,No,No,Female,No,,"38.660442, -121.346321",38.660442,-121.346321,No,19.2,No,0,0,,No,No,No,Credit Card,Yes,20993,No,Q3,No,3,No,California,No,No,No,8,156.85,0,114.56,0.0,271.41,No,No,95841
21,53,42.18,,No,,44,0,Sacramento,6439,One Year,United States,7402-PWYJJ,Stayed,No,No,Female,Yes,Fiber Optic,"38.660442, -121.346321",38.660442,-121.346321,Yes,91.15,Yes,0,2,Offer B,No,No,Yes,Bank Withdrawal,Yes,20993,Yes,Q3,Yes,5,No,California,Yes,Yes,No,53,4862.5,150,2235.54,0.0,7248.04,Yes,No,95841
62,12,12.42,,No,,64,0,Sacramento,2157,One Year,United States,3926-YZVVX,Stayed,No,No,Female,Yes,Cable,"38.660442, -121.346321",38.660442,-121.346321,No,50.05,No,0,0,,No,No,No,Bank Withdrawal,Yes,20993,Yes,Q3,No,5,No,California,No,No,No,41,2029.05,0,509.22,0.0,2538.27,No,Yes,95841
68,13,15.82,,No,,71,0,Berry Creek,4032,Two Year,United States,8336-TAVKX,Stayed,No,Yes,Female,Yes,DSL,"39.657228, -121.37778",39.657228,-121.37778,Yes,78.45,Yes,0,10,,Yes,Yes,No,Bank Withdrawal,Yes,1279,Yes,Q3,Yes,3,Yes,California,Yes,Yes,No,72,5682.25,0,1139.04,0.0,6821.29,No,Yes,95916
80,15,48.59,,No,,65,0,Berry Creek,5546,One Year,United States,8760-ZRHKE,Stayed,Yes,No,Female,Yes,DSL,"39.657228, -121.37778",39.657228,-121.37778,Yes,69.2,Yes,1,7,,Yes,Yes,No,Bank Withdrawal,Yes,1279,No,Q3,Yes,4,Yes,California,No,No,Yes,71,4982.5,0,3449.89,0.0,8432.39,No,Yes,95916
58,3,0.0,,No,,68,0,Berry Creek,3910,One Year,United States,6281-FKEWS,Stayed,No,Yes,Female,Yes,Cable,"39.657228, -121.37778",39.657228,-121.37778,No,49.05,No,0,0,,No,No,Yes,Bank Withdrawal,No,1279,No,Q3,No,5,No,California,Yes,Yes,Yes,44,2265.0,0,0.0,0.0,2265.0,No,Yes,95916
35,17,0.0,,No,,47,0,Berry Creek,5396,Two Year,United States,0298-XACET,Stayed,Yes,Yes,Male,Yes,DSL,"39.657228, -121.37778",39.657228,-121.37778,Yes,50.2,No,2,1,,Yes,No,No,Credit Card,No,1279,Yes,Q3,Yes,4,No,California,No,No,Yes,52,2554.0,0,0.0,27.01,2526.99,No,Yes,95916
76,8,35.67,,No,,50,0,Penn Valley,4503,Two Year,United States,0581-BXBUB,Stayed,No,No,Female,Yes,Fiber Optic,"39.203817, -121.19584",39.203817,-121.19584,No,72.75,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,9752,No,Q3,No,4,Yes,California,No,No,No,4,317.75,0,142.68,0.0,460.43,No,Yes,95946
29,52,42.19,,No,,26,0,Penn Valley,5601,One Year,United States,5724-BIDBU,Stayed,No,No,Male,Yes,Cable,"39.203817, -121.19584",39.203817,-121.19584,Yes,55.35,Yes,0,3,,No,Yes,Yes,Bank Withdrawal,Yes,9752,No,Q3,Yes,3,No,California,No,No,No,49,2633.95,0,2067.31,0.0,4701.26,Yes,Yes,95946
45,0,9.05,,No,,57,0,Penn Valley,5343,One Year,United States,6729-FZWSY,Stayed,No,No,Male,No,,"39.203817, -121.19584",39.203817,-121.19584,No,19.45,No,0,0,Offer A,No,No,Yes,Credit Card,Yes,9752,No,Q3,No,4,No,California,No,No,No,67,1195.95,0,606.35,0.0,1802.3,No,No,95946
48,51,34.7,,No,,43,0,Penn Valley,4076,Month-to-Month,United States,9644-UMGQA,Stayed,Yes,No,Male,Yes,DSL,"39.203817, -121.19584",39.203817,-121.19584,Yes,49.15,No,3,1,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,9752,No,Q3,Yes,3,No,California,No,No,No,6,295.65,0,208.2,0.0,503.85,No,Yes,95946
65,28,37.78,,No,,40,0,Hamilton City,4496,Two Year,United States,5150-ITWWB,Joined,No,No,Male,Yes,Fiber Optic,"39.732767, -122.042298",39.732767,-122.042298,No,94.85,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1931,No,Q3,No,4,Yes,California,Yes,Yes,Yes,3,335.75,0,113.34,0.0,449.09,No,Yes,95951
48,16,15.07,Dissatisfaction,Yes,Lack of self-service on Website,90,1,Hamilton City,5246,Month-to-Month,United States,5175-AOBHI,Churned,No,No,Female,Yes,Cable,"39.732767, -122.042298",39.732767,-122.042298,No,46.0,No,0,0,,No,No,Yes,Mailed Check,Yes,1931,No,Q3,No,1,No,California,No,No,No,4,193.6,0,60.28,0.0,253.88,No,Yes,95951
27,0,25.72,,No,,70,0,Hamilton City,5708,Two Year,United States,7427-AUFPY,Stayed,No,No,Male,No,,"39.732767, -122.042298",39.732767,-122.042298,No,19.65,No,0,0,,No,No,No,Credit Card,Yes,1931,No,Q3,No,5,No,California,No,No,No,54,1008.7,0,1388.88,0.0,2397.58,Yes,No,95951
30,53,20.5,,No,,29,0,Hamilton City,4765,One Year,United States,0872-CASZJ,Stayed,No,No,Male,Yes,Cable,"39.732767, -122.042298",39.732767,-122.042298,Yes,69.1,Yes,0,1,Offer B,No,Yes,Yes,Credit Card,Yes,1931,Yes,Q3,Yes,3,No,California,Yes,Yes,No,59,4096.9,0,1209.5,0.0,5306.4,No,Yes,95951
76,3,20.06,,No,,39,0,Meadow Valley,5028,Two Year,United States,9281-OFDMF,Stayed,No,No,Male,Yes,Fiber Optic,"39.937017, -121.058043",39.937017,-121.058043,No,90.7,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,301,No,Q3,No,4,Yes,California,Yes,Yes,No,39,3413.25,0,782.34,0.0,4195.59,No,Yes,95956
39,17,33.71,Price,Yes,Lack of affordable download/upload speed,82,1,Meadow Valley,5437,One Year,United States,9565-JSNFM,Churned,No,No,Male,Yes,Fiber Optic,"39.937017, -121.058043",39.937017,-121.058043,No,70.45,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,301,No,Q3,No,3,No,California,No,No,No,38,2597.6,0,1280.98,0.0,3878.58,No,Yes,95956
56,0,48.75,,No,,61,0,Meadow Valley,5154,Two Year,United States,9972-EWRJS,Stayed,Yes,No,Female,No,,"39.937017, -121.058043",39.937017,-121.058043,Yes,19.25,No,1,2,Offer A,No,No,Yes,Bank Withdrawal,Yes,301,No,Q3,Yes,4,No,California,No,No,No,67,1372.9,0,3266.25,0.0,4639.15,No,No,95956
22,26,17.98,,No,,23,0,Meadow Valley,3399,Month-to-Month,United States,9494-MRNYX,Stayed,No,No,Male,Yes,Fiber Optic,"39.937017, -121.058043",39.937017,-121.058043,No,75.05,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,301,No,Q3,No,4,No,California,No,No,No,10,786.3,0,179.8,0.0,966.1,Yes,Yes,95956
79,4,0.0,,No,,27,0,Redding,3606,Two Year,United States,7636-OWBPG,Stayed,No,No,Male,Yes,DSL,"40.587919, -122.464732",40.587919,-122.464732,No,29.35,No,0,0,,Yes,No,Yes,Credit Card,No,31586,No,Q3,No,3,Yes,California,No,No,No,12,381.2,0,0.0,38.98,342.22,No,Yes,96001
30,69,28.7,Dissatisfaction,Yes,Network reliability,67,1,Redding,5258,Month-to-Month,United States,7254-IQWOZ,Churned,No,No,Male,Yes,Fiber Optic,"40.587919, -122.464732",40.587919,-122.464732,No,69.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,31586,No,Q3,No,1,No,California,No,No,No,1,69.65,0,28.7,0.0,98.35,No,Yes,96001
61,21,44.64,,No,,73,0,Redding,3147,Month-to-Month,United States,5071-FBJFS,Stayed,Yes,No,Female,Yes,Cable,"40.587919, -122.464732",40.587919,-122.464732,Yes,50.3,No,1,8,,No,Yes,No,Bank Withdrawal,Yes,31586,No,Q3,Yes,3,No,California,No,No,No,4,217.1,0,178.56,0.0,395.66,No,Yes,96001
29,0,23.55,,No,,78,0,Redding,5463,Two Year,United States,0902-XKXPN,Stayed,Yes,No,Male,No,,"40.587919, -122.464732",40.587919,-122.464732,Yes,20.2,No,1,2,,No,No,No,Bank Withdrawal,Yes,31586,No,Q3,Yes,3,No,California,No,No,No,69,1376.5,0,1624.95,0.0,3001.45,Yes,No,96001
69,11,24.92,,No,,59,0,Flournoy,4673,One Year,United States,0549-CYCQN,Stayed,No,No,Male,Yes,Fiber Optic,"39.84784, -122.544556",39.84784,-122.544556,No,79.6,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,84,No,Q3,No,5,Yes,California,No,No,No,51,3974.7,0,1270.92,16.73,5228.89,No,Yes,96029
59,7,28.37,Competitor,Yes,Competitor offered higher download speeds,78,1,Flournoy,5774,Month-to-Month,United States,1963-SVUCV,Churned,No,No,Male,Yes,DSL,"39.84784, -122.544556",39.84784,-122.544556,No,45.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,84,No,Q3,No,2,No,California,No,No,No,1,45.3,30,28.37,0.0,103.67,No,No,96029
37,17,0.0,,No,,45,0,Flournoy,5996,Month-to-Month,United States,8259-NFJTV,Stayed,Yes,No,Female,Yes,Cable,"39.84784, -122.544556",39.84784,-122.544556,Yes,34.65,No,1,8,,No,Yes,No,Credit Card,No,84,Yes,Q3,Yes,3,No,California,No,No,No,7,246.6,0,0.0,0.0,246.6,No,Yes,96029
56,23,42.73,,No,,73,0,Flournoy,3214,Month-to-Month,United States,3688-FTHLT,Stayed,No,No,Female,Yes,DSL,"39.84784, -122.544556",39.84784,-122.544556,No,63.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,84,No,Q3,No,3,No,California,Yes,Yes,No,16,1067.05,10,683.68,0.0,1760.73,No,No,96029
78,5,0.0,,No,,46,0,Los Molinos,2914,Two Year,United States,0928-JMXNP,Stayed,No,Yes,Male,Yes,DSL,"40.059385, -122.091481",40.059385,-122.091481,Yes,29.9,No,0,3,Offer E,No,No,Yes,Bank Withdrawal,No,3756,No,Q3,Yes,4,Yes,California,No,No,No,4,118.25,0,0.0,0.0,118.25,No,Yes,96055
72,19,16.92,,No,,36,0,Los Molinos,4406,Two Year,United States,5304-EFJLP,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.059385, -122.091481",40.059385,-122.091481,Yes,111.65,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,3756,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,72,8022.85,110,1218.24,0.0,9351.09,No,No,96055
51,20,17.17,Dissatisfaction,Yes,Product dissatisfaction,91,1,Los Molinos,5563,One Year,United States,1444-VVSGW,Churned,No,Yes,Male,Yes,Fiber Optic,"40.059385, -122.091481",40.059385,-122.091481,Yes,115.65,Yes,0,1,Offer A,Yes,Yes,No,Credit Card,Yes,3756,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,70,7968.85,10,1201.9,0.0,9180.75,No,No,96055
39,9,0.0,,No,,64,0,Los Molinos,3378,Month-to-Month,United States,2782-JEEBU,Stayed,No,No,Male,Yes,DSL,"40.059385, -122.091481",40.059385,-122.091481,No,36.0,No,0,0,,Yes,No,Yes,Credit Card,No,3756,Yes,Q3,No,4,No,California,No,No,No,21,780.15,0,0.0,0.0,780.15,No,Yes,96055
77,25,17.26,,No,,53,0,Seiad Valley,3296,Two Year,United States,3629-ZNKXA,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.924174, -123.260788",41.924174,-123.260788,No,101.8,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,332,No,Q3,No,4,Yes,California,Yes,No,Yes,17,1752.45,90,293.42,27.15,2108.72,No,No,96086
24,0,21.04,Price,Yes,Long distance charges,83,1,Seiad Valley,4327,Month-to-Month,United States,4488-PSYCG,Churned,No,No,Male,No,,"41.924174, -123.260788",41.924174,-123.260788,No,20.25,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,332,No,Q3,No,1,No,California,No,No,No,16,327.45,0,336.64,0.0,664.09,Yes,No,96086
26,59,11.85,,No,,30,0,Seiad Valley,4213,Two Year,United States,8639-NHQEI,Stayed,Yes,No,Female,Yes,Fiber Optic,"41.924174, -123.260788",41.924174,-123.260788,Yes,95.9,Yes,3,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,332,No,Q3,Yes,3,No,California,No,No,Yes,72,6954.15,0,853.2,0.0,7807.35,Yes,Yes,96086
70,28,44.38,,No,,67,0,Shasta,5418,One Year,United States,4827-LTQRJ,Stayed,Yes,No,Female,Yes,Fiber Optic,"40.617614, -122.512861",40.617614,-122.512861,Yes,110.6,Yes,2,1,,Yes,Yes,Yes,Credit Card,Yes,528,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,66,7210.85,0,2929.08,0.0,10139.93,No,Yes,96087
55,0,21.19,,No,,77,0,Shasta,6166,Two Year,United States,7161-DFHUF,Stayed,No,No,Female,No,,"40.617614, -122.512861",40.617614,-122.512861,Yes,23.85,Yes,0,4,,No,No,No,Credit Card,Yes,528,No,Q3,Yes,5,No,California,No,No,No,71,1672.1,0,1504.49,0.0,3176.59,No,No,96087
62,18,7.0,,No,,44,0,Shasta,5141,Month-to-Month,United States,1427-VERSM,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.617614, -122.512861",40.617614,-122.512861,Yes,98.7,No,0,3,Offer B,No,No,Yes,Bank Withdrawal,Yes,528,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,56,5669.5,0,392.0,0.0,6061.5,No,Yes,96087
68,13,46.96,,No,,71,0,Los Angeles,3654,Two Year,United States,5144-TVGLP,Stayed,No,No,Male,Yes,Fiber Optic,"33.949255, -118.246978",33.949255,-118.246978,No,94.75,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,44586,No,Q3,No,3,Yes,California,Yes,No,Yes,38,3653.0,0,1784.48,45.82,5391.66,No,Yes,90002
46,16,17.09,,No,,61,0,Los Angeles,3441,One Year,United States,5575-GNVDE,Stayed,No,Yes,Male,Yes,DSL,"33.949255, -118.246978",33.949255,-118.246978,No,56.95,No,0,0,,No,Yes,No,Mailed Check,Yes,44586,No,Q3,No,3,No,California,No,No,No,34,1889.5,0,581.06,0.0,2470.56,No,Yes,90002
31,0,18.68,,No,,20,0,Los Angeles,4927,Two Year,United States,6625-FLENO,Stayed,No,No,Male,No,,"33.949255, -118.246978",33.949255,-118.246978,Yes,20.75,No,0,9,,No,No,No,Credit Card,Yes,44586,No,Q3,Yes,5,No,California,No,No,No,58,1185.95,0,1083.44,0.0,2269.39,No,No,90002
56,0,46.92,,No,,54,0,Los Angeles,2486,Month-to-Month,United States,4486-EFAEB,Stayed,No,No,Male,No,,"33.949255, -118.246978",33.949255,-118.246978,No,20.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,44586,No,Q3,No,5,No,California,No,No,No,13,251.65,0,609.96,0.0,861.61,No,No,90002
71,26,7.86,,No,,53,0,Los Angeles,4138,One Year,United States,9659-ZTWSM,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.044639, -118.240413",34.044639,-118.240413,Yes,107.35,Yes,0,7,,Yes,No,Yes,Bank Withdrawal,Yes,9732,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,66,7051.95,0,518.76,39.18,7531.53,No,Yes,90013
44,9,21.08,Competitor,Yes,Competitor had better devices,91,1,Los Angeles,4747,Month-to-Month,United States,5364-XYIRR,Churned,No,No,Male,Yes,Fiber Optic,"34.044639, -118.240413",34.044639,-118.240413,Yes,94.65,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,9732,No,Q3,Yes,1,No,California,Yes,Yes,Yes,51,4812.75,0,1075.08,0.0,5887.83,No,Yes,90013
57,25,3.64,Competitor,Yes,Competitor offered higher download speeds,70,1,Los Angeles,3155,Month-to-Month,United States,4398-HSCJH,Churned,No,No,Female,Yes,DSL,"34.044639, -118.240413",34.044639,-118.240413,No,63.6,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,9732,Yes,Q3,No,1,No,California,No,No,Yes,3,155.65,0,10.92,0.0,166.57,No,Yes,90013
21,0,32.62,,No,,39,0,Los Angeles,4726,Two Year,United States,7469-LKBCI,Stayed,No,No,Male,No,,"34.044639, -118.240413",34.044639,-118.240413,No,18.95,No,0,0,Offer D,No,No,No,Credit Card,Yes,9732,No,Q3,No,3,No,California,No,No,No,16,326.8,0,521.92,0.0,848.72,Yes,No,90013
63,0,34.79,,No,,27,0,Los Angeles,3772,Month-to-Month,United States,2791-SFVEW,Stayed,No,No,Female,No,,"34.044639, -118.240413",34.044639,-118.240413,No,20.15,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,9732,No,Q3,No,4,No,California,No,No,No,9,238.15,0,313.11,0.0,551.26,No,No,90013
74,13,5.73,,No,,30,0,Los Angeles,2422,Two Year,United States,2195-VVRJF,Stayed,No,No,Male,Yes,DSL,"34.028735, -118.317236",34.028735,-118.317236,Yes,59.1,No,0,6,,No,Yes,Yes,Credit Card,Yes,47143,No,Q3,Yes,3,Yes,California,Yes,No,No,18,1011.05,0,103.14,31.05,1083.14,No,Yes,90018
57,0,22.55,,No,,35,0,Los Angeles,5186,One Year,United States,8191-XWSZG,Stayed,No,No,Female,No,,"34.028735, -118.317236",34.028735,-118.317236,No,20.65,No,0,0,Offer B,No,No,No,Mailed Check,Yes,47143,No,Q3,No,4,No,California,No,No,No,52,1022.95,0,1172.6,0.0,2195.55,No,No,90018
26,30,33.73,,No,,75,0,Los Angeles,3974,Month-to-Month,United States,9659-QEQSY,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.028735, -118.317236",34.028735,-118.317236,No,115.65,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,47143,Yes,Q3,No,3,No,California,Yes,Yes,Yes,45,5125.5,0,1517.85,0.0,6643.35,Yes,Yes,90018
46,0,44.84,,No,,52,0,Los Angeles,6334,Two Year,United States,1987-AUELQ,Stayed,No,No,Female,No,,"34.028735, -118.317236",34.028735,-118.317236,Yes,25.05,Yes,0,0,,No,No,No,Credit Card,Yes,47143,No,Q3,No,5,No,California,No,No,No,71,1873.7,0,3183.64,0.0,5057.34,No,No,90018
48,19,0.0,,No,,77,0,Los Angeles,4120,Two Year,United States,9888-ZCUMM,Stayed,Yes,Yes,Male,Yes,DSL,"34.028735, -118.317236",34.028735,-118.317236,Yes,60.05,No,1,3,,No,Yes,Yes,Bank Withdrawal,No,47143,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,3845.45,0,0.0,0.0,3845.45,No,Yes,90018
78,3,35.65,,No,,68,0,Los Angeles,5651,Two Year,United States,1125-SNVCK,Stayed,No,No,Female,Yes,DSL,"33.994524, -118.149953",33.994524,-118.149953,No,43.8,No,0,0,,No,No,No,Credit Card,Yes,9805,No,Q3,No,5,Yes,California,No,No,No,49,2106.05,0,1746.85,20.45,3832.45,No,Yes,90040
19,69,42.44,,No,,41,0,Los Angeles,3395,Month-to-Month,United States,6572-ADKRS,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.994524, -118.149953",33.994524,-118.149953,No,74.8,No,0,0,Offer B,No,No,Yes,Credit Card,Yes,9805,No,Q3,No,3,No,California,No,No,No,46,3548.3,0,1952.24,0.0,5500.54,Yes,Yes,90040
21,47,0.0,,No,,76,0,Los Angeles,3332,Month-to-Month,United States,0274-JKUJR,Stayed,Yes,Yes,Male,Yes,Cable,"33.994524, -118.149953",33.994524,-118.149953,Yes,58.85,No,2,9,Offer E,Yes,Yes,No,Credit Card,No,9805,No,Q3,Yes,3,No,California,Yes,Yes,Yes,7,465.7,0,0.0,0.0,465.7,Yes,Yes,90040
32,16,0.0,,No,,47,0,Los Angeles,4934,Two Year,United States,5360-XGYAZ,Stayed,Yes,Yes,Male,Yes,DSL,"33.994524, -118.149953",33.994524,-118.149953,Yes,65.65,No,1,1,,Yes,Yes,Yes,Bank Withdrawal,No,9805,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,4664.5,60,0.0,0.0,4724.5,No,No,90040
60,0,35.5,,No,,65,0,Los Angeles,2051,Month-to-Month,United States,8006-PYCSW,Joined,No,No,Female,No,,"33.994524, -118.149953",33.994524,-118.149953,No,20.1,No,0,0,,No,No,No,Credit Card,Yes,9805,No,Q3,No,5,No,California,No,No,No,2,39.8,0,71.0,0.0,110.8,No,No,90040
70,22,21.9,,No,,72,0,Los Angeles,5039,Two Year,United States,2545-EBUPK,Joined,No,No,Female,Yes,Fiber Optic,"33.954017, -118.402447",33.954017,-118.402447,No,84.05,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,39334,No,Q3,No,3,Yes,California,Yes,No,No,2,186.05,0,43.8,0.0,229.85,No,Yes,90045
66,8,47.8,,No,,43,0,Los Angeles,5166,One Year,United States,8920-NAVAY,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.954017, -118.402447",33.954017,-118.402447,No,110.75,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,39334,Yes,Q3,No,5,Yes,California,Yes,Yes,Yes,62,7053.35,0,2963.6,0.0,10016.95,No,Yes,90045
31,8,0.0,Other,Yes,Don't know,81,1,Los Angeles,4476,Month-to-Month,United States,0375-HVGXO,Churned,No,No,Female,Yes,DSL,"33.954017, -118.402447",33.954017,-118.402447,No,34.7,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,39334,No,Q3,No,3,No,California,No,No,Yes,1,34.7,0,0.0,0.0,34.7,No,Yes,90045
28,0,8.74,,No,,64,0,Los Angeles,3646,One Year,United States,9867-JCZSP,Stayed,No,No,Female,No,,"33.954017, -118.402447",33.954017,-118.402447,Yes,20.75,No,0,8,Offer D,No,No,No,Credit Card,Yes,39334,No,Q3,Yes,4,No,California,No,No,No,17,418.25,0,148.58,0.0,566.83,Yes,No,90045
64,0,43.18,,No,,26,0,Los Angeles,5029,Month-to-Month,United States,5850-BDWCY,Stayed,No,No,Female,No,,"33.954017, -118.402447",33.954017,-118.402447,No,20.2,No,0,0,Offer E,No,No,No,Credit Card,Yes,39334,No,Q3,No,5,No,California,No,No,No,6,123.65,0,259.08,0.0,382.73,No,No,90045
65,23,25.61,,No,,60,0,Los Angeles,5479,One Year,United States,2172-EJXVF,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.958149, -118.308441",33.958149,-118.308441,No,105.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,47107,No,Q3,No,3,Yes,California,Yes,Yes,Yes,71,7521.95,100,1818.31,6.65,9433.61,No,No,90047
46,21,14.28,Other,Yes,Don't know,67,1,Los Angeles,4934,Month-to-Month,United States,8593-WHYHV,Churned,No,No,Male,Yes,Fiber Optic,"33.958149, -118.308441",33.958149,-118.308441,No,85.3,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,47107,No,Q3,No,1,No,California,Yes,Yes,No,3,264.8,0,42.84,0.0,307.64,No,Yes,90047
42,29,11.79,,No,,41,0,Los Angeles,2569,Month-to-Month,United States,4080-IIARD,Stayed,No,No,Female,Yes,DSL,"33.958149, -118.308441",33.958149,-118.308441,Yes,76.2,Yes,0,1,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,47107,Yes,Q3,Yes,5,No,California,No,No,Yes,13,981.45,0,153.27,0.0,1134.72,No,Yes,90047
60,22,26.76,,No,,75,0,Los Angeles,5552,Month-to-Month,United States,5600-PDUJF,Stayed,No,No,Male,Yes,DSL,"33.958149, -118.308441",33.958149,-118.308441,No,49.5,No,0,0,,No,No,Yes,Credit Card,Yes,47107,Yes,Q3,No,5,No,California,No,No,No,6,312.7,0,160.56,0.0,473.26,No,Yes,90047
33,0,8.5,,No,,28,0,Los Angeles,5703,Two Year,United States,0827-ITJPH,Stayed,No,No,Male,No,,"33.958149, -118.308441",33.958149,-118.308441,No,18.55,No,0,0,Offer C,No,No,Yes,Credit Card,Yes,47107,No,Q3,No,3,No,California,No,No,No,36,689.0,0,306.0,0.0,995.0,No,No,90047
73,3,2.81,,No,,80,0,Beverly Hills,5014,Two Year,United States,4680-KUTAJ,Stayed,No,No,Female,Yes,DSL,"34.062095, -118.401508",34.062095,-118.401508,No,55.6,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,11355,No,Q3,No,4,Yes,California,No,No,No,11,580.8,0,30.91,15.2,596.51,No,Yes,90212
74,30,19.09,,No,,55,0,Beverly Hills,4057,Month-to-Month,United States,3798-EPWRR,Joined,No,No,Female,Yes,DSL,"34.062095, -118.401508",34.062095,-118.401508,No,43.95,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,11355,No,Q3,No,5,Yes,California,No,No,No,2,85.1,0,38.18,0.0,123.28,No,Yes,90212
53,20,38.99,,No,,35,0,Beverly Hills,5387,Month-to-Month,United States,5122-CYFXA,Joined,No,No,Female,Yes,DSL,"34.062095, -118.401508",34.062095,-118.401508,No,75.3,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,11355,Yes,Q3,No,3,No,California,Yes,Yes,Yes,3,244.1,0,116.97,0.0,361.07,No,Yes,90212
23,0,27.97,,No,,36,0,Beverly Hills,6436,Two Year,United States,0404-AHASP,Stayed,No,No,Male,No,,"34.062095, -118.401508",34.062095,-118.401508,Yes,19.7,No,0,10,Offer A,No,No,No,Credit Card,Yes,11355,No,Q3,Yes,3,No,California,No,No,No,72,1421.9,0,2013.84,0.0,3435.74,Yes,No,90212
51,30,5.7,,No,,80,0,Beverly Hills,5939,One Year,United States,6617-WLBQC,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.062095, -118.401508",34.062095,-118.401508,Yes,81.85,Yes,3,3,Offer D,No,Yes,No,Credit Card,Yes,11355,No,Q3,Yes,4,No,California,No,No,No,23,1810.85,0,131.1,0.0,1941.95,No,Yes,90212
77,25,35.39,,No,,46,0,Santa Monica,6146,Two Year,United States,4806-DXQCE,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.026334, -118.474222",34.026334,-118.474222,Yes,113.65,Yes,0,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,19975,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,70,7714.65,0,2477.3,24.36,10167.59,No,Yes,90404
66,19,34.57,,No,,42,0,Santa Monica,4319,One Year,United States,4135-FRWKJ,Stayed,Yes,Yes,Female,Yes,Cable,"34.026334, -118.474222",34.026334,-118.474222,Yes,76.25,Yes,1,1,,No,Yes,No,Bank Withdrawal,Yes,19975,Yes,Q3,Yes,3,Yes,California,No,No,Yes,55,4154.55,0,1901.35,0.0,6055.9,No,Yes,90404
66,28,19.67,,No,,68,0,Santa Monica,5080,Month-to-Month,United States,4989-LIXVT,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.026334, -118.474222",34.026334,-118.474222,No,95.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,19975,No,Q3,No,3,Yes,California,Yes,No,No,68,6503.2,0,1337.56,0.0,7840.76,No,Yes,90404
35,21,0.0,,No,,61,0,Santa Monica,4015,Month-to-Month,United States,6180-YBIQI,Stayed,No,No,Male,Yes,DSL,"34.026334, -118.474222",34.026334,-118.474222,No,24.3,No,0,0,Offer E,No,No,No,Credit Card,No,19975,No,Q3,No,3,No,California,No,No,No,5,100.2,0,0.0,0.0,100.2,No,Yes,90404
31,75,46.7,,No,,48,0,Santa Monica,4387,Two Year,United States,6950-TWMYB,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.026334, -118.474222",34.026334,-118.474222,Yes,79.95,No,8,2,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,19975,Yes,Q3,Yes,3,No,California,No,No,No,54,4362.05,0,2521.8,0.0,6883.85,No,Yes,90404
66,28,39.49,,No,,57,0,Wilmington,5291,One Year,United States,0100-DUVFC,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.782068, -118.262263",33.782068,-118.262263,Yes,104.8,Yes,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,53323,No,Q3,Yes,5,Yes,California,Yes,No,Yes,70,7308.95,0,2764.3,6.11,10067.14,No,Yes,90744
42,0,35.65,,No,,33,0,Wilmington,2543,One Year,United States,6837-BJYDQ,Joined,No,No,Male,No,,"33.782068, -118.262263",33.782068,-118.262263,No,19.6,No,0,0,,No,No,No,Credit Card,Yes,53323,No,Q3,No,5,No,California,No,No,No,3,61.35,0,106.95,0.0,168.3,No,No,90744
40,0,49.13,,No,,80,0,Wilmington,4419,One Year,United States,3506-OVLKD,Stayed,No,No,Male,No,,"33.782068, -118.262263",33.782068,-118.262263,No,26.2,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,53323,No,Q3,No,3,No,California,No,No,No,35,954.9,0,1719.55,0.0,2674.45,No,No,90744
20,85,23.7,,No,,21,0,Wilmington,4498,Two Year,United States,9070-BCKQP,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.782068, -118.262263",33.782068,-118.262263,Yes,110.15,Yes,0,5,Offer A,No,Yes,Yes,Credit Card,Yes,53323,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7881.2,0,1706.4,0.0,9587.6,Yes,Yes,90744
56,19,29.95,,No,,65,0,Wilmington,5188,Two Year,United States,2775-SEFEE,Stayed,Yes,No,Male,Yes,DSL,"33.782068, -118.262263",33.782068,-118.262263,No,61.9,Yes,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,53323,Yes,Q3,No,4,No,California,No,No,No,10,619.0,0,299.5,0.0,918.5,No,Yes,90744
76,20,28.68,,No,,30,0,Carson,4871,One Year,United States,5397-TUPSH,Stayed,No,No,Male,Yes,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,Yes,70.95,No,0,6,,No,No,Yes,Bank Withdrawal,Yes,55486,No,Q3,Yes,3,Yes,California,No,No,No,65,4555.2,0,1864.2,7.43,6411.97,No,Yes,90745
63,24,14.12,Competitor,Yes,Competitor had better devices,73,1,Carson,2600,Month-to-Month,United States,2135-RXIHG,Churned,No,No,Male,Yes,Cable,"33.822295, -118.26411",33.822295,-118.26411,No,45.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,55486,No,Q3,No,1,No,California,No,No,No,1,45.65,0,14.12,0.0,59.77,No,Yes,90745
35,28,37.36,Attitude,Yes,Attitude of support person,68,1,Carson,5561,Month-to-Month,United States,9172-ANCRX,Churned,No,No,Female,Yes,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,No,98.7,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,55486,No,Q3,No,1,No,California,Yes,Yes,Yes,10,973.25,0,373.6,0.0,1346.85,No,Yes,90745
30,69,16.13,,No,,75,0,Carson,5802,One Year,United States,6421-SZVEM,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,Yes,82.85,No,1,4,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,55486,No,Q3,Yes,3,No,California,Yes,Yes,No,28,2320.8,0,451.64,0.0,2772.44,No,Yes,90745
53,14,9.46,,No,,70,0,Carson,2583,Month-to-Month,United States,9003-CPATH,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,No,79.9,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,55486,No,Q3,No,4,No,California,No,No,No,42,3313.4,0,397.32,23.47,3687.25,No,Yes,90745
67,20,0.0,,No,,46,0,Long Beach,4107,Two Year,United States,6773-LQTVT,Stayed,Yes,Yes,Female,Yes,DSL,"33.760458, -118.129725",33.760458,-118.129725,Yes,35.65,No,1,8,,Yes,No,Yes,Credit Card,No,31352,No,Q3,Yes,5,Yes,California,No,No,No,29,1025.15,0,0.0,25.07,1000.08,No,Yes,90803
33,17,29.94,,No,,58,0,Long Beach,3123,Month-to-Month,United States,3780-YVMFA,Stayed,Yes,No,Female,Yes,Cable,"33.760458, -118.129725",33.760458,-118.129725,Yes,68.55,No,1,1,,No,No,Yes,Bank Withdrawal,Yes,31352,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,8,564.35,0,239.52,0.0,803.87,No,Yes,90803
26,58,0.0,,No,,70,0,Long Beach,3345,Two Year,United States,7492-TAFJD,Stayed,No,Yes,Male,Yes,Cable,"33.760458, -118.129725",33.760458,-118.129725,Yes,38.55,No,0,5,,Yes,Yes,No,Credit Card,No,31352,No,Q3,Yes,4,No,California,No,No,No,7,280.0,0,0.0,0.0,280.0,Yes,Yes,90803
30,59,9.37,,No,,40,0,Long Beach,6107,Month-to-Month,United States,8878-RYUKI,Stayed,No,Yes,Female,Yes,DSL,"33.760458, -118.129725",33.760458,-118.129725,No,59.45,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,31352,No,Q3,No,3,No,California,Yes,Yes,No,52,3043.7,0,487.24,0.0,3530.94,No,Yes,90803
43,0,2.59,,No,,25,0,Long Beach,5975,Month-to-Month,United States,7956-XQWGU,Stayed,No,No,Male,No,,"33.760458, -118.129725",33.760458,-118.129725,No,19.4,No,0,0,,No,No,Yes,Credit Card,Yes,31352,No,Q3,No,4,No,California,No,No,No,27,460.25,0,69.93,29.59,500.59,No,No,90803
78,23,9.68,,No,,21,0,Sunland,4978,Two Year,United States,3982-DQLUS,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,Yes,85.75,Yes,1,10,,Yes,Yes,Yes,Bank Withdrawal,Yes,18752,No,Q3,Yes,3,Yes,California,No,No,No,65,5688.45,0,629.2,38.09,6279.56,No,Yes,91040
44,27,33.38,Attitude,Yes,Attitude of support person,74,1,Sunland,4198,Month-to-Month,United States,4911-BANWH,Churned,No,No,Female,Yes,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,No,86.55,Yes,0,0,,No,No,Yes,Credit Card,Yes,18752,No,Q3,No,3,No,California,No,No,Yes,31,2697.4,0,1034.78,0.0,3732.18,No,Yes,91040
61,21,15.2,,No,,51,0,Sunland,4382,One Year,United States,7654-YWJUF,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,Yes,84.25,No,0,6,,No,Yes,Yes,Bank Withdrawal,Yes,18752,Yes,Q3,Yes,3,No,California,No,No,No,43,3539.25,0,653.6,0.0,4192.85,No,Yes,91040
36,13,31.79,,No,,22,0,Sunland,5586,Month-to-Month,United States,4188-FRABG,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,Yes,103.05,Yes,0,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,18752,Yes,Q3,Yes,4,No,California,No,No,Yes,57,5925.75,0,1812.03,0.0,7737.78,No,Yes,91040
56,0,15.21,,No,,78,0,Sunland,5478,Two Year,United States,5893-KCLGT,Stayed,Yes,No,Female,No,,"34.282704, -118.312929",34.282704,-118.312929,No,19.75,No,2,0,,No,No,Yes,Credit Card,Yes,18752,No,Q3,No,4,No,California,No,No,No,72,1567.0,0,1095.12,25.98,2636.14,No,No,91040
66,8,32.08,,No,,66,0,Pasadena,4368,One Year,United States,3756-VNWDH,Stayed,No,No,Male,Yes,Fiber Optic,"34.146635, -118.139225",34.146635,-118.139225,Yes,100.75,Yes,0,6,,No,Yes,Yes,Bank Withdrawal,Yes,16812,No,Q3,Yes,3,Yes,California,Yes,No,Yes,65,6674.65,0,2085.2,0.0,8759.85,No,Yes,91101
73,7,2.98,,No,,67,0,Pasadena,4787,Month-to-Month,United States,4128-ETESU,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.146635, -118.139225",34.146635,-118.139225,Yes,99.7,Yes,0,3,,No,No,No,Bank Withdrawal,Yes,16812,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,47,4747.2,140,140.06,0.0,5027.26,No,No,91101
48,25,5.17,,No,,52,0,Pasadena,2564,Two Year,United States,6727-IOTLZ,Stayed,No,Yes,Male,Yes,Cable,"34.146635, -118.139225",34.146635,-118.139225,Yes,81.95,No,0,3,Offer D,Yes,No,No,Credit Card,Yes,16812,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,14,1181.75,0,72.38,0.0,1254.13,No,Yes,91101
29,0,27.16,,No,,76,0,Pasadena,5265,Two Year,United States,0794-YVSGE,Stayed,Yes,No,Male,No,,"34.146635, -118.139225",34.146635,-118.139225,Yes,20.3,No,1,9,Offer A,No,No,No,Bank Withdrawal,Yes,16812,No,Q3,Yes,3,No,California,No,No,No,72,1401.15,0,1955.52,0.0,3356.67,Yes,No,91101
25,59,6.18,,No,,44,0,Pasadena,4680,Month-to-Month,United States,3640-JQGJG,Stayed,Yes,No,Male,Yes,Cable,"34.146635, -118.139225",34.146635,-118.139225,Yes,44.8,No,3,0,,No,No,No,Bank Withdrawal,Yes,16812,No,Q3,No,3,No,California,No,No,No,13,559.2,90,80.34,37.49,692.05,Yes,No,91101
79,2,32.62,,No,,58,0,West Hills,2901,Two Year,United States,9799-CAYJJ,Joined,No,No,Female,Yes,Fiber Optic,"34.199787, -118.68493",34.199787,-118.68493,Yes,69.3,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,23637,No,Q3,Yes,4,Yes,California,No,No,No,2,153.8,0,65.24,0.0,219.04,No,Yes,91307
42,3,18.66,,No,,74,0,West Hills,5945,Two Year,United States,9680-NIAUV,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.199787, -118.68493",34.199787,-118.68493,Yes,109.7,Yes,0,7,Offer A,Yes,Yes,No,Credit Card,Yes,23637,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8129.3,0,1343.52,0.0,9472.82,No,Yes,91307
37,19,0.0,,No,,32,0,West Hills,4043,One Year,United States,4115-UMJFQ,Stayed,No,Yes,Male,Yes,DSL,"34.199787, -118.68493",34.199787,-118.68493,No,35.75,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,23637,No,Q3,No,5,No,California,No,No,No,69,2492.25,150,0.0,0.0,2642.25,No,No,91307
45,0,24.03,,No,,64,0,West Hills,4937,Two Year,United States,3970-XGJDU,Stayed,No,No,Female,No,,"34.199787, -118.68493",34.199787,-118.68493,No,19.2,No,0,0,,No,No,Yes,Credit Card,Yes,23637,No,Q3,No,4,No,California,No,No,No,62,1123.65,0,1489.86,0.0,2613.51,No,No,91307
24,52,36.92,,No,,57,0,West Hills,4473,One Year,United States,6668-CNMFP,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.199787, -118.68493",34.199787,-118.68493,Yes,89.35,Yes,3,1,,No,No,Yes,Bank Withdrawal,Yes,23637,Yes,Q3,Yes,4,No,California,Yes,Yes,No,19,1686.85,0,701.48,0.0,2388.33,Yes,Yes,91307
67,0,3.11,,No,,49,0,Santa Clarita,5896,One Year,United States,6814-ZPWFQ,Stayed,No,No,Male,No,,"34.502432, -118.41459",34.502432,-118.41459,No,25.0,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,40077,No,Q3,No,4,Yes,California,No,No,No,51,1260.7,0,158.61,0.0,1419.31,No,No,91350
43,19,28.35,Dissatisfaction,Yes,Network reliability,71,1,Santa Clarita,3764,Month-to-Month,United States,7825-ECJRF,Churned,Yes,Yes,Female,Yes,Fiber Optic,"34.502432, -118.41459",34.502432,-118.41459,No,106.6,No,1,0,,No,Yes,Yes,Bank Withdrawal,Yes,40077,Yes,Q3,No,1,No,California,Yes,Yes,Yes,19,1934.45,40,538.65,21.72,2491.38,No,No,91350
32,7,5.67,Other,Yes,Don't know,78,1,Santa Clarita,4512,Month-to-Month,United States,2446-PLQVO,Churned,No,No,Male,Yes,Fiber Optic,"34.502432, -118.41459",34.502432,-118.41459,No,70.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,40077,No,Q3,No,2,No,California,No,No,No,1,70.3,0,5.67,0.0,75.97,No,Yes,91350
21,0,11.3,,No,,63,0,Santa Clarita,5497,Two Year,United States,3279-DYZQM,Stayed,Yes,No,Male,No,,"34.502432, -118.41459",34.502432,-118.41459,Yes,19.45,No,3,6,,No,No,No,Mailed Check,Yes,40077,No,Q3,Yes,4,No,California,No,No,No,71,1378.45,0,802.3,0.0,2180.75,Yes,No,91350
46,17,40.42,,No,,51,0,Santa Clarita,4389,Month-to-Month,United States,6135-OZQVA,Stayed,No,No,Female,Yes,Cable,"34.502432, -118.41459",34.502432,-118.41459,No,53.65,Yes,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,40077,No,Q3,No,4,No,California,No,No,No,7,404.35,0,282.94,0.0,687.29,No,Yes,91350
74,7,8.81,,No,,56,0,Westlake Village,4556,Two Year,United States,5019-GQVCR,Stayed,No,No,Male,Yes,Fiber Optic,"34.130992, -118.894673",34.130992,-118.894673,No,84.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,18735,No,Q3,No,4,Yes,California,No,No,Yes,43,3645.6,0,378.83,0.0,4024.43,No,Yes,91361
55,4,46.36,Attitude,Yes,Attitude of support person,65,1,Westlake Village,4852,Month-to-Month,United States,0923-PNFUB,Churned,No,No,Female,Yes,Fiber Optic,"34.130992, -118.894673",34.130992,-118.894673,No,83.75,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,18735,No,Q3,No,2,No,California,No,No,Yes,3,247.25,0,139.08,0.0,386.33,No,Yes,91361
45,22,0.0,,No,,38,0,Westlake Village,4115,Month-to-Month,United States,0699-NDKJM,Stayed,No,Yes,Female,Yes,Cable,"34.130992, -118.894673",34.130992,-118.894673,Yes,58.75,No,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,18735,No,Q3,Yes,3,No,California,Yes,Yes,Yes,57,3437.45,0,0.0,0.0,3437.45,No,Yes,91361
39,4,30.79,,No,,60,0,Westlake Village,5790,Month-to-Month,United States,3566-VVORZ,Stayed,No,No,Female,Yes,DSL,"34.130992, -118.894673",34.130992,-118.894673,Yes,45.9,No,0,0,,No,No,No,Bank Withdrawal,Yes,18735,No,Q3,No,3,No,California,No,No,No,12,505.95,0,369.48,0.0,875.43,No,Yes,91361
24,41,22.07,,No,,78,0,Westlake Village,4164,Month-to-Month,United States,7009-LGECI,Stayed,No,No,Female,Yes,DSL,"34.130992, -118.894673",34.130992,-118.894673,No,50.55,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,18735,No,Q3,No,4,No,California,No,No,No,4,235.65,0,88.28,0.0,323.93,Yes,Yes,91361
69,14,7.29,,No,,32,0,Van Nuys,3170,Two Year,United States,2880-FPNAE,Joined,No,Yes,Male,Yes,Fiber Optic,"34.202494, -118.448048",34.202494,-118.448048,Yes,74.2,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,51348,No,Q3,Yes,4,Yes,California,No,No,No,2,140.1,0,14.58,0.0,154.68,No,Yes,91405
65,3,1.27,,No,,73,0,Van Nuys,2094,Month-to-Month,United States,9129-UXERG,Stayed,No,No,Female,Yes,Fiber Optic,"34.202494, -118.448048",34.202494,-118.448048,No,103.6,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,51348,Yes,Q3,No,4,Yes,California,Yes,Yes,Yes,18,1806.35,10,22.86,0.0,1839.21,No,No,91405
28,46,0.0,,No,,32,0,Van Nuys,4806,One Year,United States,6778-JFCMK,Stayed,No,No,Male,Yes,DSL,"34.202494, -118.448048",34.202494,-118.448048,No,50.6,No,0,0,Offer C,No,Yes,Yes,Mailed Check,No,51348,No,Q3,No,3,No,California,Yes,Yes,Yes,24,1288.75,0,0.0,0.0,1288.75,Yes,Yes,91405
61,27,46.1,,No,,32,0,Van Nuys,6468,Two Year,United States,7873-CVMAW,Stayed,No,Yes,Male,Yes,DSL,"34.202494, -118.448048",34.202494,-118.448048,No,88.55,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,51348,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,6362.35,0,3319.2,0.0,9681.55,No,Yes,91405
64,26,20.63,,No,,46,0,Van Nuys,5028,Two Year,United States,5727-MYATE,Stayed,Yes,Yes,Male,Yes,DSL,"34.202494, -118.448048",34.202494,-118.448048,Yes,90.8,Yes,2,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,51348,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6397.6,0,1485.36,0.0,7882.96,No,Yes,91405
80,16,0.0,,No,,30,0,South El Monte,3116,Two Year,United States,2045-BMBTJ,Stayed,No,Yes,Female,Yes,DSL,"34.04622, -118.053753",34.04622,-118.053753,No,59.45,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,45645,No,Q3,No,4,Yes,California,Yes,No,Yes,33,1884.65,0,0.0,0.0,1884.65,No,Yes,91733
61,12,9.13,Dissatisfaction,Yes,Network reliability,65,1,South El Monte,4304,Month-to-Month,United States,6692-UDPJC,Churned,Yes,No,Female,Yes,Fiber Optic,"34.04622, -118.053753",34.04622,-118.053753,Yes,91.65,Yes,1,1,,No,No,Yes,Bank Withdrawal,Yes,45645,Yes,Q3,Yes,3,No,California,No,No,Yes,14,1301.0,0,127.82,0.0,1428.82,No,Yes,91733
56,15,37.48,,No,,71,0,South El Monte,3945,One Year,United States,3282-ZISZV,Stayed,No,Yes,Male,Yes,DSL,"34.04622, -118.053753",34.04622,-118.053753,No,83.7,Yes,0,0,,Yes,No,No,Credit Card,Yes,45645,Yes,Q3,No,5,No,California,Yes,Yes,Yes,32,2633.3,0,1199.36,0.0,3832.66,No,Yes,91733
38,0,32.66,,No,,42,0,South El Monte,3089,One Year,United States,1022-RKXDR,Stayed,No,No,Female,No,,"34.04622, -118.053753",34.04622,-118.053753,No,24.85,Yes,0,0,,No,No,Yes,Mailed Check,Yes,45645,No,Q3,No,3,No,California,No,No,No,41,962.25,0,1339.06,0.0,2301.31,No,No,91733
58,22,40.78,,No,,59,0,South El Monte,6258,Two Year,United States,1841-YSJGV,Stayed,No,No,Male,Yes,Fiber Optic,"34.04622, -118.053753",34.04622,-118.053753,Yes,109.95,Yes,0,9,Offer A,Yes,Yes,Yes,Credit Card,Yes,45645,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7852.4,0,2936.16,0.0,10788.56,No,Yes,91733
74,12,48.62,,No,,24,0,Ontario,3041,Two Year,United States,1730-ZMAME,Stayed,No,No,Female,Yes,Fiber Optic,"34.057256, -117.667677",34.057256,-117.667677,No,79.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,54254,No,Q3,No,4,Yes,California,Yes,No,No,32,2665.0,0,1555.84,0.0,4220.84,No,Yes,91762
68,20,6.9,,No,,21,0,Ontario,2636,One Year,United States,9233-PSYHO,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.057256, -117.667677",34.057256,-117.667677,No,100.15,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,54254,No,Q3,No,4,Yes,California,Yes,No,Yes,45,4459.8,0,310.5,0.0,4770.3,No,Yes,91762
51,0,26.63,Price,Yes,Price too high,83,1,Ontario,5084,Two Year,United States,6323-AYBRX,Churned,No,No,Male,No,,"34.057256, -117.667677",34.057256,-117.667677,No,19.35,No,0,0,,No,No,No,Credit Card,Yes,54254,No,Q3,No,3,No,California,No,No,No,59,1099.6,0,1571.17,14.22,2656.55,No,No,91762
43,0,20.78,,No,,28,0,Ontario,3727,Month-to-Month,United States,4623-ZKHLY,Stayed,No,No,Male,No,,"34.057256, -117.667677",34.057256,-117.667677,Yes,20.45,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,54254,No,Q3,Yes,4,No,California,No,No,No,22,471.55,0,457.16,0.0,928.71,No,No,91762
37,5,44.95,,No,,23,0,Ontario,5905,One Year,United States,6341-AEVKX,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.057256, -117.667677",34.057256,-117.667677,Yes,104.3,No,0,5,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,54254,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,6613.65,0,2786.9,0.0,9400.55,No,Yes,91762
71,18,26.49,,No,,38,0,Upland,3202,One Year,United States,5913-INRQV,Stayed,No,No,Male,Yes,Fiber Optic,"34.105493, -117.660934",34.105493,-117.660934,Yes,90.15,No,0,7,,No,Yes,No,Credit Card,Yes,48827,Yes,Q3,Yes,3,Yes,California,No,No,Yes,34,3128.8,0,900.66,0.0,4029.46,No,Yes,91786
44,17,45.56,,No,,47,0,Upland,5765,Month-to-Month,United States,8229-MYEJZ,Stayed,No,No,Female,Yes,DSL,"34.105493, -117.660934",34.105493,-117.660934,No,51.2,No,0,0,Offer D,Yes,No,No,Bank Withdrawal,Yes,48827,No,Q3,No,4,No,California,No,No,No,10,498.25,0,455.6,0.0,953.85,No,Yes,91786
59,0,30.13,,No,,80,0,Upland,2860,One Year,United States,1964-SVLEA,Stayed,No,No,Male,No,,"34.105493, -117.660934",34.105493,-117.660934,No,19.7,No,0,0,Offer D,No,No,Yes,Mailed Check,Yes,48827,No,Q3,No,4,No,California,No,No,No,20,415.9,0,602.6,0.0,1018.5,No,No,91786
27,42,39.84,,No,,23,0,Upland,4020,Month-to-Month,United States,6261-LHRTG,Stayed,No,Yes,Female,Yes,Cable,"34.105493, -117.660934",34.105493,-117.660934,No,54.75,No,0,0,,Yes,No,Yes,Credit Card,Yes,48827,No,Q3,No,4,No,California,No,No,No,26,1406.9,0,1035.84,0.0,2442.74,Yes,Yes,91786
24,59,25.1,,No,,53,0,Upland,4096,Month-to-Month,United States,7952-OBOYL,Joined,No,Yes,Male,Yes,Fiber Optic,"34.105493, -117.660934",34.105493,-117.660934,No,89.85,No,0,0,,No,No,Yes,Credit Card,Yes,48827,Yes,Q3,No,5,No,California,No,Yes,Yes,3,244.45,0,75.3,0.0,319.75,Yes,Yes,91786
71,21,11.51,,No,,65,0,Chula Vista,2546,Two Year,United States,6185-TASNN,Joined,No,No,Male,Yes,DSL,"32.64164, -116.985026",32.64164,-116.985026,No,46.3,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,12884,No,Q3,No,4,Yes,California,No,No,No,1,46.3,0,11.51,0.0,57.81,No,Yes,91913
75,18,26.82,,No,,79,0,Chula Vista,4368,One Year,United States,5820-PTRYM,Stayed,No,Yes,Female,Yes,Cable,"32.64164, -116.985026",32.64164,-116.985026,Yes,68.45,Yes,0,1,,Yes,Yes,Yes,Credit Card,Yes,12884,Yes,Q3,Yes,4,Yes,California,No,No,No,56,4014.0,0,1501.92,0.0,5515.92,No,Yes,91913
43,0,18.71,,No,,71,0,Chula Vista,5715,Month-to-Month,United States,1563-IWQEX,Stayed,No,No,Female,No,,"32.64164, -116.985026",32.64164,-116.985026,No,19.7,No,0,0,,No,No,No,Credit Card,Yes,12884,No,Q3,No,3,No,California,No,No,No,12,220.35,0,224.52,0.0,444.87,No,No,91913
38,56,22.56,,No,,44,0,Chula Vista,4603,Month-to-Month,United States,7449-HVPIV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.64164, -116.985026",32.64164,-116.985026,Yes,90.4,Yes,3,10,Offer B,No,No,Yes,Credit Card,Yes,12884,No,Q3,Yes,5,No,California,No,No,Yes,55,5099.15,0,1240.8,0.0,6339.95,No,Yes,91913
38,8,13.88,,No,,25,0,Chula Vista,5674,Month-to-Month,United States,3338-CVVEH,Stayed,No,No,Male,Yes,Fiber Optic,"32.64164, -116.985026",32.64164,-116.985026,No,94.55,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,12884,No,Q3,No,5,No,California,Yes,Yes,Yes,12,1173.55,0,166.56,0.0,1340.11,No,Yes,91913
71,23,0.0,,No,,70,0,Potrero,4932,One Year,United States,1925-LFCZZ,Stayed,No,Yes,Male,Yes,DSL,"32.619465, -116.593605",32.619465,-116.593605,No,50.05,No,0,0,,No,No,Yes,Bank Withdrawal,No,905,No,Q3,No,4,Yes,California,Yes,No,Yes,55,2743.45,0,0.0,0.0,2743.45,No,Yes,91963
51,6,2.53,,No,,69,0,Potrero,2257,One Year,United States,4091-TVOCN,Stayed,No,Yes,Male,Yes,Cable,"32.619465, -116.593605",32.619465,-116.593605,No,78.75,Yes,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,905,No,Q3,No,3,No,California,Yes,Yes,Yes,48,3682.45,40,121.44,0.0,3843.89,No,No,91963
23,41,29.44,,No,,55,0,Potrero,5988,One Year,United States,4445-KWOKW,Stayed,No,No,Female,Yes,Cable,"32.619465, -116.593605",32.619465,-116.593605,No,60.15,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,905,No,Q3,No,3,No,California,No,Yes,No,42,2421.6,0,1236.48,0.0,3658.08,Yes,Yes,91963
33,15,31.93,,No,,27,0,Potrero,5868,One Year,United States,4274-DRSQT,Stayed,No,No,Female,Yes,Fiber Optic,"32.619465, -116.593605",32.619465,-116.593605,No,88.9,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,905,No,Q3,No,5,No,California,No,No,Yes,66,6000.1,0,2107.38,0.0,8107.48,No,Yes,91963
24,52,16.15,,No,,47,0,Potrero,5515,Two Year,United States,2904-GGUAZ,Stayed,No,No,Female,Yes,Fiber Optic,"32.619465, -116.593605",32.619465,-116.593605,Yes,84.05,Yes,0,8,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,905,No,Q3,Yes,4,No,California,No,Yes,No,72,6052.25,0,1162.8,0.0,7215.05,Yes,Yes,91963
67,19,34.55,,No,,69,0,Tecate,4148,One Year,United States,8707-RMEZH,Stayed,No,No,Female,Yes,Fiber Optic,"32.587557, -116.636816",32.587557,-116.636816,Yes,87.3,No,0,6,,Yes,Yes,No,Credit Card,Yes,91,No,Q3,Yes,3,Yes,California,Yes,No,No,69,6055.55,0,2383.95,0.0,8439.5,No,Yes,91980
25,26,24.85,,No,,57,0,Tecate,4115,Two Year,United States,1557-EMYVT,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.587557, -116.636816",32.587557,-116.636816,No,115.05,Yes,0,0,Offer B,Yes,Yes,No,Credit Card,Yes,91,Yes,Q3,No,4,No,California,Yes,Yes,Yes,43,4895.1,0,1068.55,10.76,5952.89,Yes,Yes,91980
32,30,11.56,,No,,20,0,Tecate,4621,One Year,United States,2430-RRYUW,Stayed,No,No,Male,Yes,DSL,"32.587557, -116.636816",32.587557,-116.636816,No,54.8,No,0,0,Offer A,Yes,Yes,Yes,Mailed Check,Yes,91,No,Q3,No,4,No,California,No,No,No,66,3465.7,0,762.96,0.0,4228.66,No,Yes,91980
47,53,26.35,,No,,49,0,Tecate,4667,Two Year,United States,2885-HIJDH,Stayed,Yes,Yes,Male,Yes,DSL,"32.587557, -116.636816",32.587557,-116.636816,Yes,86.9,Yes,3,9,,No,Yes,No,Bank Withdrawal,Yes,91,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,69,6194.1,0,1818.15,0.0,8012.25,No,Yes,91980
48,0,32.28,,No,,79,0,Tecate,4052,Two Year,United States,2595-KIWPV,Stayed,Yes,No,Male,No,,"32.587557, -116.636816",32.587557,-116.636816,No,19.7,No,1,0,Offer C,No,No,No,Credit Card,Yes,91,No,Q3,No,3,No,California,No,No,No,27,509.3,0,871.56,0.0,1380.86,No,No,91980
80,4,0.0,,No,,65,0,Carlsbad,5600,Two Year,United States,9373-WSLOY,Stayed,No,Yes,Male,Yes,DSL,"33.148116, -117.306043",33.148116,-117.306043,Yes,50.0,No,0,1,,Yes,No,Yes,Bank Withdrawal,No,35582,Yes,Q3,Yes,3,Yes,California,No,No,Yes,33,1750.85,0,0.0,0.0,1750.85,No,Yes,92008
57,26,22.03,Attitude,Yes,Attitude of service provider,88,1,Carlsbad,2843,Month-to-Month,United States,6457-GIRWB,Churned,No,No,Male,Yes,Fiber Optic,"33.148116, -117.306043",33.148116,-117.306043,No,69.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,35582,No,Q3,No,2,No,California,No,No,No,1,69.35,0,22.03,0.0,91.38,No,Yes,92008
49,0,22.22,,No,,28,0,Carlsbad,5308,Two Year,United States,3973-SKMLN,Stayed,No,No,Male,No,,"33.148116, -117.306043",33.148116,-117.306043,No,19.9,No,0,0,,No,No,Yes,Credit Card,Yes,35582,No,Q3,No,3,No,California,No,No,No,71,1355.1,0,1577.62,42.18,2890.54,No,No,92008
22,73,8.33,,No,,71,0,Carlsbad,5377,One Year,United States,5447-WZAFP,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.148116, -117.306043",33.148116,-117.306043,No,100.3,No,0,0,Offer B,Yes,No,Yes,Mailed Check,Yes,35582,No,Q3,No,4,No,California,Yes,Yes,Yes,53,5200.8,0,441.49,0.0,5642.29,Yes,Yes,92008
75,7,23.54,,No,,20,0,El Cajon,4121,Two Year,United States,9819-FBNSV,Stayed,No,No,Male,Yes,Fiber Optic,"32.785165, -116.862648",32.785165,-116.862648,Yes,72.25,No,0,8,,No,No,Yes,Bank Withdrawal,Yes,40995,No,Q3,Yes,3,Yes,California,No,No,No,37,2575.45,0,870.98,0.0,3446.43,No,Yes,92019
64,10,23.85,,No,,78,0,El Cajon,3617,Month-to-Month,United States,6745-JEFZB,Stayed,No,No,Male,Yes,Fiber Optic,"32.785165, -116.862648",32.785165,-116.862648,Yes,91.5,Yes,0,2,,No,No,Yes,Credit Card,Yes,40995,Yes,Q3,Yes,4,No,California,No,No,Yes,35,3236.35,90,834.75,40.79,4120.31,No,No,92019
32,0,10.9,,No,,77,0,El Cajon,5811,One Year,United States,4425-OWHWB,Stayed,No,No,Female,No,,"32.785165, -116.862648",32.785165,-116.862648,No,19.35,No,0,0,,No,No,Yes,Credit Card,Yes,40995,No,Q3,No,5,No,California,No,No,No,20,433.75,0,218.0,0.0,651.75,No,No,92019
42,15,17.37,,No,,31,0,El Cajon,3260,Month-to-Month,United States,4710-NKCAW,Stayed,Yes,No,Male,Yes,DSL,"32.785165, -116.862648",32.785165,-116.862648,Yes,64.4,Yes,2,7,,Yes,Yes,No,Credit Card,Yes,40995,Yes,Q3,Yes,3,No,California,No,No,No,5,316.9,0,86.85,0.0,403.75,No,Yes,92019
67,12,45.76,,No,,37,0,El Cajon,5868,Two Year,United States,9544-PYPSJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.79697, -116.969082",32.79697,-116.969082,Yes,96.1,Yes,2,1,,Yes,No,Yes,Credit Card,Yes,55277,No,Q3,Yes,4,Yes,California,Yes,No,No,62,6019.35,150,2837.12,0.0,9006.47,No,No,92020
25,71,9.84,,No,,25,0,El Cajon,3513,Month-to-Month,United States,7892-QVYKW,Stayed,Yes,No,Female,Yes,Fiber Optic,"32.79697, -116.969082",32.79697,-116.969082,Yes,85.6,Yes,1,10,,No,No,No,Bank Withdrawal,Yes,55277,No,Q3,Yes,3,No,California,Yes,Yes,No,23,1868.4,0,226.32,0.0,2094.72,Yes,Yes,92020
52,15,38.45,,No,,44,0,El Cajon,4258,One Year,United States,2725-IWWBA,Stayed,Yes,Yes,Male,Yes,DSL,"32.79697, -116.969082",32.79697,-116.969082,Yes,56.9,No,2,9,Offer B,No,Yes,No,Credit Card,Yes,55277,Yes,Q3,Yes,4,No,California,No,No,No,46,2560.1,0,1768.7,0.0,4328.8,No,Yes,92020
20,85,38.3,,No,,27,0,El Cajon,3446,One Year,United States,5306-BVTKJ,Stayed,Yes,Yes,Male,Yes,DSL,"32.79697, -116.969082",32.79697,-116.969082,Yes,55.8,No,1,1,Offer B,Yes,No,Yes,Credit Card,Yes,55277,No,Q3,Yes,4,No,California,No,Yes,No,48,2651.2,0,1838.4,0.0,4489.6,Yes,Yes,92020
75,26,24.67,,No,,56,0,Lakeside,4598,Two Year,United States,3258-SYSWS,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.909873, -116.906774",32.909873,-116.906774,No,113.8,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,42277,Yes,Q3,No,3,Yes,California,Yes,No,Yes,72,7845.8,0,1776.24,0.0,9622.04,No,Yes,92040
37,0,9.04,,No,,46,0,Lakeside,4177,Two Year,United States,9385-EHGDO,Stayed,Yes,No,Female,No,,"32.909873, -116.906774",32.909873,-116.906774,Yes,19.85,No,1,5,,No,No,Yes,Credit Card,Yes,42277,No,Q3,Yes,3,No,California,No,No,No,35,739.35,0,316.4,2.29,1053.46,No,No,92040
49,0,40.66,,No,,71,0,Lakeside,5770,Month-to-Month,United States,3190-FZATL,Stayed,Yes,No,Male,No,,"32.909873, -116.906774",32.909873,-116.906774,No,19.95,No,5,0,,No,No,No,Credit Card,Yes,42277,No,Q3,No,5,No,California,No,No,No,14,268.4,0,569.24,0.0,837.64,No,No,92040
46,24,14.83,,No,,21,0,Lakeside,6079,Two Year,United States,5996-EBTKM,Stayed,Yes,Yes,Female,Yes,DSL,"32.909873, -116.906774",32.909873,-116.906774,Yes,69.9,Yes,1,1,Offer A,No,No,Yes,Bank Withdrawal,Yes,42277,Yes,Q3,Yes,3,No,California,Yes,Yes,No,67,4615.9,0,993.61,0.0,5609.51,No,Yes,92040
74,26,27.68,,No,,34,0,Palomar Mountain,6442,One Year,United States,0512-FLFDW,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.309852, -116.823091",33.309852,-116.823091,Yes,100.5,Yes,0,3,,No,No,Yes,Credit Card,Yes,234,No,Q3,Yes,5,Yes,California,Yes,No,Yes,60,6029.0,0,1660.8,0.0,7689.8,No,Yes,92060
37,19,0.0,Attitude,Yes,Attitude of service provider,74,1,Palomar Mountain,5171,Month-to-Month,United States,0032-PGELS,Churned,Yes,No,Female,Yes,DSL,"33.309852, -116.823091",33.309852,-116.823091,Yes,30.5,No,1,1,,No,Yes,No,Bank Withdrawal,No,234,No,Q3,Yes,1,No,California,No,No,No,1,30.5,0,0.0,0.0,30.5,No,Yes,92060
48,15,9.76,,No,,39,0,Palomar Mountain,4480,One Year,United States,1334-PDUKM,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.309852, -116.823091",33.309852,-116.823091,Yes,86.45,Yes,0,5,Offer A,Yes,No,No,Credit Card,Yes,234,No,Q3,Yes,5,No,California,No,No,No,68,5762.95,150,663.68,0.0,6576.63,No,No,92060
80,21,41.93,,No,,59,0,Ramona,5655,Two Year,United States,2107-FBPTK,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.044541, -116.833922",33.044541,-116.833922,No,104.1,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,33104,No,Q3,No,4,Yes,California,Yes,No,Yes,30,3121.1,0,1257.9,0.0,4379.0,No,Yes,92065
20,71,19.64,,No,,22,0,Ramona,2807,Month-to-Month,United States,7982-VCELR,Stayed,No,No,Female,Yes,Fiber Optic,"33.044541, -116.833922",33.044541,-116.833922,No,94.8,No,0,0,,Yes,No,Yes,Credit Card,Yes,33104,No,Q3,No,4,No,California,Yes,Yes,Yes,36,3565.65,0,707.04,30.26,4242.43,Yes,Yes,92065
64,17,28.36,,No,,43,0,Ramona,4190,Two Year,United States,2927-CVULT,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.044541, -116.833922",33.044541,-116.833922,Yes,104.05,Yes,1,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,33104,Yes,Q3,Yes,3,No,California,Yes,Yes,No,53,5566.4,0,1503.08,0.0,7069.48,No,Yes,92065
26,48,0.0,,No,,52,0,Ramona,4106,Month-to-Month,United States,9013-AQORL,Stayed,Yes,Yes,Female,Yes,DSL,"33.044541, -116.833922",33.044541,-116.833922,No,45.55,No,2,0,Offer B,Yes,No,No,Credit Card,No,33104,No,Q3,No,3,No,California,Yes,Yes,No,48,2108.35,0,0.0,0.0,2108.35,Yes,Yes,92065
66,5,41.85,,No,,20,0,Santee,5242,Two Year,United States,1016-DJTSV,Stayed,No,No,Male,Yes,Fiber Optic,"32.847336, -116.997605",32.847336,-116.997605,No,69.7,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,53510,No,Q3,No,4,Yes,California,No,No,No,8,572.85,0,334.8,0.0,907.65,No,Yes,92071
50,0,35.35,,No,,28,0,Santee,5997,One Year,United States,9639-BUJXT,Stayed,No,No,Male,No,,"32.847336, -116.997605",32.847336,-116.997605,No,20.5,No,0,0,,No,No,No,Credit Card,Yes,53510,No,Q3,No,5,No,California,No,No,No,63,1328.15,0,2227.05,15.62,3539.58,No,No,92071
19,0,6.26,,No,,71,0,Santee,5240,Two Year,United States,9588-YRFHY,Stayed,No,No,Male,No,,"32.847336, -116.997605",32.847336,-116.997605,No,19.9,No,0,0,Offer B,No,No,Yes,Credit Card,Yes,53510,No,Q3,No,3,No,California,No,No,No,49,1022.6,0,306.74,0.0,1329.34,Yes,No,92071
79,0,4.75,,No,,73,0,Valley Center,4788,Two Year,United States,5699-BNCAS,Stayed,No,No,Male,No,,"33.25283, -116.986079",33.25283,-116.986079,No,24.65,Yes,0,0,Offer A,No,No,Yes,Credit Card,Yes,14575,No,Q3,No,3,Yes,California,No,No,No,71,1766.75,0,337.25,0.0,2104.0,No,No,92082
59,22,25.89,,No,,44,0,Valley Center,3137,Month-to-Month,United States,9700-ISPUP,Stayed,Yes,No,Female,Yes,DSL,"33.25283, -116.986079",33.25283,-116.986079,Yes,65.5,No,1,1,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,14575,Yes,Q3,Yes,5,No,California,Yes,Yes,No,10,616.9,0,258.9,0.0,875.8,No,Yes,92082
53,0,16.13,,No,,73,0,Valley Center,2681,Month-to-Month,United States,9364-YKUVW,Stayed,No,No,Male,No,,"33.25283, -116.986079",33.25283,-116.986079,No,19.8,No,0,0,,No,No,Yes,Mailed Check,Yes,14575,No,Q3,No,5,No,California,No,No,No,15,309.4,0,241.95,0.0,551.35,No,No,92082
73,0,15.9,,No,,22,0,Vista,5209,Two Year,United States,2900-PHPLN,Stayed,No,No,Female,No,,"33.17494, -117.242761",33.17494,-117.242761,Yes,19.55,No,0,2,Offer A,No,No,Yes,Credit Card,Yes,62036,No,Q3,Yes,3,Yes,California,No,No,No,70,1462.05,0,1113.0,0.0,2575.05,No,No,92083
26,0,23.52,,No,,57,0,Vista,5540,Two Year,United States,8966-SNIZF,Stayed,No,No,Female,No,,"33.17494, -117.242761",33.17494,-117.242761,Yes,19.45,No,0,9,,No,No,No,Bank Withdrawal,Yes,62036,No,Q3,Yes,4,No,California,No,No,No,70,1303.5,0,1646.4,14.49,2935.41,Yes,No,92083
41,25,0.0,,No,,72,0,Vista,3176,Month-to-Month,United States,9839-ETQOE,Stayed,Yes,Yes,Male,Yes,DSL,"33.17494, -117.242761",33.17494,-117.242761,No,40.45,No,2,0,,Yes,Yes,Yes,Bank Withdrawal,No,62036,No,Q3,No,3,No,California,No,No,No,43,1912.85,0,0.0,0.0,1912.85,No,Yes,92083
50,12,31.22,,No,,37,0,Vista,5624,Month-to-Month,United States,5392-AKEMH,Stayed,No,No,Female,Yes,DSL,"33.17494, -117.242761",33.17494,-117.242761,No,45.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,62036,No,Q3,No,4,No,California,No,No,No,12,523.1,0,374.64,0.0,897.74,No,Yes,92083
71,3,41.58,,No,,51,0,Palm Desert,4333,Two Year,United States,5288-AHOUP,Stayed,No,No,Male,Yes,Fiber Optic,"33.694501, -116.412711",33.694501,-116.412711,No,78.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,29340,No,Q3,No,3,Yes,California,Yes,Yes,No,11,874.2,0,457.38,0.0,1331.58,No,Yes,92260
55,0,35.46,,No,,76,0,Palm Desert,2438,One Year,United States,4163-NCJAK,Stayed,No,No,Female,No,,"33.694501, -116.412711",33.694501,-116.412711,Yes,24.45,Yes,0,9,Offer B,No,No,Yes,Bank Withdrawal,Yes,29340,No,Q3,Yes,4,No,California,No,No,No,46,1066.15,0,1631.16,0.0,2697.31,No,No,92260
59,3,31.66,,No,,52,0,Palm Desert,6385,One Year,United States,7833-PKIHD,Stayed,No,No,Male,Yes,Cable,"33.694501, -116.412711",33.694501,-116.412711,Yes,76.4,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,29340,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,51,3966.3,0,1614.66,0.0,5580.96,No,Yes,92260
23,69,4.75,,No,,26,0,Palm Desert,5314,Two Year,United States,9227-YBAXE,Stayed,Yes,No,Female,Yes,DSL,"33.694501, -116.412711",33.694501,-116.412711,Yes,82.5,Yes,2,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,29340,Yes,Q3,No,3,No,California,Yes,Yes,Yes,65,5215.1,40,308.75,0.0,5563.85,Yes,No,92260
30,0,1.57,,No,,44,0,Palm Desert,2007,Two Year,United States,9710-NJERN,Stayed,No,No,Female,No,,"33.694501, -116.412711",33.694501,-116.412711,No,20.15,No,0,0,Offer C,No,No,No,Mailed Check,Yes,29340,No,Q3,No,3,No,California,No,No,No,39,826.0,0,61.23,25.92,861.31,No,No,92260
65,20,26.87,,No,,71,0,Adelanto,4474,Two Year,United States,7134-HBPBS,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.667815, -117.536183",34.667815,-117.536183,No,108.1,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,18980,Yes,Q3,No,5,Yes,California,Yes,Yes,Yes,72,7774.05,0,1934.64,0.0,9708.69,No,Yes,92301
22,0,46.27,Price,Yes,Long distance charges,82,1,Adelanto,4221,Month-to-Month,United States,9063-ZGTUY,Churned,No,No,Female,No,,"34.667815, -117.536183",34.667815,-117.536183,Yes,19.4,No,0,3,,No,No,Yes,Credit Card,Yes,18980,No,Q3,Yes,3,No,California,No,No,No,61,1182.55,0,2822.47,0.0,4005.02,Yes,No,92301
53,0,31.26,,No,,54,0,Adelanto,5403,Month-to-Month,United States,3486-KHMLI,Stayed,Yes,No,Male,No,,"34.667815, -117.536183",34.667815,-117.536183,No,24.7,Yes,1,0,Offer D,No,No,No,Credit Card,Yes,18980,No,Q3,No,4,No,California,No,No,No,21,467.15,0,656.46,0.0,1123.61,No,No,92301
34,22,15.45,,No,,80,0,Adelanto,5586,Month-to-Month,United States,6143-JQKEA,Stayed,No,No,Male,Yes,Cable,"34.667815, -117.536183",34.667815,-117.536183,No,45.8,No,0,0,,No,No,Yes,Credit Card,Yes,18980,No,Q3,No,3,No,California,No,No,No,10,436.2,0,154.5,0.0,590.7,No,Yes,92301
38,24,36.05,,No,,59,0,Adelanto,2140,One Year,United States,6840-RESVB,Stayed,Yes,Yes,Male,Yes,Cable,"34.667815, -117.536183",34.667815,-117.536183,Yes,84.8,Yes,2,1,Offer C,No,Yes,Yes,Mailed Check,Yes,18980,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,24,1990.5,0,865.2,48.23,2807.47,No,Yes,92301
73,13,37.15,,No,,42,0,Daggett,3355,One Year,United States,4415-WNGVR,Stayed,No,Yes,Female,Yes,DSL,"34.875144, -116.821698",34.875144,-116.821698,Yes,79.2,No,0,3,,No,Yes,Yes,Bank Withdrawal,Yes,678,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,12,943.85,20,445.8,0.0,1409.65,No,No,92327
54,13,29.78,Competitor,Yes,Competitor had better devices,73,1,Daggett,2792,Month-to-Month,United States,4110-PFEUZ,Churned,No,No,Female,Yes,Fiber Optic,"34.875144, -116.821698",34.875144,-116.821698,No,69.55,No,0,0,Offer E,No,No,No,Credit Card,Yes,678,No,Q3,No,1,No,California,No,No,No,1,69.55,0,29.78,0.0,99.33,No,Yes,92327
55,23,27.17,,No,,60,0,Daggett,4766,Month-to-Month,United States,4137-BTIKL,Joined,No,No,Male,Yes,Fiber Optic,"34.875144, -116.821698",34.875144,-116.821698,No,90.75,Yes,0,0,Offer E,No,Yes,No,Credit Card,Yes,678,No,Q3,No,3,No,California,Yes,Yes,No,2,174.75,0,54.34,0.0,229.09,No,Yes,92327
22,0,30.83,,No,,70,0,Daggett,5352,Two Year,United States,5057-RKGLH,Stayed,Yes,No,Female,No,,"34.875144, -116.821698",34.875144,-116.821698,Yes,20.35,No,1,9,,No,No,No,Credit Card,Yes,678,No,Q3,Yes,3,No,California,No,No,No,9,191.1,0,277.47,0.0,468.57,Yes,No,92327
71,24,7.51,,No,,66,0,Aguanga,5313,Two Year,United States,0650-BWOZN,Stayed,No,No,Female,Yes,Fiber Optic,"33.482243, -116.827173",33.482243,-116.827173,No,73.55,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2433,No,Q3,No,3,Yes,California,No,No,No,18,1359.45,0,135.18,0.0,1494.63,No,Yes,92536
56,22,34.49,Attitude,Yes,Attitude of service provider,90,1,Aguanga,3736,Month-to-Month,United States,2207-OBZNX,Churned,No,No,Male,Yes,Cable,"33.482243, -116.827173",33.482243,-116.827173,No,51.0,No,0,0,,No,Yes,Yes,Mailed Check,Yes,2433,No,Q3,No,1,No,California,No,No,No,7,354.05,0,241.43,0.0,595.48,No,Yes,92536
50,12,29.72,,No,,20,0,Aguanga,6316,One Year,United States,3957-HHLMR,Stayed,No,No,Female,Yes,DSL,"33.482243, -116.827173",33.482243,-116.827173,Yes,65.2,Yes,0,1,Offer A,No,Yes,No,Bank Withdrawal,Yes,2433,No,Q3,Yes,3,No,California,Yes,Yes,No,70,4543.15,0,2080.4,0.0,6623.55,No,Yes,92536
57,0,34.24,,No,,43,0,Aguanga,2639,Two Year,United States,4335-UPJSI,Stayed,Yes,No,Female,No,,"33.482243, -116.827173",33.482243,-116.827173,No,19.75,No,1,0,,No,No,No,Mailed Check,Yes,2433,No,Q3,No,3,No,California,No,No,No,24,498.1,0,821.76,0.0,1319.86,No,No,92536
76,0,29.43,,No,,36,0,Irvine,6469,Two Year,United States,1080-BWSYE,Stayed,No,No,Male,No,,"33.667145, -117.732135",33.667145,-117.732135,Yes,25.65,Yes,0,0,,No,No,No,Credit Card,Yes,6301,No,Q3,No,5,Yes,California,No,No,No,64,1740.8,0,1883.52,0.0,3624.32,No,No,92618
54,24,21.15,,No,,41,0,Irvine,4980,Month-to-Month,United States,0621-HJWXJ,Stayed,No,No,Female,Yes,Fiber Optic,"33.667145, -117.732135",33.667145,-117.732135,Yes,81.55,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,6301,No,Q3,Yes,4,No,California,No,No,No,63,5029.05,0,1332.45,0.0,6361.5,No,Yes,92618
30,59,0.0,,No,,39,0,Irvine,4761,Month-to-Month,United States,3689-MOZGR,Stayed,No,No,Female,Yes,Cable,"33.667145, -117.732135",33.667145,-117.732135,No,31.2,No,0,0,,No,No,Yes,Bank Withdrawal,No,6301,Yes,Q3,No,5,No,California,No,No,No,29,926.2,0,0.0,0.0,926.2,No,Yes,92618
25,0,34.03,,No,,51,0,Irvine,4533,Two Year,United States,2799-TSLAG,Stayed,Yes,No,Female,No,,"33.667145, -117.732135",33.667145,-117.732135,Yes,25.3,Yes,3,9,,No,No,Yes,Bank Withdrawal,Yes,6301,No,Q3,Yes,4,No,California,No,No,No,65,1748.55,0,2211.95,0.0,3960.5,Yes,No,92618
73,18,11.01,,No,,46,0,Fullerton,3660,Two Year,United States,5816-SCGFC,Stayed,No,No,Female,Yes,Cable,"33.902211, -117.914922",33.902211,-117.914922,No,51.3,No,0,0,,Yes,No,Yes,Credit Card,Yes,21157,No,Q3,No,4,Yes,California,No,No,No,7,419.35,0,77.07,0.0,496.42,No,Yes,92835
71,9,22.3,,No,,67,0,Fullerton,5318,Month-to-Month,United States,7658-UYUQS,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.902211, -117.914922",33.902211,-117.914922,Yes,86.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,21157,No,Q3,No,5,Yes,California,No,No,Yes,21,1857.25,0,468.3,0.0,2325.55,No,Yes,92835
25,52,3.57,,No,,40,0,Fullerton,5633,Two Year,United States,0795-LAFGP,Stayed,No,Yes,Male,Yes,DSL,"33.902211, -117.914922",33.902211,-117.914922,Yes,90.4,Yes,0,1,,Yes,Yes,No,Bank Withdrawal,Yes,21157,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6668.05,0,253.47,0.0,6921.52,Yes,Yes,92835
40,0,29.06,,No,,76,0,Fullerton,5243,Two Year,United States,2908-WGAXL,Stayed,Yes,No,Female,No,,"33.902211, -117.914922",33.902211,-117.914922,Yes,24.95,Yes,2,9,,No,No,Yes,Credit Card,Yes,21157,No,Q3,Yes,5,No,California,No,No,No,56,1468.9,0,1627.36,0.0,3096.26,No,No,92835
67,17,4.11,,No,,49,0,Norco,4428,Two Year,United States,9278-VZKCD,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.925833, -117.559639",33.925833,-117.559639,Yes,109.1,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,22443,No,Q3,Yes,5,Yes,California,Yes,No,Yes,52,5647.95,0,213.72,0.0,5861.67,No,Yes,92860
52,30,36.24,Competitor,Yes,Competitor offered higher download speeds,67,1,Norco,5670,Month-to-Month,United States,0719-SYFRB,Churned,No,Yes,Female,Yes,DSL,"33.925833, -117.559639",33.925833,-117.559639,No,61.65,Yes,0,0,Offer D,No,Yes,Yes,Mailed Check,Yes,22443,Yes,Q3,No,1,No,California,No,No,No,12,713.75,0,434.88,0.0,1148.63,No,Yes,92860
48,0,26.03,,No,,75,0,Norco,3878,Two Year,United States,0362-RAOQO,Stayed,No,No,Female,No,,"33.925833, -117.559639",33.925833,-117.559639,No,19.65,No,0,0,,No,No,No,Credit Card,Yes,22443,No,Q3,No,4,No,California,No,No,No,40,830.25,0,1041.2,0.0,1871.45,No,No,92860
46,0,29.12,,No,,27,0,Norco,5909,Month-to-Month,United States,8457-XIGKN,Stayed,No,No,Male,No,,"33.925833, -117.559639",33.925833,-117.559639,No,19.6,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,22443,No,Q3,No,4,No,California,No,No,No,20,356.15,0,582.4,0.0,938.55,No,No,92860
70,11,4.06,,No,,77,0,Corona,4734,Two Year,United States,8261-GWDBQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.918043, -117.617809",33.918043,-117.617809,Yes,116.05,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,16998,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,60,6925.9,0,243.6,0.0,7169.5,No,Yes,92880
55,12,4.61,,No,,72,0,Corona,5076,One Year,United States,2731-GJRDG,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.918043, -117.617809",33.918043,-117.617809,No,109.55,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,16998,Yes,Q3,No,3,No,California,Yes,Yes,Yes,32,3608.0,0,147.52,0.0,3755.52,No,Yes,92880
26,73,20.11,,No,,28,0,Corona,2976,One Year,United States,4957-TIALW,Stayed,No,Yes,Female,Yes,Cable,"33.918043, -117.617809",33.918043,-117.617809,No,65.6,No,0,0,Offer D,Yes,Yes,No,Credit Card,Yes,16998,Yes,Q3,No,3,No,California,No,Yes,No,15,1010.0,0,301.65,0.0,1311.65,Yes,Yes,92880
63,2,17.73,,No,,70,0,Corona,4806,Month-to-Month,United States,1346-PJWTK,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.918043, -117.617809",33.918043,-117.617809,Yes,94.15,No,0,1,,Yes,No,No,Credit Card,Yes,16998,Yes,Q3,Yes,3,No,California,Yes,Yes,No,61,5731.85,0,1081.53,0.0,6813.38,No,Yes,92880
69,4,28.67,,No,,46,0,Armona,4320,Two Year,United States,8720-RQSBJ,Joined,No,No,Male,Yes,DSL,"36.315979, -119.710852",36.315979,-119.710852,No,44.0,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,2872,No,Q3,No,4,Yes,California,No,No,No,1,44.0,0,28.67,0.0,72.67,No,Yes,93202
26,82,2.02,Competitor,Yes,Competitor offered more data,75,1,Armona,3573,Month-to-Month,United States,0195-IESCP,Churned,No,No,Male,Yes,Fiber Optic,"36.315979, -119.710852",36.315979,-119.710852,Yes,85.25,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,2872,No,Q3,Yes,3,No,California,Yes,Yes,No,10,855.3,100,20.2,0.0,975.5,Yes,No,93202
63,20,43.32,Competitor,Yes,Competitor had better devices,96,1,Armona,3223,Month-to-Month,United States,7488-MXJIV,Churned,No,No,Female,Yes,Fiber Optic,"36.315979, -119.710852",36.315979,-119.710852,No,85.65,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,2872,No,Q3,No,1,No,California,No,No,Yes,4,321.65,10,173.28,0.0,504.93,No,No,93202
58,0,6.65,,No,,63,0,Armona,5816,Month-to-Month,United States,2308-STERM,Joined,No,No,Female,No,,"36.315979, -119.710852",36.315979,-119.710852,No,19.4,No,0,0,,No,No,No,Credit Card,Yes,2872,No,Q3,No,5,No,California,No,No,No,2,61.05,0,13.3,0.0,74.35,No,No,93202
79,13,46.44,,No,,49,0,Earlimart,4831,Two Year,United States,7225-CBZPL,Stayed,No,No,Male,Yes,Fiber Optic,"35.858054, -119.305858",35.858054,-119.305858,Yes,94.8,Yes,0,7,,No,No,Yes,Bank Withdrawal,Yes,9318,No,Q3,Yes,3,Yes,California,Yes,No,Yes,17,1563.9,0,789.48,0.0,2353.38,No,Yes,93219
30,30,26.26,Competitor,Yes,Competitor offered higher download speeds,87,1,Earlimart,2876,Month-to-Month,United States,9576-ANLXO,Churned,No,No,Female,Yes,Fiber Optic,"35.858054, -119.305858",35.858054,-119.305858,No,69.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,9318,No,Q3,No,1,No,California,No,No,No,3,222.3,0,78.78,0.0,301.08,No,Yes,93219
59,3,46.53,,No,,30,0,Earlimart,5529,Two Year,United States,7579-KKLOE,Stayed,No,Yes,Male,Yes,DSL,"35.858054, -119.305858",35.858054,-119.305858,Yes,91.25,Yes,0,7,Offer A,Yes,Yes,Yes,Credit Card,Yes,9318,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6589.6,0,3303.63,0.0,9893.23,No,Yes,93219
62,11,1.63,,No,,73,0,Earlimart,3608,One Year,United States,6586-PSJOX,Stayed,Yes,Yes,Male,Yes,DSL,"35.858054, -119.305858",35.858054,-119.305858,No,55.2,No,2,0,Offer D,No,No,No,Credit Card,Yes,9318,Yes,Q3,No,4,No,California,No,No,No,15,864.55,80,24.45,0.0,969.0,No,No,93219
70,18,27.74,,No,,57,0,Kettleman City,4499,One Year,United States,3692-JHONH,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.996923, -120.000951",35.996923,-120.000951,Yes,106.5,Yes,0,9,,Yes,No,Yes,Bank Withdrawal,Yes,1809,No,Q3,Yes,5,Yes,California,Yes,No,Yes,52,5621.85,90,1442.48,0.0,7154.33,No,No,93239
46,29,3.55,,No,,38,0,Kettleman City,5369,Month-to-Month,United States,8095-WANWK,Stayed,No,No,Female,Yes,DSL,"35.996923, -120.000951",35.996923,-120.000951,No,45.25,No,0,0,Offer D,No,No,No,Credit Card,Yes,1809,No,Q3,No,5,No,California,No,No,No,10,428.7,0,35.5,44.9,419.3,No,No,93239
20,47,22.83,,No,,60,0,Kettleman City,3927,One Year,United States,9154-QDGTH,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"35.996923, -120.000951",35.996923,-120.000951,Yes,104.3,Yes,2,0,,No,No,Yes,Credit Card,Yes,1809,Yes,Q3,No,5,No,California,Yes,Yes,Yes,43,4451.85,0,981.69,0.0,5433.54,Yes,Yes,93239
35,0,27.67,,No,,79,0,Kettleman City,3976,Month-to-Month,United States,0816-TSPHQ,Joined,No,No,Male,No,,"35.996923, -120.000951",35.996923,-120.000951,No,20.75,No,0,0,,No,No,No,Credit Card,Yes,1809,No,Q3,No,3,No,California,No,No,No,2,44.2,0,55.34,0.0,99.54,No,No,93239
70,29,44.63,,No,,53,0,Posey,2565,Two Year,United States,1200-TUZHR,Stayed,No,No,Female,Yes,Fiber Optic,"35.861928, -118.636698",35.861928,-118.636698,No,85.2,Yes,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,266,No,Q3,No,4,Yes,California,Yes,No,No,8,695.75,0,357.04,0.0,1052.79,No,Yes,93260
19,76,0.0,Competitor,Yes,Competitor made better offer,65,1,Posey,3146,Month-to-Month,United States,0822-GAVAP,Churned,No,No,Female,Yes,DSL,"35.861928, -118.636698",35.861928,-118.636698,No,34.7,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,266,No,Q3,No,1,No,California,Yes,Yes,No,2,62.25,0,0.0,0.0,62.25,Yes,Yes,93260
47,7,38.94,,No,,70,0,Posey,4507,One Year,United States,2972-YDYUW,Stayed,No,No,Female,Yes,Fiber Optic,"35.861928, -118.636698",35.861928,-118.636698,No,94.7,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,266,Yes,Q3,No,4,No,California,Yes,Yes,No,57,5468.95,0,2219.58,0.0,7688.53,No,Yes,93260
21,0,38.28,,No,,22,0,Posey,2189,Month-to-Month,United States,1222-LRYKO,Stayed,Yes,No,Male,No,,"35.861928, -118.636698",35.861928,-118.636698,No,26.35,Yes,3,0,Offer E,No,No,No,Credit Card,Yes,266,No,Q3,No,3,No,California,No,No,No,6,184.05,0,229.68,0.0,413.73,Yes,No,93260
79,23,35.53,,No,,34,0,Springville,3324,Two Year,United States,7130-CTCUS,Stayed,No,No,Male,Yes,DSL,"36.245926, -118.693138",36.245926,-118.693138,Yes,54.55,No,0,5,,Yes,Yes,Yes,Bank Withdrawal,Yes,3546,No,Q3,Yes,3,Yes,California,No,No,No,16,825.1,0,568.48,0.0,1393.58,No,Yes,93265
57,24,1.27,,No,,58,0,Springville,6301,Two Year,United States,7501-IWUNG,Stayed,No,Yes,Female,Yes,DSL,"36.245926, -118.693138",36.245926,-118.693138,Yes,73.8,No,0,9,Offer B,No,No,Yes,Bank Withdrawal,Yes,3546,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,61,4616.05,30,77.47,49.51,4674.01,No,No,93265
35,15,1.54,,No,,76,0,Springville,4491,Month-to-Month,United States,4981-FLTMF,Stayed,Yes,No,Female,Yes,DSL,"36.245926, -118.693138",36.245926,-118.693138,Yes,65.2,Yes,1,3,,Yes,Yes,No,Bank Withdrawal,Yes,3546,Yes,Q3,Yes,3,No,California,No,No,No,57,3687.85,0,87.78,0.0,3775.63,No,Yes,93265
57,30,45.35,,No,,53,0,Springville,4799,One Year,United States,4423-JWZJN,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.245926, -118.693138",36.245926,-118.693138,Yes,90.25,Yes,2,9,Offer B,No,No,No,Credit Card,Yes,3546,No,Q3,Yes,4,No,California,Yes,Yes,No,64,5629.15,0,2902.4,0.0,8531.55,No,Yes,93265
72,13,10.03,,No,,58,0,Visalia,3860,Two Year,United States,0420-HLGXF,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.391777, -119.372842",36.391777,-119.372842,No,99.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,36718,No,Q3,No,3,Yes,California,Yes,No,Yes,39,4036.0,0,391.17,0.0,4427.17,No,Yes,93291
19,52,32.36,,No,,76,0,Visalia,6322,Two Year,United States,0078-XZMHT,Stayed,No,Yes,Male,Yes,DSL,"36.391777, -119.372842",36.391777,-119.372842,Yes,85.15,Yes,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,36718,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6316.2,0,2329.92,0.0,8646.12,Yes,Yes,93291
24,76,0.0,,No,,64,0,Visalia,6495,Month-to-Month,United States,2683-JXWQQ,Stayed,Yes,Yes,Male,Yes,DSL,"36.391777, -119.372842",36.391777,-119.372842,Yes,33.6,No,1,3,,No,Yes,No,Bank Withdrawal,No,36718,No,Q3,Yes,3,No,California,No,No,No,61,2117.2,110,0.0,0.0,2227.2,Yes,No,93291
51,11,7.99,,No,,24,0,Visalia,3704,Month-to-Month,United States,9752-ZNQUT,Joined,No,No,Female,Yes,Cable,"36.391777, -119.372842",36.391777,-119.372842,No,48.6,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,36718,No,Q3,No,5,No,California,No,No,No,1,48.6,0,7.99,0.0,56.59,No,Yes,93291
76,18,11.01,,No,,69,0,San Luis Obispo,4251,Two Year,United States,3657-COGMW,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.236549, -120.727344",35.236549,-120.727344,No,108.1,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,31982,No,Q3,No,4,Yes,California,Yes,No,Yes,52,5839.3,0,572.52,0.0,6411.82,No,Yes,93405
24,47,0.0,,No,,39,0,San Luis Obispo,4810,Month-to-Month,United States,7989-AWGEH,Stayed,Yes,No,Male,Yes,DSL,"35.236549, -120.727344",35.236549,-120.727344,Yes,39.2,No,2,8,Offer B,No,Yes,Yes,Bank Withdrawal,No,31982,No,Q3,Yes,4,No,California,Yes,Yes,No,49,1838.15,0,0.0,0.0,1838.15,Yes,Yes,93405
53,30,0.0,,No,,43,0,San Luis Obispo,5638,One Year,United States,8318-LCNBW,Stayed,No,Yes,Male,Yes,DSL,"35.236549, -120.727344",35.236549,-120.727344,Yes,53.15,No,0,5,,No,Yes,No,Credit Card,No,31982,No,Q3,Yes,3,No,California,Yes,Yes,Yes,35,1930.9,0,0.0,0.0,1930.9,No,Yes,93405
70,7,0.0,,No,,78,0,Cambria,4049,Two Year,United States,4334-HOWRP,Stayed,No,Yes,Male,Yes,DSL,"35.591387, -121.032256",35.591387,-121.032256,Yes,64.95,No,0,1,Offer A,Yes,Yes,Yes,Credit Card,No,6526,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,4546.0,30,0.0,0.0,4576.0,No,No,93428
40,29,0.0,,No,,76,0,Cambria,5224,Two Year,United States,0114-IGABW,Stayed,No,Yes,Female,Yes,Cable,"35.591387, -121.032256",35.591387,-121.032256,Yes,58.25,No,0,2,Offer A,Yes,No,No,Bank Withdrawal,No,6526,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,71,4145.9,0,0.0,0.0,4145.9,No,Yes,93428
43,5,24.89,,No,,41,0,Cambria,4743,Two Year,United States,6650-BWFRT,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.591387, -121.032256",35.591387,-121.032256,Yes,117.15,Yes,0,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,6526,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8529.5,0,1792.08,0.0,10321.58,No,Yes,93428
47,30,25.1,,No,,79,0,Cambria,6193,One Year,United States,5915-DGNVC,Stayed,No,Yes,Female,Yes,DSL,"35.591387, -121.032256",35.591387,-121.032256,Yes,71.8,Yes,0,9,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,6526,No,Q3,Yes,4,No,California,Yes,Yes,No,49,3472.05,0,1229.9,0.0,4701.95,No,Yes,93428
72,28,0.0,,No,,32,0,Caliente,5597,Two Year,United States,9522-BNTHX,Stayed,No,Yes,Female,Yes,DSL,"35.358953, -118.527064",35.358953,-118.527064,No,56.25,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,1022,No,Q3,No,3,Yes,California,Yes,No,Yes,34,1765.95,0,0.0,0.0,1765.95,No,Yes,93518
39,21,9.05,Attitude,Yes,Attitude of support person,93,1,Caliente,4884,Month-to-Month,United States,5196-SGOAK,Churned,No,No,Female,Yes,Fiber Optic,"35.358953, -118.527064",35.358953,-118.527064,No,75.7,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,1022,No,Q3,No,3,No,California,No,No,No,1,75.7,0,9.05,0.0,84.75,No,Yes,93518
35,9,25.21,,No,,79,0,Caliente,4472,Month-to-Month,United States,8224-IVVPA,Stayed,No,No,Female,Yes,DSL,"35.358953, -118.527064",35.358953,-118.527064,No,56.7,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,1022,No,Q3,No,3,No,California,No,No,No,27,1652.95,0,680.67,0.0,2333.62,No,Yes,93518
46,0,27.78,,No,,44,0,Caliente,2276,Month-to-Month,United States,7623-HKYRK,Stayed,Yes,No,Male,No,,"35.358953, -118.527064",35.358953,-118.527064,No,19.7,No,1,0,,No,No,No,Mailed Check,Yes,1022,No,Q3,No,3,No,California,No,No,No,6,111.65,0,166.68,0.0,278.33,No,No,93518
73,15,24.85,,No,,76,0,Olancha,5811,Two Year,United States,2688-BHGOG,Stayed,No,No,Male,Yes,Fiber Optic,"36.296851, -117.865469",36.296851,-117.865469,No,79.55,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,318,No,Q3,No,5,Yes,California,Yes,No,No,9,718.55,10,223.65,0.0,952.2,No,No,93549
23,51,35.28,Attitude,Yes,Attitude of support person,92,1,Olancha,5730,Month-to-Month,United States,8042-JVNFH,Churned,No,No,Male,Yes,Fiber Optic,"36.296851, -117.865469",36.296851,-117.865469,No,71.35,No,0,0,,No,No,Yes,Credit Card,Yes,318,No,Q3,No,3,No,California,No,Yes,No,1,71.35,0,35.28,0.0,106.63,Yes,Yes,93549
45,6,1.08,,No,,78,0,Olancha,3277,Month-to-Month,United States,8728-SKJLR,Stayed,No,No,Male,Yes,Fiber Optic,"36.296851, -117.865469",36.296851,-117.865469,No,74.25,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,318,Yes,Q3,No,3,No,California,No,No,No,41,3089.1,0,44.28,0.0,3133.38,No,Yes,93549
56,53,0.0,,No,,40,0,Olancha,3824,Month-to-Month,United States,3694-DELSO,Stayed,Yes,No,Male,Yes,DSL,"36.296851, -117.865469",36.296851,-117.865469,Yes,38.55,No,3,3,,No,Yes,No,Credit Card,No,318,No,Q3,Yes,4,No,California,No,No,Yes,4,156.1,0,0.0,0.0,156.1,No,Yes,93549
79,30,14.39,,No,,29,0,Randsburg,3471,Two Year,United States,0916-QOFDP,Stayed,Yes,No,Female,Yes,Fiber Optic,"35.405722, -117.773354",35.405722,-117.773354,Yes,95.8,Yes,1,5,,No,No,Yes,Bank Withdrawal,Yes,117,No,Q3,Yes,3,Yes,California,Yes,No,Yes,14,1346.3,0,201.46,0.0,1547.76,No,Yes,93554
37,27,41.57,Competitor,Yes,Competitor offered higher download speeds,79,1,Randsburg,4356,Month-to-Month,United States,5842-POCOP,Churned,No,Yes,Female,Yes,Cable,"35.405722, -117.773354",35.405722,-117.773354,Yes,88.9,No,0,1,,No,Yes,Yes,Mailed Check,Yes,117,No,Q3,Yes,1,No,California,Yes,Yes,No,5,454.15,0,207.85,0.0,662.0,No,Yes,93554
57,0,13.34,,No,,68,0,Randsburg,5712,Month-to-Month,United States,0142-GVYSN,Stayed,No,No,Male,No,,"35.405722, -117.773354",35.405722,-117.773354,No,20.3,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,117,No,Q3,No,5,No,California,No,No,No,26,511.25,0,346.84,0.0,858.09,No,No,93554
32,19,19.73,,No,,56,0,Randsburg,2161,Month-to-Month,United States,4072-IPYLT,Stayed,Yes,No,Female,Yes,DSL,"35.405722, -117.773354",35.405722,-117.773354,Yes,51.05,No,2,3,,No,Yes,No,Credit Card,Yes,117,No,Q3,Yes,3,No,California,No,No,No,36,1815.0,0,710.28,0.0,2525.28,No,Yes,93554
72,8,12.98,,No,,72,0,Prather,3583,Two Year,United States,8910-LEDAG,Stayed,No,No,Male,Yes,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,Yes,71.55,No,0,2,,No,No,No,Credit Card,Yes,1314,No,Q3,Yes,3,Yes,California,No,No,No,34,2427.35,0,441.32,0.0,2868.67,No,Yes,93651
45,24,41.74,Price,Yes,Extra data charges,87,1,Prather,6481,Month-to-Month,United States,1323-OOEPC,Churned,No,No,Female,Yes,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,Yes,98.4,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,1314,No,Q3,Yes,2,No,California,Yes,Yes,Yes,53,5149.5,0,2212.22,0.0,7361.72,No,Yes,93651
30,51,9.28,,No,,48,0,Prather,4867,Two Year,United States,4178-EGMON,Stayed,No,No,Male,Yes,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,Yes,88.0,Yes,0,9,,Yes,Yes,Yes,Credit Card,Yes,1314,Yes,Q3,Yes,3,No,California,No,No,No,70,5986.45,0,649.6,0.0,6636.05,No,Yes,93651
40,24,29.93,,No,,25,0,Prather,4348,Two Year,United States,4057-FKCZK,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,Yes,82.5,Yes,2,1,,No,No,No,Bank Withdrawal,Yes,1314,No,Q3,Yes,3,No,California,No,No,Yes,58,4828.05,0,1735.94,0.0,6563.99,No,Yes,93651
78,27,19.57,,No,,40,0,Raisin City,5316,Two Year,United States,3452-GWUIN,Stayed,No,No,Female,Yes,Fiber Optic,"36.594542, -119.905245",36.594542,-119.905245,Yes,94.95,Yes,0,10,,No,No,Yes,Bank Withdrawal,Yes,265,No,Q3,Yes,5,Yes,California,Yes,No,Yes,19,1760.25,0,371.83,0.0,2132.08,No,Yes,93652
41,29,27.63,,No,,35,0,Raisin City,5632,Month-to-Month,United States,4220-TINQT,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.594542, -119.905245",36.594542,-119.905245,Yes,106.35,Yes,0,3,,No,No,Yes,Bank Withdrawal,Yes,265,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,61,6751.35,0,1685.43,0.0,8436.78,No,Yes,93652
38,15,28.06,,No,,80,0,Raisin City,4361,Two Year,United States,3200-MNQTF,Stayed,No,Yes,Male,Yes,DSL,"36.594542, -119.905245",36.594542,-119.905245,Yes,70.9,Yes,0,8,,Yes,Yes,No,Credit Card,Yes,265,Yes,Q3,Yes,3,No,California,No,No,No,67,4677.1,0,1880.02,0.0,6557.12,No,Yes,93652
56,30,29.29,,No,,76,0,Raisin City,5219,Two Year,United States,4291-TPNFG,Stayed,No,Yes,Male,Yes,DSL,"36.594542, -119.905245",36.594542,-119.905245,Yes,82.3,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,265,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,5980.55,140,2108.88,0.0,8229.43,No,No,93652
77,26,0.0,,No,,60,0,Fresno,2030,Two Year,United States,8450-UYIBU,Stayed,No,Yes,Female,Yes,Cable,"36.768774, -119.762633",36.768774,-119.762633,No,39.85,No,0,0,,No,No,Yes,Bank Withdrawal,No,31180,No,Q3,No,4,Yes,California,No,No,Yes,35,1434.6,0,0.0,0.0,1434.6,No,Yes,93703
45,12,32.44,Competitor,Yes,Competitor had better devices,89,1,Fresno,3522,Month-to-Month,United States,6982-SSHFK,Churned,No,No,Male,Yes,DSL,"36.768774, -119.762633",36.768774,-119.762633,No,44.4,No,0,0,Offer E,No,No,No,Mailed Check,Yes,31180,No,Q3,No,1,No,California,No,No,No,1,44.4,0,32.44,0.0,76.84,No,Yes,93703
57,29,7.47,,No,,67,0,Fresno,5071,One Year,United States,1032-MAELW,Stayed,Yes,Yes,Female,Yes,DSL,"36.768774, -119.762633",36.768774,-119.762633,Yes,78.45,Yes,3,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,31180,Yes,Q3,Yes,5,No,California,Yes,Yes,No,68,5333.35,0,507.96,0.0,5841.31,No,Yes,93703
54,21,18.48,,No,,68,0,Fresno,3520,Month-to-Month,United States,3873-NFTGI,Stayed,No,No,Male,Yes,DSL,"36.768774, -119.762633",36.768774,-119.762633,No,55.5,Yes,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,31180,No,Q3,No,4,No,California,No,No,No,14,767.55,0,258.72,0.0,1026.27,No,Yes,93703
69,0,22.19,,No,,53,0,Fresno,4367,Two Year,United States,3836-FZSDJ,Stayed,No,No,Male,No,,"36.878709, -119.7645",36.878709,-119.7645,Yes,24.85,Yes,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,45087,No,Q3,No,5,Yes,California,No,No,No,71,1901.0,0,1575.49,0.0,3476.49,No,No,93720
28,53,0.0,Attitude,Yes,Attitude of service provider,79,1,Fresno,3104,Month-to-Month,United States,8066-POXGX,Churned,No,No,Female,Yes,Cable,"36.878709, -119.7645",36.878709,-119.7645,No,35.1,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,No,45087,No,Q3,No,3,No,California,Yes,Yes,No,13,446.1,0,0.0,0.0,446.1,Yes,Yes,93720
59,7,0.0,,No,,38,0,Fresno,2444,Month-to-Month,United States,6549-NNDYT,Stayed,No,No,Female,Yes,Cable,"36.878709, -119.7645",36.878709,-119.7645,No,30.85,No,0,0,,No,Yes,Yes,Bank Withdrawal,No,45087,No,Q3,No,3,No,California,No,No,No,13,394.1,0,0.0,0.0,394.1,No,Yes,93720
47,0,10.54,,No,,25,0,Fresno,4411,One Year,United States,6188-UXBBR,Stayed,No,No,Female,No,,"36.878709, -119.7645",36.878709,-119.7645,Yes,20.25,No,0,1,Offer C,No,No,Yes,Credit Card,Yes,45087,No,Q3,Yes,4,No,California,No,No,No,38,814.75,0,400.52,0.0,1215.27,No,No,93720
71,11,41.97,,No,,36,0,Fresno,5711,Two Year,United States,0187-QSXOE,Stayed,No,No,Male,Yes,Fiber Optic,"36.623632, -119.741322",36.623632,-119.741322,Yes,89.0,No,0,8,,No,No,Yes,Bank Withdrawal,Yes,21010,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,7,605.45,0,293.79,0.0,899.24,No,Yes,93725
57,17,41.74,,No,,75,0,Fresno,5434,Two Year,United States,6916-HIJSE,Stayed,No,Yes,Female,Yes,Cable,"36.623632, -119.741322",36.623632,-119.741322,No,84.85,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,21010,Yes,Q3,No,4,No,California,Yes,Yes,Yes,65,5459.2,0,2713.1,0.0,8172.3,No,Yes,93725
32,15,41.48,,No,,66,0,Fresno,2563,Month-to-Month,United States,1134-YWTYF,Stayed,No,No,Male,Yes,DSL,"36.623632, -119.741322",36.623632,-119.741322,Yes,53.8,No,0,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,21010,Yes,Q3,Yes,4,No,California,No,No,No,27,1389.85,0,1119.96,0.0,2509.81,No,Yes,93725
40,23,8.71,,No,,43,0,Fresno,3637,Month-to-Month,United States,3570-YUEKJ,Stayed,No,No,Female,Yes,DSL,"36.623632, -119.741322",36.623632,-119.741322,No,49.55,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,21010,No,Q3,No,5,No,California,No,No,No,42,2077.95,0,365.82,0.0,2443.77,No,Yes,93725
65,26,0.0,,No,,76,0,Fresno,4622,Two Year,United States,7733-UDMTP,Stayed,No,Yes,Female,Yes,DSL,"36.793601, -119.761131",36.793601,-119.761131,No,55.0,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,No,39148,No,Q3,No,4,Yes,California,Yes,Yes,Yes,57,3094.05,0,0.0,0.0,3094.05,No,Yes,93726
33,26,25.11,Attitude,Yes,Attitude of service provider,91,1,Fresno,3819,Month-to-Month,United States,4143-OOBWZ,Churned,No,No,Male,Yes,Fiber Optic,"36.793601, -119.761131",36.793601,-119.761131,Yes,81.3,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,39148,No,Q3,No,2,No,California,No,No,No,5,416.3,0,125.55,0.0,541.85,No,Yes,93726
54,27,0.0,,No,,74,0,Fresno,3882,One Year,United States,2316-ESMLS,Stayed,No,No,Female,Yes,DSL,"36.793601, -119.761131",36.793601,-119.761131,Yes,33.15,No,0,7,,No,Yes,No,Credit Card,No,39148,Yes,Q3,Yes,3,No,California,No,No,No,12,444.75,0,0.0,0.0,444.75,No,Yes,93726
44,11,13.76,,No,,56,0,Fresno,5365,One Year,United States,6061-GWWAV,Stayed,Yes,Yes,Male,Yes,Cable,"36.793601, -119.761131",36.793601,-119.761131,No,70.2,No,1,0,,Yes,Yes,No,Credit Card,Yes,39148,No,Q3,No,4,No,California,No,No,Yes,41,2894.55,0,564.16,0.0,3458.71,No,Yes,93726
78,30,14.94,,No,,71,0,Salinas,4008,Two Year,United States,6904-JLBGY,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.667794, -121.601306",36.667794,-121.601306,No,117.35,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,58548,Yes,Q3,No,4,Yes,California,Yes,Yes,Yes,72,8436.25,0,1075.68,0.0,9511.93,No,Yes,93905
63,28,32.02,,No,,69,0,Salinas,4322,Two Year,United States,2252-NKNSI,Stayed,No,No,Male,Yes,DSL,"36.667794, -121.601306",36.667794,-121.601306,No,85.15,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,58548,Yes,Q3,No,3,No,California,Yes,Yes,Yes,52,4461.85,0,1665.04,0.0,6126.89,No,Yes,93905
37,0,34.94,,No,,44,0,Salinas,2471,One Year,United States,9067-SQTNS,Stayed,Yes,No,Male,No,,"36.667794, -121.601306",36.667794,-121.601306,Yes,20.6,No,2,1,,No,No,No,Bank Withdrawal,Yes,58548,No,Q3,Yes,5,No,California,No,No,No,44,926.0,0,1537.36,0.0,2463.36,No,No,93905
45,0,19.69,,No,,58,0,Salinas,6466,Two Year,United States,8464-EETCQ,Stayed,No,No,Male,No,,"36.667794, -121.601306",36.667794,-121.601306,No,18.8,No,0,0,,No,No,No,Credit Card,Yes,58548,No,Q3,No,5,No,California,No,No,No,57,1094.35,0,1122.33,0.0,2216.68,No,No,93905
71,9,37.97,,No,,78,0,Carmel,5251,Two Year,United States,4223-WOZCM,Joined,No,Yes,Male,Yes,DSL,"36.460611, -121.852507",36.460611,-121.852507,No,49.95,No,0,0,Offer E,No,No,No,Mailed Check,Yes,13121,No,Q3,No,5,Yes,California,No,No,No,2,107.1,0,75.94,0.0,183.04,No,Yes,93923
58,27,1.28,Competitor,Yes,Competitor had better devices,85,1,Carmel,3718,Month-to-Month,United States,2207-NHRJK,Churned,No,No,Male,Yes,DSL,"36.460611, -121.852507",36.460611,-121.852507,No,50.8,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,13121,No,Q3,No,1,No,California,No,No,No,1,50.8,0,1.28,0.0,52.08,No,Yes,93923
45,0,49.51,,No,,36,0,Carmel,4551,Two Year,United States,1926-QUZNN,Stayed,No,No,Female,No,,"36.460611, -121.852507",36.460611,-121.852507,Yes,25.25,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,13121,No,Q3,Yes,3,No,California,No,No,No,72,1841.2,0,3564.72,0.0,5405.92,No,No,93923
49,18,12.57,,No,,57,0,Carmel,3922,Two Year,United States,8099-MZPUJ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.460611, -121.852507",36.460611,-121.852507,Yes,111.8,Yes,2,10,,Yes,Yes,No,Credit Card,Yes,13121,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,48,5443.65,0,603.36,0.0,6047.01,No,Yes,93923
78,24,43.4,,No,,38,0,Burlingame,5159,Two Year,United States,8224-DWCKX,Stayed,No,No,Male,Yes,Fiber Optic,"37.57028, -122.365778",37.57028,-122.365778,No,73.3,Yes,0,0,,No,No,Yes,Credit Card,Yes,40346,No,Q3,No,4,Yes,California,No,No,No,12,828.05,0,520.8,0.0,1348.85,No,Yes,94010
46,17,29.7,Attitude,Yes,Attitude of support person,90,1,Burlingame,3520,Month-to-Month,United States,8931-GJJIQ,Churned,No,No,Female,Yes,Fiber Optic,"37.57028, -122.365778",37.57028,-122.365778,No,83.3,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,40346,No,Q3,No,2,No,California,Yes,Yes,No,9,803.3,0,267.3,0.0,1070.6,No,Yes,94010
53,9,1.34,Attitude,Yes,Attitude of support person,70,1,Burlingame,2578,Month-to-Month,United States,9846-GKXAS,Churned,No,No,Female,Yes,Fiber Optic,"37.57028, -122.365778",37.57028,-122.365778,No,90.8,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,40346,No,Q3,No,3,No,California,Yes,Yes,Yes,9,809.75,0,12.06,0.0,821.81,No,Yes,94010
25,46,0.0,,No,,67,0,Burlingame,2496,Month-to-Month,United States,3050-GBUSH,Joined,No,No,Female,Yes,DSL,"37.57028, -122.365778",37.57028,-122.365778,No,34.8,No,0,0,,No,No,Yes,Credit Card,No,40346,No,Q3,No,4,No,California,No,No,Yes,3,113.95,0,0.0,0.0,113.95,Yes,Yes,94010
80,3,18.46,,No,,43,0,Mountain View,4223,Two Year,United States,1768-HNVGJ,Stayed,No,No,Female,Yes,Cable,"37.419725, -122.062947",37.419725,-122.062947,No,70.05,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,27822,Yes,Q3,No,3,Yes,California,Yes,Yes,No,45,3062.45,0,830.7,0.0,3893.15,No,Yes,94043
55,14,42.21,Price,Yes,Price too high,91,1,Mountain View,5812,Month-to-Month,United States,3804-RVTGV,Churned,No,Yes,Male,Yes,Fiber Optic,"37.419725, -122.062947",37.419725,-122.062947,Yes,103.85,Yes,0,6,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,27822,No,Q3,Yes,2,No,California,Yes,Yes,Yes,50,5017.9,0,2110.5,0.0,7128.4,No,Yes,94043
46,15,3.36,Price,Yes,Long distance charges,91,1,Mountain View,5525,Month-to-Month,United States,0952-KMEEH,Churned,No,No,Male,Yes,Fiber Optic,"37.419725, -122.062947",37.419725,-122.062947,No,98.15,Yes,0,0,,No,Yes,No,Mailed Check,Yes,27822,No,Q3,No,1,No,California,Yes,Yes,Yes,13,1230.25,40,43.68,0.0,1313.93,No,No,94043
42,26,32.29,,No,,25,0,Mountain View,4778,One Year,United States,9391-YZEJW,Stayed,No,No,Female,Yes,Fiber Optic,"37.419725, -122.062947",37.419725,-122.062947,No,94.0,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,27822,No,Q3,No,3,No,California,Yes,Yes,Yes,62,5757.2,0,2001.98,0.0,7759.18,No,Yes,94043
67,15,18.38,,No,,48,0,San Gregorio,2850,Two Year,United States,4395-PZMSN,Stayed,No,No,Male,Yes,Fiber Optic,"37.331762, -122.341444",37.331762,-122.341444,No,85.55,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,291,No,Q3,No,4,Yes,California,Yes,Yes,No,5,408.5,0,91.9,0.0,500.4,No,Yes,94074
19,0,27.17,,No,,74,0,San Gregorio,4836,Month-to-Month,United States,1051-GEJLJ,Joined,No,No,Female,No,,"37.331762, -122.341444",37.331762,-122.341444,No,19.5,No,0,0,,No,No,No,Mailed Check,Yes,291,No,Q3,No,5,No,California,No,No,No,2,27.55,0,54.34,0.0,81.89,Yes,No,94074
20,0,11.68,,No,,47,0,San Gregorio,2382,One Year,United States,3547-LQRIK,Stayed,No,No,Female,No,,"37.331762, -122.341444",37.331762,-122.341444,Yes,26.9,Yes,0,7,,No,No,No,Bank Withdrawal,Yes,291,No,Q3,Yes,4,No,California,No,No,No,47,1250.85,0,548.96,0.0,1799.81,Yes,No,94074
59,3,29.16,,No,,64,0,San Gregorio,4492,Month-to-Month,United States,9873-MNDKV,Stayed,No,No,Female,Yes,DSL,"37.331762, -122.341444",37.331762,-122.341444,No,44.65,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,291,No,Q3,No,3,No,California,No,No,No,11,472.25,0,320.76,0.0,793.01,No,Yes,94074
74,10,39.31,,No,,30,0,San Francisco,6238,One Year,United States,5446-DKWYW,Stayed,Yes,Yes,Female,Yes,DSL,"37.773147, -122.411287",37.773147,-122.411287,Yes,65.2,Yes,1,9,Offer B,No,No,Yes,Bank Withdrawal,Yes,23036,No,Q3,Yes,4,Yes,California,No,No,Yes,61,3965.05,0,2397.91,0.0,6362.96,No,Yes,94103
38,30,20.76,,No,,49,0,San Francisco,5344,Month-to-Month,United States,5543-QDCRY,Stayed,No,No,Male,Yes,DSL,"37.773147, -122.411287",37.773147,-122.411287,No,56.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,23036,No,Q3,No,4,No,California,No,No,Yes,4,234.85,0,83.04,0.0,317.89,No,Yes,94103
22,0,40.64,,No,,27,0,San Francisco,4539,One Year,United States,5380-XPJNZ,Stayed,No,No,Female,No,,"37.773147, -122.411287",37.773147,-122.411287,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,23036,No,Q3,No,3,No,California,No,No,No,38,678.2,0,1544.32,0.0,2222.52,Yes,No,94103
53,16,41.78,,No,,53,0,San Francisco,3650,Month-to-Month,United States,9584-EXCDZ,Stayed,No,No,Female,Yes,Fiber Optic,"37.773147, -122.411287",37.773147,-122.411287,No,70.5,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,23036,No,Q3,No,3,No,California,No,No,No,17,1165.6,0,710.26,0.0,1875.86,No,Yes,94103
73,4,45.46,,No,,66,0,San Francisco,3771,Two Year,United States,8107-KNCIM,Stayed,No,No,Male,Yes,Fiber Optic,"37.801776, -122.402293",37.801776,-122.402293,Yes,75.1,Yes,0,8,,No,No,Yes,Bank Withdrawal,Yes,3337,No,Q3,Yes,4,Yes,California,No,No,No,14,1013.35,0,636.44,0.0,1649.79,No,Yes,94111
42,0,16.59,,No,,62,0,San Francisco,4018,One Year,United States,5993-BQHEA,Stayed,No,No,Male,No,,"37.801776, -122.402293",37.801776,-122.402293,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,3337,No,Q3,No,3,No,California,No,No,No,12,267.0,0,199.08,0.0,466.08,No,No,94111
44,0,35.19,,No,,21,0,San Francisco,4734,Two Year,United States,7996-BPXHY,Stayed,Yes,No,Female,No,,"37.801776, -122.402293",37.801776,-122.402293,Yes,25.0,Yes,3,5,,No,No,Yes,Bank Withdrawal,Yes,3337,No,Q3,Yes,4,No,California,No,No,No,13,332.5,0,457.47,0.0,789.97,No,No,94111
40,27,24.71,,No,,73,0,San Francisco,5019,One Year,United States,3410-MHHUM,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.801776, -122.402293",37.801776,-122.402293,Yes,94.4,Yes,2,4,Offer B,Yes,No,No,Bank Withdrawal,Yes,3337,No,Q3,Yes,5,No,California,Yes,Yes,No,44,4295.35,40,1087.24,0.0,5422.59,No,No,94111
75,24,44.89,,No,,50,0,San Francisco,6205,Two Year,United States,5451-YHYPW,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.797526, -122.464531",37.797526,-122.464531,Yes,115.75,Yes,0,2,Offer A,Yes,Yes,Yes,Credit Card,Yes,2240,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,72,8443.7,120,3232.08,0.0,11795.78,No,No,94129
56,27,1.17,Other,Yes,Don't know,96,1,San Francisco,4033,Month-to-Month,United States,4910-GMJOT,Churned,No,No,Female,Yes,Fiber Optic,"37.797526, -122.464531",37.797526,-122.464531,No,94.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,2240,No,Q3,No,1,No,California,Yes,Yes,Yes,1,94.6,0,1.17,0.0,95.77,No,Yes,94129
54,19,32.43,,No,,70,0,San Francisco,5324,Month-to-Month,United States,5393-HJZSM,Stayed,Yes,Yes,Female,Yes,Cable,"37.797526, -122.464531",37.797526,-122.464531,Yes,76.3,No,1,1,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,2240,Yes,Q3,Yes,3,No,California,Yes,Yes,No,32,2404.15,0,1037.76,0.0,3441.91,No,Yes,94129
40,23,5.32,,No,,26,0,San Francisco,3570,One Year,United States,3229-USWAR,Stayed,No,Yes,Female,Yes,DSL,"37.797526, -122.464531",37.797526,-122.464531,No,79.95,No,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,2240,Yes,Q3,No,4,No,California,Yes,Yes,Yes,34,2727.3,0,180.88,0.0,2908.18,No,Yes,94129
80,4,31.57,,No,,52,0,Newark,5936,Two Year,United States,8189-XRIKE,Stayed,No,No,Female,Yes,Fiber Optic,"37.504133, -122.032347",37.504133,-122.032347,No,90.95,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,42491,No,Q3,No,4,Yes,California,Yes,No,Yes,32,2897.95,0,1010.24,25.55,3882.64,No,Yes,94560
23,0,10.97,,No,,28,0,Newark,5409,Month-to-Month,United States,3318-ISQFQ,Stayed,No,No,Female,No,,"37.504133, -122.032347",37.504133,-122.032347,No,19.5,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,42491,No,Q3,No,3,No,California,No,No,No,20,413.0,0,219.4,0.0,632.4,Yes,No,94560
63,20,27.0,,No,,36,0,Newark,4634,Two Year,United States,9018-PCIOK,Stayed,No,Yes,Female,Yes,Cable,"37.504133, -122.032347",37.504133,-122.032347,No,64.75,No,0,0,Offer B,Yes,No,Yes,Mailed Check,Yes,42491,No,Q3,No,3,No,California,Yes,Yes,No,55,3617.1,0,1485.0,0.0,5102.1,No,Yes,94560
26,0,49.9,,No,,75,0,Newark,3614,Two Year,United States,9418-RUKPH,Stayed,Yes,No,Female,No,,"37.504133, -122.032347",37.504133,-122.032347,Yes,19.95,No,3,7,Offer C,No,No,Yes,Credit Card,Yes,42491,No,Q3,Yes,4,No,California,No,No,No,38,756.4,0,1896.2,0.0,2652.6,Yes,No,94560
79,12,42.07,,No,,41,0,Saint Helena,5792,One Year,United States,3740-RLMVT,Stayed,No,No,Male,Yes,Cable,"38.581354, -122.296283",38.581354,-122.296283,Yes,60.95,No,0,7,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,9423,Yes,Q3,Yes,3,Yes,California,No,No,No,67,4119.4,0,2818.69,17.19,6920.9,No,Yes,94574
51,30,20.29,Price,Yes,Price too high,66,1,Saint Helena,5456,Month-to-Month,United States,3550-SAHFP,Churned,No,No,Female,Yes,Fiber Optic,"38.581354, -122.296283",38.581354,-122.296283,No,83.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,9423,No,Q3,No,2,No,California,Yes,Yes,No,33,2757.85,40,669.57,0.0,3467.42,No,No,94574
21,0,35.31,Price,Yes,Long distance charges,77,1,Saint Helena,5194,Two Year,United States,7951-QKZPL,Churned,No,No,Female,No,,"38.581354, -122.296283",38.581354,-122.296283,Yes,24.5,Yes,0,1,,No,No,Yes,Credit Card,Yes,9423,No,Q3,Yes,3,No,California,No,No,No,33,740.3,0,1165.23,35.05,1870.48,Yes,No,94574
31,0,38.62,,No,,51,0,Saint Helena,6190,Two Year,United States,8361-LBRDI,Stayed,No,No,Female,No,,"38.581354, -122.296283",38.581354,-122.296283,No,24.35,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,9423,No,Q3,No,3,No,California,No,No,No,58,1423.85,0,2239.96,0.0,3663.81,No,No,94574
68,22,8.88,,No,,30,0,San Leandro,2044,Two Year,United States,2186-QZEYA,Stayed,No,No,Female,Yes,DSL,"37.687264, -122.15728",37.687264,-122.15728,No,58.55,Yes,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,19815,No,Q3,No,3,Yes,California,No,No,No,29,1718.95,0,257.52,33.1,1943.37,No,Yes,94579
28,41,45.14,Competitor,Yes,Competitor offered more data,88,1,San Leandro,2455,Month-to-Month,United States,3842-IYKUE,Churned,No,No,Female,Yes,Fiber Optic,"37.687264, -122.15728",37.687264,-122.15728,No,85.3,Yes,0,0,Offer C,Yes,No,No,Credit Card,Yes,19815,Yes,Q3,No,2,No,California,No,Yes,No,35,2917.5,130,1579.9,23.89,4603.51,Yes,No,94579
40,0,43.27,,No,,39,0,San Leandro,2237,Month-to-Month,United States,4986-MXSFP,Joined,No,No,Female,No,,"37.687264, -122.15728",37.687264,-122.15728,No,20.0,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,19815,No,Q3,No,4,No,California,No,No,No,2,40.9,0,86.54,0.0,127.44,No,No,94579
26,82,45.06,,No,,44,0,San Leandro,4040,Month-to-Month,United States,5816-QVHRX,Stayed,No,No,Female,Yes,Fiber Optic,"37.687264, -122.15728",37.687264,-122.15728,No,100.3,Yes,0,0,,No,No,No,Credit Card,Yes,19815,Yes,Q3,No,5,No,California,Yes,Yes,Yes,37,3541.4,0,1667.22,0.0,5208.62,Yes,Yes,94579
73,3,7.34,,No,,39,0,Oakland,3276,Two Year,United States,5599-HVLTW,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.834341, -122.26437",37.834341,-122.26437,No,80.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,21097,No,Q3,No,4,Yes,California,No,No,No,14,1058.1,0,102.76,32.71,1128.15,No,Yes,94609
64,17,32.87,Price,Yes,Long distance charges,78,1,Oakland,5830,Month-to-Month,United States,4659-NZRUF,Churned,No,No,Female,Yes,Fiber Optic,"37.834341, -122.26437",37.834341,-122.26437,No,95.15,Yes,0,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,21097,No,Q3,No,3,No,California,Yes,Yes,No,19,1789.25,120,624.53,0.0,2533.78,No,No,94609
36,0,15.93,,No,,24,0,Oakland,5887,One Year,United States,9361-YNQWJ,Stayed,No,No,Female,No,,"37.834341, -122.26437",37.834341,-122.26437,No,24.4,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,21097,No,Q3,No,5,No,California,No,No,No,64,1601.2,0,1019.52,0.0,2620.72,No,No,94609
37,14,45.82,,No,,38,0,Oakland,5617,Two Year,United States,2324-EFHVG,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.834341, -122.26437",37.834341,-122.26437,No,104.4,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,21097,No,Q3,No,4,No,California,Yes,Yes,Yes,64,6692.65,0,2932.48,0.0,9625.13,No,Yes,94609
70,23,25.7,,No,,74,0,Berkeley,3878,Two Year,United States,9208-OLGAQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.878554, -122.26609",37.878554,-122.26609,No,84.95,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,10147,No,Q3,No,4,Yes,California,Yes,No,No,18,1443.65,70,462.6,4.76,1971.49,No,No,94709
61,18,40.32,Attitude,Yes,Attitude of support person,81,1,Berkeley,4513,Month-to-Month,United States,8128-YVJRG,Churned,No,No,Female,Yes,Fiber Optic,"37.878554, -122.26609",37.878554,-122.26609,No,79.65,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,10147,No,Q3,No,1,No,California,No,No,No,7,604.7,0,282.24,0.0,886.94,No,Yes,94709
30,59,13.55,,No,,52,0,Berkeley,3773,Month-to-Month,United States,1352-VHKAJ,Stayed,Yes,No,Male,Yes,Cable,"37.878554, -122.26609",37.878554,-122.26609,Yes,71.6,Yes,2,1,,No,No,No,Bank Withdrawal,Yes,10147,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,27,1957.1,140,365.85,0.0,2462.95,No,No,94709
62,0,30.09,,No,,38,0,Berkeley,4836,Two Year,United States,1099-GODLO,Joined,Yes,No,Female,No,,"37.878554, -122.26609",37.878554,-122.26609,Yes,20.35,No,3,9,,No,No,No,Credit Card,Yes,10147,No,Q3,Yes,5,No,California,No,No,No,1,20.35,0,30.09,0.0,50.44,No,No,94709
66,28,4.06,,No,,36,0,Petaluma,3412,Two Year,United States,0537-QYZZN,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.237018, -122.77872",38.237018,-122.77872,Yes,79.85,Yes,2,6,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,31930,No,Q3,Yes,3,Yes,California,No,No,No,24,1857.75,0,97.44,0.0,1955.19,No,Yes,94952
33,7,40.67,,No,,54,0,Petaluma,4352,Month-to-Month,United States,1730-VFMWO,Stayed,No,No,Female,Yes,DSL,"38.237018, -122.77872",38.237018,-122.77872,Yes,50.2,No,0,6,,No,No,No,Bank Withdrawal,Yes,31930,Yes,Q3,Yes,5,No,California,No,No,No,34,1815.3,0,1382.78,0.0,3198.08,No,Yes,94952
26,52,11.76,,No,,67,0,Petaluma,4825,Two Year,United States,6838-YAUVY,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.237018, -122.77872",38.237018,-122.77872,No,95.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,31930,Yes,Q3,No,3,No,California,Yes,Yes,No,54,5064.85,0,635.04,0.0,5699.89,Yes,Yes,94952
21,0,14.48,,No,,71,0,Petaluma,2507,Two Year,United States,8859-DZTGQ,Stayed,No,No,Male,No,,"38.237018, -122.77872",38.237018,-122.77872,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,31930,No,Q3,No,3,No,California,No,No,No,33,689.75,0,477.84,0.0,1167.59,Yes,No,94952
65,28,47.16,,No,,48,0,Petaluma,4017,One Year,United States,3340-QBBFM,Stayed,No,Yes,Male,Yes,DSL,"38.235021, -122.557332",38.235021,-122.557332,Yes,54.1,No,0,9,Offer C,No,No,No,Credit Card,Yes,35419,Yes,Q3,Yes,3,Yes,California,No,No,No,36,1992.85,0,1697.76,1.09,3689.52,No,Yes,94954
32,17,7.65,,No,,76,0,Petaluma,3415,Month-to-Month,United States,7143-BQIBA,Stayed,No,No,Male,Yes,DSL,"38.235021, -122.557332",38.235021,-122.557332,No,62.25,No,0,0,Offer D,No,Yes,No,Bank Withdrawal,Yes,35419,Yes,Q3,No,3,No,California,No,No,Yes,10,612.95,0,76.5,0.0,689.45,No,Yes,94954
23,0,41.21,,No,,40,0,Petaluma,3461,Month-to-Month,United States,0484-JPBRU,Stayed,No,No,Male,No,,"38.235021, -122.557332",38.235021,-122.557332,No,25.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,35419,No,Q3,No,4,No,California,No,No,No,41,996.45,0,1689.61,0.0,2686.06,Yes,No,94954
51,12,6.16,,No,,29,0,Petaluma,4176,One Year,United States,0440-MOGPM,Stayed,No,Yes,Female,Yes,DSL,"38.235021, -122.557332",38.235021,-122.557332,No,80.55,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,35419,No,Q3,No,3,No,California,Yes,Yes,Yes,41,3263.9,0,252.56,0.0,3516.46,No,Yes,94954
76,16,20.42,,No,,55,0,San Martin,4162,Two Year,United States,7576-JMYWV,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.084697, -121.606417",37.084697,-121.606417,Yes,110.2,Yes,1,7,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,5671,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,46,4972.1,0,939.32,0.0,5911.42,No,Yes,95046
63,4,35.27,Competitor,Yes,Competitor made better offer,91,1,San Martin,5801,One Year,United States,4607-CHPCA,Churned,No,No,Male,Yes,Fiber Optic,"37.084697, -121.606417",37.084697,-121.606417,Yes,90.4,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,5671,No,Q3,Yes,3,No,California,Yes,Yes,Yes,25,2178.6,140,881.75,0.0,3200.35,No,No,95046
23,52,5.39,,No,,58,0,San Martin,3997,One Year,United States,9086-YJYXS,Stayed,Yes,Yes,Male,Yes,Cable,"37.084697, -121.606417",37.084697,-121.606417,Yes,77.2,Yes,1,0,Offer C,No,No,No,Bank Withdrawal,Yes,5671,No,Q3,No,5,No,California,Yes,Yes,Yes,34,2753.8,0,183.26,0.0,2937.06,Yes,Yes,95046
31,0,30.64,,No,,59,0,San Martin,4797,Two Year,United States,0057-QBUQH,Stayed,Yes,No,Female,No,,"37.084697, -121.606417",37.084697,-121.606417,No,25.1,Yes,3,0,,No,No,Yes,Bank Withdrawal,Yes,5671,No,Q3,No,4,No,California,No,No,No,43,1070.15,0,1317.52,0.0,2387.67,No,No,95046
74,19,0.0,,No,,28,0,Scotts Valley,5421,Two Year,United States,5227-JSCFE,Stayed,No,Yes,Male,Yes,DSL,"37.070177, -122.010077",37.070177,-122.010077,Yes,46.35,No,0,9,Offer A,Yes,Yes,No,Credit Card,No,14574,Yes,Q3,Yes,4,Yes,California,No,No,No,71,3353.4,0,0.0,18.64,3334.76,No,Yes,95066
24,59,6.78,,No,,62,0,Scotts Valley,4654,Month-to-Month,United States,7363-QTBIW,Stayed,No,No,Female,Yes,Fiber Optic,"37.070177, -122.010077",37.070177,-122.010077,Yes,79.75,No,0,3,,No,No,Yes,Bank Withdrawal,Yes,14574,No,Q3,Yes,5,No,California,Yes,Yes,No,9,769.1,0,61.02,0.0,830.12,Yes,Yes,95066
47,16,38.92,,No,,49,0,Scotts Valley,5629,One Year,United States,0197-PNKNK,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.070177, -122.010077",37.070177,-122.010077,Yes,84.45,Yes,1,7,,No,Yes,No,Bank Withdrawal,Yes,14574,No,Q3,Yes,3,No,California,No,No,No,69,5848.6,40,2685.48,0.0,8574.08,No,No,95066
53,19,16.34,,No,,38,0,Scotts Valley,4196,Month-to-Month,United States,3920-HIHMQ,Stayed,Yes,No,Female,Yes,DSL,"37.070177, -122.010077",37.070177,-122.010077,No,49.5,Yes,1,0,,No,No,Yes,Credit Card,Yes,14574,No,Q3,No,5,No,California,No,No,No,26,1265.65,150,424.84,0.0,1840.49,No,No,95066
76,18,15.65,,No,,58,0,Stockton,3960,Two Year,United States,1608-GMEWB,Stayed,No,No,Male,Yes,Fiber Optic,"37.946282, -121.139499",37.946282,-121.139499,No,93.9,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,23789,No,Q3,No,4,Yes,California,Yes,No,Yes,45,4200.25,0,704.25,0.0,4904.5,No,Yes,95215
62,29,20.1,,No,,31,0,Stockton,4830,Month-to-Month,United States,0411-EZJZE,Joined,No,No,Female,Yes,DSL,"37.946282, -121.139499",37.946282,-121.139499,No,60.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,23789,No,Q3,No,4,No,California,No,No,Yes,3,170.5,70,60.3,0.0,300.8,No,No,95215
53,0,39.29,,No,,66,0,Stockton,4391,One Year,United States,7009-PCARS,Stayed,Yes,No,Male,No,,"37.946282, -121.139499",37.946282,-121.139499,No,19.1,No,2,0,Offer B,No,No,No,Bank Withdrawal,Yes,23789,No,Q3,No,5,No,California,No,No,No,55,1001.5,0,2160.95,0.0,3162.45,No,No,95215
48,0,24.79,,No,,55,0,Stockton,5433,Month-to-Month,United States,8573-CGOCC,Stayed,No,No,Male,No,,"37.946282, -121.139499",37.946282,-121.139499,No,19.75,No,0,0,,No,No,No,Credit Card,Yes,23789,No,Q3,No,5,No,California,No,No,No,16,294.9,0,396.64,0.0,691.54,No,No,95215
79,12,43.71,,No,,45,0,Denair,4337,One Year,United States,0442-ZXKVS,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.524721, -120.757977",37.524721,-120.757977,Yes,115.6,Yes,0,2,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,5513,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,54,6431.05,0,2360.34,0.0,8791.39,No,Yes,95316
30,41,10.79,Competitor,Yes,Competitor offered more data,90,1,Denair,4873,Month-to-Month,United States,3982-XWFZQ,Churned,No,No,Female,Yes,Cable,"37.524721, -120.757977",37.524721,-120.757977,Yes,50.25,Yes,0,2,Offer B,No,No,Yes,Bank Withdrawal,Yes,5513,No,Q3,Yes,2,No,California,No,No,No,42,2203.65,0,453.18,28.49,2628.34,No,Yes,95316
59,8,26.36,,No,,46,0,Denair,4411,One Year,United States,7670-ZBPOQ,Stayed,No,No,Female,Yes,DSL,"37.524721, -120.757977",37.524721,-120.757977,Yes,61.05,Yes,0,1,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,5513,Yes,Q3,Yes,4,No,California,No,No,No,58,3478.75,0,1528.88,0.0,5007.63,No,No,95316
23,0,10.09,,No,,21,0,Denair,5913,Two Year,United States,3097-FQTVJ,Stayed,No,No,Female,No,,"37.524721, -120.757977",37.524721,-120.757977,No,20.0,No,0,0,Offer B,No,No,No,Mailed Check,Yes,5513,No,Q3,No,4,No,California,No,No,No,41,810.3,0,413.69,0.0,1223.99,Yes,No,95316
76,21,17.05,,No,,29,0,Hilmar,6150,One Year,United States,0575-CUQOV,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.394536, -120.890747",37.394536,-120.890747,Yes,97.95,No,0,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,7177,No,Q3,Yes,4,Yes,California,Yes,No,Yes,60,5867.0,0,1023.0,0.0,6890.0,No,Yes,95324
33,12,3.47,,No,,55,0,Hilmar,3459,Two Year,United States,5232-NXPAY,Stayed,No,Yes,Female,Yes,DSL,"37.394536, -120.890747",37.394536,-120.890747,No,74.45,No,0,0,Offer B,No,No,No,Credit Card,Yes,7177,Yes,Q3,No,3,No,California,Yes,Yes,Yes,47,3510.3,0,163.09,0.0,3673.39,No,Yes,95324
54,4,9.52,,No,,52,0,Hilmar,2405,Month-to-Month,United States,9093-FPDLG,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.394536, -120.890747",37.394536,-120.890747,No,94.2,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,7177,Yes,Q3,No,3,No,California,Yes,Yes,No,11,999.9,0,104.72,0.0,1104.62,No,Yes,95324
50,18,0.0,,No,,55,0,Hilmar,4467,One Year,United States,3069-SSVSN,Joined,No,No,Female,Yes,DSL,"37.394536, -120.890747",37.394536,-120.890747,No,25.85,No,0,0,,No,No,No,Credit Card,No,7177,No,Q3,No,3,No,California,No,No,No,1,25.85,0,0.0,0.0,25.85,No,Yes,95324
73,10,33.68,,No,,29,0,Long Barn,6202,Two Year,United States,5329-KRDTM,Stayed,No,Yes,Male,Yes,DSL,"38.109125, -120.078597",38.109125,-120.078597,Yes,77.35,Yes,0,4,Offer A,Yes,No,No,Credit Card,Yes,683,Yes,Q3,Yes,4,Yes,California,No,No,Yes,72,5396.25,0,2424.96,0.0,7821.21,No,Yes,95335
48,9,15.77,Other,Yes,Moved,96,1,Long Barn,5414,One Year,United States,3927-NLNRY,Churned,No,No,Male,Yes,Fiber Optic,"38.109125, -120.078597",38.109125,-120.078597,Yes,94.25,No,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,683,No,Q3,Yes,3,No,California,Yes,Yes,Yes,53,4867.95,0,835.81,0.0,5703.76,No,Yes,95335
36,76,33.24,,No,,35,0,Long Barn,2704,One Year,United States,4644-PIZRT,Stayed,Yes,Yes,Male,Yes,DSL,"38.109125, -120.078597",38.109125,-120.078597,Yes,70.35,Yes,3,5,,No,Yes,Yes,Bank Withdrawal,Yes,683,No,Q3,Yes,3,No,California,No,No,Yes,17,1201.65,0,565.08,0.0,1766.73,No,Yes,95335
55,0,7.8,,No,,26,0,Long Barn,4841,Month-to-Month,United States,3845-FXCYS,Joined,No,No,Male,No,,"38.109125, -120.078597",38.109125,-120.078597,No,19.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,683,No,Q3,No,5,No,California,No,No,No,2,31.2,0,15.6,0.0,46.8,No,No,95335
80,30,25.13,,No,,41,0,Patterson,4254,Two Year,United States,9518-XXBXE,Stayed,No,No,Male,Yes,Fiber Optic,"37.410236, -121.320337",37.410236,-121.320337,Yes,75.3,No,0,7,,No,Yes,No,Bank Withdrawal,Yes,15536,No,Q3,Yes,4,Yes,California,No,No,No,10,720.45,0,251.3,0.0,971.75,No,Yes,95363
20,42,7.26,Competitor,Yes,Competitor had better devices,89,1,Patterson,2177,Month-to-Month,United States,7508-MYBOG,Churned,No,No,Male,Yes,Fiber Optic,"37.410236, -121.320337",37.410236,-121.320337,Yes,86.1,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,15536,No,Q3,Yes,1,No,California,No,No,Yes,14,1235.55,0,101.64,0.0,1337.19,Yes,Yes,95363
25,41,36.54,,No,,37,0,Patterson,5057,Month-to-Month,United States,2294-DMMUS,Stayed,Yes,No,Female,Yes,DSL,"37.410236, -121.320337",37.410236,-121.320337,Yes,70.45,Yes,3,9,,No,No,Yes,Credit Card,Yes,15536,No,Q3,Yes,5,No,California,Yes,Yes,Yes,62,4300.45,0,2265.48,0.0,6565.93,Yes,Yes,95363
29,69,36.65,,No,,80,0,Patterson,2722,One Year,United States,4377-VDHYI,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.410236, -121.320337",37.410236,-121.320337,Yes,90.8,No,3,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,15536,No,Q3,Yes,3,No,California,Yes,Yes,No,32,3023.85,0,1172.8,0.0,4196.65,Yes,Yes,95363
74,12,7.11,,No,,22,0,Snelling,2145,Two Year,United States,0423-UDIJQ,Stayed,No,No,Male,Yes,DSL,"37.521708, -120.426843",37.521708,-120.426843,No,49.2,No,0,0,,No,No,No,Mailed Check,Yes,1158,Yes,Q3,No,4,Yes,California,No,No,No,9,447.9,0,63.99,0.0,511.89,No,Yes,95369
36,29,0.0,Other,Yes,Don't know,78,1,Snelling,4840,Month-to-Month,United States,6581-NQCBA,Churned,No,No,Female,Yes,DSL,"37.521708, -120.426843",37.521708,-120.426843,Yes,49.95,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,No,1158,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,16,810.2,0,0.0,0.0,810.2,No,Yes,95369
63,7,49.33,Dissatisfaction,Yes,Service dissatisfaction,77,1,Snelling,5612,Month-to-Month,United States,0310-MVLET,Churned,No,No,Female,Yes,Fiber Optic,"37.521708, -120.426843",37.521708,-120.426843,Yes,99.15,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,1158,No,Q3,Yes,3,No,California,Yes,Yes,Yes,61,6010.05,0,3009.13,0.0,9019.18,No,Yes,95369
62,58,34.54,,No,,31,0,Snelling,5641,One Year,United States,4937-QPZPO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.521708, -120.426843",37.521708,-120.426843,Yes,99.9,Yes,3,3,,No,No,Yes,Bank Withdrawal,Yes,1158,No,Q3,Yes,5,No,California,Yes,Yes,Yes,61,6241.35,0,2106.94,0.0,8348.29,No,Yes,95369
70,16,18.15,,No,,53,0,Healdsburg,5832,One Year,United States,8999-XXGNS,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.618347, -122.908422",38.618347,-122.908422,Yes,105.75,Yes,0,7,Offer A,Yes,No,Yes,Credit Card,Yes,17979,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,72,7629.85,80,1306.8,0.0,9016.65,No,No,95448
47,20,37.66,Price,Yes,Lack of affordable download/upload speed,71,1,Healdsburg,2990,Month-to-Month,United States,3348-CFRNX,Churned,No,No,Female,Yes,Fiber Optic,"38.618347, -122.908422",38.618347,-122.908422,Yes,92.35,No,0,1,,No,Yes,Yes,Credit Card,Yes,17979,No,Q3,Yes,1,No,California,Yes,Yes,Yes,28,2602.9,0,1054.48,0.0,3657.38,No,Yes,95448
23,0,28.92,,No,,40,0,Healdsburg,4392,Two Year,United States,8780-IHCRN,Stayed,Yes,No,Male,No,,"38.618347, -122.908422",38.618347,-122.908422,Yes,24.65,Yes,2,5,,No,No,No,Credit Card,Yes,17979,No,Q3,Yes,4,No,California,No,No,No,63,1574.5,0,1821.96,0.0,3396.46,Yes,No,95448
56,0,4.9,,No,,73,0,Healdsburg,5707,Two Year,United States,2097-YVPKN,Stayed,No,No,Male,No,,"38.618347, -122.908422",38.618347,-122.908422,No,25.75,Yes,0,0,,No,No,No,Credit Card,Yes,17979,No,Q3,No,5,No,California,No,No,No,65,1654.75,0,318.5,41.74,1931.51,No,No,95448
80,17,36.89,,No,,48,0,Occidental,4421,Two Year,United States,4884-TVUQF,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.415003, -122.998726",38.415003,-122.998726,No,101.3,Yes,0,0,Offer B,No,Yes,No,Credit Card,Yes,1880,Yes,Q3,No,4,Yes,California,Yes,Yes,No,57,5779.6,0,2102.73,0.0,7882.33,No,Yes,95465
54,30,36.05,,No,,23,0,Occidental,2900,One Year,United States,8985-OOPOS,Joined,No,Yes,Female,Yes,DSL,"38.415003, -122.998726",38.415003,-122.998726,No,74.1,No,0,0,,No,No,No,Credit Card,Yes,1880,Yes,Q3,No,5,No,California,Yes,Yes,Yes,1,74.1,0,36.05,0.0,110.15,No,Yes,95465
44,17,32.94,,No,,41,0,Occidental,4488,One Year,United States,5294-IMHHT,Stayed,No,No,Male,Yes,Fiber Optic,"38.415003, -122.998726",38.415003,-122.998726,Yes,97.75,Yes,0,6,,Yes,No,No,Bank Withdrawal,Yes,1880,Yes,Q3,Yes,3,No,California,Yes,Yes,No,53,5043.2,0,1745.82,0.0,6789.02,No,Yes,95465
35,19,17.89,,No,,57,0,Occidental,4505,Two Year,United States,8265-HKSOW,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.415003, -122.998726",38.415003,-122.998726,Yes,107.45,Yes,2,1,,Yes,Yes,No,Credit Card,Yes,1880,Yes,Q3,Yes,4,No,California,Yes,Yes,No,72,7658.3,0,1288.08,0.0,8946.38,No,Yes,95465
80,3,18.23,,No,,52,0,Yorkville,4574,Two Year,United States,8065-BVEPF,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.888351, -123.239647",38.888351,-123.239647,No,99.1,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,335,No,Q3,No,4,Yes,California,Yes,Yes,Yes,65,6496.15,0,1184.95,0.0,7681.1,No,Yes,95494
62,22,0.0,Competitor,Yes,Competitor offered higher download speeds,89,1,Yorkville,3706,Month-to-Month,United States,3751-KTZEL,Churned,No,No,Female,Yes,DSL,"38.888351, -123.239647",38.888351,-123.239647,No,35.05,No,0,0,Offer E,No,No,No,Mailed Check,No,335,No,Q3,No,1,No,California,Yes,Yes,No,1,35.05,0,0.0,0.0,35.05,No,Yes,95494
55,18,4.32,,No,,64,0,Yorkville,5444,Two Year,United States,1291-CUOCY,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.888351, -123.239647",38.888351,-123.239647,Yes,110.6,Yes,0,7,,Yes,No,Yes,Credit Card,Yes,335,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7962.2,0,311.04,0.0,8273.24,No,Yes,95494
41,0,24.44,,No,,43,0,Yorkville,5158,Month-to-Month,United States,5260-UMPWX,Stayed,Yes,No,Female,No,,"38.888351, -123.239647",38.888351,-123.239647,Yes,20.25,No,1,4,,No,No,Yes,Credit Card,Yes,335,No,Q3,Yes,5,No,California,No,No,No,26,493.95,0,635.44,0.0,1129.39,No,No,95494
73,13,49.91,,No,,21,0,Honeydew,6132,Two Year,United States,8755-IWJHN,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.342928, -124.063329",40.342928,-124.063329,Yes,95.35,Yes,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,82,No,Q3,Yes,3,Yes,California,Yes,Yes,No,69,6382.0,0,3443.79,0.0,9825.79,No,Yes,95545
42,0,48.96,Dissatisfaction,Yes,Poor expertise of phone support,78,1,Honeydew,5687,Month-to-Month,United States,1725-MIMXW,Churned,No,No,Male,No,,"40.342928, -124.063329",40.342928,-124.063329,No,19.45,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,82,No,Q3,No,2,No,California,No,No,No,1,19.45,0,48.96,0.0,68.41,No,No,95545
50,24,47.05,,No,,53,0,Honeydew,4617,Two Year,United States,9348-ROUAI,Stayed,Yes,Yes,Female,Yes,Cable,"40.342928, -124.063329",40.342928,-124.063329,Yes,90.3,Yes,2,5,Offer B,Yes,Yes,No,Credit Card,Yes,82,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,59,5194.05,0,2775.95,0.0,7970.0,No,Yes,95545
55,12,41.13,,No,,67,0,Honeydew,6469,Two Year,United States,0885-HMGPY,Stayed,No,Yes,Male,Yes,Cable,"40.342928, -124.063329",40.342928,-124.063329,No,69.4,Yes,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,82,Yes,Q3,No,3,No,California,No,No,No,62,4237.5,0,2550.06,0.0,6787.56,No,Yes,95545
72,13,2.18,,No,,79,0,Hydesville,4899,Two Year,United States,4480-QQRHC,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.557314, -124.081662",40.557314,-124.081662,No,74.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1201,No,Q3,No,3,Yes,California,No,No,No,8,600.15,0,17.44,0.0,617.59,No,Yes,95547
32,13,48.58,Competitor,Yes,Competitor had better devices,93,1,Hydesville,4120,Month-to-Month,United States,0596-BQCEQ,Churned,No,Yes,Female,Yes,Fiber Optic,"40.557314, -124.081662",40.557314,-124.081662,Yes,100.15,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,1201,No,Q3,Yes,1,No,California,Yes,Yes,Yes,62,6283.3,0,3011.96,0.0,9295.26,No,Yes,95547
62,0,32.03,Attitude,Yes,Attitude of support person,65,1,Hydesville,5627,Month-to-Month,United States,4195-SMMNX,Churned,No,No,Male,No,,"40.557314, -124.081662",40.557314,-124.081662,No,20.35,No,0,0,,No,No,No,Mailed Check,Yes,1201,No,Q3,No,2,No,California,No,No,No,2,33.2,0,64.06,0.0,97.26,No,No,95547
35,30,43.57,,No,,48,0,Hydesville,4053,One Year,United States,3161-ONRWK,Stayed,No,Yes,Male,Yes,DSL,"40.557314, -124.081662",40.557314,-124.081662,Yes,65.85,No,0,4,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,1201,Yes,Q3,Yes,3,No,California,No,No,No,60,3928.3,0,2614.2,0.0,6542.5,No,Yes,95547
74,16,41.8,,No,,38,0,Klamath,4438,Two Year,United States,0929-PECLO,Stayed,No,Yes,Female,Yes,Fiber Optic,"41.572813, -124.035011",41.572813,-124.035011,No,89.6,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,1215,No,Q3,No,4,Yes,California,Yes,Yes,No,63,5538.8,0,2633.4,0.0,8172.2,No,Yes,95548
52,26,35.52,Dissatisfaction,Yes,Service dissatisfaction,80,1,Klamath,5433,Month-to-Month,United States,1481-ZUWZA,Churned,No,No,Male,Yes,Fiber Optic,"41.572813, -124.035011",41.572813,-124.035011,No,94.5,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,1215,No,Q3,No,1,No,California,Yes,Yes,No,28,2659.4,0,994.56,0.0,3653.96,No,Yes,95548
21,0,49.6,,No,,54,0,Klamath,3831,Month-to-Month,United States,0114-RSRRW,Stayed,No,No,Female,No,,"41.572813, -124.035011",41.572813,-124.035011,Yes,19.95,No,0,9,Offer D,No,No,Yes,Bank Withdrawal,Yes,1215,No,Q3,Yes,4,No,California,No,No,No,10,187.75,0,496.0,0.0,683.75,Yes,No,95548
50,30,5.46,,No,,70,0,Klamath,5583,Two Year,United States,7208-PSIHR,Stayed,No,Yes,Female,Yes,Fiber Optic,"41.572813, -124.035011",41.572813,-124.035011,Yes,104.3,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,1215,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,7188.5,30,382.2,0.0,7600.7,No,No,95548
69,24,11.35,,No,,55,0,Redway,5247,One Year,United States,9470-YFUYI,Stayed,No,No,Male,Yes,DSL,"40.142256, -123.852927",40.142256,-123.852927,Yes,71.0,No,0,10,,Yes,Yes,Yes,Bank Withdrawal,Yes,1851,Yes,Q3,Yes,3,Yes,California,No,No,Yes,71,5012.1,0,805.85,0.0,5817.95,No,Yes,95560
25,71,33.88,Other,Yes,Don't know,82,1,Redway,4495,Two Year,United States,9053-JZFKV,Churned,No,Yes,Male,Yes,Fiber Optic,"40.142256, -123.852927",40.142256,-123.852927,No,116.2,Yes,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,1851,Yes,Q3,No,2,No,California,Yes,Yes,Yes,67,7752.3,0,2269.96,0.0,10022.26,Yes,Yes,95560
45,7,0.0,,No,,36,0,Redway,5052,One Year,United States,0121-SNYRK,Stayed,No,No,Male,Yes,DSL,"40.142256, -123.852927",40.142256,-123.852927,No,35.4,No,0,0,Offer B,No,Yes,Yes,Credit Card,No,1851,Yes,Q3,No,3,No,California,No,No,No,50,1748.9,0,0.0,0.0,1748.9,No,Yes,95560
49,8,30.5,,No,,76,0,Redway,5723,Two Year,United States,9786-IJYDL,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.142256, -123.852927",40.142256,-123.852927,No,113.2,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,1851,Yes,Q3,No,4,No,California,Yes,Yes,Yes,35,3914.05,0,1067.5,0.0,4981.55,No,Yes,95560
65,9,25.04,,No,,54,0,Salyer,4030,Two Year,United States,7402-EYFXX,Stayed,No,No,Male,Yes,Fiber Optic,"40.89866, -123.539754",40.89866,-123.539754,No,93.6,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,660,No,Q3,No,5,Yes,California,Yes,Yes,Yes,26,2404.1,0,651.04,0.0,3055.14,No,Yes,95563
44,3,17.25,Competitor,Yes,Competitor had better devices,93,1,Salyer,5704,Month-to-Month,United States,4671-LXRDQ,Churned,No,No,Male,Yes,Cable,"40.89866, -123.539754",40.89866,-123.539754,No,45.0,No,0,0,,No,No,Yes,Credit Card,Yes,660,No,Q3,No,1,No,California,No,No,No,2,96.45,30,34.5,0.0,160.95,No,No,95563
61,0,24.27,,No,,25,0,Salyer,3700,Two Year,United States,3769-MHZNV,Stayed,Yes,No,Female,No,,"40.89866, -123.539754",40.89866,-123.539754,Yes,20.1,No,3,2,,No,No,No,Credit Card,Yes,660,No,Q3,Yes,3,No,California,No,No,No,33,670.35,0,800.91,0.0,1471.26,No,No,95563
26,73,1.94,,No,,64,0,Salyer,6041,One Year,United States,2890-WFBHU,Stayed,No,Yes,Female,Yes,DSL,"40.89866, -123.539754",40.89866,-123.539754,No,79.85,Yes,0,0,Offer B,Yes,Yes,No,Credit Card,Yes,660,Yes,Q3,No,3,No,California,Yes,Yes,No,59,4786.1,0,114.46,0.0,4900.56,Yes,Yes,95563
73,7,47.34,,No,,54,0,Greenwood,2812,Two Year,United States,1986-PHGZF,Stayed,No,No,Male,Yes,DSL,"38.921333, -120.897718",38.921333,-120.897718,No,58.4,Yes,0,0,Offer D,Yes,Yes,Yes,Credit Card,Yes,1140,No,Q3,No,4,Yes,California,No,No,No,18,964.9,0,852.12,0.0,1817.02,No,Yes,95635
39,22,45.25,Competitor,Yes,Competitor had better devices,77,1,Greenwood,2673,One Year,United States,3164-AALRN,Churned,No,Yes,Male,Yes,DSL,"38.921333, -120.897718",38.921333,-120.897718,No,70.0,No,0,0,,No,No,Yes,Credit Card,Yes,1140,No,Q3,No,2,No,California,Yes,Yes,Yes,5,347.4,10,226.25,0.0,583.65,No,No,95635
30,59,0.0,Dissatisfaction,Yes,Network reliability,67,1,Greenwood,5824,Month-to-Month,United States,8740-XLHDR,Churned,No,Yes,Male,Yes,Cable,"38.921333, -120.897718",38.921333,-120.897718,No,43.25,No,0,0,,Yes,Yes,Yes,Mailed Check,No,1140,Yes,Q3,No,2,No,California,No,No,No,5,219.0,0,0.0,0.0,219.0,No,Yes,95635
41,19,31.4,,No,,36,0,Greenwood,5795,Two Year,United States,4378-MYPGO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.921333, -120.897718",38.921333,-120.897718,Yes,105.25,No,2,3,,Yes,Yes,Yes,Bank Withdrawal,Yes,1140,No,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7173.15,0,2135.2,0.0,9308.35,No,Yes,95635
66,18,31.31,,No,,56,0,Isleton,5294,Two Year,United States,8024-XNAFQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.154823, -121.601358",38.154823,-121.601358,No,107.4,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,2010,Yes,Q3,No,4,Yes,California,Yes,Yes,No,72,7748.75,0,2254.32,0.0,10003.07,No,Yes,95641
31,12,6.89,Price,Yes,Price too high,73,1,Isleton,4340,Month-to-Month,United States,7120-RFMVS,Churned,No,No,Male,Yes,Fiber Optic,"38.154823, -121.601358",38.154823,-121.601358,No,84.5,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,2010,No,Q3,No,2,No,California,No,No,Yes,1,84.5,0,6.89,0.0,91.39,No,Yes,95641
39,0,4.6,,No,,58,0,Isleton,3979,One Year,United States,4538-WNTMJ,Stayed,No,No,Female,No,,"38.154823, -121.601358",38.154823,-121.601358,Yes,24.95,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,2010,No,Q3,No,3,No,California,No,No,No,46,1165.9,0,211.6,0.0,1377.5,No,No,95641
25,0,42.96,,No,,21,0,Isleton,4769,Month-to-Month,United States,2081-KJSQF,Joined,No,No,Male,No,,"38.154823, -121.601358",38.154823,-121.601358,No,20.25,No,0,0,,No,No,Yes,Credit Card,Yes,2010,No,Q3,No,5,No,California,No,No,No,1,20.25,0,42.96,0.0,63.21,Yes,No,95641
68,25,38.5,,No,,64,0,Knights Landing,5129,Two Year,United States,2988-GBIVW,Stayed,No,No,Female,Yes,Fiber Optic,"38.875508, -121.765866",38.875508,-121.765866,Yes,90.85,Yes,0,10,,No,Yes,Yes,Bank Withdrawal,Yes,1793,No,Q3,Yes,4,Yes,California,Yes,Yes,No,70,6470.1,0,2695.0,0.0,9165.1,No,Yes,95645
19,52,32.11,Competitor,Yes,Competitor offered higher download speeds,85,1,Knights Landing,2159,Month-to-Month,United States,4704-ERYFC,Churned,No,No,Female,Yes,Fiber Optic,"38.875508, -121.765866",38.875508,-121.765866,Yes,69.25,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,1793,No,Q3,Yes,1,No,California,No,No,No,22,1554.0,0,706.42,0.0,2260.42,Yes,Yes,95645
30,85,0.0,,No,,33,0,Knights Landing,5905,One Year,United States,4702-HDRKD,Stayed,No,Yes,Male,Yes,Cable,"38.875508, -121.765866",38.875508,-121.765866,No,49.35,No,0,0,Offer A,No,Yes,Yes,Bank Withdrawal,No,1793,Yes,Q3,No,3,No,California,No,No,Yes,67,3321.35,0,0.0,0.0,3321.35,No,Yes,95645
61,6,8.5,,No,,22,0,Knights Landing,3875,Month-to-Month,United States,3323-CPBWR,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.875508, -121.765866",38.875508,-121.765866,No,96.9,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,1793,Yes,Q3,No,4,No,California,No,No,Yes,23,2085.45,0,195.5,0.0,2280.95,No,Yes,95645
75,17,24.91,,No,,22,0,Pilot Hill,4934,Two Year,United States,5956-YHHRX,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.803731, -121.043799",38.803731,-121.043799,No,104.35,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,1173,No,Q3,No,5,Yes,California,Yes,Yes,Yes,21,2271.85,130,523.11,0.0,2924.96,No,No,95664
41,0,24.63,Attitude,Yes,Attitude of support person,83,1,Pilot Hill,2647,Month-to-Month,United States,0268-QKIWO,Churned,No,No,Female,No,,"38.803731, -121.043799",38.803731,-121.043799,No,19.75,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,1173,No,Q3,No,3,No,California,No,No,No,3,58.85,0,73.89,0.0,132.74,No,No,95664
24,73,19.84,,No,,80,0,Pilot Hill,3154,Month-to-Month,United States,8714-CTZJW,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.803731, -121.043799",38.803731,-121.043799,No,82.85,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,1173,No,Q3,No,3,No,California,Yes,Yes,No,4,319.6,0,79.36,0.0,398.96,Yes,Yes,95664
34,9,21.85,,No,,26,0,Pilot Hill,3519,Month-to-Month,United States,8735-DCXNF,Stayed,No,No,Male,Yes,DSL,"38.803731, -121.043799",38.803731,-121.043799,Yes,54.95,No,0,9,Offer D,No,Yes,Yes,Credit Card,Yes,1173,Yes,Q3,Yes,3,No,California,No,No,No,10,568.85,0,218.5,0.0,787.35,No,Yes,95664
72,26,0.0,,No,,58,0,Pine Grove,4521,One Year,United States,6008-NAIXK,Stayed,No,Yes,Male,Yes,DSL,"38.400264, -120.641274",38.400264,-120.641274,No,55.45,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,4354,No,Q3,No,3,Yes,California,Yes,Yes,Yes,54,2966.95,0,0.0,0.0,2966.95,No,Yes,95665
62,17,43.51,Price,Yes,Long distance charges,90,1,Pine Grove,3716,Month-to-Month,United States,0876-WDUUZ,Churned,No,No,Female,Yes,Fiber Optic,"38.400264, -120.641274",38.400264,-120.641274,No,85.4,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,4354,Yes,Q3,No,2,No,California,Yes,Yes,No,5,425.9,0,217.55,0.0,643.45,No,Yes,95665
44,3,25.81,,No,,31,0,Pine Grove,2198,Month-to-Month,United States,3569-EDBPQ,Stayed,No,No,Female,Yes,Fiber Optic,"38.400264, -120.641274",38.400264,-120.641274,No,84.35,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,4354,Yes,Q3,No,3,No,California,No,No,No,24,1938.05,0,619.44,0.0,2557.49,No,Yes,95665
19,69,10.21,,No,,48,0,Pine Grove,4300,One Year,United States,3214-IYUUQ,Stayed,No,No,Female,Yes,Fiber Optic,"38.400264, -120.641274",38.400264,-120.641274,Yes,93.7,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,4354,Yes,Q3,No,3,No,California,Yes,Yes,No,61,5860.7,0,622.81,0.0,6483.51,Yes,Yes,95665
69,18,46.67,,No,,57,0,Rio Linda,5679,Two Year,United States,4007-NHVHI,Stayed,No,No,Female,Yes,Fiber Optic,"38.688764, -121.457596",38.688764,-121.457596,No,96.85,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,14010,No,Q3,No,3,Yes,California,Yes,Yes,No,56,5219.65,0,2613.52,0.0,7833.17,No,Yes,95673
20,52,35.01,Competitor,Yes,Competitor made better offer,72,1,Rio Linda,2567,Month-to-Month,United States,6960-HVYXR,Churned,No,No,Female,Yes,Fiber Optic,"38.688764, -121.457596",38.688764,-121.457596,No,76.0,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,14010,No,Q3,No,1,No,California,No,No,No,1,76.0,0,35.01,0.0,111.01,Yes,Yes,95673
43,0,15.76,,No,,51,0,Rio Linda,2888,One Year,United States,7319-ZNRTR,Stayed,Yes,No,Male,No,,"38.688764, -121.457596",38.688764,-121.457596,Yes,19.6,No,2,1,,No,No,No,Bank Withdrawal,Yes,14010,No,Q3,Yes,4,No,California,No,No,No,25,411.15,0,394.0,0.0,805.15,No,No,95673
42,21,8.29,,No,,46,0,Rio Linda,4080,Month-to-Month,United States,5309-TAIKL,Stayed,No,Yes,Female,Yes,DSL,"38.688764, -121.457596",38.688764,-121.457596,No,62.8,No,0,0,,No,No,No,Bank Withdrawal,Yes,14010,Yes,Q3,No,4,No,California,Yes,Yes,No,7,418.3,0,58.03,0.0,476.33,No,Yes,95673
67,26,10.07,,No,,47,0,Vacaville,6100,One Year,United States,8979-CAMGB,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.333133, -121.920151",38.333133,-121.920151,No,102.1,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,63157,Yes,Q3,No,5,Yes,California,Yes,Yes,Yes,64,6688.1,0,644.48,0.0,7332.58,No,Yes,95687
58,11,0.0,,No,,69,0,Vacaville,4080,Two Year,United States,4859-ZSRDZ,Stayed,No,Yes,Female,Yes,Cable,"38.333133, -121.920151",38.333133,-121.920151,Yes,55.5,No,0,1,Offer B,No,No,Yes,Credit Card,No,63157,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,58,3166.9,0,0.0,0.0,3166.9,No,Yes,95687
63,8,35.0,,No,,26,0,Vacaville,4745,One Year,United States,1810-BOHSY,Stayed,No,No,Male,Yes,Fiber Optic,"38.333133, -121.920151",38.333133,-121.920151,Yes,96.4,Yes,0,7,Offer B,Yes,Yes,Yes,Credit Card,Yes,63157,No,Q3,Yes,3,No,California,Yes,Yes,No,51,4911.05,0,1785.0,0.0,6696.05,No,Yes,95687
62,0,3.57,,No,,31,0,Vacaville,5390,Two Year,United States,6368-TZZDT,Stayed,Yes,No,Male,No,,"38.333133, -121.920151",38.333133,-121.920151,Yes,19.5,No,2,8,,No,No,No,Credit Card,Yes,63157,No,Q3,Yes,4,No,California,No,No,No,4,96.85,0,14.28,0.0,111.13,No,No,95687
66,19,37.84,,No,,70,0,Twin Bridges,5868,Two Year,United States,6583-KQJLK,Stayed,No,No,Female,Yes,Fiber Optic,"38.805481, -120.13287",38.805481,-120.13287,Yes,94.65,No,0,5,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,25,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,15,1285.05,0,567.6,0.0,1852.65,No,Yes,95735
61,15,2.69,,No,,51,0,Twin Bridges,5428,Month-to-Month,United States,1666-JZPZT,Stayed,No,No,Male,Yes,Cable,"38.805481, -120.13287",38.805481,-120.13287,No,49.0,Yes,0,0,,No,No,No,Mailed Check,Yes,25,No,Q3,No,3,No,California,No,No,No,27,1291.35,0,72.63,0.0,1363.98,No,Yes,95735
21,59,14.86,,No,,70,0,Twin Bridges,5308,Two Year,United States,5680-LQOGP,Stayed,No,Yes,Female,Yes,Cable,"38.805481, -120.13287",38.805481,-120.13287,No,82.45,No,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,25,Yes,Q3,No,3,No,California,Yes,Yes,Yes,68,5646.6,90,1010.48,0.0,6747.08,Yes,No,95735
34,8,37.59,,No,,75,0,Twin Bridges,5461,Month-to-Month,United States,3466-RITXD,Stayed,No,No,Male,Yes,Fiber Optic,"38.805481, -120.13287",38.805481,-120.13287,No,92.4,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,25,No,Q3,No,3,No,California,No,No,Yes,26,2349.8,0,977.34,0.0,3327.14,No,Yes,95735
79,0,4.99,,No,,44,0,Granite Bay,4309,Two Year,United States,6139-ZZRBQ,Stayed,No,No,Male,No,,"38.749466, -121.184196",38.749466,-121.184196,No,20.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,20675,No,Q3,No,4,Yes,California,No,No,No,64,1198.05,0,319.36,0.0,1517.41,No,No,95746
74,16,11.32,,No,,48,0,Granite Bay,3273,Month-to-Month,United States,2974-GGUXS,Stayed,No,No,Female,Yes,Fiber Optic,"38.749466, -121.184196",38.749466,-121.184196,Yes,91.95,Yes,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,20675,No,Q3,No,5,Yes,California,No,No,Yes,36,3301.05,0,407.52,17.76,3690.81,No,Yes,95746
35,28,0.0,Competitor,Yes,Competitor had better devices,79,1,Granite Bay,4769,Month-to-Month,United States,6032-IGALN,Churned,No,No,Female,Yes,Cable,"38.749466, -121.184196",38.749466,-121.184196,No,25.1,No,0,0,,No,No,Yes,Mailed Check,No,20675,No,Q3,No,1,No,California,No,No,No,1,25.1,0,0.0,0.0,25.1,No,Yes,95746
26,0,48.39,,No,,29,0,Granite Bay,3152,One Year,United States,7677-SJJJK,Stayed,No,No,Male,No,,"38.749466, -121.184196",38.749466,-121.184196,Yes,19.9,No,0,5,Offer E,No,No,No,Credit Card,Yes,20675,No,Q3,Yes,5,No,California,No,No,No,8,153.95,0,387.12,0.0,541.07,Yes,No,95746
67,30,13.56,,No,,63,0,Sacramento,4478,Two Year,United States,7594-LZNWR,Stayed,No,No,Male,Yes,Fiber Optic,"38.542532, -121.378826",38.542532,-121.378826,No,69.15,No,0,0,Offer C,No,No,No,Credit Card,Yes,38818,No,Q3,No,3,Yes,California,No,No,No,34,2275.1,0,461.04,0.0,2736.14,No,Yes,95826
53,0,15.91,Attitude,Yes,Attitude of service provider,87,1,Sacramento,5636,Month-to-Month,United States,7893-IXHRQ,Churned,No,No,Male,No,,"38.542532, -121.378826",38.542532,-121.378826,No,20.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,38818,No,Q3,No,2,No,California,No,No,No,1,20.55,0,15.91,0.0,36.46,No,No,95826
28,0,5.02,,No,,26,0,Sacramento,3313,Month-to-Month,United States,6569-KTMDU,Joined,No,No,Female,No,,"38.542532, -121.378826",38.542532,-121.378826,No,19.1,No,0,0,,No,No,No,Mailed Check,Yes,38818,No,Q3,No,5,No,California,No,No,No,1,19.1,0,5.02,0.0,24.12,Yes,No,95826
43,0,27.95,,No,,53,0,Sacramento,3217,Two Year,United States,3472-QPRCH,Stayed,Yes,No,Male,No,,"38.542532, -121.378826",38.542532,-121.378826,Yes,25.25,Yes,1,9,,No,No,No,Credit Card,Yes,38818,No,Q3,Yes,5,No,California,No,No,No,40,1006.9,0,1118.0,44.51,2080.39,No,No,95826
68,3,5.3,,No,,30,0,Challenge,5603,Two Year,United States,5216-WASFJ,Stayed,No,No,Female,Yes,Fiber Optic,"39.461768, -121.195825",39.461768,-121.195825,Yes,84.85,Yes,0,4,Offer C,No,No,Yes,Bank Withdrawal,Yes,262,No,Q3,Yes,3,Yes,California,Yes,Yes,No,31,2633.4,0,164.3,0.0,2797.7,No,Yes,95925
47,30,42.55,Competitor,Yes,Competitor had better devices,81,1,Challenge,5855,Month-to-Month,United States,5208-HFSBT,Churned,No,No,Female,Yes,DSL,"39.461768, -121.195825",39.461768,-121.195825,No,55.05,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,262,Yes,Q3,No,1,No,California,No,No,No,2,102.75,0,85.1,0.0,187.85,No,Yes,95925
37,26,26.41,Competitor,Yes,Competitor had better devices,86,1,Challenge,2293,Month-to-Month,United States,5077-DXTCG,Churned,No,No,Female,Yes,Cable,"39.461768, -121.195825",39.461768,-121.195825,No,45.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,262,No,Q3,No,1,No,California,No,No,No,1,45.3,0,26.41,0.0,71.71,No,Yes,95925
44,28,46.9,,No,,51,0,Challenge,5122,One Year,United States,0254-WWRKD,Stayed,Yes,No,Female,Yes,Cable,"39.461768, -121.195825",39.461768,-121.195825,Yes,50.55,No,3,1,Offer A,Yes,No,No,Credit Card,Yes,262,No,Q3,Yes,5,No,California,No,No,No,67,3431.75,0,3142.3,0.0,6574.05,No,Yes,95925
80,10,41.57,,No,,23,0,Dunnigan,5041,Two Year,United States,4948-WBBKL,Stayed,No,No,Female,Yes,Fiber Optic,"38.931425, -121.946081",38.931425,-121.946081,No,74.9,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,19,No,Q3,No,3,Yes,California,No,No,No,36,2659.45,0,1496.52,0.0,4155.97,No,Yes,95937
44,0,46.13,Price,Yes,Long distance charges,89,1,Dunnigan,2247,One Year,United States,2667-WYLWJ,Churned,No,No,Female,No,,"38.931425, -121.946081",38.931425,-121.946081,Yes,19.75,No,0,1,Offer E,No,No,Yes,Credit Card,Yes,19,No,Q3,Yes,3,No,California,No,No,No,8,145.0,0,369.04,0.0,514.04,No,No,95937
45,25,9.23,Other,Yes,Moved,74,1,Dunnigan,2283,Month-to-Month,United States,4236-XPXAV,Churned,No,No,Female,Yes,Fiber Optic,"38.931425, -121.946081",38.931425,-121.946081,Yes,99.15,No,0,1,,Yes,No,Yes,Mailed Check,Yes,19,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,5,465.05,0,46.15,0.0,511.2,No,Yes,95937
36,0,2.4,,No,,49,0,Dunnigan,4870,Two Year,United States,4609-KNNWG,Stayed,Yes,No,Female,No,,"38.931425, -121.946081",38.931425,-121.946081,Yes,19.9,No,3,1,,No,No,No,Credit Card,Yes,19,No,Q3,Yes,5,No,California,No,No,No,27,550.1,0,64.8,0.0,614.9,No,No,95937
77,16,14.87,,No,,34,0,North San Juan,4270,One Year,United States,8348-JLBUG,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.423046, -120.984472",39.423046,-120.984472,Yes,80.3,No,0,5,,No,Yes,No,Credit Card,Yes,565,No,Q3,Yes,3,Yes,California,No,No,No,64,5017.7,0,951.68,0.0,5969.38,No,Yes,95960
48,0,24.32,,No,,44,0,North San Juan,4370,Two Year,United States,5799-JRCZO,Stayed,Yes,No,Female,No,,"39.423046, -120.984472",39.423046,-120.984472,No,19.5,No,1,0,,No,No,No,Credit Card,Yes,565,No,Q3,No,5,No,California,No,No,No,63,1215.1,0,1532.16,0.0,2747.26,No,No,95960
39,24,21.34,,No,,77,0,North San Juan,2168,Month-to-Month,United States,9097-ZUBYC,Stayed,No,No,Male,Yes,DSL,"39.423046, -120.984472",39.423046,-120.984472,Yes,48.8,No,0,4,Offer D,No,No,No,Bank Withdrawal,Yes,565,Yes,Q3,Yes,5,No,California,No,No,No,14,664.4,0,298.76,0.0,963.16,No,Yes,95960
48,24,6.78,,No,,50,0,North San Juan,4184,One Year,United States,4544-RXFMG,Stayed,Yes,No,Male,Yes,DSL,"39.423046, -120.984472",39.423046,-120.984472,Yes,43.45,No,2,1,Offer E,No,No,Yes,Credit Card,Yes,565,No,Q3,Yes,3,No,California,No,No,No,8,345.5,0,54.24,0.0,399.74,No,Yes,95960
75,20,11.23,,No,,69,0,Palermo,6156,One Year,United States,3339-EAQNV,Stayed,No,No,Male,Yes,Fiber Optic,"39.435756, -121.552071",39.435756,-121.552071,Yes,97.25,Yes,0,7,,Yes,No,Yes,Credit Card,Yes,1254,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,72,7133.1,0,808.56,0.0,7941.66,No,Yes,95968
55,4,5.27,Competitor,Yes,Competitor offered more data,68,1,Palermo,2241,Month-to-Month,United States,8393-DLHGA,Churned,No,No,Male,Yes,Fiber Optic,"39.435756, -121.552071",39.435756,-121.552071,No,95.9,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1254,No,Q3,No,1,No,California,Yes,Yes,Yes,25,2448.75,0,131.75,0.0,2580.5,No,Yes,95968
28,0,41.9,,No,,29,0,Palermo,2941,Month-to-Month,United States,6184-DYUOB,Joined,No,No,Female,No,,"39.435756, -121.552071",39.435756,-121.552071,Yes,19.6,No,0,5,,No,No,Yes,Credit Card,Yes,1254,No,Q3,Yes,3,No,California,No,No,No,3,55.25,0,125.7,0.0,180.95,Yes,No,95968
35,15,37.57,,No,,45,0,Palermo,5570,One Year,United States,1177-XZBJL,Stayed,Yes,No,Male,Yes,DSL,"39.435756, -121.552071",39.435756,-121.552071,Yes,64.15,Yes,2,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,1254,Yes,Q3,Yes,3,No,California,No,No,No,53,3491.55,0,1991.21,0.0,5482.76,No,Yes,95968
73,18,0.0,,No,,79,0,Willows,4757,Two Year,United States,5730-RIITO,Stayed,No,No,Female,Yes,DSL,"39.493991, -122.286363",39.493991,-122.286363,No,33.45,No,0,0,,Yes,Yes,Yes,Credit Card,No,8812,No,Q3,No,3,Yes,California,No,No,No,43,1500.25,40,0.0,0.0,1540.25,No,No,95988
48,25,37.79,Competitor,Yes,Competitor offered higher download speeds,75,1,Willows,2269,Month-to-Month,United States,0587-DMGBH,Churned,No,No,Female,Yes,Cable,"39.493991, -122.286363",39.493991,-122.286363,No,49.85,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,8812,No,Q3,No,3,No,California,No,No,No,8,365.55,10,302.32,13.01,664.86,No,No,95988
64,18,44.33,,No,,75,0,Willows,5839,Two Year,United States,2882-WDTBA,Stayed,No,Yes,Male,Yes,Cable,"39.493991, -122.286363",39.493991,-122.286363,Yes,75.75,No,0,4,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,8812,Yes,Q3,Yes,4,No,California,No,No,Yes,69,5388.15,0,3058.77,0.0,8446.92,No,Yes,95988
32,0,27.38,,No,,34,0,Willows,3455,Two Year,United States,9548-LERKT,Stayed,No,No,Male,No,,"39.493991, -122.286363",39.493991,-122.286363,Yes,19.75,No,0,4,,No,No,No,Credit Card,Yes,8812,No,Q3,Yes,3,No,California,No,No,No,24,483.15,0,657.12,16.56,1123.71,No,No,95988
67,0,20.62,,No,,21,0,Burney,4042,Two Year,United States,7515-LODFU,Stayed,No,No,Male,No,,"40.946785, -121.719489",40.946785,-121.719489,No,20.3,No,0,0,,No,No,No,Credit Card,Yes,4552,No,Q3,No,3,Yes,California,No,No,No,69,1356.3,0,1422.78,0.0,2779.08,No,No,96013
47,23,35.46,Competitor,Yes,Competitor offered more data,77,1,Burney,4019,Month-to-Month,United States,0895-DQHEW,Churned,No,Yes,Male,Yes,Fiber Optic,"40.946785, -121.719489",40.946785,-121.719489,Yes,104.3,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,4552,No,Q3,Yes,1,No,California,Yes,Yes,Yes,54,5278.15,0,1914.84,11.45,7181.54,No,Yes,96013
33,3,49.76,Competitor,Yes,Competitor offered higher download speeds,89,1,Burney,4183,Month-to-Month,United States,6110-OHIHY,Churned,No,No,Male,Yes,Fiber Optic,"40.946785, -121.719489",40.946785,-121.719489,No,79.25,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,4552,No,Q3,No,2,No,California,No,No,Yes,3,267.6,10,149.28,0.0,426.88,No,No,96013
26,59,11.79,,No,,79,0,Burney,3153,Month-to-Month,United States,5522-NYKPB,Stayed,Yes,No,Male,Yes,Fiber Optic,"40.946785, -121.719489",40.946785,-121.719489,Yes,85.9,No,3,0,Offer C,No,No,No,Bank Withdrawal,Yes,4552,Yes,Q3,No,3,No,California,No,No,Yes,25,2199.05,0,294.75,0.0,2493.8,Yes,Yes,96013
73,18,37.12,,No,,49,0,Corning,6453,Two Year,United States,8041-TMEID,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.913777, -122.289984",39.913777,-122.289984,Yes,108.5,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,13840,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,63,6991.9,0,2338.56,0.0,9330.46,No,Yes,96021
44,11,30.09,Attitude,Yes,Attitude of support person,94,1,Corning,4471,One Year,United States,9651-GTSAQ,Churned,No,Yes,Female,Yes,Fiber Optic,"39.913777, -122.289984",39.913777,-122.289984,Yes,106.1,No,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,13840,No,Q3,Yes,3,No,California,Yes,Yes,Yes,53,5769.75,0,1594.77,0.0,7364.52,No,Yes,96021
62,0,41.93,,No,,42,0,Corning,2878,Month-to-Month,United States,3694-GLTJM,Stayed,No,No,Female,No,,"39.913777, -122.289984",39.913777,-122.289984,No,19.65,No,0,0,,No,No,Yes,Credit Card,Yes,13840,No,Q3,No,3,No,California,No,No,No,5,92.05,0,209.65,0.0,301.7,No,No,96021
37,11,25.32,,No,,36,0,Corning,4847,Two Year,United States,5135-RDDQL,Stayed,Yes,No,Female,Yes,DSL,"39.913777, -122.289984",39.913777,-122.289984,Yes,50.65,No,1,6,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,13840,No,Q3,Yes,3,No,California,No,No,No,63,3221.25,0,1595.16,37.04,4779.37,No,Yes,96021
65,2,34.43,,No,,49,0,Dorris,4815,One Year,United States,6941-KXRRV,Stayed,No,No,Female,Yes,DSL,"41.949216, -122.050062",41.949216,-122.050062,Yes,58.95,No,0,10,,Yes,No,Yes,Bank Withdrawal,Yes,1162,No,Q3,Yes,3,Yes,California,Yes,Yes,No,48,2789.7,0,1652.64,0.0,4442.34,No,Yes,96023
49,12,16.15,Competitor,Yes,Competitor offered more data,78,1,Dorris,3014,Month-to-Month,United States,8149-RSOUN,Churned,No,No,Female,Yes,Fiber Optic,"41.949216, -122.050062",41.949216,-122.050062,No,93.85,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1162,No,Q3,No,3,No,California,Yes,Yes,Yes,1,93.85,0,16.15,0.0,110.0,No,Yes,96023
54,4,45.8,,No,,56,0,Dorris,4334,Month-to-Month,United States,4672-FOTSD,Stayed,No,No,Male,Yes,DSL,"41.949216, -122.050062",41.949216,-122.050062,No,67.25,Yes,0,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,1162,Yes,Q3,No,3,No,California,No,No,No,12,832.3,0,549.6,0.0,1381.9,No,Yes,96023
22,59,24.36,,No,,75,0,Dorris,3974,Month-to-Month,United States,1794-SWWKL,Stayed,Yes,Yes,Male,Yes,DSL,"41.949216, -122.050062",41.949216,-122.050062,Yes,59.65,Yes,2,6,Offer D,No,No,Yes,Bank Withdrawal,Yes,1162,Yes,Q3,Yes,4,No,California,No,No,No,15,867.1,0,365.4,32.65,1199.85,Yes,Yes,96023
65,26,16.04,,No,,30,0,Igo,3856,One Year,United States,4501-UYKBC,Stayed,No,Yes,Female,Yes,DSL,"40.524535, -122.647172",40.524535,-122.647172,No,69.1,Yes,0,0,,No,No,Yes,Credit Card,Yes,911,Yes,Q3,No,3,Yes,California,Yes,Yes,No,46,3255.35,0,737.84,0.0,3993.19,No,Yes,96047
62,26,25.82,Other,Yes,Moved,73,1,Igo,4001,Month-to-Month,United States,2003-CKLOR,Churned,No,Yes,Male,Yes,Cable,"40.524535, -122.647172",40.524535,-122.647172,No,99.5,No,0,0,Offer A,Yes,No,No,Bank Withdrawal,Yes,911,No,Q3,No,2,No,California,Yes,Yes,Yes,66,6710.5,0,1704.12,0.0,8414.62,No,Yes,96047
49,29,17.27,,No,,56,0,Igo,2047,Month-to-Month,United States,7669-LCRSD,Stayed,Yes,No,Male,Yes,Cable,"40.524535, -122.647172",40.524535,-122.647172,Yes,56.3,No,2,5,Offer D,No,No,Yes,Mailed Check,Yes,911,No,Q3,Yes,3,No,California,No,No,Yes,12,628.65,0,207.24,0.0,835.89,No,Yes,96047
33,10,1.22,,No,,66,0,Igo,3962,Month-to-Month,United States,4923-ADWXJ,Stayed,No,No,Female,Yes,DSL,"40.524535, -122.647172",40.524535,-122.647172,No,65.8,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,911,Yes,Q3,No,5,No,California,Yes,Yes,No,25,1679.65,0,30.5,29.29,1680.86,No,Yes,96047
72,10,48.16,,No,,40,0,Montgomery Creek,5462,One Year,United States,0533-UCAAU,Stayed,No,Yes,Male,Yes,DSL,"40.877552, -121.885884",40.877552,-121.885884,Yes,71.1,Yes,0,2,,Yes,No,Yes,Credit Card,Yes,431,No,Q3,Yes,5,Yes,California,No,No,Yes,57,4140.1,0,2745.12,0.0,6885.22,No,Yes,96065
31,0,41.84,,No,,23,0,Montgomery Creek,4566,Two Year,United States,7643-RCHXS,Stayed,Yes,No,Female,No,,"40.877552, -121.885884",40.877552,-121.885884,Yes,19.35,No,3,0,Offer B,No,No,No,Bank Withdrawal,Yes,431,No,Q3,No,4,No,California,No,No,No,63,1263.85,0,2635.92,0.0,3899.77,No,No,96065
19,0,29.15,,No,,75,0,Montgomery Creek,3353,Two Year,United States,3717-FDJFU,Stayed,Yes,No,Male,No,,"40.877552, -121.885884",40.877552,-121.885884,No,20.45,No,1,0,Offer E,No,No,No,Credit Card,Yes,431,No,Q3,No,3,No,California,No,No,No,5,106.9,0,145.75,0.0,252.65,Yes,No,96065
60,22,33.97,,No,,35,0,Montgomery Creek,5796,Month-to-Month,United States,9828-QHFBK,Stayed,No,No,Male,Yes,DSL,"40.877552, -121.885884",40.877552,-121.885884,No,51.15,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,431,No,Q3,No,3,No,California,No,No,No,24,1275.7,0,815.28,0.0,2090.98,No,Yes,96065
70,6,44.44,,No,,45,0,Mount Shasta,2672,Two Year,United States,1394-SUIUH,Stayed,No,No,Female,Yes,Fiber Optic,"41.33832, -122.290756",41.33832,-122.290756,Yes,85.15,No,0,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,7309,Yes,Q3,Yes,4,Yes,California,No,No,No,44,3670.5,0,1955.36,0.0,5625.86,No,Yes,96067
79,28,0.0,,No,,34,0,Mount Shasta,5607,Two Year,United States,3908-MKIMJ,Stayed,No,Yes,Male,Yes,Cable,"41.33832, -122.290756",41.33832,-122.290756,Yes,41.95,No,0,9,,Yes,Yes,Yes,Bank Withdrawal,No,7309,No,Q3,Yes,3,Yes,California,No,No,No,68,2965.75,0,0.0,0.0,2965.75,No,Yes,96067
24,0,34.02,,No,,78,0,Mount Shasta,2842,Month-to-Month,United States,8246-SHFGA,Stayed,No,No,Male,No,,"41.33832, -122.290756",41.33832,-122.290756,No,21.1,No,0,0,,No,No,No,Credit Card,Yes,7309,No,Q3,No,3,No,California,No,No,No,17,385.55,0,578.34,0.0,963.89,Yes,No,96067
19,59,0.0,,No,,65,0,Mount Shasta,4034,Month-to-Month,United States,3665-JATSN,Stayed,No,No,Female,Yes,DSL,"41.33832, -122.290756",41.33832,-122.290756,No,39.7,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,7309,No,Q3,No,5,No,California,Yes,Yes,No,19,710.05,110,0.0,0.0,820.05,Yes,No,96067
77,2,5.51,,No,,54,0,Vina,4240,Two Year,United States,8565-WUXZU,Stayed,No,No,Male,Yes,Fiber Optic,"39.955164, -122.018567",39.955164,-122.018567,Yes,84.8,No,0,7,,Yes,Yes,Yes,Credit Card,Yes,439,Yes,Q3,Yes,4,Yes,California,No,No,No,72,6141.65,0,396.72,0.0,6538.37,No,Yes,96092
39,15,34.63,Dissatisfaction,Yes,Lack of self-service on Website,90,1,Vina,2510,Month-to-Month,United States,6906-ANDWJ,Churned,No,No,Male,Yes,Fiber Optic,"39.955164, -122.018567",39.955164,-122.018567,Yes,74.9,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,439,No,Q3,Yes,2,No,California,No,No,No,15,1107.25,0,519.45,0.0,1626.7,No,Yes,96092
52,27,30.54,,No,,52,0,Vina,4059,Month-to-Month,United States,9620-ENEJV,Stayed,No,No,Female,Yes,Fiber Optic,"39.955164, -122.018567",39.955164,-122.018567,No,70.55,No,0,0,Offer E,No,No,No,Credit Card,Yes,439,No,Q3,No,3,No,California,No,No,No,6,433.95,0,183.24,0.0,617.19,No,Yes,96092
65,29,40.65,,No,,42,0,Likely,5688,One Year,United States,2055-BFOCC,Stayed,No,Yes,Male,Yes,DSL,"41.266008, -120.490731",41.266008,-120.490731,Yes,84.0,No,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,277,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,63,5329.55,0,2560.95,0.0,7890.5,No,Yes,96116
68,2,45.43,,No,,47,0,Likely,4277,One Year,United States,2453-SAFNS,Stayed,No,No,Female,Yes,Cable,"41.266008, -120.490731",41.266008,-120.490731,No,72.1,Yes,0,0,Offer B,Yes,No,No,Credit Card,Yes,277,Yes,Q3,No,5,Yes,California,No,No,Yes,54,3886.05,0,2453.22,0.0,6339.27,No,Yes,96116
54,0,4.26,,No,,27,0,Likely,5651,One Year,United States,4323-ELYYB,Stayed,Yes,No,Male,No,,"41.266008, -120.490731",41.266008,-120.490731,Yes,20.0,No,2,7,,No,No,No,Credit Card,Yes,277,No,Q3,Yes,3,No,California,No,No,No,13,218.55,0,55.38,0.0,273.93,No,No,96116
79,0,44.91,,No,,61,0,Portola,5644,One Year,United States,4584-LBNMK,Stayed,No,No,Male,No,,"39.786755, -120.445626",39.786755,-120.445626,Yes,24.7,Yes,0,5,,No,No,No,Credit Card,Yes,4236,No,Q3,Yes,4,Yes,California,No,No,No,45,1174.35,0,2020.95,0.0,3195.3,No,No,96122
78,18,19.2,,No,,63,0,Portola,5125,Month-to-Month,United States,7426-GSWPO,Stayed,No,No,Male,Yes,Fiber Optic,"39.786755, -120.445626",39.786755,-120.445626,No,103.5,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,4236,No,Q3,No,3,Yes,California,Yes,Yes,Yes,64,6548.65,0,1228.8,0.0,7777.45,No,Yes,96122
24,0,23.47,,No,,26,0,Portola,5188,One Year,United States,1085-LDWAM,Stayed,Yes,No,Female,No,,"39.786755, -120.445626",39.786755,-120.445626,Yes,20.35,No,2,5,,No,No,Yes,Credit Card,Yes,4236,No,Q3,Yes,3,No,California,No,No,No,69,1442.65,0,1619.43,0.0,3062.08,Yes,No,96122
71,4,12.67,,No,,34,0,Ravendale,4735,Two Year,United States,3898-GUYTS,Stayed,No,No,Female,Yes,Fiber Optic,"40.845738, -120.322219",40.845738,-120.322219,No,97.05,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,61,Yes,Q3,No,3,Yes,California,No,No,Yes,45,4385.05,0,570.15,0.0,4955.2,No,Yes,96123
59,27,17.83,,No,,37,0,Ravendale,2904,Month-to-Month,United States,7586-ZATGZ,Stayed,No,No,Male,Yes,Fiber Optic,"40.845738, -120.322219",40.845738,-120.322219,No,84.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,61,No,Q3,No,4,No,California,No,No,Yes,40,3369.05,0,713.2,0.0,4082.25,No,Yes,96123
61,0,7.11,,No,,78,0,Ravendale,5945,Two Year,United States,3389-KTRXV,Stayed,Yes,No,Female,No,,"40.845738, -120.322219",40.845738,-120.322219,Yes,23.85,Yes,3,0,,No,No,No,Credit Card,Yes,61,No,Q3,No,5,No,California,No,No,No,23,625.65,0,163.53,0.0,789.18,No,No,96123
70,5,22.02,,No,,47,0,Standish,5111,Two Year,United States,3703-KBKZP,Stayed,No,No,Male,Yes,Fiber Optic,"40.346634, -120.386422",40.346634,-120.386422,No,74.45,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,408,No,Q3,No,5,Yes,California,No,No,No,16,1261.35,0,352.32,0.0,1613.67,No,Yes,96128
25,0,13.67,,No,,70,0,Standish,4200,One Year,United States,1371-OJCEK,Stayed,No,No,Female,No,,"40.346634, -120.386422",40.346634,-120.386422,No,24.35,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,408,No,Q3,No,5,No,California,No,No,No,48,1133.7,0,656.16,0.0,1789.86,Yes,No,96128
56,0,27.62,,No,,58,0,Standish,3163,Two Year,United States,1843-TLSGD,Stayed,Yes,No,Female,No,,"40.346634, -120.386422",40.346634,-120.386422,Yes,20.85,No,3,6,,No,No,No,Credit Card,Yes,408,No,Q3,Yes,4,No,California,No,No,No,13,272.35,0,359.06,0.0,631.41,No,No,96128
47,6,3.26,,No,,41,0,Standish,2074,One Year,United States,3205-MXZRA,Stayed,No,No,Male,Yes,DSL,"40.346634, -120.386422",40.346634,-120.386422,No,59.45,No,0,0,Offer C,No,No,No,Credit Card,Yes,408,Yes,Q3,No,4,No,California,No,No,Yes,26,1507.0,0,84.76,0.0,1591.76,No,Yes,96128
73,12,36.75,,No,,67,0,Tahoe City,2217,Two Year,United States,5117-IFGPS,Stayed,No,No,Male,Yes,Fiber Optic,"39.178337, -120.162806",39.178337,-120.162806,Yes,84.3,Yes,0,7,Offer C,No,No,Yes,Bank Withdrawal,Yes,4002,No,Q3,Yes,3,Yes,California,Yes,Yes,No,29,2357.75,0,1065.75,0.0,3423.5,No,Yes,96145
39,3,32.67,,No,,55,0,Tahoe City,4629,One Year,United States,4282-MSACW,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.178337, -120.162806",39.178337,-120.162806,No,117.2,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,4002,Yes,Q3,No,3,No,California,Yes,Yes,Yes,68,8035.95,0,2221.56,0.0,10257.51,No,Yes,96145
48,11,22.14,,No,,36,0,Tahoe City,3516,Month-to-Month,United States,2257-BOVXD,Stayed,No,No,Male,Yes,DSL,"39.178337, -120.162806",39.178337,-120.162806,Yes,66.6,Yes,0,3,,No,No,Yes,Credit Card,Yes,4002,Yes,Q3,Yes,3,No,California,No,No,Yes,14,979.5,0,309.96,0.0,1289.46,No,Yes,96145
65,23,0.0,,No,,31,0,Los Angeles,5583,Two Year,United States,2197-OMWGI,Stayed,Yes,Yes,Female,Yes,DSL,"34.043144, -118.251977",34.043144,-118.251977,Yes,53.0,No,1,4,,Yes,No,Yes,Bank Withdrawal,No,3524,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,68,3656.25,0,0.0,0.0,3656.25,No,Yes,90014
57,8,6.18,Price,Yes,Extra data charges,77,1,Los Angeles,2712,Month-to-Month,United States,4829-AUOAX,Churned,No,No,Female,Yes,Cable,"34.043144, -118.251977",34.043144,-118.251977,No,96.05,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,3524,No,Q3,No,2,No,California,Yes,Yes,Yes,46,4399.5,80,284.28,0.0,4763.78,No,No,90014
39,10,5.69,,No,,71,0,Los Angeles,6432,One Year,United States,8091-TTVAX,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.043144, -118.251977",34.043144,-118.251977,Yes,100.35,Yes,0,7,Offer B,No,No,No,Credit Card,Yes,3524,No,Q3,Yes,3,No,California,Yes,Yes,Yes,58,5681.1,0,330.02,0.0,6011.12,No,Yes,90014
34,28,0.0,,No,,79,0,Los Angeles,4362,One Year,United States,9139-TWBAS,Stayed,No,Yes,Female,Yes,Cable,"34.043144, -118.251977",34.043144,-118.251977,Yes,47.85,No,0,10,,Yes,Yes,No,Bank Withdrawal,No,3524,No,Q3,Yes,4,No,California,No,No,Yes,26,1190.5,80,0.0,0.0,1270.5,No,No,90014
79,6,48.15,,No,,43,0,Los Angeles,5870,Two Year,United States,7852-LECYP,Stayed,No,No,Male,Yes,Fiber Optic,"34.049841, -118.33846",34.049841,-118.33846,Yes,93.8,Yes,0,8,Offer D,Yes,Yes,No,Credit Card,Yes,67520,No,Q3,Yes,4,Yes,California,Yes,Yes,No,13,1261.0,0,625.95,0.0,1886.95,No,Yes,90019
61,7,14.67,,No,,73,0,Los Angeles,4479,Two Year,United States,9959-WOFKT,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.049841, -118.33846",34.049841,-118.33846,No,106.7,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,67520,No,Q3,No,3,No,California,Yes,Yes,Yes,71,7382.25,0,1041.57,0.0,8423.82,No,Yes,90019
21,42,1.28,,No,,57,0,Los Angeles,2142,Month-to-Month,United States,5405-ZMYXQ,Stayed,No,No,Female,Yes,Fiber Optic,"34.049841, -118.33846",34.049841,-118.33846,No,74.6,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,67520,No,Q3,No,5,No,California,No,No,No,8,548.9,0,10.24,0.0,559.14,Yes,Yes,90019
40,0,49.39,,No,,22,0,Los Angeles,4312,Two Year,United States,3913-RDSJZ,Stayed,No,No,Female,No,,"34.049841, -118.33846",34.049841,-118.33846,Yes,25.55,Yes,0,9,,No,No,No,Credit Card,Yes,67520,No,Q3,Yes,4,No,California,No,No,No,64,1714.95,0,3160.96,0.0,4875.91,No,No,90019
69,0,15.27,,No,,75,0,Los Angeles,2628,One Year,United States,8595-SIZNC,Stayed,No,No,Female,No,,"34.078991, -118.263804",34.078991,-118.263804,Yes,25.6,Yes,0,5,Offer D,No,No,No,Bank Withdrawal,Yes,73686,No,Q3,Yes,4,Yes,California,No,No,No,22,548.8,0,335.94,0.0,884.74,No,No,90026
19,71,41.32,Competitor,Yes,Competitor had better devices,91,1,Los Angeles,3918,Month-to-Month,United States,9259-PACGQ,Churned,No,No,Female,Yes,Cable,"34.078991, -118.263804",34.078991,-118.263804,Yes,62.65,Yes,0,1,,Yes,Yes,No,Bank Withdrawal,Yes,73686,Yes,Q3,Yes,1,No,California,No,No,No,34,2274.9,0,1404.88,0.0,3679.78,Yes,Yes,90026
42,30,5.29,,No,,79,0,Los Angeles,4986,Month-to-Month,United States,6322-HRPFA,Stayed,Yes,No,Male,Yes,Cable,"34.078991, -118.263804",34.078991,-118.263804,Yes,59.6,No,2,3,Offer B,Yes,Yes,No,Credit Card,Yes,73686,Yes,Q3,Yes,3,No,California,No,No,No,49,2970.3,0,259.21,0.0,3229.51,No,Yes,90026
27,73,6.5,,No,,62,0,Los Angeles,2841,Month-to-Month,United States,0793-TWELN,Stayed,No,No,Female,Yes,Fiber Optic,"34.078991, -118.263804",34.078991,-118.263804,No,80.15,Yes,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,73686,No,Q3,No,3,No,California,No,No,No,4,319.85,0,26.0,0.0,345.85,Yes,Yes,90026
20,51,10.05,,No,,58,0,Los Angeles,4063,Month-to-Month,United States,1640-PLFMP,Joined,No,No,Female,Yes,Fiber Optic,"34.078991, -118.263804",34.078991,-118.263804,No,70.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,73686,No,Q3,No,4,No,California,No,No,No,1,70.25,10,10.05,0.0,90.3,Yes,No,90026
73,28,0.0,,No,,51,0,Los Angeles,5491,Month-to-Month,United States,3528-HFRIQ,Stayed,No,Yes,Male,Yes,Cable,"34.137411, -118.328915",34.137411,-118.328915,Yes,52.3,No,0,10,,Yes,No,Yes,Bank Withdrawal,No,21728,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,71,3765.05,40,0.0,0.0,3805.05,No,No,90068
76,21,3.43,,No,,35,0,Los Angeles,5907,Month-to-Month,United States,0822-QGCXA,Stayed,No,Yes,Female,Yes,DSL,"34.137411, -118.328915",34.137411,-118.328915,Yes,83.85,Yes,0,5,Offer C,Yes,No,No,Bank Withdrawal,Yes,21728,Yes,Q3,Yes,5,Yes,California,Yes,Yes,Yes,27,2310.2,0,92.61,0.0,2402.81,No,Yes,90068
19,58,44.36,Dissatisfaction,Yes,Network reliability,89,1,Los Angeles,2833,Month-to-Month,United States,3658-KIBGF,Churned,No,No,Female,Yes,DSL,"34.137411, -118.328915",34.137411,-118.328915,No,54.9,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,21728,No,Q3,No,1,No,California,No,Yes,No,1,54.9,0,44.36,0.0,99.26,Yes,Yes,90068
61,0,25.21,,No,,62,0,Los Angeles,5408,Two Year,United States,3957-SQXML,Stayed,No,No,Female,No,,"34.137411, -118.328915",34.137411,-118.328915,Yes,24.95,Yes,0,10,,No,No,No,Credit Card,Yes,21728,No,Q3,Yes,3,No,California,No,No,No,34,894.3,0,857.14,0.0,1751.44,No,No,90068
21,42,29.74,,No,,36,0,Los Angeles,5269,Month-to-Month,United States,6435-SRWBJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.137411, -118.328915",34.137411,-118.328915,No,82.75,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,21728,Yes,Q3,No,4,No,California,No,No,No,5,417.75,0,148.7,0.0,566.45,Yes,Yes,90068
65,10,37.62,,No,,78,0,Beverly Hills,3502,Month-to-Month,United States,3320-VEOYC,Stayed,No,No,Male,Yes,Fiber Optic,"34.099891, -118.414338",34.099891,-118.414338,No,95.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,21397,No,Q3,No,3,Yes,California,Yes,Yes,Yes,14,1273.3,0,526.68,0.0,1799.98,No,Yes,90210
43,7,44.97,,No,,33,0,Beverly Hills,4948,One Year,United States,0557-ASKVU,Stayed,No,Yes,Female,Yes,Cable,"34.099891, -118.414338",34.099891,-118.414338,Yes,54.4,No,0,2,Offer D,No,No,Yes,Credit Card,Yes,21397,Yes,Q3,Yes,5,No,California,No,No,No,18,957.1,0,809.46,0.0,1766.56,No,Yes,90210
61,0,47.5,,No,,47,0,Beverly Hills,2320,Two Year,United States,0386-CWRGM,Stayed,Yes,No,Female,No,,"34.099891, -118.414338",34.099891,-118.414338,Yes,19.4,No,1,9,,No,No,No,Credit Card,Yes,21397,No,Q3,Yes,4,No,California,No,No,No,46,967.85,0,2185.0,0.0,3152.85,No,No,90210
34,30,6.8,,No,,31,0,Beverly Hills,4624,Two Year,United States,7109-CQYUZ,Stayed,No,Yes,Male,Yes,DSL,"34.099891, -118.414338",34.099891,-118.414338,No,89.25,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,21397,Yes,Q3,No,3,No,California,Yes,Yes,Yes,52,4652.4,0,353.6,0.0,5006.0,No,Yes,90210
32,11,45.75,,No,,70,0,Beverly Hills,4521,Two Year,United States,5090-EMGTC,Stayed,No,No,Female,Yes,Fiber Optic,"34.099891, -118.414338",34.099891,-118.414338,Yes,100.05,No,0,10,Offer B,Yes,No,Yes,Credit Card,Yes,21397,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,59,6034.85,0,2699.25,0.0,8734.1,No,Yes,90210
68,17,22.05,,No,,54,0,South Gate,4118,One Year,United States,1360-JYXKQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,Yes,99.1,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,96267,Yes,Q3,Yes,5,Yes,California,Yes,Yes,Yes,54,5437.1,0,1190.7,0.0,6627.8,No,Yes,90280
57,26,6.22,,No,,24,0,South Gate,5825,Two Year,United States,7233-PAHHL,Stayed,No,Yes,Male,Yes,DSL,"33.944624, -118.192615",33.944624,-118.192615,Yes,84.0,Yes,0,0,Offer A,No,Yes,Yes,Credit Card,Yes,96267,Yes,Q3,No,4,No,California,Yes,Yes,Yes,66,5714.25,0,410.52,0.0,6124.77,No,Yes,90280
45,14,9.85,,No,,65,0,South Gate,2719,One Year,United States,8952-WCVCD,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,Yes,104.45,No,0,2,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,96267,No,Q3,Yes,3,No,California,Yes,Yes,Yes,41,4162.05,0,403.85,0.0,4565.9,No,Yes,90280
20,76,39.05,,No,,22,0,South Gate,4098,One Year,United States,5578-NKCXI,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,Yes,99.25,No,2,9,,Yes,Yes,No,Credit Card,Yes,96267,No,Q3,Yes,3,No,California,Yes,Yes,Yes,58,5846.65,0,2264.9,0.0,8111.55,Yes,Yes,90280
22,85,15.09,,No,,62,0,South Gate,4634,Two Year,United States,8107-RZLNV,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,Yes,106.3,Yes,0,10,,Yes,No,Yes,Bank Withdrawal,Yes,96267,No,Q3,Yes,5,No,California,Yes,Yes,Yes,72,7565.35,0,1086.48,0.0,8651.83,Yes,Yes,90280
65,22,47.99,,No,,68,0,Long Beach,4977,Month-to-Month,United States,5371-VYLSX,Stayed,No,No,Female,Yes,Fiber Optic,"33.771612, -118.143866",33.771612,-118.143866,No,83.4,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,19034,No,Q3,No,3,Yes,California,No,No,No,50,4113.7,0,2399.5,0.0,6513.2,No,Yes,90814
23,26,18.83,Attitude,Yes,Attitude of support person,86,1,Long Beach,3905,Month-to-Month,United States,3834-XUIFC,Churned,No,No,Male,Yes,Fiber Optic,"33.771612, -118.143866",33.771612,-118.143866,No,85.2,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,19034,No,Q3,No,1,No,California,Yes,Yes,No,7,602.55,0,131.81,0.0,734.36,Yes,Yes,90814
38,27,23.31,,No,,77,0,Long Beach,5511,Two Year,United States,6371-NZYEG,Stayed,No,Yes,Male,Yes,DSL,"33.771612, -118.143866",33.771612,-118.143866,Yes,64.25,No,0,9,,No,Yes,No,Credit Card,Yes,19034,No,Q3,Yes,4,No,California,No,No,Yes,16,1024.0,0,372.96,0.0,1396.96,No,Yes,90814
35,19,34.53,,No,,41,0,Long Beach,5647,One Year,United States,5149-QYTTU,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.771612, -118.143866",33.771612,-118.143866,Yes,95.15,Yes,1,3,Offer A,Yes,Yes,Yes,Credit Card,Yes,19034,Yes,Q3,Yes,3,No,California,No,No,No,71,6770.85,0,2451.63,0.0,9222.48,No,No,90814
38,0,26.99,,No,,58,0,Long Beach,3958,One Year,United States,9845-QOMAD,Stayed,Yes,No,Male,No,,"33.771612, -118.143866",33.771612,-118.143866,Yes,19.75,No,2,6,Offer D,No,No,No,Credit Card,Yes,19034,No,Q3,Yes,3,No,California,No,No,No,14,309.35,0,377.86,6.49,680.72,No,No,90814
70,10,29.3,,No,,58,0,Glendale,4222,Month-to-Month,United States,8016-NCFVO,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.153338, -118.262974",34.153338,-118.262974,No,116.5,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,14493,Yes,Q3,No,4,Yes,California,Yes,No,Yes,55,6382.55,0,1611.5,0.0,7994.05,No,Yes,91203
37,15,2.96,Price,Yes,Price too high,78,1,Glendale,2919,Month-to-Month,United States,6221-AVQYL,Churned,No,No,Male,Yes,Fiber Optic,"34.153338, -118.262974",34.153338,-118.262974,No,73.25,Yes,0,0,,No,No,Yes,Credit Card,Yes,14493,No,Q3,No,1,No,California,No,No,No,2,131.05,0,5.92,0.0,136.97,No,Yes,91203
62,0,48.25,Price,Yes,Long distance charges,69,1,Glendale,4197,Month-to-Month,United States,7839-QRKXN,Churned,No,No,Female,No,,"34.153338, -118.262974",34.153338,-118.262974,No,20.2,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,14493,No,Q3,No,1,No,California,No,No,No,1,20.2,0,48.25,0.0,68.45,No,No,91203
25,41,47.36,,No,,48,0,Glendale,3575,Month-to-Month,United States,6582-OIVSP,Joined,No,No,Female,Yes,Cable,"34.153338, -118.262974",34.153338,-118.262974,No,45.3,No,0,0,,No,No,No,Credit Card,Yes,14493,No,Q3,No,5,No,California,No,No,No,1,45.3,0,47.36,0.0,92.66,Yes,Yes,91203
33,25,46.23,,No,,35,0,Glendale,5092,Month-to-Month,United States,8286-AFUYI,Joined,No,No,Male,Yes,DSL,"34.153338, -118.262974",34.153338,-118.262974,No,47.95,No,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,14493,No,Q3,No,4,No,California,No,No,No,1,47.95,0,46.23,0.0,94.18,No,Yes,91203
75,3,0.0,,No,,27,0,Agoura Hills,4133,Month-to-Month,United States,1078-TDCRN,Joined,No,No,Female,Yes,DSL,"34.129058, -118.759788",34.129058,-118.759788,Yes,30.75,No,0,7,,Yes,No,Yes,Bank Withdrawal,No,25303,No,Q3,Yes,5,Yes,California,No,No,No,3,82.85,0,0.0,0.0,82.85,No,Yes,91301
53,7,41.88,Attitude,Yes,Attitude of support person,79,1,Agoura Hills,6120,Two Year,United States,6990-YNRIO,Churned,No,Yes,Male,Yes,Fiber Optic,"34.129058, -118.759788",34.129058,-118.759788,Yes,108.65,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,25303,Yes,Q3,No,1,No,California,Yes,Yes,Yes,65,6937.95,0,2722.2,0.0,9660.15,No,Yes,91301
62,53,5.67,Competitor,Yes,Competitor offered higher download speeds,77,1,Agoura Hills,5560,Month-to-Month,United States,8450-JOVAH,Churned,Yes,No,Male,Yes,DSL,"34.129058, -118.759788",34.129058,-118.759788,Yes,56.7,Yes,3,1,,No,Yes,No,Credit Card,Yes,25303,No,Q3,Yes,1,No,California,No,No,No,2,113.55,0,11.34,0.0,124.89,No,Yes,91301
61,0,33.13,,No,,49,0,Agoura Hills,2024,One Year,United States,0956-SYCWG,Stayed,No,No,Female,No,,"34.129058, -118.759788",34.129058,-118.759788,No,19.65,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,25303,No,Q3,No,3,No,California,No,No,No,13,244.8,0,430.69,0.0,675.49,No,No,91301
34,22,0.0,,No,,48,0,Agoura Hills,4699,Month-to-Month,United States,0975-VOOVL,Joined,No,No,Female,Yes,DSL,"34.129058, -118.759788",34.129058,-118.759788,No,29.2,No,0,0,,Yes,No,No,Credit Card,No,25303,No,Q3,No,4,No,California,No,No,No,3,98.5,0,0.0,0.0,98.5,No,Yes,91301
65,2,46.46,,No,,45,0,Newhall,4914,Month-to-Month,United States,5439-WIKXB,Stayed,No,No,Male,Yes,Fiber Optic,"34.370378, -118.504118",34.370378,-118.504118,Yes,94.55,No,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,30742,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,41,3851.45,40,1904.86,0.0,5796.31,No,No,91321
72,24,33.74,,No,,51,0,Newhall,4605,One Year,United States,4323-OHFOW,Stayed,No,No,Female,Yes,Fiber Optic,"34.370378, -118.504118",34.370378,-118.504118,Yes,105.55,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,30742,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,70,7195.35,0,2361.8,0.0,9557.15,No,Yes,91321
28,69,34.44,Attitude,Yes,Attitude of support person,67,1,Newhall,4097,Month-to-Month,United States,0621-TWIEM,Churned,No,No,Male,Yes,Cable,"34.370378, -118.504118",34.370378,-118.504118,No,45.55,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,30742,No,Q3,No,1,No,California,No,Yes,No,10,402.6,0,344.4,0.0,747.0,Yes,Yes,91321
19,51,48.12,,No,,62,0,Newhall,6047,Month-to-Month,United States,6168-YBYNP,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.370378, -118.504118",34.370378,-118.504118,No,111.35,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,30742,Yes,Q3,No,5,No,California,Yes,Yes,Yes,59,6519.75,0,2839.08,0.0,9358.83,Yes,Yes,91321
33,15,13.27,,No,,27,0,Newhall,5978,Two Year,United States,8295-KMENE,Stayed,Yes,Yes,Female,Yes,DSL,"34.370378, -118.504118",34.370378,-118.504118,Yes,76.45,Yes,1,0,,No,Yes,Yes,Credit Card,Yes,30742,Yes,Q3,No,4,No,California,No,No,Yes,59,4519.5,0,782.93,30.22,5272.21,No,Yes,91321
79,24,48.02,,No,,73,0,Burbank,4828,Month-to-Month,United States,1028-FFNJK,Stayed,No,No,Male,Yes,Fiber Optic,"34.213049, -118.317651",34.213049,-118.317651,Yes,101.5,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,25882,Yes,Q3,Yes,5,Yes,California,Yes,No,Yes,30,2917.65,0,1440.6,0.0,4358.25,No,Yes,91504
40,11,26.85,Dissatisfaction,Yes,Poor expertise of phone support,66,1,Burbank,2484,Month-to-Month,United States,8937-RDTHP,Churned,Yes,No,Male,Yes,Fiber Optic,"34.213049, -118.317651",34.213049,-118.317651,No,84.6,No,1,0,,No,Yes,Yes,Credit Card,Yes,25882,No,Q3,No,2,No,California,Yes,Yes,No,1,84.6,0,26.85,0.0,111.45,No,Yes,91504
50,21,20.29,,No,,80,0,Burbank,3616,One Year,United States,2039-JONDJ,Stayed,No,No,Male,Yes,DSL,"34.213049, -118.317651",34.213049,-118.317651,No,55.45,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,25882,No,Q3,No,3,No,California,No,No,No,27,1477.65,0,547.83,0.0,2025.48,No,Yes,91504
33,23,18.0,,No,,57,0,Burbank,2742,Month-to-Month,United States,2254-DLXRI,Joined,No,No,Female,Yes,Fiber Optic,"34.213049, -118.317651",34.213049,-118.317651,No,79.15,Yes,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,25882,No,Q3,No,4,No,California,No,No,No,1,79.15,60,18.0,0.0,157.15,No,No,91504
37,0,8.66,,No,,46,0,Burbank,4136,Month-to-Month,United States,1724-IQWNM,Joined,Yes,No,Male,No,,"34.213049, -118.317651",34.213049,-118.317651,No,19.3,No,1,0,Offer E,No,No,Yes,Credit Card,Yes,25882,No,Q3,No,3,No,California,No,No,No,1,19.3,0,8.66,0.0,27.96,No,No,91504
69,19,49.36,,No,,58,0,Burbank,3733,Month-to-Month,United States,3001-UNBTL,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.169706, -118.323548",34.169706,-118.323548,Yes,103.95,Yes,1,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,18539,No,Q3,Yes,4,Yes,California,Yes,No,Yes,29,2964.8,0,1431.44,0.0,4396.24,No,Yes,91506
47,0,4.53,,No,,46,0,Burbank,5491,Month-to-Month,United States,1984-GPTEH,Stayed,No,No,Female,No,,"34.169706, -118.323548",34.169706,-118.323548,No,25.15,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,18539,No,Q3,No,4,No,California,No,No,No,29,702.0,0,131.37,0.0,833.37,No,No,91506
60,13,21.17,,No,,73,0,Burbank,5356,Two Year,United States,6695-FRVEC,Stayed,No,Yes,Male,Yes,Cable,"34.169706, -118.323548",34.169706,-118.323548,Yes,60.4,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,18539,Yes,Q3,Yes,3,No,California,No,No,No,67,3953.7,40,1418.39,0.0,5412.09,No,No,91506
22,27,33.69,,No,,55,0,Burbank,5502,Two Year,United States,9028-LIHRP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.169706, -118.323548",34.169706,-118.323548,Yes,100.2,No,1,1,,Yes,Yes,No,Credit Card,Yes,18539,Yes,Q3,Yes,3,No,California,No,No,Yes,71,7209.0,0,2391.99,0.0,9600.99,Yes,Yes,91506
42,0,16.35,,No,,70,0,Burbank,5221,One Year,United States,5546-QUERU,Stayed,No,No,Male,No,,"34.169706, -118.323548",34.169706,-118.323548,No,19.95,No,0,0,,No,No,Yes,Credit Card,Yes,18539,No,Q3,No,3,No,California,No,No,No,13,257.0,0,212.55,0.0,469.55,No,No,91506
69,30,0.0,,No,,33,0,Covina,3511,Month-to-Month,United States,4282-ACRXS,Stayed,No,No,Male,Yes,Cable,"34.084747, -117.886844",34.084747,-117.886844,Yes,24.85,No,0,2,Offer C,No,No,Yes,Bank Withdrawal,No,17554,No,Q3,Yes,3,Yes,California,No,No,No,38,955.75,0,0.0,0.0,955.75,No,Yes,91723
37,9,11.35,Attitude,Yes,Attitude of support person,77,1,Covina,5687,Month-to-Month,United States,0322-YINQP,Churned,No,No,Male,Yes,DSL,"34.084747, -117.886844",34.084747,-117.886844,No,48.55,No,0,0,,No,Yes,Yes,Credit Card,Yes,17554,No,Q3,No,1,No,California,No,No,No,1,48.55,0,11.35,0.0,59.9,No,Yes,91723
25,0,24.57,,No,,74,0,Covina,2347,Two Year,United States,0754-EEBDC,Stayed,Yes,No,Male,No,,"34.084747, -117.886844",34.084747,-117.886844,Yes,19.9,No,1,1,Offer E,No,No,No,Mailed Check,Yes,17554,No,Q3,Yes,4,No,California,No,No,No,4,76.65,0,98.28,0.0,174.93,Yes,No,91723
40,7,49.42,,No,,62,0,Covina,5228,Two Year,United States,6999-CHVCF,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.084747, -117.886844",34.084747,-117.886844,No,102.1,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,17554,No,Q3,No,3,No,California,Yes,Yes,No,68,7149.35,0,3360.56,0.0,10509.91,No,Yes,91723
56,0,29.5,,No,,71,0,Covina,6444,Two Year,United States,4534-WGCIR,Stayed,Yes,No,Female,No,,"34.084747, -117.886844",34.084747,-117.886844,Yes,25.15,Yes,2,1,,No,No,No,Credit Card,Yes,17554,No,Q3,Yes,4,No,California,No,No,No,58,1509.9,0,1711.0,0.0,3220.9,No,No,91723
77,20,3.83,,No,,23,0,Glendora,3689,Month-to-Month,United States,7668-XCFYV,Stayed,No,No,Female,Yes,Fiber Optic,"34.14649, -117.849815",34.14649,-117.849815,Yes,92.55,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,24973,No,Q3,Yes,3,Yes,California,Yes,No,Yes,17,1614.7,0,65.11,0.0,1679.81,No,Yes,91741
34,22,24.16,Other,Yes,Moved,72,1,Glendora,2729,Month-to-Month,United States,5998-VVEJY,Churned,No,No,Male,Yes,Fiber Optic,"34.14649, -117.849815",34.14649,-117.849815,No,80.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,24973,Yes,Q3,No,3,No,California,No,No,No,26,2088.8,0,628.16,0.0,2716.96,No,Yes,91741
46,21,19.8,,No,,33,0,Glendora,5068,One Year,United States,6655-LHBYW,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.14649, -117.849815",34.14649,-117.849815,No,114.35,Yes,0,0,Offer B,Yes,Yes,No,Credit Card,Yes,24973,Yes,Q3,No,3,No,California,Yes,Yes,Yes,50,5791.1,10,990.0,0.0,6791.1,No,No,91741
64,0,21.09,,No,,27,0,Glendora,2874,One Year,United States,3750-YHRYO,Stayed,No,No,Male,No,,"34.14649, -117.849815",34.14649,-117.849815,Yes,20.65,No,0,1,,No,No,No,Mailed Check,Yes,24973,No,Q3,Yes,5,No,California,No,No,No,7,150.0,0,147.63,0.0,297.63,No,No,91741
23,41,23.68,,No,,72,0,Glendora,2985,Two Year,United States,8792-AOROI,Stayed,No,No,Female,Yes,DSL,"34.14649, -117.849815",34.14649,-117.849815,Yes,65.5,No,0,1,Offer E,No,Yes,No,Credit Card,Yes,24973,Yes,Q3,Yes,3,No,California,Yes,Yes,No,8,564.35,0,189.44,0.0,753.79,Yes,Yes,91741
65,9,36.49,,No,,80,0,West Covina,4872,Two Year,United States,8777-MBMTS,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.061634, -117.893169",34.061634,-117.893169,Yes,105.85,No,0,10,Offer B,Yes,No,Yes,Credit Card,Yes,30458,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,65,6725.5,0,2371.85,0.0,9097.35,No,Yes,91791
52,28,1.51,Other,Yes,Don't know,68,1,West Covina,4643,Month-to-Month,United States,9512-UIBFX,Churned,No,Yes,Male,Yes,Fiber Optic,"34.061634, -117.893169",34.061634,-117.893169,Yes,95.15,No,0,6,,No,No,No,Credit Card,Yes,30458,No,Q3,Yes,3,No,California,Yes,Yes,Yes,18,1779.95,0,27.18,10.17,1796.96,No,Yes,91791
56,12,47.18,,No,,63,0,West Covina,4207,One Year,United States,2239-CGBUZ,Stayed,No,No,Female,Yes,Cable,"34.061634, -117.893169",34.061634,-117.893169,Yes,60.5,No,0,4,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,30458,Yes,Q3,Yes,3,No,California,No,No,No,51,3145.15,0,2406.18,0.0,5551.33,No,Yes,91791
27,59,26.03,,No,,60,0,West Covina,2907,Month-to-Month,United States,9643-YBLUR,Stayed,No,Yes,Male,Yes,Cable,"34.061634, -117.893169",34.061634,-117.893169,Yes,69.05,Yes,0,4,Offer E,Yes,No,Yes,Credit Card,Yes,30458,No,Q3,Yes,4,No,California,Yes,Yes,No,9,653.95,0,234.27,0.0,888.22,Yes,Yes,91791
53,29,36.18,,No,,29,0,West Covina,5921,One Year,United States,1545-ACTAS,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.061634, -117.893169",34.061634,-117.893169,Yes,99.7,No,2,2,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,30458,No,Q3,Yes,3,No,California,Yes,Yes,Yes,48,4977.2,0,1736.64,0.0,6713.84,No,Yes,91791
65,19,2.86,,No,,49,0,La Mesa,2009,Month-to-Month,United States,5419-JKZNQ,Stayed,No,No,Male,Yes,Fiber Optic,"32.759327, -116.99726",32.759327,-116.99726,Yes,77.9,Yes,0,1,,No,No,No,Mailed Check,Yes,44652,No,Q3,Yes,3,Yes,California,No,No,No,30,2351.45,0,85.8,0.0,2437.25,No,Yes,91941
44,15,0.0,,No,,24,0,La Mesa,4864,Two Year,United States,8181-YHCMF,Stayed,No,Yes,Female,Yes,DSL,"32.759327, -116.99726",32.759327,-116.99726,Yes,60.3,No,0,8,,Yes,No,No,Credit Card,No,44652,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,4109.0,0,0.0,0.0,4109.0,No,Yes,91941
56,53,8.18,,No,,41,0,La Mesa,6136,Month-to-Month,United States,0701-RFGFI,Stayed,Yes,No,Female,Yes,Fiber Optic,"32.759327, -116.99726",32.759327,-116.99726,Yes,95.4,Yes,6,6,Offer B,No,No,Yes,Bank Withdrawal,Yes,44652,No,Q3,Yes,5,No,California,Yes,Yes,Yes,49,4613.95,0,400.82,0.0,5014.77,No,Yes,91941
20,59,46.68,,No,,59,0,La Mesa,3161,One Year,United States,9987-LUTYD,Stayed,No,No,Female,Yes,DSL,"32.759327, -116.99726",32.759327,-116.99726,No,55.15,No,0,0,Offer D,No,Yes,No,Credit Card,Yes,44652,Yes,Q3,No,4,No,California,No,Yes,No,13,742.9,0,606.84,0.0,1349.74,Yes,Yes,91941
32,0,26.67,,No,,23,0,La Mesa,5506,Two Year,United States,0508-SQWPL,Stayed,Yes,No,Female,No,,"32.759327, -116.99726",32.759327,-116.99726,Yes,20.1,No,3,9,Offer B,No,No,Yes,Bank Withdrawal,Yes,44652,No,Q3,Yes,5,No,California,No,No,No,57,1087.7,0,1520.19,0.0,2607.89,No,No,91941
77,16,32.56,,No,,77,0,Lemon Grove,4425,Two Year,United States,1409-PHXTF,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.733564, -117.033713",32.733564,-117.033713,Yes,110.45,Yes,0,5,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,24961,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,54,6077.75,0,1758.24,0.0,7835.99,No,Yes,91945
42,0,40.33,,No,,76,0,Lemon Grove,5320,Two Year,United States,1248-DYXUB,Stayed,Yes,No,Male,No,,"32.733564, -117.033713",32.733564,-117.033713,Yes,24.8,Yes,3,1,Offer B,No,No,No,Credit Card,Yes,24961,No,Q3,Yes,5,No,California,No,No,No,52,1229.1,0,2097.16,0.0,3326.26,No,No,91945
25,82,44.74,,No,,72,0,Lemon Grove,3358,Month-to-Month,United States,5619-PTMIK,Stayed,No,No,Female,Yes,DSL,"32.733564, -117.033713",32.733564,-117.033713,Yes,53.1,Yes,0,1,Offer B,No,Yes,No,Bank Withdrawal,Yes,24961,No,Q3,Yes,3,No,California,No,Yes,No,46,2459.8,0,2058.04,0.0,4517.84,Yes,Yes,91945
21,30,15.44,,No,,59,0,Lemon Grove,4148,One Year,United States,4488-KQFDT,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.733564, -117.033713",32.733564,-117.033713,No,103.95,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,24961,No,Q3,No,4,No,California,Yes,Yes,Yes,61,6423.0,0,941.84,0.0,7364.84,Yes,Yes,91945
45,26,46.45,,No,,46,0,Lemon Grove,5874,One Year,United States,8213-TAZPM,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.733564, -117.033713",32.733564,-117.033713,Yes,108.75,Yes,1,5,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,24961,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,7493.05,100,3205.05,0.0,10798.1,No,No,91945
77,30,0.0,,No,,49,0,National City,5829,Month-to-Month,United States,9591-YVTEB,Stayed,No,No,Male,Yes,DSL,"32.67102, -117.095235",32.67102,-117.095235,No,44.85,No,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,62355,No,Q3,No,3,Yes,California,No,No,Yes,55,2479.05,0,0.0,0.0,2479.05,No,Yes,91950
60,7,32.46,,No,,44,0,National City,5625,Two Year,United States,4115-BNPJY,Stayed,No,Yes,Male,Yes,DSL,"32.67102, -117.095235",32.67102,-117.095235,Yes,75.55,No,0,7,,No,No,No,Credit Card,Yes,62355,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,29,2054.4,0,941.34,0.0,2995.74,No,Yes,91950
52,19,0.0,,No,,21,0,National City,5100,Month-to-Month,United States,5882-CMAZQ,Stayed,Yes,No,Female,Yes,DSL,"32.67102, -117.095235",32.67102,-117.095235,Yes,34.25,No,2,9,,Yes,No,No,Bank Withdrawal,No,62355,Yes,Q3,Yes,5,No,California,No,No,No,5,163.55,0,0.0,0.0,163.55,No,Yes,91950
29,59,21.64,,No,,66,0,National City,2640,Two Year,United States,5693-PIPCS,Stayed,No,No,Male,Yes,Fiber Optic,"32.67102, -117.095235",32.67102,-117.095235,No,99.65,No,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,62355,Yes,Q3,No,5,No,California,Yes,Yes,Yes,41,4220.35,0,887.24,0.0,5107.59,Yes,Yes,91950
57,24,2.56,,No,,22,0,National City,4508,Two Year,United States,1304-SEGFY,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.67102, -117.095235",32.67102,-117.095235,Yes,97.85,Yes,0,7,Offer A,No,No,Yes,Bank Withdrawal,Yes,62355,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6841.3,0,184.32,0.0,7025.62,No,Yes,91950
73,23,6.94,,No,,35,0,Del Mar,5360,One Year,United States,6723-WSNTY,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.948262, -117.256086",32.948262,-117.256086,Yes,108.1,Yes,0,3,,Yes,No,Yes,Credit Card,Yes,13945,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,66,7181.95,0,458.04,0.0,7639.99,No,Yes,92014
22,69,35.59,Attitude,Yes,Attitude of support person,72,1,Del Mar,5276,Month-to-Month,United States,1450-SKCVI,Churned,No,No,Female,Yes,Fiber Optic,"32.948262, -117.256086",32.948262,-117.256086,No,73.85,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,13945,No,Q3,No,3,No,California,No,Yes,No,56,4092.85,0,1993.04,0.0,6085.89,Yes,Yes,92014
20,47,45.66,,No,,66,0,Del Mar,5096,Two Year,United States,3569-JFODW,Stayed,Yes,Yes,Female,Yes,DSL,"32.948262, -117.256086",32.948262,-117.256086,Yes,90.95,Yes,1,2,,Yes,Yes,No,Credit Card,Yes,13945,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6652.45,0,3287.52,0.0,9939.97,Yes,Yes,92014
70,2,9.18,,No,,54,0,Ranchita,5211,Month-to-Month,United States,2144-BFDSO,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.215251, -116.53633",33.215251,-116.53633,Yes,108.75,Yes,0,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,339,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,50,5431.9,0,459.0,0.0,5890.9,No,Yes,92066
33,13,39.82,,No,,63,0,Ranchita,2595,One Year,United States,0607-MVMGC,Stayed,No,Yes,Male,Yes,DSL,"33.215251, -116.53633",33.215251,-116.53633,Yes,78.75,Yes,0,3,,Yes,No,No,Credit Card,Yes,339,No,Q3,Yes,3,No,California,Yes,Yes,Yes,45,3600.65,0,1791.9,0.0,5392.55,No,Yes,92066
50,0,46.24,,No,,74,0,Ranchita,6160,One Year,United States,9451-WLYRI,Stayed,No,No,Female,No,,"33.215251, -116.53633",33.215251,-116.53633,Yes,19.05,No,0,5,Offer B,No,No,No,Credit Card,Yes,339,No,Q3,Yes,5,No,California,No,No,No,53,990.45,0,2450.72,0.0,3441.17,No,No,92066
36,18,34.62,,No,,32,0,Ranchita,5570,One Year,United States,2898-MRKPI,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.215251, -116.53633",33.215251,-116.53633,Yes,101.05,Yes,1,10,Offer A,Yes,No,Yes,Credit Card,Yes,339,No,Q3,Yes,4,No,California,Yes,Yes,Yes,68,6770.5,0,2354.16,0.0,9124.66,No,Yes,92066
71,25,36.71,,No,,40,0,Santa Ysabel,5084,Month-to-Month,United States,5647-FXOTP,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.174725, -116.743329",33.174725,-116.743329,Yes,105.9,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,1143,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,60,6401.25,110,2202.6,0.0,8713.85,No,No,92070
22,59,23.2,,No,,26,0,Santa Ysabel,4172,Month-to-Month,United States,7520-HQWJU,Stayed,Yes,Yes,Female,Yes,DSL,"33.174725, -116.743329",33.174725,-116.743329,Yes,67.45,Yes,1,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,1143,No,Q3,Yes,3,No,California,No,No,No,66,4508.65,0,1531.2,41.67,5998.18,Yes,Yes,92070
62,0,20.46,,No,,37,0,Santa Ysabel,2203,One Year,United States,8022-BECSI,Stayed,No,No,Male,No,,"33.174725, -116.743329",33.174725,-116.743329,No,19.6,No,0,0,,No,No,No,Credit Card,Yes,1143,No,Q3,No,5,No,California,No,No,No,22,422.5,0,450.12,0.0,872.62,No,No,92070
47,29,35.13,,No,,46,0,Santa Ysabel,3446,One Year,United States,9738-QLWTP,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.174725, -116.743329",33.174725,-116.743329,No,81.9,No,0,0,,No,No,No,Bank Withdrawal,Yes,1143,Yes,Q3,No,4,No,California,No,No,No,39,3219.75,0,1370.07,0.0,4589.82,No,Yes,92070
54,52,47.06,,No,,44,0,Santa Ysabel,5756,Month-to-Month,United States,2075-RMJIK,Stayed,Yes,No,Female,Yes,Cable,"33.174725, -116.743329",33.174725,-116.743329,Yes,49.4,No,3,3,,No,Yes,Yes,Mailed Check,Yes,1143,No,Q3,Yes,4,No,California,No,No,No,5,232.55,10,235.3,0.0,477.85,No,No,92070
75,29,17.65,,No,,39,0,Pioneertown,5570,Month-to-Month,United States,2786-GCDPI,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,No,104.95,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,354,Yes,Q3,No,5,Yes,California,Yes,No,Yes,50,5222.35,0,882.5,0.0,6104.85,No,Yes,92268
23,42,45.24,,No,,57,0,Pioneertown,5582,Two Year,United States,4686-GEFRM,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,Yes,98.7,Yes,0,5,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,354,Yes,Q3,Yes,3,No,California,Yes,Yes,No,70,6858.9,0,3166.8,0.0,10025.7,Yes,Yes,92268
50,25,47.73,,No,,27,0,Pioneertown,2508,Month-to-Month,United States,9079-LWTFD,Stayed,No,No,Male,Yes,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,No,100.75,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,354,Yes,Q3,No,3,No,California,No,No,Yes,47,4669.2,0,2243.31,0.0,6912.51,No,Yes,92268
42,8,32.16,,No,,72,0,Pioneertown,5387,Month-to-Month,United States,1097-FSPVW,Stayed,No,Yes,Female,Yes,DSL,"34.201108, -116.593456",34.201108,-116.593456,No,54.55,No,0,0,Offer B,No,Yes,No,Credit Card,Yes,354,No,Q3,No,3,No,California,No,No,No,42,2455.05,0,1350.72,0.0,3805.77,No,Yes,92268
53,10,21.39,,No,,44,0,Pioneertown,2770,Month-to-Month,United States,7398-LXGYX,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,Yes,84.8,Yes,0,2,Offer B,No,Yes,Yes,Credit Card,Yes,354,No,Q3,Yes,4,No,California,No,No,No,44,3626.35,0,941.16,43.96,4523.55,No,Yes,92268
78,23,46.65,,No,,62,0,Helendale,4845,One Year,United States,3733-UOCWF,Stayed,No,No,Male,Yes,Fiber Optic,"34.757783, -117.33997",34.757783,-117.33997,Yes,85.55,Yes,0,5,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,4948,Yes,Q3,Yes,4,Yes,California,No,No,No,61,5251.75,0,2845.65,0.0,8097.4,No,Yes,92342
35,16,27.34,,No,,51,0,Helendale,2037,One Year,United States,5149-CUZUJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.757783, -117.33997",34.757783,-117.33997,Yes,92.9,No,0,1,,Yes,No,No,Bank Withdrawal,Yes,4948,Yes,Q3,Yes,3,No,California,No,No,Yes,28,2768.35,0,765.52,0.0,3533.87,No,Yes,92342
19,51,40.32,,No,,44,0,Helendale,2626,Month-to-Month,United States,0842-IWYCP,Stayed,No,No,Female,Yes,Cable,"34.757783, -117.33997",34.757783,-117.33997,No,44.95,No,0,0,,No,No,No,Bank Withdrawal,Yes,4948,No,Q3,No,5,No,California,No,No,No,46,2168.9,0,1854.72,0.0,4023.62,Yes,Yes,92342
29,71,27.34,,No,,53,0,Helendale,5510,Month-to-Month,United States,8617-ENBDS,Joined,No,Yes,Male,Yes,Fiber Optic,"34.757783, -117.33997",34.757783,-117.33997,No,73.6,No,0,0,,No,No,Yes,Credit Card,Yes,4948,No,Q3,No,5,No,California,No,No,No,3,232.5,10,82.02,0.0,324.52,Yes,No,92342
66,22,32.37,,No,,69,0,Lytle Creek,6072,Two Year,United States,7173-TETGO,Stayed,No,No,Female,Yes,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,Yes,78.5,Yes,0,4,Offer A,No,Yes,No,Bank Withdrawal,Yes,1090,No,Q3,Yes,3,Yes,California,No,No,No,72,5602.25,0,2330.64,0.0,7932.89,No,Yes,92358
61,2,47.03,Competitor,Yes,Competitor had better devices,91,1,Lytle Creek,2031,Month-to-Month,United States,3811-VBYBZ,Churned,No,No,Male,Yes,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,No,99.8,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1090,No,Q3,No,1,No,California,Yes,Yes,Yes,7,673.25,10,329.21,0.0,1012.46,No,No,92358
58,21,17.9,,No,,73,0,Lytle Creek,4296,Two Year,United States,8984-HPEMB,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,No,118.65,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,1090,Yes,Q3,No,3,No,California,Yes,Yes,Yes,71,8477.6,0,1270.9,0.0,9748.5,No,Yes,92358
37,14,46.16,,No,,67,0,Lytle Creek,4938,Two Year,United States,9351-HXDMR,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,Yes,110.9,Yes,0,6,Offer A,No,Yes,Yes,Credit Card,Yes,1090,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8240.85,0,3323.52,0.0,11564.37,No,Yes,92358
71,26,27.14,,No,,64,0,Oro Grande,5205,Two Year,United States,6435-VWCCY,Stayed,No,No,Male,Yes,Fiber Optic,"34.647959, -117.296957",34.647959,-117.296957,Yes,92.7,Yes,0,3,Offer B,Yes,Yes,Yes,Credit Card,Yes,909,No,Q3,Yes,3,Yes,California,No,No,Yes,65,5968.4,0,1764.1,0.0,7732.5,No,Yes,92368
42,5,12.04,Dissatisfaction,Yes,Network reliability,82,1,Oro Grande,4489,Month-to-Month,United States,0684-AOSIH,Churned,No,No,Male,Yes,Cable,"34.647959, -117.296957",34.647959,-117.296957,Yes,95.0,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,909,No,Q3,Yes,1,No,California,Yes,Yes,Yes,1,95.0,0,12.04,0.0,107.04,No,Yes,92368
42,0,13.45,,No,,63,0,Oro Grande,2809,Two Year,United States,8896-RAZCR,Stayed,No,No,Female,No,,"34.647959, -117.296957",34.647959,-117.296957,No,19.9,No,0,0,Offer B,No,No,No,Mailed Check,Yes,909,No,Q3,No,5,No,California,No,No,No,44,868.1,0,591.8,0.0,1459.9,No,No,92368
53,0,38.51,,No,,24,0,Oro Grande,5046,Two Year,United States,5793-YOLJN,Stayed,Yes,No,Female,No,,"34.647959, -117.296957",34.647959,-117.296957,Yes,21.0,No,3,8,Offer B,No,No,No,Credit Card,Yes,909,No,Q3,Yes,3,No,California,No,No,No,55,1210.3,0,2118.05,0.0,3328.35,No,No,92368
69,21,2.57,,No,,80,0,San Clemente,5857,Two Year,United States,0248-PGHBZ,Stayed,No,No,Female,Yes,Fiber Optic,"33.429488, -117.609432",33.429488,-117.609432,No,92.45,No,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,34946,Yes,Q3,No,4,Yes,California,No,No,Yes,67,6140.85,0,172.19,0.0,6313.04,No,Yes,92672
55,22,42.24,,No,,67,0,San Clemente,4993,One Year,United States,1154-HYWWO,Stayed,No,No,Male,Yes,DSL,"33.429488, -117.609432",33.429488,-117.609432,No,70.6,No,0,0,Offer C,Yes,Yes,No,Credit Card,Yes,34946,Yes,Q3,No,3,No,California,No,No,Yes,38,2708.2,0,1605.12,0.0,4313.32,No,Yes,92672
38,0,22.34,,No,,31,0,San Clemente,4909,Month-to-Month,United States,4365-MSDYN,Stayed,No,No,Male,No,,"33.429488, -117.609432",33.429488,-117.609432,Yes,19.55,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,34946,No,Q3,Yes,5,No,California,No,No,No,8,161.15,0,178.72,0.0,339.87,No,No,92672
63,19,2.48,,No,,62,0,San Clemente,5980,Two Year,United States,0479-HMSWA,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.429488, -117.609432",33.429488,-117.609432,No,105.45,No,1,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,34946,Yes,Q3,No,5,No,California,Yes,Yes,Yes,26,2715.3,0,64.48,0.0,2779.78,No,Yes,92672
76,19,30.16,,No,,44,0,Laguna Niguel,4485,One Year,United States,7472-EQOAV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.529047, -117.701175",33.529047,-117.701175,Yes,86.7,No,2,5,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,62103,No,Q3,Yes,3,Yes,California,No,No,No,71,6179.35,0,2141.36,0.0,8320.71,No,Yes,92677
19,0,14.1,,No,,27,0,Laguna Niguel,5587,Month-to-Month,United States,7343-EOBEU,Joined,No,No,Male,No,,"33.529047, -117.701175",33.529047,-117.701175,Yes,23.6,Yes,0,9,Offer E,No,No,Yes,Credit Card,Yes,62103,No,Q3,Yes,5,No,California,No,No,No,3,89.05,0,42.3,0.0,131.35,Yes,No,92677
39,0,39.59,,No,,49,0,Laguna Niguel,2646,Two Year,United States,5197-YPYBZ,Stayed,Yes,No,Female,No,,"33.529047, -117.701175",33.529047,-117.701175,Yes,25.25,Yes,2,4,,No,No,No,Credit Card,Yes,62103,No,Q3,Yes,3,No,California,No,No,No,12,274.7,0,475.08,0.0,749.78,No,No,92677
45,0,32.95,,No,,60,0,Laguna Niguel,2559,Month-to-Month,United States,5701-SVCWR,Joined,Yes,No,Female,No,,"33.529047, -117.701175",33.529047,-117.701175,No,24.0,Yes,1,0,Offer E,No,No,No,Credit Card,Yes,62103,No,Q3,No,4,No,California,No,No,No,1,24.0,0,32.95,0.0,56.95,No,No,92677
77,16,37.4,,No,,47,0,Anaheim,5691,Month-to-Month,United States,9279-CJEOJ,Stayed,No,No,Female,Yes,Fiber Optic,"33.844983, -117.952151",33.844983,-117.952151,No,95.4,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,60553,No,Q3,No,4,Yes,California,Yes,No,Yes,21,2025.1,0,785.4,0.0,2810.5,No,Yes,92801
30,52,40.71,,No,,37,0,Anaheim,3198,Month-to-Month,United States,8270-RKSAP,Stayed,No,No,Male,Yes,Fiber Optic,"33.844983, -117.952151",33.844983,-117.952151,No,70.5,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,60553,No,Q3,No,3,No,California,No,No,No,9,597.9,0,366.39,0.0,964.29,No,Yes,92801
40,5,28.47,,No,,68,0,Anaheim,2896,Month-to-Month,United States,3496-LFSZU,Stayed,No,No,Male,Yes,Fiber Optic,"33.844983, -117.952151",33.844983,-117.952151,Yes,70.5,No,0,2,,No,No,No,Bank Withdrawal,Yes,60553,No,Q3,Yes,5,No,California,No,No,No,4,294.2,10,113.88,0.0,418.08,No,No,92801
29,69,40.63,,No,,69,0,Anaheim,4384,Two Year,United States,2176-OSJUV,Stayed,No,No,Male,Yes,DSL,"33.844983, -117.952151",33.844983,-117.952151,Yes,65.15,Yes,0,2,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,60553,Yes,Q3,Yes,3,No,California,No,Yes,No,71,4681.75,0,2884.73,4.7,7561.78,Yes,Yes,92801
72,18,46.82,,No,,53,0,Anaheim,4438,Two Year,United States,8029-XYPWT,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.83796, -117.870494",33.83796,-117.870494,Yes,115.05,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,34398,Yes,Q3,Yes,4,Yes,California,Yes,No,Yes,71,8016.6,0,3324.22,0.0,11340.82,No,Yes,92806
28,51,4.13,Competitor,Yes,Competitor had better devices,87,1,Anaheim,3244,Month-to-Month,United States,3627-FHKBK,Churned,No,No,Female,Yes,Fiber Optic,"33.83796, -117.870494",33.83796,-117.870494,No,75.3,No,0,0,,No,Yes,No,Mailed Check,Yes,34398,No,Q3,No,1,No,California,No,No,No,1,75.3,0,4.13,0.0,79.43,Yes,Yes,92806
61,24,27.62,,No,,65,0,Anaheim,6092,Month-to-Month,United States,8097-VBQTZ,Stayed,No,No,Male,Yes,Cable,"33.83796, -117.870494",33.83796,-117.870494,No,69.9,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,34398,Yes,Q3,No,4,No,California,No,No,Yes,54,3883.3,0,1491.48,0.0,5374.78,No,Yes,92806
42,8,1.64,,No,,70,0,Anaheim,3641,Month-to-Month,United States,4090-KPJIP,Joined,No,No,Female,Yes,Fiber Optic,"33.83796, -117.870494",33.83796,-117.870494,No,74.95,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,34398,No,Q3,No,5,No,California,No,No,No,3,212.4,0,4.92,27.6,189.72,No,Yes,92806
76,2,48.01,,No,,44,0,Fullerton,5327,Month-to-Month,United States,6646-JPPHA,Stayed,No,No,Female,Yes,Fiber Optic,"33.868316, -117.929029",33.868316,-117.929029,No,78.85,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,24502,No,Q3,No,3,Yes,California,No,No,No,14,1043.8,50,672.14,0.0,1765.94,No,No,92832
28,0,5.2,,No,,42,0,Fullerton,2894,One Year,United States,8752-IMQOS,Stayed,No,No,Male,No,,"33.868316, -117.929029",33.868316,-117.929029,Yes,20.1,No,0,1,,No,No,No,Credit Card,Yes,24502,No,Q3,Yes,3,No,California,No,No,No,5,85.1,0,26.0,0.0,111.1,Yes,No,92832
55,30,0.0,,No,,25,0,Fullerton,5655,Two Year,United States,8069-RHUXK,Stayed,No,No,Female,Yes,Cable,"33.868316, -117.929029",33.868316,-117.929029,Yes,35.7,No,0,5,,No,Yes,No,Credit Card,No,24502,Yes,Q3,Yes,3,No,California,No,No,No,67,2545.7,0,0.0,0.0,2545.7,No,Yes,92832
56,25,20.65,,No,,69,0,Fullerton,5904,One Year,United States,7995-ZHHNZ,Stayed,No,No,Male,Yes,DSL,"33.868316, -117.929029",33.868316,-117.929029,Yes,56.1,Yes,0,1,Offer B,No,Yes,No,Credit Card,Yes,24502,No,Q3,Yes,4,No,California,No,No,No,42,2386.85,0,867.3,28.83,3225.32,No,Yes,92832
79,0,23.23,,No,,62,0,Garden Grove,5766,One Year,United States,8746-BFOAJ,Stayed,No,No,Male,No,,"33.782955, -118.026456",33.782955,-118.026456,No,20.5,No,0,0,,No,No,No,Bank Withdrawal,Yes,15878,No,Q3,No,4,Yes,California,No,No,No,21,429.55,0,487.83,0.0,917.38,No,No,92845
52,9,25.88,Attitude,Yes,Attitude of service provider,85,1,Garden Grove,4811,Month-to-Month,United States,7181-BQYBV,Churned,No,Yes,Female,Yes,Fiber Optic,"33.782955, -118.026456",33.782955,-118.026456,Yes,102.45,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,15878,No,Q3,Yes,1,No,California,Yes,Yes,Yes,1,102.45,0,25.88,0.0,128.33,No,Yes,92845
36,9,37.44,,No,,50,0,Garden Grove,2352,Month-to-Month,United States,9244-ZVAPM,Joined,No,No,Male,Yes,DSL,"33.782955, -118.026456",33.782955,-118.026456,No,45.6,No,0,0,,No,No,No,Credit Card,Yes,15878,No,Q3,No,3,No,California,No,No,No,1,45.6,0,37.44,0.0,83.04,No,Yes,92845
44,0,34.96,,No,,33,0,Garden Grove,3642,One Year,United States,2332-TODQS,Stayed,No,No,Female,No,,"33.782955, -118.026456",33.782955,-118.026456,No,25.05,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,15878,No,Q3,No,4,No,California,No,No,No,48,1171.5,0,1678.08,16.38,2833.2,No,No,92845
72,29,27.56,,No,,66,0,Corona,6035,Month-to-Month,United States,8023-QHAIO,Stayed,No,No,Female,Yes,Fiber Optic,"33.819385, -117.600213",33.819385,-117.600213,Yes,76.85,Yes,0,7,Offer B,No,No,Yes,Bank Withdrawal,Yes,60294,Yes,Q3,Yes,3,Yes,California,No,No,No,56,4275.75,120,1543.36,0.0,5939.11,No,No,92882
42,25,35.97,Competitor,Yes,Competitor had better devices,91,1,Corona,4804,Month-to-Month,United States,8938-UMKPI,Churned,No,Yes,Female,Yes,Fiber Optic,"33.819385, -117.600213",33.819385,-117.600213,No,106.4,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,60294,No,Q3,No,1,No,California,Yes,Yes,Yes,47,5127.95,0,1690.59,0.0,6818.54,No,No,92882
28,73,22.05,,No,,75,0,Corona,3067,Two Year,United States,6516-NKQBO,Stayed,No,Yes,Male,Yes,Cable,"33.819385, -117.600213",33.819385,-117.600213,Yes,81.0,No,0,1,,No,Yes,No,Credit Card,Yes,60294,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,38,3084.9,0,837.9,0.0,3922.8,Yes,Yes,92882
57,27,21.61,,No,,63,0,Corona,4753,One Year,United States,9150-HEPMB,Stayed,No,Yes,Male,Yes,Cable,"33.819385, -117.600213",33.819385,-117.600213,No,52.7,No,0,0,,No,Yes,No,Credit Card,Yes,60294,No,Q3,No,3,No,California,No,No,No,56,3019.7,0,1210.16,0.0,4229.86,No,Yes,92882
77,21,36.47,,No,,75,0,Ventura,5023,One Year,United States,8133-ANHHJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.279221, -119.221437",34.279221,-119.221437,No,103.0,Yes,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,46894,Yes,Q3,No,4,Yes,California,Yes,Yes,No,49,5166.2,0,1787.03,0.0,6953.23,No,Yes,93003
20,69,6.35,Competitor,Yes,Competitor offered more data,76,1,Ventura,3983,Month-to-Month,United States,4765-OXPPD,Churned,No,Yes,Female,Yes,Cable,"34.279221, -119.221437",34.279221,-119.221437,Yes,65.0,No,0,1,Offer E,Yes,Yes,No,Mailed Check,Yes,46894,Yes,Q3,Yes,1,No,California,No,No,No,9,663.05,0,57.15,0.0,720.2,Yes,Yes,93003
20,26,20.26,Attitude,Yes,Attitude of support person,80,1,Ventura,3578,Month-to-Month,United States,2506-CLAKW,Churned,No,Yes,Female,Yes,Fiber Optic,"34.279221, -119.221437",34.279221,-119.221437,No,98.15,No,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,Yes,46894,Yes,Q3,No,1,No,California,Yes,Yes,No,6,567.45,0,121.56,0.0,689.01,Yes,Yes,93003
43,12,29.6,,No,,58,0,Ventura,4709,One Year,United States,3115-JPJDD,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.279221, -119.221437",34.279221,-119.221437,Yes,81.25,No,0,1,,No,Yes,Yes,Credit Card,Yes,46894,No,Q3,Yes,3,No,California,No,No,No,59,4639.45,0,1746.4,0.0,6385.85,No,Yes,93003
65,26,11.93,,No,,43,0,Santa Barbara,3191,One Year,United States,1707-HABPF,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.438581, -119.685368",34.438581,-119.685368,No,91.3,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,20893,No,Q3,No,4,Yes,California,No,No,Yes,46,4126.35,0,548.78,0.0,4675.13,No,Yes,93103
42,10,17.27,Competitor,Yes,Competitor had better devices,91,1,Santa Barbara,5739,Month-to-Month,United States,6140-QNRQQ,Churned,No,No,Male,Yes,Fiber Optic,"34.438581, -119.685368",34.438581,-119.685368,No,71.55,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,20893,No,Q3,No,1,No,California,No,No,No,1,71.55,0,17.27,0.0,88.82,No,Yes,93103
48,15,13.05,,No,,40,0,Santa Barbara,5928,Month-to-Month,United States,9931-KGHOA,Stayed,No,No,Female,Yes,DSL,"34.438581, -119.685368",34.438581,-119.685368,Yes,55.0,Yes,0,9,,No,Yes,No,Bank Withdrawal,Yes,20893,No,Q3,Yes,3,No,California,No,No,No,46,2473.95,0,600.3,31.39,3042.86,No,Yes,93103
34,0,40.91,,No,,79,0,Santa Barbara,4311,Two Year,United States,8285-ABVLB,Stayed,No,No,Female,No,,"34.438581, -119.685368",34.438581,-119.685368,Yes,19.85,No,0,0,,No,No,No,Credit Card,Yes,20893,No,Q3,No,4,No,California,No,No,No,70,1328.35,0,2863.7,33.29,4158.76,No,No,93103
72,28,47.34,,No,,64,0,Frazier Park,4005,Month-to-Month,United States,6847-KJLTS,Stayed,No,No,Female,Yes,Fiber Optic,"34.827662, -118.999073",34.827662,-118.999073,Yes,100.4,Yes,0,8,Offer B,No,No,Yes,Bank Withdrawal,Yes,4498,Yes,Q3,Yes,5,Yes,California,Yes,Yes,Yes,58,5749.8,0,2745.72,0.0,8495.52,No,Yes,93225
32,11,45.69,,No,,33,0,Frazier Park,5787,Month-to-Month,United States,5183-SNMJQ,Stayed,No,No,Male,Yes,Fiber Optic,"34.827662, -118.999073",34.827662,-118.999073,No,95.1,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,4498,Yes,Q3,No,3,No,California,Yes,Yes,Yes,10,865.1,0,456.9,43.25,1278.75,No,Yes,93225
37,16,42.39,,No,,65,0,Frazier Park,2205,One Year,United States,0002-ORFBO,Stayed,No,No,Female,Yes,Cable,"34.827662, -118.999073",34.827662,-118.999073,Yes,65.6,No,0,2,,Yes,No,Yes,Credit Card,Yes,4498,Yes,Q3,Yes,3,No,California,No,No,Yes,9,593.3,0,381.51,0.0,974.81,No,Yes,93225
46,6,9.7,,No,,27,0,Frazier Park,6250,One Year,United States,8788-DOXSU,Stayed,No,Yes,Male,Yes,DSL,"34.827662, -118.999073",34.827662,-118.999073,No,61.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,4498,No,Q3,No,3,No,California,Yes,Yes,No,59,3645.5,0,572.3,0.0,4217.8,No,Yes,93225
65,2,38.85,,No,,57,0,Lamont,3748,One Year,United States,4619-EVPHY,Stayed,No,No,Female,Yes,Fiber Optic,"35.245035, -118.905553",35.245035,-118.905553,Yes,91.0,No,0,2,,No,No,Yes,Bank Withdrawal,Yes,15364,No,Q3,Yes,5,Yes,California,Yes,Yes,Yes,20,1859.5,0,777.0,0.0,2636.5,No,Yes,93241
40,30,17.43,,No,,74,0,Lamont,5420,Two Year,United States,9565-FLVCG,Stayed,No,No,Male,Yes,DSL,"35.245035, -118.905553",35.245035,-118.905553,Yes,69.55,Yes,0,10,Offer B,Yes,Yes,Yes,Mailed Check,Yes,15364,No,Q3,Yes,3,No,California,Yes,Yes,No,65,4459.15,0,1132.95,23.61,5568.49,No,Yes,93241
61,20,13.39,,No,,66,0,Lamont,4719,One Year,United States,2577-GVSIL,Stayed,No,No,Male,Yes,DSL,"35.245035, -118.905553",35.245035,-118.905553,Yes,73.45,Yes,0,10,,No,No,Yes,Bank Withdrawal,Yes,15364,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,35,2661.1,0,468.65,0.0,3129.75,No,Yes,93241
42,0,45.26,,No,,66,0,Lamont,5817,One Year,United States,5914-GXMDA,Stayed,No,No,Female,No,,"35.245035, -118.905553",35.245035,-118.905553,Yes,19.3,No,0,1,,No,No,No,Credit Card,Yes,15364,No,Q3,Yes,5,No,California,No,No,No,32,593.2,0,1448.32,0.0,2041.52,No,No,93241
65,3,27.49,,No,,67,0,Lindsay,4981,Month-to-Month,United States,4462-CYWMH,Stayed,No,No,Male,Yes,Fiber Optic,"36.205465, -119.085807",36.205465,-119.085807,Yes,89.8,Yes,0,7,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,15508,No,Q3,Yes,3,Yes,California,Yes,Yes,No,62,5629.55,0,1704.38,0.0,7333.93,No,Yes,93247
47,27,45.4,Competitor,Yes,Competitor had better devices,78,1,Lindsay,2864,Month-to-Month,United States,3859-CVCET,Churned,No,No,Female,Yes,DSL,"36.205465, -119.085807",36.205465,-119.085807,No,45.65,No,0,0,,No,No,No,Mailed Check,Yes,15508,No,Q3,No,1,No,California,No,No,No,4,191.05,0,181.6,0.0,372.65,No,Yes,93247
39,29,44.55,,No,,80,0,Lindsay,5004,Two Year,United States,1187-WILMM,Stayed,No,Yes,Male,Yes,DSL,"36.205465, -119.085807",36.205465,-119.085807,Yes,89.4,Yes,0,6,,Yes,Yes,Yes,Credit Card,Yes,15508,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,63,5597.65,0,2806.65,0.0,8404.3,No,Yes,93247
45,16,19.39,,No,,71,0,Lindsay,5274,Month-to-Month,United States,5382-TEMLV,Stayed,No,No,Male,Yes,DSL,"36.205465, -119.085807",36.205465,-119.085807,No,50.9,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,15508,No,Q3,No,3,No,California,No,No,No,45,2298.55,0,872.55,0.0,3171.1,No,Yes,93247
73,21,20.15,,No,,77,0,Atascadero,3172,Month-to-Month,United States,0147-ESWWR,Stayed,No,No,Female,Yes,Fiber Optic,"35.453912, -120.69461",35.453912,-120.69461,Yes,101.25,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,29539,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,39,3949.15,0,785.85,0.0,4735.0,No,Yes,93422
23,0,47.9,,No,,54,0,Atascadero,5138,Two Year,United States,9661-JALZV,Stayed,No,No,Female,No,,"35.453912, -120.69461",35.453912,-120.69461,No,24.7,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,29539,No,Q3,No,4,No,California,No,No,No,58,1519.0,0,2778.2,0.0,4297.2,Yes,No,93422
37,10,45.57,,No,,79,0,Atascadero,4965,Month-to-Month,United States,4559-UWIHT,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.453912, -120.69461",35.453912,-120.69461,Yes,82.65,Yes,0,8,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,29539,No,Q3,Yes,5,No,California,No,No,No,14,1185.0,0,637.98,0.0,1822.98,No,Yes,93422
39,14,12.46,,No,,23,0,Atascadero,3980,Month-to-Month,United States,7754-IXRMC,Joined,No,No,Female,Yes,DSL,"35.453912, -120.69461",35.453912,-120.69461,No,45.35,No,0,0,,No,No,No,Credit Card,Yes,29539,No,Q3,No,4,No,California,No,No,No,1,45.35,0,12.46,0.0,57.81,No,Yes,93422
79,3,11.26,,No,,29,0,Santa Maria,5540,Two Year,United States,5327-XOKKY,Stayed,No,Yes,Male,Yes,Cable,"34.95934, -120.490081",34.95934,-120.490081,Yes,73.45,Yes,0,7,Offer A,No,No,Yes,Credit Card,Yes,43684,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,5329.0,0,810.72,0.0,6139.72,No,Yes,93458
26,59,41.05,,No,,48,0,Santa Maria,5025,Two Year,United States,2521-NPUZR,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.95934, -120.490081",34.95934,-120.490081,Yes,101.0,No,0,9,Offer A,Yes,Yes,No,Credit Card,Yes,43684,Yes,Q3,Yes,3,No,California,Yes,Yes,No,70,7085.5,0,2873.5,0.0,9959.0,Yes,Yes,93458
57,53,23.41,,No,,32,0,Santa Maria,5280,One Year,United States,6161-ERDGD,Stayed,Yes,Yes,Male,Yes,DSL,"34.95934, -120.490081",34.95934,-120.490081,Yes,85.45,Yes,3,0,Offer A,No,Yes,No,Bank Withdrawal,Yes,43684,Yes,Q3,No,4,No,California,Yes,Yes,Yes,71,6300.85,0,1662.11,0.0,7962.96,No,Yes,93458
33,13,0.0,,No,,36,0,Santa Maria,2694,Two Year,United States,5862-BRIXZ,Stayed,No,Yes,Male,Yes,DSL,"34.95934, -120.490081",34.95934,-120.490081,No,60.75,No,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,No,43684,Yes,Q3,No,4,No,California,Yes,Yes,Yes,46,2893.4,0,0.0,0.0,2893.4,No,Yes,93458
77,13,17.66,,No,,50,0,Edwards,2333,Month-to-Month,United States,7072-MBHEV,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.966777, -117.961179",34.966777,-117.961179,Yes,78.1,Yes,2,8,,No,No,Yes,Credit Card,Yes,7685,No,Q3,Yes,5,Yes,California,No,No,No,11,864.85,0,194.26,0.0,1059.11,No,Yes,93523
56,25,0.0,Dissatisfaction,Yes,Poor expertise of online support,83,1,Edwards,4800,Month-to-Month,United States,3329-WDIOK,Churned,No,No,Female,Yes,Cable,"34.966777, -117.961179",34.966777,-117.961179,No,50.6,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,7685,No,Q3,No,1,No,California,Yes,Yes,Yes,3,155.35,0,0.0,0.0,155.35,No,Yes,93523
47,25,49.98,,No,,30,0,Edwards,3459,Month-to-Month,United States,1410-RSCMR,Stayed,Yes,Yes,Male,Yes,Cable,"34.966777, -117.961179",34.966777,-117.961179,Yes,71.35,No,2,3,,No,Yes,Yes,Credit Card,Yes,7685,Yes,Q3,Yes,3,No,California,Yes,Yes,No,7,515.75,0,349.86,0.0,865.61,No,Yes,93523
21,69,6.37,,No,,63,0,Edwards,5643,One Year,United States,5197-PYEPU,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.966777, -117.961179",34.966777,-117.961179,Yes,94.45,Yes,3,5,Offer B,Yes,Yes,Yes,Credit Card,Yes,7685,No,Q3,Yes,3,No,California,No,No,Yes,42,3923.8,140,267.54,0.0,4331.34,Yes,No,93523
67,10,43.19,,No,,69,0,Keeler,4537,Two Year,United States,8050-DVOJX,Stayed,No,Yes,Male,Yes,Cable,"36.560498, -117.962461",36.560498,-117.962461,No,81.35,Yes,0,0,Offer B,Yes,Yes,No,Credit Card,Yes,71,Yes,Q3,No,4,Yes,California,Yes,Yes,No,49,4060.9,0,2116.31,0.0,6177.21,No,Yes,93530
22,0,3.12,,No,,59,0,Keeler,5634,Month-to-Month,United States,0030-FNXPP,Joined,No,No,Female,No,,"36.560498, -117.962461",36.560498,-117.962461,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,71,No,Q3,No,4,No,California,No,No,No,3,57.2,0,9.36,0.0,66.56,Yes,No,93530
58,52,0.0,,No,,80,0,Keeler,2797,One Year,United States,3275-RHRNE,Stayed,Yes,Yes,Male,Yes,DSL,"36.560498, -117.962461",36.560498,-117.962461,Yes,60.0,No,3,8,,Yes,No,Yes,Credit Card,No,71,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,28,1682.05,0,0.0,0.0,1682.05,No,Yes,93530
19,59,36.22,,No,,25,0,Keeler,2331,Month-to-Month,United States,1629-DQQVB,Stayed,No,No,Female,Yes,Cable,"36.560498, -117.962461",36.560498,-117.962461,No,50.1,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,71,No,Q3,No,3,No,California,No,No,No,14,709.5,0,507.08,0.0,1216.58,Yes,Yes,93530
79,12,0.0,,No,,28,0,Lancaster,4162,Two Year,United States,8169-SAEJD,Stayed,No,No,Male,Yes,DSL,"34.712708, -117.889656",34.712708,-117.889656,Yes,56.55,No,0,10,Offer A,Yes,Yes,No,Credit Card,No,57794,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,69,3952.65,40,0.0,0.0,3992.65,No,No,93535
38,2,18.01,Competitor,Yes,Competitor had better devices,82,1,Lancaster,3161,Month-to-Month,United States,1894-IGFSG,Churned,No,No,Female,Yes,Fiber Optic,"34.712708, -117.889656",34.712708,-117.889656,No,89.25,No,0,0,,No,No,No,Bank Withdrawal,Yes,57794,No,Q3,No,1,No,California,Yes,Yes,Yes,22,1907.85,0,396.22,0.0,2304.07,No,Yes,93535
21,0,29.33,Competitor,Yes,Competitor made better offer,91,1,Lancaster,4851,Month-to-Month,United States,7239-HZZCX,Churned,No,No,Male,No,,"34.712708, -117.889656",34.712708,-117.889656,No,19.75,No,0,0,,No,No,No,Credit Card,Yes,57794,No,Q3,No,3,No,California,No,No,No,1,19.75,0,29.33,0.0,49.08,Yes,No,93535
46,28,0.0,,No,,60,0,Lancaster,2750,Two Year,United States,7021-XSNYE,Stayed,Yes,Yes,Male,Yes,DSL,"34.712708, -117.889656",34.712708,-117.889656,Yes,49.65,No,2,4,,No,Yes,No,Credit Card,No,57794,Yes,Q3,Yes,3,No,California,Yes,Yes,No,7,305.55,0,0.0,0.0,305.55,No,Yes,93535
66,16,29.8,,No,,70,0,Tehachapi,4447,Month-to-Month,United States,1580-BMCMR,Stayed,No,No,Male,Yes,Fiber Optic,"35.073777, -118.652112",35.073777,-118.652112,No,87.3,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,25805,No,Q3,No,3,Yes,California,Yes,Yes,No,19,1637.3,0,566.2,0.0,2203.5,No,Yes,93561
30,85,31.27,Competitor,Yes,Competitor had better devices,76,1,Tehachapi,5274,Month-to-Month,United States,2519-FAKOD,Churned,No,Yes,Male,Yes,Fiber Optic,"35.073777, -118.652112",35.073777,-118.652112,No,99.25,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,25805,No,Q3,No,1,No,California,Yes,Yes,Yes,38,3777.15,0,1188.26,0.0,4965.41,No,Yes,93561
59,53,0.0,,No,,65,0,Tehachapi,5651,Month-to-Month,United States,9505-SQFSW,Joined,Yes,No,Female,Yes,Cable,"35.073777, -118.652112",35.073777,-118.652112,Yes,40.3,No,3,6,Offer E,Yes,No,No,Credit Card,No,25805,No,Q3,Yes,4,No,California,Yes,Yes,No,3,92.5,0,0.0,0.0,92.5,No,Yes,93561
62,0,5.35,,No,,70,0,Tehachapi,2828,Two Year,United States,6199-IPCAO,Stayed,Yes,No,Female,No,,"35.073777, -118.652112",35.073777,-118.652112,Yes,26.1,Yes,2,8,,No,No,No,Credit Card,Yes,25805,No,Q3,Yes,3,No,California,No,No,No,29,692.55,0,155.15,0.0,847.7,No,No,93561
72,17,48.68,,No,,52,0,Bass Lake,5869,Two Year,United States,4199-QHJNM,Stayed,No,No,Male,Yes,Fiber Optic,"37.458367, -119.345011",37.458367,-119.345011,Yes,102.9,Yes,0,9,Offer A,Yes,No,No,Bank Withdrawal,Yes,613,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,67,6989.7,0,3261.56,0.0,10251.26,No,Yes,93604
41,23,34.04,Competitor,Yes,Competitor made better offer,71,1,Bass Lake,4138,Month-to-Month,United States,4678-DVQEO,Churned,No,No,Female,Yes,DSL,"37.458367, -119.345011",37.458367,-119.345011,No,52.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,613,Yes,Q3,No,1,No,California,No,No,No,1,52.2,0,34.04,0.0,86.24,No,Yes,93604
44,24,44.14,,No,,51,0,Bass Lake,5962,Month-to-Month,United States,9481-SFCQY,Stayed,Yes,Yes,Female,Yes,DSL,"37.458367, -119.345011",37.458367,-119.345011,No,59.8,No,1,0,Offer D,No,No,Yes,Credit Card,Yes,613,No,Q3,No,4,No,California,No,No,Yes,14,824.85,0,617.96,0.0,1442.81,No,Yes,93604
27,0,12.39,,No,,29,0,Bass Lake,4905,Month-to-Month,United States,3847-BAERP,Stayed,No,No,Female,No,,"37.458367, -119.345011",37.458367,-119.345011,No,20.9,No,0,0,,No,No,Yes,Credit Card,Yes,613,No,Q3,No,5,No,California,No,No,No,10,247.0,0,123.9,0.0,370.9,Yes,No,93604
75,19,5.6,,No,,47,0,Cantua Creek,6051,Two Year,United States,5135-GRQJV,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.488056, -120.407691",36.488056,-120.407691,Yes,114.5,Yes,0,4,Offer A,Yes,Yes,Yes,Mailed Check,Yes,1766,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,8331.95,0,403.2,0.0,8735.15,No,Yes,93608
26,41,19.68,Competitor,Yes,Competitor offered more data,71,1,Cantua Creek,2363,Month-to-Month,United States,7089-IVVAZ,Churned,No,No,Female,Yes,Fiber Optic,"36.488056, -120.407691",36.488056,-120.407691,No,103.35,Yes,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,1766,Yes,Q3,No,1,No,California,Yes,Yes,Yes,8,847.3,0,157.44,0.0,1004.74,Yes,Yes,93608
40,27,24.24,,No,,64,0,Cantua Creek,6259,Two Year,United States,4992-LTJNE,Stayed,No,No,Male,Yes,DSL,"36.488056, -120.407691",36.488056,-120.407691,Yes,55.3,Yes,0,5,Offer A,No,Yes,No,Bank Withdrawal,Yes,1766,No,Q3,Yes,4,No,California,No,No,No,72,3983.6,0,1745.28,0.0,5728.88,No,Yes,93608
39,53,9.0,,No,,54,0,Cantua Creek,5969,Month-to-Month,United States,1453-RZFON,Joined,Yes,No,Female,Yes,Cable,"36.488056, -120.407691",36.488056,-120.407691,No,49.9,No,3,0,Offer E,No,Yes,No,Credit Card,Yes,1766,No,Q3,No,3,No,California,No,No,No,1,49.9,0,9.0,0.0,58.9,No,Yes,93608
65,0,4.09,,No,,71,0,Caruthers,4947,Two Year,United States,2384-OVPSA,Stayed,No,No,Female,No,,"36.5276, -119.865999",36.5276,-119.865999,No,20.2,No,0,0,,No,No,No,Mailed Check,Yes,5446,No,Q3,No,3,Yes,California,No,No,No,38,735.9,0,155.42,0.0,891.32,No,No,93609
59,26,12.3,,No,,73,0,Caruthers,3012,Month-to-Month,United States,2202-OUTMO,Stayed,No,No,Female,Yes,DSL,"36.5276, -119.865999",36.5276,-119.865999,Yes,60.85,Yes,0,5,,No,Yes,Yes,Bank Withdrawal,Yes,5446,Yes,Q3,Yes,4,No,California,No,No,No,34,2003.6,0,418.2,0.0,2421.8,No,Yes,93609
61,0,14.69,,No,,63,0,Caruthers,3526,One Year,United States,8884-MRNSU,Stayed,No,No,Male,No,,"36.5276, -119.865999",36.5276,-119.865999,Yes,19.9,No,0,8,Offer D,No,No,No,Bank Withdrawal,Yes,5446,No,Q3,Yes,3,No,California,No,No,No,17,329.75,0,249.73,0.0,579.48,No,No,93609
44,11,22.75,,No,,29,0,Caruthers,3265,Month-to-Month,United States,8263-OKETD,Stayed,No,No,Female,Yes,Cable,"36.5276, -119.865999",36.5276,-119.865999,No,68.9,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,5446,Yes,Q3,No,5,No,California,Yes,Yes,No,20,1370.35,0,455.0,0.0,1825.35,No,Yes,93609
71,18,28.56,,No,,78,0,Chowchilla,3587,One Year,United States,1371-WEPDS,Stayed,No,No,Male,Yes,DSL,"37.100948, -120.270136",37.100948,-120.270136,Yes,55.8,No,0,8,,No,No,No,Bank Withdrawal,Yes,19391,No,Q3,Yes,3,Yes,California,Yes,Yes,No,40,2283.3,50,1142.4,0.0,3475.7,No,No,93610
54,12,31.62,,No,,77,0,Chowchilla,2506,One Year,United States,0810-BDHAW,Stayed,No,No,Female,Yes,DSL,"37.100948, -120.270136",37.100948,-120.270136,Yes,78.4,Yes,0,4,,Yes,Yes,No,Bank Withdrawal,Yes,19391,No,Q3,Yes,3,No,California,Yes,Yes,Yes,24,1832.4,130,758.88,0.0,2721.28,No,No,93610
22,0,35.05,,No,,42,0,Chowchilla,4363,Month-to-Month,United States,2171-UDMFD,Stayed,Yes,No,Male,No,,"37.100948, -120.270136",37.100948,-120.270136,Yes,19.45,No,3,5,Offer C,No,No,Yes,Credit Card,Yes,19391,No,Q3,Yes,4,No,California,No,No,No,32,674.55,0,1121.6,0.0,1796.15,Yes,No,93610
42,0,28.18,,No,,69,0,Chowchilla,5854,Month-to-Month,United States,0670-KDOMA,Joined,No,No,Female,No,,"37.100948, -120.270136",37.100948,-120.270136,No,20.25,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,19391,No,Q3,No,4,No,California,No,No,No,1,20.25,0,28.18,0.0,48.43,No,No,93610
70,9,24.27,,No,,50,0,Del Rey,5513,One Year,United States,3349-ANQNH,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.657462, -119.595293",36.657462,-119.595293,No,99.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1965,No,Q3,No,5,Yes,California,Yes,Yes,Yes,59,5890.0,0,1431.93,0.0,7321.93,No,Yes,93616
22,27,20.75,,No,,40,0,Del Rey,4263,Two Year,United States,9871-ELEYA,Stayed,No,Yes,Female,Yes,DSL,"36.657462, -119.595293",36.657462,-119.595293,No,67.65,No,0,0,,No,Yes,No,Credit Card,Yes,1965,Yes,Q3,No,3,No,California,No,No,Yes,34,2339.3,0,705.5,0.0,3044.8,Yes,Yes,93616
56,28,46.66,,No,,57,0,Del Rey,4331,Month-to-Month,United States,0187-WZNAB,Stayed,Yes,No,Female,Yes,Fiber Optic,"36.657462, -119.595293",36.657462,-119.595293,Yes,74.4,No,2,6,Offer C,No,Yes,No,Credit Card,Yes,1965,No,Q3,Yes,3,No,California,No,No,No,27,1972.35,0,1259.82,0.0,3232.17,No,Yes,93616
31,24,22.41,,No,,52,0,Del Rey,4590,Month-to-Month,United States,9974-JFBHQ,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.657462, -119.595293",36.657462,-119.595293,No,99.15,No,1,0,Offer B,Yes,No,Yes,Credit Card,Yes,1965,Yes,Q3,No,5,No,California,Yes,Yes,Yes,64,6171.2,0,1434.24,0.0,7605.44,No,Yes,93616
79,26,22.83,,No,,61,0,Five Points,2394,Month-to-Month,United States,5937-EORGB,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,Yes,96.5,Yes,0,9,,No,Yes,Yes,Bank Withdrawal,Yes,1852,No,Q3,Yes,4,Yes,California,No,No,Yes,15,1392.25,0,342.45,0.0,1734.7,No,Yes,93624
58,9,22.64,Attitude,Yes,Attitude of service provider,92,1,Five Points,5016,One Year,United States,3009-JWMPU,Churned,No,Yes,Male,Yes,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,No,96.75,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,1852,No,Q3,No,2,No,California,Yes,Yes,Yes,62,6125.4,0,1403.68,0.0,7529.08,No,Yes,93624
58,24,9.62,Dissatisfaction,Yes,Service dissatisfaction,85,1,Five Points,3770,One Year,United States,3325-FUYCG,Churned,No,No,Male,Yes,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,Yes,106.1,Yes,0,1,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,1852,No,Q3,Yes,1,No,California,Yes,Yes,Yes,28,2847.4,0,269.36,0.0,3116.76,No,Yes,93624
22,59,23.7,,No,,30,0,Five Points,6188,Two Year,United States,5214-NLTIT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,Yes,90.8,Yes,1,1,Offer A,No,No,Yes,Credit Card,Yes,1852,No,Q3,Yes,3,No,California,Yes,Yes,No,72,6511.8,60,1706.4,0.0,8278.2,Yes,No,93624
66,20,15.44,,No,,46,0,Kerman,4045,Month-to-Month,United States,4583-PARNH,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.727418, -120.123526",36.727418,-120.123526,Yes,91.55,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,14062,Yes,Q3,Yes,5,Yes,California,Yes,Yes,No,16,1540.05,0,247.04,0.0,1787.09,No,Yes,93630
61,27,11.97,Attitude,Yes,Attitude of service provider,75,1,Kerman,4694,Month-to-Month,United States,3138-BKYAV,Churned,No,No,Male,Yes,Fiber Optic,"36.727418, -120.123526",36.727418,-120.123526,No,85.35,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,14062,No,Q3,No,3,No,California,No,No,Yes,6,489.45,0,71.82,0.0,561.27,No,Yes,93630
28,0,15.68,,No,,78,0,Kerman,3629,Two Year,United States,5968-HYJRZ,Stayed,Yes,No,Male,No,,"36.727418, -120.123526",36.727418,-120.123526,Yes,24.55,Yes,2,3,Offer B,No,No,No,Credit Card,Yes,14062,No,Q3,Yes,4,No,California,No,No,No,47,1160.45,0,736.96,0.0,1897.41,Yes,No,93630
25,0,5.86,,No,,66,0,Kerman,3470,One Year,United States,2650-GYRYL,Stayed,Yes,No,Male,No,,"36.727418, -120.123526",36.727418,-120.123526,Yes,19.45,No,1,6,,No,No,Yes,Bank Withdrawal,Yes,14062,No,Q3,Yes,5,No,California,No,No,No,33,600.25,0,193.38,0.0,793.63,Yes,No,93630
77,11,2.21,,No,,75,0,Madera,4276,Two Year,United States,0716-BQNDX,Stayed,No,No,Male,Yes,Fiber Optic,"36.902954, -120.194274",36.902954,-120.194274,No,93.75,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,28434,Yes,Q3,No,3,Yes,California,Yes,Yes,No,57,5625.55,0,125.97,0.0,5751.52,No,Yes,93637
54,4,22.56,Competitor,Yes,Competitor had better devices,70,1,Madera,2576,Month-to-Month,United States,4289-DTDKW,Churned,No,No,Male,Yes,Cable,"36.902954, -120.194274",36.902954,-120.194274,Yes,101.3,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,28434,No,Q3,Yes,1,No,California,Yes,Yes,Yes,40,4113.1,0,902.4,0.0,5015.5,No,Yes,93637
20,0,13.26,,No,,68,0,Madera,5461,Two Year,United States,2230-XTUWL,Stayed,Yes,No,Female,No,,"36.902954, -120.194274",36.902954,-120.194274,Yes,19.55,No,2,3,Offer B,No,No,No,Credit Card,Yes,28434,No,Q3,Yes,5,No,California,No,No,No,48,883.35,0,636.48,0.0,1519.83,Yes,No,93637
54,12,39.42,,No,,51,0,Madera,5247,Month-to-Month,United States,6627-CFOSN,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.902954, -120.194274",36.902954,-120.194274,No,99.45,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,28434,No,Q3,No,3,No,California,Yes,Yes,No,59,5623.7,30,2325.78,0.0,7979.48,No,No,93637
66,14,18.74,,No,,53,0,Fresno,4265,Two Year,United States,1162-ECVII,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.799648, -119.801247",36.799648,-119.801247,Yes,109.75,Yes,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,26580,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,72,7932.5,140,1349.28,0.0,9421.78,No,No,93704
27,52,42.51,,No,,53,0,Fresno,4830,Month-to-Month,United States,6092-QZVPP,Stayed,No,Yes,Male,Yes,Cable,"36.799648, -119.801247",36.799648,-119.801247,No,79.2,No,0,0,Offer C,No,Yes,Yes,Credit Card,Yes,26580,Yes,Q3,No,3,No,California,Yes,Yes,Yes,36,2854.95,40,1530.36,0.0,4425.31,Yes,No,93704
21,85,14.72,,No,,71,0,Fresno,3124,Two Year,United States,7641-TQFHN,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.799648, -119.801247",36.799648,-119.801247,No,100.55,Yes,1,0,Offer C,No,No,No,Credit Card,Yes,26580,Yes,Q3,No,3,No,California,Yes,Yes,Yes,39,3895.35,0,574.08,0.0,4469.43,Yes,Yes,93704
28,73,35.99,,No,,48,0,Fresno,4363,One Year,United States,2969-VAPYH,Stayed,No,No,Female,Yes,DSL,"36.799648, -119.801247",36.799648,-119.801247,No,60.5,No,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,26580,Yes,Q3,No,3,No,California,No,No,No,67,3870.0,0,2411.33,0.0,6281.33,Yes,Yes,93704
66,16,2.07,,No,,22,0,Fresno,5381,Month-to-Month,United States,8695-ARGXZ,Stayed,No,No,Male,Yes,Fiber Optic,"36.78979, -119.929894",36.78979,-119.929894,Yes,75.55,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,60889,No,Q3,Yes,5,Yes,California,No,No,No,34,2425.4,0,70.38,0.0,2495.78,No,Yes,93722
44,25,0.0,Dissatisfaction,Yes,Product dissatisfaction,95,1,Fresno,4879,Two Year,United States,6559-ILWKJ,Churned,No,No,Male,Yes,Cable,"36.78979, -119.929894",36.78979,-119.929894,Yes,49.35,No,0,1,,Yes,No,No,Bank Withdrawal,No,60889,No,Q3,Yes,1,No,California,Yes,Yes,Yes,71,3515.25,100,0.0,0.0,3615.25,No,No,93722
23,0,34.63,,No,,22,0,Fresno,3009,One Year,United States,0422-OHQHQ,Stayed,No,No,Female,No,,"36.78979, -119.929894",36.78979,-119.929894,Yes,20.55,No,0,7,,No,No,No,Credit Card,Yes,60889,No,Q3,Yes,5,No,California,No,No,No,15,295.95,0,519.45,0.0,815.4,Yes,No,93722
34,0,29.14,,No,,66,0,Fresno,4580,Month-to-Month,United States,5702-SKUOB,Stayed,No,No,Female,No,,"36.78979, -119.929894",36.78979,-119.929894,Yes,19.6,No,0,1,,No,No,No,Credit Card,Yes,60889,No,Q3,Yes,4,No,California,No,No,No,4,93.45,0,116.56,0.0,210.01,No,No,93722
71,26,30.44,,No,,22,0,Fresno,4533,Month-to-Month,United States,1697-NVVGY,Stayed,No,Yes,Male,Yes,DSL,"36.757345, -119.818274",36.757345,-119.818274,Yes,66.4,No,0,1,,No,Yes,No,Bank Withdrawal,Yes,16346,No,Q3,Yes,4,Yes,California,No,No,Yes,19,1286.05,0,578.36,0.0,1864.41,No,Yes,93728
23,69,44.92,,No,,66,0,Fresno,5762,Two Year,United States,7408-OFWXJ,Stayed,No,Yes,Female,Yes,DSL,"36.757345, -119.818274",36.757345,-119.818274,Yes,89.8,Yes,0,3,,Yes,Yes,No,Credit Card,Yes,16346,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6510.45,0,3234.24,0.0,9744.69,Yes,Yes,93728
24,0,22.78,,No,,41,0,Fresno,4949,Two Year,United States,6585-WCEWR,Stayed,Yes,No,Male,No,,"36.757345, -119.818274",36.757345,-119.818274,Yes,20.35,No,1,1,,No,No,No,Bank Withdrawal,Yes,16346,No,Q3,Yes,3,No,California,No,No,No,72,1354.4,0,1640.16,0.0,2994.56,Yes,No,93728
44,0,21.66,,No,,71,0,Fresno,3159,One Year,United States,5214-CHIWJ,Stayed,No,No,Male,No,,"36.757345, -119.818274",36.757345,-119.818274,No,20.3,No,0,0,,No,No,No,Credit Card,Yes,16346,No,Q3,No,5,No,California,No,No,No,27,595.05,0,584.82,0.0,1179.87,No,No,93728
65,30,16.91,,No,,45,0,Monterey,5873,Month-to-Month,United States,9112-WSNPU,Stayed,No,No,Female,Yes,Fiber Optic,"36.362741, -121.869685",36.362741,-121.869685,No,70.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,32857,No,Q3,No,4,Yes,California,No,No,No,35,2419.0,0,591.85,0.0,3010.85,No,Yes,93940
61,4,0.0,,No,,54,0,Monterey,4987,Two Year,United States,0979-MOZQI,Stayed,No,No,Male,Yes,Cable,"36.362741, -121.869685",36.362741,-121.869685,Yes,39.0,No,0,6,,No,No,Yes,Bank Withdrawal,No,32857,Yes,Q3,Yes,4,No,California,No,No,Yes,62,2337.45,0,0.0,0.0,2337.45,No,Yes,93940
39,6,25.68,,No,,47,0,Monterey,5207,Month-to-Month,United States,0447-RXSGD,Stayed,No,No,Male,Yes,Fiber Optic,"36.362741, -121.869685",36.362741,-121.869685,No,99.65,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,32857,No,Q3,No,3,No,California,Yes,Yes,Yes,24,2404.85,0,616.32,0.0,3021.17,No,Yes,93940
29,58,35.71,,No,,26,0,Monterey,5398,Two Year,United States,0906-QVPMS,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.362741, -121.869685",36.362741,-121.869685,Yes,115.15,Yes,0,4,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,32857,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8349.45,0,2571.12,0.0,10920.57,Yes,Yes,93940
74,22,32.92,,No,,35,0,Redwood City,2125,One Year,United States,4118-CEVPF,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.410567, -122.297152",37.410567,-122.297152,No,110.8,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,25569,Yes,Q3,No,3,Yes,California,Yes,Yes,Yes,35,3836.3,110,1152.2,0.0,5098.5,No,No,94062
21,76,10.61,Competitor,Yes,Competitor had better devices,86,1,Redwood City,4369,One Year,United States,4088-YLDSU,Churned,No,Yes,Male,Yes,Fiber Optic,"37.410567, -122.297152",37.410567,-122.297152,Yes,104.15,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,25569,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,55,5743.05,0,583.55,0.0,6326.6,Yes,Yes,94062
53,28,41.66,,No,,75,0,Redwood City,4219,Month-to-Month,United States,0730-KOAVE,Stayed,No,No,Male,Yes,Fiber Optic,"37.410567, -122.297152",37.410567,-122.297152,No,94.3,Yes,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,25569,No,Q3,No,3,No,California,Yes,Yes,No,30,2679.7,0,1249.8,0.0,3929.5,No,Yes,94062
63,7,0.0,,No,,52,0,Redwood City,4247,Two Year,United States,7963-SHNDT,Stayed,No,No,Female,Yes,DSL,"37.410567, -122.297152",37.410567,-122.297152,No,39.1,No,0,0,,Yes,Yes,No,Credit Card,No,25569,Yes,Q3,No,3,No,California,No,No,No,52,1982.1,130,0.0,0.0,2112.1,No,No,94062
80,0,37.25,,No,,26,0,Alameda,5341,Two Year,United States,1635-NZATJ,Stayed,No,No,Male,No,,"37.774633, -122.274434",37.774633,-122.274434,Yes,25.45,Yes,0,3,Offer A,No,No,No,Credit Card,Yes,58555,No,Q3,Yes,5,Yes,California,No,No,No,71,1789.65,0,2644.75,0.0,4434.4,No,No,94501
55,0,47.31,,No,,63,0,Alameda,2050,One Year,United States,0835-DUUIQ,Stayed,No,No,Female,No,,"37.774633, -122.274434",37.774633,-122.274434,No,21.05,No,0,0,,No,No,No,Bank Withdrawal,Yes,58555,No,Q3,No,5,No,California,No,No,No,24,531.55,0,1135.44,0.0,1666.99,No,No,94501
38,0,18.12,,No,,33,0,Alameda,4788,Month-to-Month,United States,3750-RNQKR,Stayed,No,No,Female,No,,"37.774633, -122.274434",37.774633,-122.274434,No,19.45,No,0,0,,No,No,No,Credit Card,Yes,58555,No,Q3,No,4,No,California,No,No,No,12,246.25,0,217.44,0.0,463.69,No,No,94501
62,0,7.67,,No,,56,0,Alameda,2610,Two Year,United States,9975-GPKZU,Stayed,Yes,No,Male,No,,"37.774633, -122.274434",37.774633,-122.274434,Yes,19.75,No,3,0,,No,No,No,Credit Card,Yes,58555,No,Q3,No,4,No,California,No,No,No,46,856.5,0,352.82,0.0,1209.32,No,No,94501
75,19,39.89,,No,,30,0,Alamo,5823,Month-to-Month,United States,9943-VSZUV,Stayed,No,No,Male,Yes,Fiber Optic,"37.855717, -121.994813",37.855717,-121.994813,No,75.7,Yes,0,0,Offer A,No,No,Yes,Mailed Check,Yes,15187,No,Q3,No,4,Yes,California,No,No,No,67,5060.85,0,2672.63,0.0,7733.48,No,Yes,94507
56,4,0.0,,No,,25,0,Alamo,4119,Two Year,United States,6115-ZTBFQ,Stayed,No,Yes,Female,Yes,DSL,"37.855717, -121.994813",37.855717,-121.994813,Yes,65.5,No,0,6,,Yes,Yes,No,Bank Withdrawal,No,15187,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,4919.7,0,0.0,0.0,4919.7,No,Yes,94507
30,27,26.58,,No,,75,0,Alamo,4518,Two Year,United States,1265-BCFEO,Stayed,No,Yes,Female,Yes,Cable,"37.855717, -121.994813",37.855717,-121.994813,Yes,80.45,Yes,0,1,Offer A,No,No,Yes,Bank Withdrawal,Yes,15187,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,71,5662.25,0,1887.18,0.0,7549.43,No,Yes,94507
38,24,42.9,,No,,58,0,Alamo,6315,Two Year,United States,5161-UBZXI,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.855717, -121.994813",37.855717,-121.994813,Yes,106.35,No,2,1,,Yes,Yes,Yes,Credit Card,Yes,15187,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,7261.75,0,2960.1,0.0,10221.85,No,Yes,94507
70,15,19.21,,No,,37,0,Fremont,4509,Month-to-Month,United States,9355-NPPFS,Stayed,No,No,Female,Yes,Fiber Optic,"37.505768, -121.962472",37.505768,-121.962472,No,78.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,56126,No,Q3,No,3,Yes,California,Yes,Yes,No,26,2006.1,0,499.46,0.0,2505.56,No,Yes,94538
36,17,10.41,Dissatisfaction,Yes,Poor expertise of phone support,72,1,Fremont,3571,Month-to-Month,United States,9117-SHLZX,Churned,No,No,Male,Yes,DSL,"37.505768, -121.962472",37.505768,-121.962472,No,45.7,No,0,0,,No,No,Yes,Mailed Check,Yes,56126,No,Q3,No,3,No,California,No,No,No,1,45.7,0,10.41,0.0,56.11,No,Yes,94538
61,21,49.2,Price,Yes,Extra data charges,90,1,Fremont,4525,Month-to-Month,United States,7593-JNWRU,Churned,Yes,No,Male,Yes,DSL,"37.505768, -121.962472",37.505768,-121.962472,Yes,44.6,No,1,5,Offer E,No,No,Yes,Bank Withdrawal,Yes,56126,No,Q3,Yes,2,No,California,No,No,No,6,260.8,0,295.2,0.0,556.0,No,Yes,94538
50,57,1.53,,No,,44,0,Fremont,2775,One Year,United States,5198-HQAEN,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.505768, -121.962472",37.505768,-121.962472,Yes,89.7,No,3,5,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,56126,Yes,Q3,Yes,4,No,California,No,No,Yes,35,3165.6,0,53.55,0.0,3219.15,No,Yes,94538
70,12,11.74,,No,,24,0,Orinda,5151,Month-to-Month,United States,9971-ZWPBF,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.873916, -122.20522",37.873916,-122.20522,Yes,108.9,Yes,1,7,,Yes,No,Yes,Bank Withdrawal,Yes,17964,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,34,3625.2,30,399.16,0.0,4054.36,No,No,94563
21,51,37.83,Dissatisfaction,Yes,Network reliability,80,1,Orinda,2627,Month-to-Month,United States,6877-TJMBR,Churned,No,No,Male,Yes,Fiber Optic,"37.873916, -122.20522",37.873916,-122.20522,Yes,84.8,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,17964,Yes,Q3,Yes,3,No,California,No,No,Yes,1,84.8,0,37.83,0.0,122.63,Yes,Yes,94563
22,82,25.33,,No,,23,0,Orinda,5531,One Year,United States,2483-XSSMZ,Stayed,No,No,Female,Yes,DSL,"37.873916, -122.20522",37.873916,-122.20522,No,47.85,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,17964,No,Q3,No,3,No,California,No,No,No,39,1886.4,70,987.87,0.0,2944.27,Yes,No,94563
49,21,22.41,,No,,30,0,Orinda,2715,Month-to-Month,United States,4123-DVHPH,Stayed,No,No,Male,Yes,Fiber Optic,"37.873916, -122.20522",37.873916,-122.20522,Yes,88.05,Yes,0,3,,No,Yes,Yes,Bank Withdrawal,Yes,17964,No,Q3,Yes,3,No,California,Yes,Yes,No,9,801.3,0,201.69,0.0,1002.99,No,Yes,94563
69,3,19.52,,No,,60,0,Vallejo,4166,One Year,United States,2957-JIRMN,Stayed,No,No,Female,Yes,Fiber Optic,"38.105733, -122.186338",38.105733,-122.186338,No,84.45,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,51665,No,Q3,No,4,Yes,California,No,No,Yes,62,4959.15,0,1210.24,0.0,6169.39,No,Yes,94591
59,0,34.39,,No,,47,0,Vallejo,2366,Month-to-Month,United States,7047-YXDMZ,Stayed,No,No,Male,No,,"38.105733, -122.186338",38.105733,-122.186338,No,20.0,No,0,0,Offer D,No,No,No,Credit Card,Yes,51665,No,Q3,No,3,No,California,No,No,No,21,417.7,0,722.19,0.0,1139.89,No,No,94591
62,17,6.77,,No,,42,0,Vallejo,5843,One Year,United States,4328-VUFWD,Stayed,No,No,Female,Yes,DSL,"38.105733, -122.186338",38.105733,-122.186338,No,59.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,51665,Yes,Q3,No,4,No,California,Yes,Yes,No,39,2209.15,0,264.03,0.0,2473.18,No,Yes,94591
42,18,40.11,,No,,26,0,Vallejo,3080,Month-to-Month,United States,7504-UWHNB,Stayed,No,No,Male,Yes,Fiber Optic,"38.105733, -122.186338",38.105733,-122.186338,No,69.75,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,51665,No,Q3,No,4,No,California,No,No,No,25,1729.35,100,1002.75,0.0,2832.1,No,No,94591
80,15,26.84,,No,,20,0,Berkeley,3355,Month-to-Month,United States,5271-DBYSJ,Stayed,No,No,Male,Yes,Fiber Optic,"37.897743, -122.263124",37.897743,-122.263124,No,79.15,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,10737,No,Q3,No,5,Yes,California,Yes,Yes,No,11,827.7,140,295.24,0.0,1262.94,No,No,94708
60,10,30.44,Competitor,Yes,Competitor had better devices,92,1,Berkeley,4399,Month-to-Month,United States,9462-MJUAW,Churned,No,No,Male,Yes,Cable,"37.897743, -122.263124",37.897743,-122.263124,No,50.4,Yes,0,0,,No,No,No,Credit Card,Yes,10737,No,Q3,No,1,No,California,No,No,No,4,206.6,0,121.76,0.0,328.36,No,Yes,94708
39,23,10.21,,No,,64,0,Berkeley,4539,Month-to-Month,United States,8329-GWVPJ,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.897743, -122.263124",37.897743,-122.263124,Yes,69.75,No,3,8,Offer B,No,No,Yes,Bank Withdrawal,Yes,10737,No,Q3,Yes,5,No,California,No,No,No,50,3557.7,0,510.5,0.0,4068.2,No,Yes,94708
46,20,36.52,,No,,41,0,Berkeley,4033,Month-to-Month,United States,3969-GYXEL,Stayed,No,No,Female,Yes,Fiber Optic,"37.897743, -122.263124",37.897743,-122.263124,No,76.4,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,10737,No,Q3,No,4,No,California,No,No,No,11,838.7,0,401.72,0.0,1240.42,No,Yes,94708
72,29,10.2,,No,,71,0,Cotati,4964,One Year,United States,3915-ODIYG,Stayed,No,No,Male,Yes,DSL,"38.326215, -122.718742",38.326215,-122.718742,No,71.75,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,7936,No,Q3,No,3,Yes,California,Yes,Yes,No,60,4374.55,10,612.0,0.0,4996.55,No,No,94931
50,0,6.08,Competitor,Yes,Competitor made better offer,91,1,Cotati,5881,Month-to-Month,United States,8329-IBCTI,Churned,No,No,Female,No,,"38.326215, -122.718742",38.326215,-122.718742,No,19.65,No,0,0,Offer E,No,No,No,Mailed Check,Yes,7936,No,Q3,No,3,No,California,No,No,No,1,19.65,0,6.08,0.0,25.73,No,No,94931
26,30,35.25,Competitor,Yes,Competitor had better devices,73,1,Cotati,5919,Month-to-Month,United States,6996-KNSML,Churned,No,Yes,Female,Yes,Fiber Optic,"38.326215, -122.718742",38.326215,-122.718742,No,74.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,7936,No,Q3,No,1,No,California,No,No,No,1,74.9,0,35.25,0.0,110.15,Yes,Yes,94931
21,0,42.11,,No,,57,0,Cotati,4376,One Year,United States,1697-LYYYX,Stayed,Yes,No,Female,No,,"38.326215, -122.718742",38.326215,-122.718742,Yes,19.1,No,1,8,,No,No,No,Credit Card,Yes,7936,No,Q3,Yes,4,No,California,No,No,No,61,1143.8,0,2568.71,0.0,3712.51,Yes,No,94931
70,14,0.0,,No,,75,0,Aromas,3353,Month-to-Month,United States,0282-NVSJS,Stayed,Yes,No,Female,Yes,DSL,"36.878364, -121.629781",36.878364,-121.629781,Yes,29.3,No,1,1,Offer D,No,No,Yes,Mailed Check,No,3373,Yes,Q3,Yes,4,Yes,California,No,No,No,12,355.9,0,0.0,0.0,355.9,No,Yes,95004
44,19,40.15,Attitude,Yes,Attitude of service provider,69,1,Aromas,5701,Month-to-Month,United States,3387-VATUS,Churned,No,No,Male,Yes,Fiber Optic,"36.878364, -121.629781",36.878364,-121.629781,No,94.85,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,3373,No,Q3,No,3,No,California,Yes,Yes,Yes,5,462.8,0,200.75,0.0,663.55,No,Yes,95004
35,53,48.07,,No,,52,0,Aromas,5266,Month-to-Month,United States,4194-WHFCB,Stayed,Yes,No,Female,Yes,Fiber Optic,"36.878364, -121.629781",36.878364,-121.629781,Yes,96.65,Yes,5,2,,Yes,No,Yes,Bank Withdrawal,Yes,3373,Yes,Q3,Yes,3,No,California,Yes,Yes,No,59,5580.8,0,2836.13,0.0,8416.93,No,Yes,95004
30,82,28.36,,No,,64,0,Aromas,5672,Two Year,United States,7691-XVTZH,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.878364, -121.629781",36.878364,-121.629781,Yes,89.95,Yes,0,5,Offer A,No,No,Yes,Bank Withdrawal,Yes,3373,No,Q3,Yes,4,No,California,No,No,Yes,68,5974.3,0,1928.48,0.0,7902.78,No,Yes,95004
80,28,39.01,,No,,65,0,Santa Cruz,3950,Month-to-Month,United States,4884-ZTHVF,Stayed,No,No,Female,Yes,Fiber Optic,"37.031404, -121.981865",37.031404,-121.981865,No,87.1,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,8365,No,Q3,No,5,Yes,California,No,No,Yes,8,713.6,0,312.08,0.0,1025.68,No,Yes,95065
19,0,40.48,Price,Yes,Long distance charges,70,1,Santa Cruz,4285,Month-to-Month,United States,5624-BQSSA,Churned,No,No,Female,No,,"37.031404, -121.981865",37.031404,-121.981865,No,20.95,No,0,0,,No,No,No,Credit Card,Yes,8365,No,Q3,No,1,No,California,No,No,No,1,20.95,0,40.48,0.0,61.43,Yes,No,95065
32,0,48.41,,No,,43,0,Santa Cruz,5293,One Year,United States,8717-VCTXJ,Stayed,No,No,Male,No,,"37.031404, -121.981865",37.031404,-121.981865,No,19.55,No,0,0,,No,No,Yes,Credit Card,Yes,8365,No,Q3,No,3,No,California,No,No,No,42,839.4,0,2033.22,12.16,2860.46,No,No,95065
26,73,38.99,,No,,30,0,Santa Cruz,5656,Two Year,United States,2824-DXNKN,Stayed,Yes,Yes,Female,Yes,Cable,"37.031404, -121.981865",37.031404,-121.981865,Yes,71.45,Yes,1,8,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,8365,No,Q3,Yes,3,No,California,No,Yes,Yes,72,5025.85,0,2807.28,0.0,7833.13,Yes,Yes,95065
75,15,16.74,,No,,45,0,Saratoga,6469,Month-to-Month,United States,3055-OYMSE,Stayed,No,No,Female,Yes,Fiber Optic,"37.257772, -122.051824",37.257772,-122.051824,No,73.8,No,0,0,,Yes,No,Yes,Credit Card,Yes,30589,No,Q3,No,3,Yes,California,No,No,No,53,4003.85,0,887.22,0.0,4891.07,No,Yes,95070
24,48,37.76,,No,,67,0,Saratoga,4769,Two Year,United States,4159-NAAIX,Stayed,No,No,Female,Yes,Fiber Optic,"37.257772, -122.051824",37.257772,-122.051824,No,97.45,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,30589,No,Q3,No,3,No,California,Yes,Yes,Yes,63,6253.0,0,2378.88,0.0,8631.88,Yes,Yes,95070
31,0,7.83,,No,,44,0,Saratoga,5064,Month-to-Month,United States,2439-QKJUL,Stayed,No,No,Male,No,,"37.257772, -122.051824",37.257772,-122.051824,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,30589,No,Q3,No,3,No,California,No,No,No,5,109.8,0,39.15,0.0,148.95,No,No,95070
56,2,10.5,,No,,36,0,Saratoga,3050,Month-to-Month,United States,0848-ZGQIJ,Stayed,No,No,Female,Yes,Fiber Optic,"37.257772, -122.051824",37.257772,-122.051824,Yes,94.65,No,0,3,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,30589,No,Q3,Yes,5,No,California,Yes,Yes,Yes,16,1461.15,0,168.0,0.0,1629.15,No,Yes,95070
69,0,37.09,,No,,68,0,San Jose,4772,Two Year,United States,1468-DEFNC,Stayed,Yes,No,Male,No,,"37.277592, -121.986477",37.277592,-121.986477,Yes,24.4,Yes,1,9,,No,No,Yes,Bank Withdrawal,Yes,13481,No,Q3,Yes,3,Yes,California,No,No,No,64,1548.65,0,2373.76,0.0,3922.41,No,No,95130
28,58,49.14,Competitor,Yes,Competitor offered higher download speeds,89,1,San Jose,2752,Month-to-Month,United States,2691-NZETQ,Churned,No,No,Male,Yes,Fiber Optic,"37.277592, -121.986477",37.277592,-121.986477,No,85.35,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,13481,No,Q3,No,2,No,California,No,No,Yes,9,758.6,0,442.26,0.0,1200.86,Yes,Yes,95130
29,58,11.4,,No,,22,0,San Jose,2072,One Year,United States,9330-DHBFL,Stayed,No,Yes,Female,Yes,DSL,"37.277592, -121.986477",37.277592,-121.986477,Yes,66.25,No,0,4,,Yes,Yes,Yes,Credit Card,Yes,13481,Yes,Q3,Yes,4,No,California,No,No,No,23,1533.8,0,262.2,23.92,1772.08,Yes,Yes,95130
35,20,34.12,,No,,68,0,San Jose,2421,Month-to-Month,United States,8630-FJLIB,Stayed,No,No,Female,Yes,Fiber Optic,"37.277592, -121.986477",37.277592,-121.986477,No,69.8,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,13481,No,Q3,No,4,No,California,No,No,No,18,1221.65,0,614.16,0.0,1835.81,No,Yes,95130
69,12,22.34,,No,,47,0,Stockton,2422,Month-to-Month,United States,9605-WGJVW,Joined,No,No,Female,Yes,Fiber Optic,"37.974498, -121.319568",37.974498,-121.319568,No,70.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,30476,No,Q3,No,5,Yes,California,No,No,No,1,70.2,0,22.34,0.0,92.54,No,Yes,95204
24,0,25.75,Price,Yes,Long distance charges,95,1,Stockton,3398,Month-to-Month,United States,0137-UDEUO,Churned,No,No,Female,No,,"37.974498, -121.319568",37.974498,-121.319568,No,19.85,No,0,0,Offer E,No,No,No,Credit Card,Yes,30476,No,Q3,No,1,No,California,No,No,No,3,63.75,0,77.25,0.0,141.0,Yes,No,95204
30,52,37.03,,No,,27,0,Stockton,5407,Two Year,United States,9553-DLCLU,Stayed,No,Yes,Female,Yes,DSL,"37.974498, -121.319568",37.974498,-121.319568,No,88.95,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,30476,Yes,Q3,No,3,No,California,Yes,Yes,Yes,13,1161.75,0,481.39,0.0,1643.14,No,Yes,95204
34,23,31.68,,No,,62,0,Stockton,5584,Month-to-Month,United States,9163-GHAYE,Stayed,No,No,Female,Yes,Cable,"37.974498, -121.319568",37.974498,-121.319568,No,48.85,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,30476,No,Q3,No,5,No,California,No,No,No,15,736.8,0,475.2,0.0,1212.0,No,Yes,95204
72,27,23.4,,No,,69,0,Stockton,4948,Two Year,United States,4627-MIHJH,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.033219, -121.297433",38.033219,-121.297433,No,110.25,Yes,0,0,,No,Yes,No,Credit Card,Yes,40611,Yes,Q3,No,3,Yes,California,Yes,Yes,Yes,69,7467.55,0,1614.6,0.0,9082.15,No,Yes,95210
32,30,11.94,Competitor,Yes,Competitor had better devices,81,1,Stockton,5351,Month-to-Month,United States,6023-YEBUP,Churned,No,Yes,Male,Yes,Cable,"38.033219, -121.297433",38.033219,-121.297433,No,100.95,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,40611,No,Q3,No,1,No,California,Yes,Yes,Yes,3,329.95,10,35.82,0.0,375.77,No,No,95210
21,47,19.3,,No,,76,0,Stockton,3131,Month-to-Month,United States,3522-CDKHF,Stayed,No,No,Female,Yes,Fiber Optic,"38.033219, -121.297433",38.033219,-121.297433,Yes,75.5,No,0,6,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,40611,No,Q3,Yes,3,No,California,No,No,No,32,2324.7,0,617.6,0.0,2942.3,Yes,Yes,95210
23,51,35.47,,No,,75,0,Stockton,6186,Two Year,United States,2001-EWBQU,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.033219, -121.297433",38.033219,-121.297433,No,104.7,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,40611,No,Q3,No,5,No,California,Yes,Yes,Yes,60,6333.8,150,2128.2,0.0,8612.0,Yes,No,95210
67,30,39.38,,No,,48,0,Copperopolis,4892,One Year,United States,5553-AOINX,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.943954, -120.67108",37.943954,-120.67108,Yes,104.9,Yes,1,6,,Yes,No,Yes,Bank Withdrawal,Yes,2633,No,Q3,Yes,4,Yes,California,Yes,Yes,Yes,66,6891.45,0,2599.08,0.0,9490.53,No,Yes,95228
62,0,10.32,,No,,54,0,Copperopolis,4116,Two Year,United States,0621-CXBKL,Stayed,No,No,Female,No,,"37.943954, -120.67108",37.943954,-120.67108,No,18.7,No,0,0,Offer B,No,No,No,Mailed Check,Yes,2633,No,Q3,No,5,No,California,No,No,No,53,1005.7,0,546.96,0.0,1552.66,No,No,95228
40,24,39.35,,No,,43,0,Copperopolis,5745,Month-to-Month,United States,6645-MXQJT,Joined,Yes,No,Male,Yes,Fiber Optic,"37.943954, -120.67108",37.943954,-120.67108,Yes,97.1,No,1,10,Offer E,No,Yes,No,Bank Withdrawal,Yes,2633,No,Q3,Yes,3,No,California,Yes,Yes,Yes,2,184.15,0,78.7,0.0,262.85,No,Yes,95228
55,19,31.79,,No,,79,0,Copperopolis,2831,Month-to-Month,United States,0365-GXEZS,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.943954, -120.67108",37.943954,-120.67108,Yes,78.2,No,0,6,Offer D,No,No,No,Bank Withdrawal,Yes,2633,Yes,Q3,Yes,5,No,California,No,No,No,18,1468.75,0,572.22,0.0,2040.97,No,Yes,95228
69,7,19.74,,No,,30,0,Big Oak Flat,4270,Month-to-Month,United States,3258-SANFR,Stayed,No,No,Male,Yes,DSL,"37.818589, -120.256995",37.818589,-120.256995,No,44.7,No,0,0,Offer E,No,No,No,Credit Card,Yes,167,No,Q3,No,3,Yes,California,No,No,No,6,276.5,0,118.44,0.0,394.94,No,Yes,95305
42,12,45.92,Attitude,Yes,Attitude of service provider,91,1,Big Oak Flat,3025,Month-to-Month,United States,0125-LZQXK,Churned,No,Yes,Male,Yes,Fiber Optic,"37.818589, -120.256995",37.818589,-120.256995,No,101.35,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,167,Yes,Q3,No,2,No,California,Yes,Yes,Yes,15,1553.95,0,688.8,0.0,2242.75,No,Yes,95305
62,25,46.79,Competitor,Yes,Competitor had better devices,68,1,Big Oak Flat,5159,Month-to-Month,United States,6711-FLDFB,Churned,No,No,Female,Yes,Fiber Optic,"37.818589, -120.256995",37.818589,-120.256995,No,74.9,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,167,No,Q3,No,1,No,California,No,No,No,7,541.15,0,327.53,0.0,868.68,No,Yes,95305
24,26,30.92,,No,,40,0,Big Oak Flat,6209,Two Year,United States,1699-UOTXU,Stayed,No,Yes,Male,Yes,DSL,"37.818589, -120.256995",37.818589,-120.256995,No,61.4,No,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,167,No,Q3,No,3,No,California,No,No,No,60,3638.25,0,1855.2,0.0,5493.45,Yes,Yes,95305
66,20,44.9,,No,,49,0,Coulterville,5261,Month-to-Month,United States,4833-QTJNO,Stayed,No,No,Male,Yes,Fiber Optic,"37.722127, -120.110174",37.722127,-120.110174,Yes,83.85,Yes,0,10,,Yes,Yes,No,Bank Withdrawal,Yes,2271,No,Q3,Yes,3,Yes,California,No,No,No,67,5588.8,0,3008.3,0.0,8597.1,No,Yes,95311
56,30,0.0,,No,,58,0,Coulterville,5594,Month-to-Month,United States,3164-YAXFY,Stayed,No,Yes,Male,Yes,DSL,"37.722127, -120.110174",37.722127,-120.110174,No,53.75,No,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,No,2271,No,Q3,No,4,No,California,Yes,Yes,Yes,57,3196.0,0,0.0,0.0,3196.0,No,Yes,95311
57,0,9.33,,No,,64,0,Coulterville,4439,One Year,United States,4518-FZBSX,Stayed,Yes,No,Male,No,,"37.722127, -120.110174",37.722127,-120.110174,Yes,20.25,No,2,4,Offer B,No,No,No,Credit Card,Yes,2271,No,Q3,Yes,4,No,California,No,No,No,42,854.9,0,391.86,0.0,1246.76,No,No,95311
60,27,14.52,,No,,23,0,Coulterville,5536,Month-to-Month,United States,7251-XFOIL,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.722127, -120.110174",37.722127,-120.110174,No,89.2,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,2271,No,Q3,No,3,No,California,Yes,Yes,No,61,5500.6,0,885.72,0.0,6386.32,No,Yes,95311
70,20,31.53,,No,,50,0,El Portal,4999,Month-to-Month,United States,2322-VCZHZ,Stayed,No,No,Male,Yes,Fiber Optic,"37.654551, -119.822984",37.654551,-119.822984,Yes,90.0,No,0,3,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,579,No,Q3,Yes,3,Yes,California,Yes,No,No,23,2024.1,0,725.19,0.0,2749.29,No,Yes,95318
38,2,36.42,,No,,36,0,El Portal,3244,One Year,United States,0080-OROZO,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.654551, -119.822984",37.654551,-119.822984,No,99.25,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,579,Yes,Q3,No,3,No,California,Yes,Yes,Yes,35,3532.0,0,1274.7,0.0,4806.7,No,Yes,95318
19,82,27.24,,No,,54,0,El Portal,2177,Month-to-Month,United States,7299-GNVPL,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.654551, -119.822984",37.654551,-119.822984,Yes,84.4,No,2,5,,Yes,Yes,No,Mailed Check,Yes,579,Yes,Q3,Yes,3,No,California,No,No,No,23,1936.85,0,626.52,0.0,2563.37,Yes,Yes,95318
19,0,41.58,,No,,41,0,El Portal,4039,Two Year,United States,3120-FAZKD,Stayed,Yes,No,Male,No,,"37.654551, -119.822984",37.654551,-119.822984,Yes,24.05,Yes,2,7,Offer B,No,No,Yes,Bank Withdrawal,Yes,579,No,Q3,Yes,4,No,California,No,No,No,54,1230.9,0,2245.32,0.0,3476.22,Yes,No,95318
77,18,9.13,,No,,22,0,Gustine,4599,One Year,United States,6383-ZTSIW,Stayed,No,No,Female,Yes,Fiber Optic,"37.147198, -121.120161",37.147198,-121.120161,Yes,99.1,No,0,6,,Yes,Yes,No,Mailed Check,Yes,7872,No,Q3,Yes,3,Yes,California,Yes,No,Yes,39,3877.95,0,356.07,0.0,4234.02,No,Yes,95322
58,30,46.17,Competitor,Yes,Competitor offered higher download speeds,91,1,Gustine,2007,Month-to-Month,United States,4702-IOQDC,Churned,No,No,Female,Yes,Fiber Optic,"37.147198, -121.120161",37.147198,-121.120161,No,70.1,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,7872,No,Q3,No,3,No,California,No,No,No,1,70.1,0,46.17,0.0,116.27,No,Yes,95322
60,20,5.06,,No,,61,0,Gustine,3945,Two Year,United States,8221-HVAYI,Stayed,No,Yes,Male,Yes,Cable,"37.147198, -121.120161",37.147198,-121.120161,Yes,69.15,Yes,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,7872,Yes,Q3,No,3,No,California,No,No,No,35,2490.15,0,177.1,0.0,2667.25,No,Yes,95322
27,0,3.41,,No,,43,0,Gustine,5432,Two Year,United States,9371-BITHB,Stayed,Yes,No,Female,No,,"37.147198, -121.120161",37.147198,-121.120161,Yes,19.85,No,1,1,Offer B,No,No,No,Mailed Check,Yes,7872,No,Q3,Yes,4,No,California,No,No,No,52,1070.5,0,177.32,0.0,1247.82,Yes,No,95322
71,7,33.74,,No,,46,0,Le Grand,5700,Month-to-Month,United States,0118-JPNOY,Stayed,No,No,Female,Yes,Fiber Optic,"37.249377, -120.249581",37.249377,-120.249581,No,85.8,No,0,0,,No,Yes,Yes,Credit Card,Yes,3256,No,Q3,No,3,Yes,California,No,No,Yes,26,2193.65,0,877.24,0.0,3070.89,No,Yes,95333
26,59,38.72,,No,,21,0,Le Grand,4812,One Year,United States,5370-IIVVL,Stayed,No,No,Male,Yes,Fiber Optic,"37.249377, -120.249581",37.249377,-120.249581,No,104.5,Yes,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,3256,Yes,Q3,No,3,No,California,Yes,Yes,Yes,37,3778.0,0,1432.64,0.0,5210.64,Yes,Yes,95333
42,10,7.61,,No,,24,0,Le Grand,5137,Two Year,United States,5485-ITNPC,Stayed,No,Yes,Male,Yes,DSL,"37.249377, -120.249581",37.249377,-120.249581,Yes,85.9,No,0,2,,Yes,Yes,Yes,Bank Withdrawal,Yes,3256,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,66,5595.3,0,502.26,0.0,6097.56,No,Yes,95333
36,0,34.37,,No,,65,0,Le Grand,4422,One Year,United States,8327-WKMIE,Stayed,No,No,Male,No,,"37.249377, -120.249581",37.249377,-120.249581,No,20.15,No,0,0,,No,No,No,Credit Card,Yes,3256,No,Q3,No,5,No,California,No,No,No,37,785.75,0,1271.69,0.0,2057.44,No,No,95333
70,22,0.0,,No,,61,0,Merced,4277,Two Year,United States,9000-PLFUZ,Stayed,No,No,Female,Yes,DSL,"37.255637, -120.493537",37.255637,-120.493537,Yes,49.45,No,0,3,,Yes,No,Yes,Credit Card,No,59289,No,Q3,Yes,3,Yes,California,Yes,No,Yes,60,2907.55,40,0.0,0.0,2947.55,No,No,95340
56,15,5.63,,No,,26,0,Merced,2228,Month-to-Month,United States,6077-BDPXA,Joined,No,No,Female,Yes,Fiber Optic,"37.255637, -120.493537",37.255637,-120.493537,No,70.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,59289,No,Q3,No,3,No,California,No,No,No,3,194.2,0,16.89,0.0,211.09,No,Yes,95340
27,0,10.42,,No,,71,0,Merced,4907,Month-to-Month,United States,9512-PHSMG,Stayed,No,No,Female,No,,"37.255637, -120.493537",37.255637,-120.493537,Yes,20.55,No,0,2,,No,No,Yes,Credit Card,Yes,59289,No,Q3,Yes,3,No,California,No,No,No,10,252.75,0,104.2,0.0,356.95,Yes,No,95340
61,24,21.19,,No,,66,0,Merced,3371,Month-to-Month,United States,6368-NWMCE,Stayed,No,No,Female,Yes,DSL,"37.255637, -120.493537",37.255637,-120.493537,No,68.15,Yes,0,0,,Yes,No,No,Credit Card,Yes,59289,Yes,Q3,No,3,No,California,Yes,Yes,No,38,2656.3,0,805.22,0.0,3461.52,No,Yes,95340
75,26,16.15,,No,,21,0,Modesto,6492,Month-to-Month,United States,1658-XUHBX,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.670526, -120.877572",37.670526,-120.877572,Yes,88.75,Yes,1,3,,No,No,Yes,Credit Card,Yes,13343,No,Q3,Yes,3,Yes,California,Yes,No,No,59,5348.65,0,952.85,0.0,6301.5,No,Yes,95357
37,14,48.38,Competitor,Yes,Competitor offered higher download speeds,72,1,Modesto,3212,Month-to-Month,United States,9897-KXHCM,Churned,No,No,Female,Yes,Fiber Optic,"37.670526, -120.877572",37.670526,-120.877572,Yes,80.3,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,13343,No,Q3,Yes,1,No,California,Yes,Yes,No,3,250.05,0,145.14,0.0,395.19,No,Yes,95357
25,0,5.98,,No,,20,0,Modesto,4690,One Year,United States,7244-KXYZN,Stayed,No,No,Female,No,,"37.670526, -120.877572",37.670526,-120.877572,No,20.45,No,0,0,,No,No,No,Credit Card,Yes,13343,No,Q3,No,4,No,California,No,No,No,24,527.35,0,143.52,0.0,670.87,Yes,No,95357
20,73,8.01,,No,,65,0,Modesto,6026,One Year,United States,0103-CSITQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.670526, -120.877572",37.670526,-120.877572,Yes,109.4,Yes,0,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,13343,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,57,6252.7,0,456.57,0.0,6709.27,Yes,Yes,95357
78,19,26.19,,No,,35,0,Newman,5527,Month-to-Month,United States,2378-HTWFW,Stayed,No,No,Male,Yes,Fiber Optic,"37.343846, -121.039391",37.343846,-121.039391,No,91.0,Yes,0,0,,No,Yes,No,Credit Card,Yes,8504,No,Q3,No,3,Yes,California,Yes,No,No,35,3180.5,40,916.65,0.0,4137.15,No,No,95360
53,24,11.81,Price,Yes,Long distance charges,68,1,Newman,2266,Month-to-Month,United States,2672-HUYVI,Churned,No,No,Female,Yes,Fiber Optic,"37.343846, -121.039391",37.343846,-121.039391,No,91.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,8504,No,Q3,No,2,No,California,Yes,Yes,Yes,6,455.3,0,70.86,0.0,526.16,No,Yes,95360
26,0,32.28,,No,,66,0,Newman,4811,One Year,United States,0784-GTUUK,Stayed,No,No,Male,No,,"37.343846, -121.039391",37.343846,-121.039391,Yes,23.75,Yes,0,6,,No,No,Yes,Credit Card,Yes,8504,No,Q3,Yes,4,No,California,No,No,No,62,1446.8,0,2001.36,0.0,3448.16,Yes,No,95360
50,30,0.0,,No,,27,0,Newman,5565,Month-to-Month,United States,8671-KKKOS,Stayed,No,No,Female,Yes,DSL,"37.343846, -121.039391",37.343846,-121.039391,Yes,45.55,No,0,3,Offer B,Yes,Yes,No,Bank Withdrawal,No,8504,No,Q3,Yes,4,No,California,No,No,Yes,46,2062.15,0,0.0,0.0,2062.15,No,Yes,95360
68,0,23.94,,No,,28,0,Ripon,5548,Two Year,United States,3719-TDVQB,Stayed,No,No,Female,No,,"37.750778, -121.13238",37.750778,-121.13238,Yes,18.95,No,0,3,,No,No,Yes,Mailed Check,Yes,12646,No,Q3,Yes,4,Yes,California,No,No,No,54,1031.1,0,1292.76,0.0,2323.86,No,No,95366
30,51,25.74,,No,,25,0,Ripon,4226,Two Year,United States,9091-WTUUY,Stayed,No,Yes,Male,Yes,DSL,"37.750778, -121.13238",37.750778,-121.13238,Yes,69.25,No,0,4,,No,Yes,No,Mailed Check,Yes,12646,Yes,Q3,Yes,4,No,California,No,No,Yes,64,4447.75,0,1647.36,0.0,6095.11,No,Yes,95366
25,0,14.78,,No,,78,0,Ripon,5113,Two Year,United States,8347-GDTMP,Stayed,No,No,Female,No,,"37.750778, -121.13238",37.750778,-121.13238,Yes,19.45,No,0,4,,No,No,No,Credit Card,Yes,12646,No,Q3,Yes,3,No,California,No,No,No,64,1225.65,0,945.92,0.0,2171.57,Yes,No,95366
34,5,30.06,,No,,78,0,Ripon,2070,Month-to-Month,United States,4860-IJUDE,Stayed,No,No,Male,Yes,Fiber Optic,"37.750778, -121.13238",37.750778,-121.13238,No,73.75,No,0,0,,No,Yes,Yes,Credit Card,Yes,12646,No,Q3,No,3,No,California,No,No,No,13,956.65,0,390.78,0.0,1347.43,No,Yes,95366
68,20,10.45,,No,,69,0,Salida,4861,Two Year,United States,0201-MIBOL,Stayed,No,No,Female,Yes,Fiber Optic,"37.713152, -121.08739",37.713152,-121.08739,No,102.4,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,12466,No,Q3,No,3,Yes,California,Yes,Yes,Yes,66,6471.85,0,689.7,0.0,7161.55,No,Yes,95368
47,6,14.9,Other,Yes,Don't know,73,1,Salida,3706,Month-to-Month,United States,3165-HDOEW,Churned,No,No,Male,Yes,DSL,"37.713152, -121.08739",37.713152,-121.08739,Yes,45.85,No,0,1,,No,No,Yes,Credit Card,Yes,12466,No,Q3,Yes,2,No,California,No,No,No,1,45.85,0,14.9,0.0,60.75,No,Yes,95368
62,0,26.54,,No,,41,0,Salida,4431,One Year,United States,6746-WAUWT,Stayed,No,No,Male,No,,"37.713152, -121.08739",37.713152,-121.08739,No,19.7,No,0,0,,No,No,Yes,Credit Card,Yes,12466,No,Q3,No,4,No,California,No,No,No,19,386.5,0,504.26,0.0,890.76,No,No,95368
35,24,32.83,,No,,59,0,Salida,4112,Month-to-Month,United States,9688-YGXVR,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.713152, -121.08739",37.713152,-121.08739,No,88.15,No,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,12466,No,Q3,No,4,No,California,No,No,Yes,44,3973.2,0,1444.52,0.0,5417.72,No,Yes,95368
73,5,35.16,,No,,30,0,Middletown,4991,Month-to-Month,United States,5188-HGMLP,Stayed,No,No,Male,Yes,Fiber Optic,"38.787446, -122.58675",38.787446,-122.58675,Yes,74.0,Yes,0,10,,No,No,No,Bank Withdrawal,Yes,7789,No,Q3,Yes,5,Yes,California,No,No,No,54,3919.15,0,1898.64,0.0,5817.79,No,Yes,95461
55,29,42.19,,No,,36,0,Middletown,2438,Month-to-Month,United States,6260-ONULR,Joined,No,No,Male,Yes,Cable,"38.787446, -122.58675",38.787446,-122.58675,No,62.8,No,0,0,,No,No,Yes,Credit Card,Yes,7789,No,Q3,No,5,No,California,Yes,Yes,Yes,1,62.8,0,42.19,0.0,104.99,No,Yes,95461
48,0,8.25,,No,,29,0,Middletown,3713,Month-to-Month,United States,0208-BPQEJ,Stayed,Yes,No,Female,No,,"38.787446, -122.58675",38.787446,-122.58675,Yes,19.4,No,1,0,Offer D,No,No,No,Bank Withdrawal,Yes,7789,No,Q3,No,3,No,California,No,No,No,12,198.1,0,99.0,0.0,297.1,No,No,95461
33,53,41.14,,No,,49,0,Middletown,5475,Two Year,United States,7569-NMZYQ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.787446, -122.58675",38.787446,-122.58675,Yes,118.75,Yes,3,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,7789,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8672.45,0,2962.08,0.0,11634.53,No,Yes,95461
73,14,8.3,,No,,25,0,Witter Springs,4887,One Year,United States,4476-OSWTN,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.222323, -122.985488",39.222323,-122.985488,Yes,110.55,Yes,0,2,,No,Yes,Yes,Mailed Check,Yes,240,Yes,Q3,Yes,3,Yes,California,Yes,No,Yes,69,7610.1,0,572.7,0.0,8182.8,No,Yes,95493
41,30,24.83,Competitor,Yes,Competitor had better devices,84,1,Witter Springs,3200,Month-to-Month,United States,4566-QVRRW,Churned,No,No,Female,Yes,DSL,"39.222323, -122.985488",39.222323,-122.985488,Yes,44.05,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,240,No,Q3,Yes,1,No,California,No,No,No,11,483.7,0,273.13,0.0,756.83,No,Yes,95493
45,18,33.78,,No,,61,0,Witter Springs,5969,One Year,United States,5815-HGGHV,Stayed,No,No,Male,Yes,DSL,"39.222323, -122.985488",39.222323,-122.985488,Yes,64.15,No,0,3,Offer D,No,Yes,Yes,Credit Card,Yes,240,Yes,Q3,Yes,4,No,California,Yes,Yes,No,20,1274.45,100,675.6,0.0,2050.05,No,No,95493
33,25,0.0,,No,,35,0,Witter Springs,3610,Month-to-Month,United States,3594-KADLU,Joined,No,No,Male,Yes,Cable,"39.222323, -122.985488",39.222323,-122.985488,Yes,35.1,No,0,3,Offer E,No,Yes,No,Credit Card,No,240,Yes,Q3,Yes,3,No,California,No,No,No,3,101.1,0,0.0,0.0,101.1,No,Yes,95493
72,14,41.11,,No,,63,0,Fields Landing,5755,One Year,United States,6726-WEXXK,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.726949, -124.217378",40.726949,-124.217378,Yes,85.9,Yes,0,7,,No,Yes,Yes,Bank Withdrawal,Yes,228,No,Q3,Yes,3,Yes,California,No,No,No,27,2220.1,0,1109.97,0.0,3330.07,No,Yes,95537
33,17,43.27,Competitor,Yes,Competitor offered more data,87,1,Fields Landing,5036,Month-to-Month,United States,4290-BSXUX,Churned,No,No,Male,Yes,Fiber Optic,"40.726949, -124.217378",40.726949,-124.217378,Yes,79.65,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,228,Yes,Q3,Yes,1,No,California,No,No,No,3,251.75,0,129.81,0.0,381.56,No,Yes,95537
32,0,2.52,,No,,63,0,Fields Landing,5359,Two Year,United States,5158-RIVOP,Stayed,Yes,No,Female,No,,"40.726949, -124.217378",40.726949,-124.217378,Yes,20.9,No,1,3,Offer D,No,No,No,Credit Card,Yes,228,No,Q3,Yes,5,No,California,No,No,No,11,202.3,0,27.72,0.0,230.02,No,No,95537
34,19,14.98,,No,,23,0,Fields Landing,6251,Two Year,United States,7663-CUXZB,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.726949, -124.217378",40.726949,-124.217378,Yes,113.75,Yes,0,9,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,228,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,59,6561.25,0,883.82,0.0,7445.07,No,Yes,95537
72,21,0.0,,No,,39,0,Redcrest,2166,One Year,United States,4023-RTIQM,Stayed,No,Yes,Female,Yes,DSL,"40.363446, -123.835041",40.363446,-123.835041,Yes,50.4,No,0,10,Offer C,Yes,Yes,Yes,Credit Card,No,400,No,Q3,Yes,3,Yes,California,Yes,No,No,31,1580.1,0,0.0,0.0,1580.1,No,Yes,95569
64,8,0.0,,No,,30,0,Redcrest,4740,Two Year,United States,1371-DWPAZ,Stayed,No,Yes,Female,Yes,DSL,"40.363446, -123.835041",40.363446,-123.835041,Yes,56.05,No,0,2,,Yes,Yes,No,Credit Card,No,400,Yes,Q3,Yes,4,No,California,No,No,Yes,10,560.5,0,0.0,0.0,560.5,No,Yes,95569
35,6,0.0,,No,,39,0,Redcrest,3215,Month-to-Month,United States,4177-JPDFU,Stayed,No,No,Male,Yes,Cable,"40.363446, -123.835041",40.363446,-123.835041,No,34.0,No,0,0,Offer D,Yes,No,No,Credit Card,No,400,Yes,Q3,No,3,No,California,No,No,No,12,442.45,0,0.0,0.0,442.45,No,Yes,95569
28,59,33.95,,No,,29,0,Redcrest,5530,Month-to-Month,United States,5701-ZIKJE,Stayed,No,No,Male,Yes,DSL,"40.363446, -123.835041",40.363446,-123.835041,No,50.55,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,400,Yes,Q3,No,5,No,California,No,Yes,No,13,610.75,0,441.35,0.0,1052.1,Yes,Yes,95569
76,4,0.0,,No,,56,0,Citrus Heights,4691,Month-to-Month,United States,8904-OPDCK,Stayed,No,No,Male,Yes,DSL,"38.69549, -121.307864",38.69549,-121.307864,Yes,24.95,No,0,4,Offer B,No,No,Yes,Bank Withdrawal,No,41636,No,Q3,Yes,3,Yes,California,No,No,No,54,1364.75,0,0.0,0.0,1364.75,No,Yes,95621
47,16,43.29,,No,,42,0,Citrus Heights,6434,Two Year,United States,3084-DOWLE,Stayed,No,Yes,Female,Yes,DSL,"38.69549, -121.307864",38.69549,-121.307864,Yes,92.0,Yes,0,8,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,41636,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6474.4,110,3116.88,0.0,9701.28,No,No,95621
21,73,42.37,,No,,21,0,Citrus Heights,5020,Two Year,United States,1498-NHTLT,Stayed,Yes,Yes,Male,Yes,Cable,"38.69549, -121.307864",38.69549,-121.307864,Yes,86.75,No,3,4,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,41636,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,59,5186.0,150,2499.83,0.0,7835.83,Yes,No,95621
49,0,48.03,,No,,68,0,Citrus Heights,4137,Month-to-Month,United States,5537-UXXVS,Stayed,No,No,Female,No,,"38.69549, -121.307864",38.69549,-121.307864,Yes,19.25,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,41636,No,Q3,No,3,No,California,No,No,No,20,375.25,0,960.6,0.0,1335.85,No,No,95621
65,11,34.23,,No,,49,0,Somerset,4143,Two Year,United States,6734-FQAJX,Stayed,No,No,Male,Yes,Fiber Optic,"38.606703, -120.586659",38.606703,-120.586659,No,105.05,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,2958,Yes,Q3,No,4,Yes,California,Yes,Yes,Yes,67,7171.7,0,2293.41,0.0,9465.11,No,Yes,95684
35,19,19.53,,No,,36,0,Somerset,4603,Two Year,United States,1830-GGFNM,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.606703, -120.586659",38.606703,-120.586659,Yes,94.55,Yes,2,6,Offer B,Yes,Yes,No,Credit Card,Yes,2958,Yes,Q3,Yes,4,No,California,No,No,No,65,6078.75,0,1269.45,0.0,7348.2,No,Yes,95684
34,21,13.62,,No,,30,0,Somerset,2614,Month-to-Month,United States,5133-POWUA,Joined,No,No,Male,Yes,Cable,"38.606703, -120.586659",38.606703,-120.586659,No,45.8,No,0,0,,No,No,Yes,Credit Card,Yes,2958,No,Q3,No,5,No,California,No,No,No,1,45.8,0,13.62,0.0,59.42,No,Yes,95684
59,15,42.08,,No,,60,0,Somerset,5461,One Year,United States,9356-AXGMP,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.606703, -120.586659",38.606703,-120.586659,Yes,110.7,Yes,0,9,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,2958,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,38,4428.6,0,1599.04,0.0,6027.64,No,Yes,95684
76,7,8.59,,No,,69,0,Woodland,4073,Month-to-Month,United States,2378-VTKDH,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.71967, -121.862416",38.71967,-121.862416,Yes,104.35,Yes,0,9,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,38547,No,Q3,Yes,5,Yes,California,Yes,No,Yes,65,6578.55,0,558.35,0.0,7136.9,No,Yes,95695
44,22,17.18,Attitude,Yes,Attitude of support person,95,1,Woodland,4110,Month-to-Month,United States,4250-FDVOU,Churned,No,No,Female,Yes,DSL,"38.71967, -121.862416",38.71967,-121.862416,No,56.25,No,0,0,Offer E,Yes,Yes,No,Bank Withdrawal,Yes,38547,No,Q3,No,1,No,California,No,No,No,6,389.1,0,103.08,0.0,492.18,No,Yes,95695
32,0,9.19,,No,,21,0,Woodland,3396,One Year,United States,7560-QRBXH,Stayed,No,No,Female,No,,"38.71967, -121.862416",38.71967,-121.862416,No,19.95,No,0,0,,No,No,No,Mailed Check,Yes,38547,No,Q3,No,3,No,California,No,No,No,48,936.7,0,441.12,0.0,1377.82,No,No,95695
40,2,0.0,,No,,73,0,Woodland,2653,Two Year,United States,6119-SPUDB,Stayed,No,Yes,Male,Yes,DSL,"38.71967, -121.862416",38.71967,-121.862416,No,38.25,No,0,0,Offer B,No,Yes,No,Credit Card,No,38547,Yes,Q3,No,3,No,California,No,No,No,46,1755.35,0,0.0,0.0,1755.35,No,Yes,95695
71,18,15.62,,No,,29,0,Sacramento,5428,One Year,United States,6121-TNHBO,Stayed,No,Yes,Female,Yes,DSL,"38.512569, -121.495184",38.512569,-121.495184,No,83.0,Yes,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,44683,Yes,Q3,No,3,Yes,California,No,No,Yes,63,5243.05,0,984.06,0.0,6227.11,No,Yes,95822
20,0,24.64,,No,,72,0,Sacramento,4667,Month-to-Month,United States,8681-ICONS,Stayed,Yes,No,Male,No,,"38.512569, -121.495184",38.512569,-121.495184,Yes,20.65,No,1,5,,No,No,Yes,Mailed Check,Yes,44683,No,Q3,Yes,3,No,California,No,No,No,29,654.85,0,714.56,0.0,1369.41,Yes,No,95822
36,0,12.62,,No,,41,0,Sacramento,6233,Two Year,United States,2817-LVCPP,Stayed,No,No,Female,No,,"38.512569, -121.495184",38.512569,-121.495184,No,19.4,No,0,0,,No,No,No,Credit Card,Yes,44683,No,Q3,No,5,No,California,No,No,No,50,1023.95,0,631.0,0.0,1654.95,No,No,95822
42,0,32.88,,No,,56,0,Sacramento,4831,Two Year,United States,3646-ITDGM,Stayed,No,No,Female,No,,"38.512569, -121.495184",38.512569,-121.495184,No,19.7,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,44683,No,Q3,No,4,No,California,No,No,No,56,1051.9,0,1841.28,0.0,2893.18,No,No,95822
70,24,34.99,,No,,74,0,Sacramento,5592,Month-to-Month,United States,5119-NZPTV,Joined,No,No,Male,Yes,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,Yes,70.1,No,0,9,Offer E,No,No,No,Bank Withdrawal,Yes,72199,No,Q3,Yes,4,Yes,California,No,No,No,2,141.65,0,69.98,0.0,211.63,No,Yes,95823
62,22,23.96,Competitor,Yes,Competitor offered higher download speeds,75,1,Sacramento,2038,Month-to-Month,United States,8740-CRYFY,Churned,No,No,Male,Yes,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,No,78.95,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,72199,No,Q3,No,2,No,California,No,No,Yes,1,78.95,0,23.96,0.0,102.91,No,Yes,95823
54,18,19.24,,No,,25,0,Sacramento,4505,Two Year,United States,1621-YNCJH,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,Yes,106.05,Yes,0,4,,Yes,Yes,Yes,Credit Card,Yes,72199,Yes,Q3,Yes,3,No,California,Yes,Yes,No,36,3834.4,50,692.64,0.0,4577.04,No,No,95823
35,22,29.0,,No,,38,0,Sacramento,5411,Two Year,United States,5038-ETMLM,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,Yes,113.65,Yes,0,10,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,72199,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8182.75,0,2088.0,0.0,10270.75,No,Yes,95823
77,14,14.76,,No,,59,0,Sacramento,4503,Month-to-Month,United States,3865-ZYKAD,Stayed,No,No,Male,Yes,Fiber Optic,"38.494832, -121.529447",38.494832,-121.529447,Yes,84.9,Yes,0,7,,Yes,Yes,Yes,Credit Card,Yes,42832,No,Q3,Yes,3,Yes,California,No,No,No,69,5785.65,0,1018.44,0.0,6804.09,No,Yes,95831
19,42,41.12,Competitor,Yes,Competitor had better devices,88,1,Sacramento,4494,Month-to-Month,United States,4763-PGDPO,Churned,No,No,Female,Yes,Fiber Optic,"38.494832, -121.529447",38.494832,-121.529447,No,70.4,No,0,0,,No,No,No,Bank Withdrawal,Yes,42832,No,Q3,No,1,No,California,No,Yes,No,4,281.0,70,164.48,0.0,515.48,Yes,No,95831
60,4,21.88,Price,Yes,Long distance charges,74,1,Sacramento,5801,Month-to-Month,United States,4822-NGOCH,Churned,No,Yes,Female,Yes,Fiber Optic,"38.494832, -121.529447",38.494832,-121.529447,No,84.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,42832,No,Q3,No,2,No,California,No,No,No,13,1058.6,0,284.44,0.0,1343.04,No,Yes,95831
55,0,47.46,,No,,20,0,Sacramento,2618,One Year,United States,1064-FBXNK,Joined,Yes,No,Male,No,,"38.494832, -121.529447",38.494832,-121.529447,Yes,19.85,No,1,5,,No,No,No,Credit Card,Yes,42832,No,Q3,Yes,3,No,California,No,No,No,1,19.85,0,47.46,0.0,67.31,No,No,95831
77,10,3.27,,No,,31,0,Durham,4578,One Year,United States,4868-AADLV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.607831, -121.777959",39.607831,-121.777959,Yes,116.25,Yes,2,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,3524,Yes,Q3,No,3,Yes,California,Yes,No,Yes,66,7862.25,0,215.82,0.0,8078.07,No,Yes,95938
41,28,31.09,,No,,48,0,Durham,5123,Month-to-Month,United States,4472-VESGY,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.607831, -121.777959",39.607831,-121.777959,Yes,98.15,Yes,1,6,,Yes,Yes,No,Bank Withdrawal,Yes,3524,No,Q3,Yes,4,No,California,Yes,Yes,No,52,4993.4,0,1616.68,0.0,6610.08,No,Yes,95938
55,13,24.12,,No,,50,0,Durham,2919,Month-to-Month,United States,8903-WMRNW,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.607831, -121.777959",39.607831,-121.777959,Yes,101.75,No,0,8,,No,Yes,No,Bank Withdrawal,Yes,3524,No,Q3,Yes,3,No,California,Yes,Yes,Yes,15,1669.4,0,361.8,0.0,2031.2,No,Yes,95938
46,0,19.05,,No,,49,0,Durham,3196,Month-to-Month,United States,4182-BGSIQ,Stayed,Yes,No,Female,No,,"39.607831, -121.777959",39.607831,-121.777959,Yes,19.8,No,1,6,Offer D,No,No,Yes,Bank Withdrawal,Yes,3524,No,Q3,Yes,3,No,California,No,No,No,10,196.75,0,190.5,0.0,387.25,No,No,95938
67,4,17.71,,No,,59,0,Paradise,4086,Two Year,United States,3518-FSTWG,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.69676, -121.644379",39.69676,-121.644379,Yes,109.55,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,28318,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,7920.7,0,1275.12,0.0,9195.82,No,Yes,95969
42,14,13.04,,No,,37,0,Paradise,5042,One Year,United States,9207-ZPANB,Stayed,No,Yes,Male,Yes,DSL,"39.69676, -121.644379",39.69676,-121.644379,No,67.45,Yes,0,0,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,28318,Yes,Q3,No,3,No,California,No,No,No,37,2443.3,0,482.48,0.0,2925.78,No,Yes,95969
33,0,1.64,,No,,77,0,Paradise,2185,One Year,United States,9766-HGEDE,Stayed,No,No,Female,No,,"39.69676, -121.644379",39.69676,-121.644379,Yes,19.35,No,0,3,Offer D,No,No,No,Mailed Check,Yes,28318,No,Q3,Yes,5,No,California,No,No,No,17,307.0,0,27.88,10.57,324.31,No,No,95969
35,16,11.46,,No,,59,0,Paradise,5357,Month-to-Month,United States,0921-OHLVP,Stayed,No,No,Male,Yes,Fiber Optic,"39.69676, -121.644379",39.69676,-121.644379,No,83.05,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,28318,No,Q3,No,4,No,California,Yes,Yes,No,22,1799.3,0,252.12,0.0,2051.42,No,Yes,95969
76,7,0.0,,No,,48,0,Hyampom,5089,One Year,United States,0230-UBYPQ,Stayed,No,No,Male,Yes,DSL,"40.648024, -123.465088",40.648024,-123.465088,Yes,36.1,No,0,2,Offer B,No,Yes,No,Bank Withdrawal,No,268,Yes,Q3,Yes,3,Yes,California,No,No,No,63,2298.9,0,0.0,0.0,2298.9,No,Yes,96046
36,0,23.56,,No,,34,0,Hyampom,4818,One Year,United States,5312-TSZVC,Stayed,No,No,Female,No,,"40.648024, -123.465088",40.648024,-123.465088,No,19.65,No,0,0,,No,No,No,Credit Card,Yes,268,No,Q3,No,5,No,California,No,No,No,15,270.6,0,353.4,0.0,624.0,No,No,96046
44,0,47.19,,No,,46,0,Hyampom,4476,Month-to-Month,United States,0750-EKNGL,Stayed,No,No,Male,No,,"40.648024, -123.465088",40.648024,-123.465088,No,20.75,No,0,0,Offer E,No,No,No,Mailed Check,Yes,268,No,Q3,No,5,No,California,No,No,No,7,141.1,0,330.33,0.0,471.43,No,No,96046
33,21,28.72,,No,,59,0,Hyampom,5841,Month-to-Month,United States,7869-ZYDST,Stayed,No,No,Male,Yes,Cable,"40.648024, -123.465088",40.648024,-123.465088,Yes,59.05,Yes,0,0,,No,No,Yes,Credit Card,Yes,268,No,Q3,No,5,No,California,No,No,Yes,31,1882.8,0,890.32,0.0,2773.12,No,Yes,96046
67,15,24.35,,No,,73,0,Klamath River,4174,Month-to-Month,United States,1104-TNLZA,Stayed,No,No,Male,Yes,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,Yes,105.8,Yes,0,8,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,482,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,28,2998.0,0,681.8,0.0,3679.8,No,Yes,96050
38,8,5.4,Competitor,Yes,Competitor had better devices,91,1,Klamath River,5160,One Year,United States,9254-RBFON,Churned,No,Yes,Female,Yes,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,Yes,98.6,No,0,1,Offer D,No,No,No,Bank Withdrawal,Yes,482,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,17,1704.95,0,91.8,0.0,1796.75,No,Yes,96050
53,24,12.75,Price,Yes,Price too high,73,1,Klamath River,3975,Month-to-Month,United States,5519-NPHVG,Churned,No,No,Female,Yes,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,No,94.2,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,482,No,Q3,No,3,No,California,Yes,Yes,Yes,12,1046.1,120,153.0,7.39,1311.71,No,No,96050
31,5,21.91,,No,,71,0,Klamath River,2085,Month-to-Month,United States,2305-MRGLV,Stayed,No,No,Male,Yes,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,Yes,76.55,No,0,10,,No,No,No,Bank Withdrawal,Yes,482,Yes,Q3,Yes,3,No,California,No,No,No,28,2065.4,0,613.48,0.0,2678.88,No,Yes,96050
72,28,34.58,,No,,58,0,Lakehead,4766,One Year,United States,5195-KPUNQ,Stayed,No,No,Female,Yes,Fiber Optic,"40.883853, -122.418258",40.883853,-122.418258,No,96.75,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,1236,Yes,Q3,No,4,Yes,California,Yes,Yes,No,53,5206.55,0,1832.74,0.0,7039.29,No,Yes,96051
54,22,2.24,Other,Yes,Moved,91,1,Lakehead,4661,Month-to-Month,United States,1205-WNWPJ,Churned,No,No,Female,Yes,DSL,"40.883853, -122.418258",40.883853,-122.418258,No,59.5,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,1236,Yes,Q3,No,3,No,California,No,No,Yes,7,415.95,0,15.68,0.0,431.63,No,Yes,96051
48,0,10.67,,No,,36,0,Lakehead,6002,Two Year,United States,8043-PNYSD,Stayed,Yes,No,Male,No,,"40.883853, -122.418258",40.883853,-122.418258,Yes,19.55,No,2,4,Offer B,No,No,No,Mailed Check,Yes,1236,No,Q3,Yes,5,No,California,No,No,No,63,1245.6,0,672.21,0.0,1917.81,No,No,96051
52,15,0.0,,No,,57,0,Lakehead,4165,Two Year,United States,8404-VIOMB,Stayed,No,Yes,Female,Yes,DSL,"40.883853, -122.418258",40.883853,-122.418258,No,62.5,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,1236,Yes,Q3,No,4,No,California,Yes,Yes,Yes,66,4136.4,0,0.0,0.0,4136.4,No,Yes,96051
66,4,40.0,,No,,48,0,Davis Creek,2893,Month-to-Month,United States,6969-MVBAI,Stayed,No,Yes,Female,Yes,Fiber Optic,"41.750354, -120.403885",41.750354,-120.403885,No,90.1,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,104,No,Q3,No,5,Yes,California,No,No,Yes,9,816.8,0,360.0,0.0,1176.8,No,Yes,96108
31,3,7.94,,No,,21,0,Davis Creek,5354,Month-to-Month,United States,4132-KALRO,Stayed,No,No,Female,Yes,Fiber Optic,"41.750354, -120.403885",41.750354,-120.403885,No,100.85,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,104,Yes,Q3,No,4,No,California,Yes,Yes,Yes,4,399.25,10,31.76,0.0,441.01,No,No,96108
27,30,26.7,,No,,53,0,Davis Creek,5381,Month-to-Month,United States,7839-NUIAA,Stayed,Yes,No,Female,Yes,DSL,"41.750354, -120.403885",41.750354,-120.403885,Yes,59.8,Yes,1,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,104,No,Q3,Yes,3,No,California,No,No,No,61,3641.5,100,1628.7,0.0,5370.2,Yes,No,96108
76,3,27.74,,No,,32,0,Tahoma,4319,Two Year,United States,4909-JOUPP,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.061227, -120.179546",39.061227,-120.179546,Yes,109.7,Yes,0,5,,Yes,No,No,Credit Card,Yes,1291,Yes,Q3,Yes,4,Yes,California,Yes,Yes,Yes,72,7898.45,0,1997.28,0.0,9895.73,No,Yes,96142
20,59,0.0,Price,Yes,Long distance charges,86,1,Tahoma,4630,Month-to-Month,United States,3669-LVWZB,Churned,No,No,Male,Yes,DSL,"39.061227, -120.179546",39.061227,-120.179546,No,51.0,No,0,0,,Yes,No,Yes,Mailed Check,No,1291,No,Q3,No,2,No,California,Yes,Yes,Yes,5,305.95,0,0.0,0.0,305.95,Yes,Yes,96142
25,52,9.84,,No,,59,0,Tahoma,3363,Two Year,United States,9194-GFVOI,Stayed,No,Yes,Female,Yes,DSL,"39.061227, -120.179546",39.061227,-120.179546,Yes,84.35,Yes,0,4,,No,Yes,No,Credit Card,Yes,1291,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,42,3571.6,0,413.28,0.0,3984.88,Yes,Yes,96142
72,28,47.4,,No,,62,0,Los Angeles,4999,Two Year,United States,6437-UDQJM,Stayed,No,Yes,Female,Yes,DSL,"34.017697, -118.200577",34.017697,-118.200577,Yes,84.1,Yes,0,5,,Yes,Yes,Yes,Credit Card,Yes,47487,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,6129.65,0,3412.8,0.0,9542.45,No,Yes,90023
41,10,5.01,Price,Yes,Extra data charges,96,1,Los Angeles,4963,Month-to-Month,United States,9158-VCTQB,Churned,No,Yes,Female,Yes,Fiber Optic,"34.017697, -118.200577",34.017697,-118.200577,Yes,113.6,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,47487,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,41,4594.95,0,205.41,0.0,4800.36,No,Yes,90023
19,53,6.91,Dissatisfaction,Yes,Limited range of services,87,1,Los Angeles,2330,Month-to-Month,United States,0697-ZMSWS,Churned,No,No,Male,Yes,Fiber Optic,"34.017697, -118.200577",34.017697,-118.200577,No,85.65,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,47487,No,Q3,No,1,No,California,Yes,Yes,No,4,338.9,0,27.64,0.0,366.54,Yes,Yes,90023
45,0,11.04,,No,,77,0,Los Angeles,5279,One Year,United States,1680-VDCWW,Stayed,No,No,Male,No,,"34.017697, -118.200577",34.017697,-118.200577,Yes,19.8,No,0,10,Offer D,No,No,No,Bank Withdrawal,Yes,47487,No,Q3,Yes,4,No,California,No,No,No,12,202.25,0,132.48,0.0,334.73,No,No,90023
19,0,25.84,,No,,48,0,Los Angeles,4654,One Year,United States,6527-PZFPV,Stayed,Yes,No,Male,No,,"34.017697, -118.200577",34.017697,-118.200577,Yes,20.8,No,2,6,Offer C,No,No,Yes,Credit Card,Yes,47487,No,Q3,Yes,5,No,California,No,No,No,24,469.65,0,620.16,0.0,1089.81,Yes,No,90023
80,17,39.51,,No,,57,0,Los Angeles,3711,Month-to-Month,United States,3411-WLRSQ,Joined,No,No,Female,Yes,Fiber Optic,"34.088017, -118.327168",34.088017,-118.327168,Yes,74.6,No,0,3,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,32562,No,Q3,Yes,5,Yes,California,No,No,No,3,239.05,30,118.53,0.0,387.58,No,No,90038
57,12,14.99,Competitor,Yes,Competitor offered higher download speeds,82,1,Los Angeles,5902,One Year,United States,1502-XFCVR,Churned,No,Yes,Female,Yes,Fiber Optic,"34.088017, -118.327168",34.088017,-118.327168,No,106.45,No,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,32562,No,Q3,No,1,No,California,Yes,Yes,Yes,58,6145.85,0,869.42,0.0,7015.27,No,Yes,90038
60,26,23.66,,No,,79,0,Los Angeles,5915,Two Year,United States,6234-RAAPL,Stayed,No,No,Female,Yes,Fiber Optic,"34.088017, -118.327168",34.088017,-118.327168,Yes,99.9,Yes,0,7,,Yes,Yes,No,Bank Withdrawal,Yes,32562,Yes,Q3,Yes,4,No,California,No,No,Yes,72,7251.7,0,1703.52,0.0,8955.22,No,Yes,90038
54,0,45.15,,No,,65,0,Los Angeles,3277,One Year,United States,8332-OSJDW,Stayed,No,No,Male,No,,"34.088017, -118.327168",34.088017,-118.327168,Yes,26.4,Yes,0,5,,No,No,No,Mailed Check,Yes,32562,No,Q3,Yes,4,No,California,No,No,No,12,314.95,0,541.8,0.0,856.75,No,No,90038
49,22,43.51,,No,,44,0,Los Angeles,5436,Two Year,United States,8690-ZVLCL,Stayed,Yes,Yes,Female,Yes,DSL,"34.088017, -118.327168",34.088017,-118.327168,Yes,88.0,Yes,1,10,,Yes,Yes,No,Credit Card,Yes,32562,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,6161.9,40,2958.68,0.0,9160.58,No,No,90038
78,7,31.64,,No,,63,0,Los Angeles,3484,Month-to-Month,United States,3588-WSTTJ,Stayed,No,No,Female,Yes,Fiber Optic,"34.102084, -118.451629",34.102084,-118.451629,No,99.05,Yes,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,10470,No,Q3,No,4,Yes,California,Yes,Yes,Yes,35,3554.6,0,1107.4,0.0,4662.0,No,Yes,90077
27,52,42.88,,No,,35,0,Los Angeles,6292,Month-to-Month,United States,1215-FIGMP,Stayed,No,No,Male,Yes,Fiber Optic,"34.102084, -118.451629",34.102084,-118.451629,No,89.9,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,10470,No,Q3,No,3,No,California,No,No,Yes,60,5450.7,0,2572.8,0.0,8023.5,Yes,Yes,90077
39,3,44.65,,No,,49,0,Los Angeles,4729,Month-to-Month,United States,1702-CCFNJ,Stayed,No,No,Male,Yes,Cable,"34.102084, -118.451629",34.102084,-118.451629,Yes,61.35,Yes,0,3,,Yes,No,No,Bank Withdrawal,Yes,10470,Yes,Q3,Yes,3,No,California,No,No,No,52,3169.55,0,2321.8,0.0,5491.35,No,Yes,90077
25,0,34.68,,No,,21,0,Los Angeles,5596,Two Year,United States,3865-ZFZIB,Stayed,No,No,Male,No,,"34.102084, -118.451629",34.102084,-118.451629,No,19.65,No,0,0,Offer D,No,No,No,Credit Card,Yes,10470,No,Q3,No,5,No,California,No,No,No,19,358.15,0,658.92,0.0,1017.07,Yes,No,90077
59,17,0.0,,No,,80,0,Los Angeles,2954,One Year,United States,2073-QBVBI,Stayed,No,No,Female,Yes,Cable,"34.102084, -118.451629",34.102084,-118.451629,Yes,35.45,No,0,10,,Yes,No,No,Credit Card,No,10470,Yes,Q3,Yes,4,No,California,No,No,No,41,1391.65,0,0.0,0.0,1391.65,No,Yes,90077
67,20,38.47,,No,,21,0,Whittier,4126,One Year,United States,5481-NTDOH,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.945318, -117.992066",33.945318,-117.992066,Yes,107.05,Yes,0,8,,No,Yes,Yes,Credit Card,Yes,19109,No,Q3,Yes,3,Yes,California,Yes,No,Yes,67,7142.5,0,2577.49,0.0,9719.99,No,Yes,90603
37,16,25.51,Competitor,Yes,Competitor had better devices,81,1,Whittier,5928,One Year,United States,4628-WQCQQ,Churned,No,Yes,Male,Yes,Fiber Optic,"33.945318, -117.992066",33.945318,-117.992066,No,85.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,19109,No,Q3,No,1,No,California,No,No,Yes,35,3030.6,0,892.85,0.0,3923.45,No,Yes,90603
48,30,0.0,,No,,35,0,Whittier,4850,Two Year,United States,5256-SKJGO,Stayed,No,No,Female,Yes,DSL,"33.945318, -117.992066",33.945318,-117.992066,Yes,54.6,No,0,1,,Yes,No,Yes,Bank Withdrawal,No,19109,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,3423.5,0,0.0,0.0,3423.5,No,Yes,90603
37,0,20.96,,No,,31,0,Whittier,2269,One Year,United States,8763-KIAFH,Stayed,No,No,Female,No,,"33.945318, -117.992066",33.945318,-117.992066,Yes,20.55,No,0,10,,No,No,Yes,Credit Card,Yes,19109,No,Q3,Yes,4,No,California,No,No,No,27,583.3,0,565.92,0.0,1149.22,No,No,90603
35,29,49.9,,No,,42,0,Whittier,6130,Month-to-Month,United States,4176-FXYBO,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.945318, -117.992066",33.945318,-117.992066,Yes,109.55,Yes,0,9,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,19109,No,Q3,Yes,4,No,California,Yes,Yes,Yes,54,6118.95,0,2694.6,0.0,8813.55,No,Yes,90603
65,14,22.38,,No,,23,0,Carson,4180,Month-to-Month,United States,1754-GKYPY,Stayed,No,No,Male,Yes,Fiber Optic,"33.859171, -118.252272",33.859171,-118.252272,Yes,89.75,No,0,8,,No,No,Yes,Bank Withdrawal,Yes,25566,No,Q3,Yes,3,Yes,California,Yes,Yes,Yes,22,1938.9,0,492.36,0.0,2431.26,No,Yes,90746
52,6,27.88,,No,,30,0,Carson,4320,One Year,United States,6440-DKQGE,Stayed,No,Yes,Male,Yes,Cable,"33.859171, -118.252272",33.859171,-118.252272,No,64.5,No,0,0,Offer C,Yes,No,No,Credit Card,Yes,25566,No,Q3,No,5,No,California,No,No,Yes,30,1929.95,0,836.4,0.0,2766.35,No,No,90746
54,27,15.9,,No,,39,0,Carson,5913,Month-to-Month,United States,6650-VJONK,Joined,No,No,Male,Yes,Cable,"33.859171, -118.252272",33.859171,-118.252272,No,43.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,25566,No,Q3,No,4,No,California,No,No,No,1,43.85,10,15.9,0.0,69.75,No,No,90746
61,13,13.63,,No,,75,0,Carson,3256,Month-to-Month,United States,8950-MTZNV,Joined,No,No,Male,Yes,DSL,"33.859171, -118.252272",33.859171,-118.252272,No,44.95,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,25566,No,Q3,No,5,No,California,No,No,No,1,44.95,0,13.63,0.0,58.58,No,Yes,90746
59,0,25.54,,No,,30,0,Carson,4329,Two Year,United States,1328-EUZHC,Stayed,No,No,Female,No,,"33.859171, -118.252272",33.859171,-118.252272,Yes,20.1,No,0,4,,No,No,No,Credit Card,Yes,25566,No,Q3,Yes,4,No,California,No,No,No,18,370.5,0,459.72,0.0,830.22,No,No,90746
76,10,2.21,,No,,68,0,Long Beach,4163,One Year,United States,1591-MQJTP,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.783047, -118.1486",33.783047,-118.1486,Yes,93.65,Yes,0,7,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,43467,No,Q3,Yes,4,Yes,California,Yes,No,No,51,4839.15,0,112.71,0.0,4951.86,No,Yes,90804
32,28,20.52,Competitor,Yes,Competitor had better devices,94,1,Long Beach,2786,Month-to-Month,United States,3874-EQOEP,Churned,Yes,No,Male,Yes,Cable,"33.783047, -118.1486",33.783047,-118.1486,No,95.0,Yes,4,0,Offer E,No,No,No,Credit Card,Yes,43467,No,Q3,No,1,No,California,Yes,Yes,Yes,7,655.5,10,143.64,36.6,772.54,No,No,90804
20,48,7.15,Dissatisfaction,Yes,Product dissatisfaction,89,1,Long Beach,3898,Month-to-Month,United States,7274-RTAPZ,Churned,No,No,Male,Yes,Fiber Optic,"33.783047, -118.1486",33.783047,-118.1486,No,90.55,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,43467,No,Q3,No,1,No,California,Yes,Yes,Yes,1,90.55,0,7.15,0.0,97.7,Yes,Yes,90804
46,9,0.0,,No,,40,0,Long Beach,2751,Two Year,United States,2773-MADBQ,Stayed,No,Yes,Female,Yes,Cable,"33.783047, -118.1486",33.783047,-118.1486,No,53.1,No,0,0,,Yes,Yes,Yes,Credit Card,No,43467,Yes,Q3,No,3,No,California,Yes,Yes,No,36,1901.25,0,0.0,0.0,1901.25,No,Yes,90804
53,18,3.2,,No,,33,0,Long Beach,2613,Month-to-Month,United States,9633-DENPU,Stayed,No,No,Female,Yes,Cable,"33.783047, -118.1486",33.783047,-118.1486,Yes,58.6,No,0,8,,Yes,No,Yes,Bank Withdrawal,Yes,43467,No,Q3,Yes,4,No,California,No,No,Yes,47,2723.4,0,150.4,0.0,2873.8,No,Yes,90804
77,30,23.05,,No,,49,0,Granada Hills,6015,Month-to-Month,United States,2267-WTPYD,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.291273, -118.505104",34.291273,-118.505104,Yes,94.0,Yes,0,1,,Yes,No,No,Credit Card,Yes,48867,No,Q3,Yes,5,Yes,California,Yes,No,No,57,5438.95,0,1313.85,0.0,6752.8,No,Yes,91344
31,22,25.75,Attitude,Yes,Attitude of support person,90,1,Granada Hills,4718,Month-to-Month,United States,7517-SAWMO,Churned,No,No,Female,Yes,Fiber Optic,"34.291273, -118.505104",34.291273,-118.505104,Yes,73.2,No,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,48867,No,Q3,Yes,2,No,California,No,No,No,19,1441.1,0,489.25,0.0,1930.35,No,Yes,91344
30,47,0.0,,No,,32,0,Granada Hills,4556,Two Year,United States,6348-SNFUS,Stayed,No,Yes,Male,Yes,Cable,"34.291273, -118.505104",34.291273,-118.505104,Yes,55.45,No,0,5,Offer A,Yes,Yes,Yes,Credit Card,No,48867,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,4179.2,0,0.0,0.0,4179.2,No,Yes,91344
51,3,18.82,,No,,74,0,Granada Hills,2332,Month-to-Month,United States,3199-XGZCY,Stayed,No,No,Female,Yes,Fiber Optic,"34.291273, -118.505104",34.291273,-118.505104,No,75.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,48867,No,Q3,No,4,No,California,No,No,No,8,576.7,0,150.56,0.0,727.26,No,Yes,91344
28,0,1.95,,No,,20,0,Granada Hills,4119,Month-to-Month,United States,4801-KFYKL,Stayed,Yes,No,Male,No,,"34.291273, -118.505104",34.291273,-118.505104,No,19.45,No,3,0,,No,No,No,Bank Withdrawal,Yes,48867,No,Q3,No,5,No,California,No,No,No,8,159.2,0,15.6,0.0,174.8,Yes,No,91344
69,11,48.32,,No,,44,0,Encino,2893,Month-to-Month,United States,6229-LSCKB,Stayed,No,No,Male,Yes,Fiber Optic,"34.152875, -118.486056",34.152875,-118.486056,No,79.7,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,13129,No,Q3,No,5,Yes,California,No,No,Yes,6,497.6,0,289.92,0.0,787.52,No,Yes,91436
22,52,29.15,,No,,30,0,Encino,5698,Two Year,United States,0945-TSONX,Stayed,No,No,Female,Yes,DSL,"34.152875, -118.486056",34.152875,-118.486056,Yes,85.3,Yes,0,6,Offer B,Yes,Yes,Yes,Credit Card,Yes,13129,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,47,4107.25,130,1370.05,0.0,5607.3,Yes,No,91436
39,6,0.0,,No,,33,0,Encino,4512,Month-to-Month,United States,4524-QCSSM,Stayed,No,No,Male,Yes,DSL,"34.152875, -118.486056",34.152875,-118.486056,No,44.65,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,13129,No,Q3,No,4,No,California,Yes,Yes,No,26,1156.55,0,0.0,0.0,1156.55,No,Yes,91436
57,0,2.84,,No,,34,0,Encino,5270,One Year,United States,4318-RAJVY,Stayed,No,No,Female,No,,"34.152875, -118.486056",34.152875,-118.486056,No,19.8,No,0,0,,No,No,Yes,Credit Card,Yes,13129,No,Q3,No,3,No,California,No,No,No,10,198.25,0,28.4,0.0,226.65,No,No,91436
25,71,37.52,,No,,34,0,Encino,4798,One Year,United States,3021-VLNRJ,Stayed,Yes,Yes,Female,Yes,DSL,"34.152875, -118.486056",34.152875,-118.486056,No,70.8,No,2,0,Offer B,No,Yes,Yes,Credit Card,Yes,13129,Yes,Q3,No,4,No,California,No,No,Yes,50,3478.15,0,1876.0,0.0,5354.15,Yes,Yes,91436
71,6,40.38,,No,,56,0,Studio City,5715,Month-to-Month,United States,6127-IYJOZ,Joined,No,No,Male,Yes,DSL,"34.139082, -118.39275",34.139082,-118.39275,No,45.85,No,0,0,,No,No,Yes,Credit Card,Yes,26157,No,Q3,No,5,Yes,California,No,No,No,1,45.85,0,40.38,0.0,86.23,No,Yes,91604
42,23,16.78,,No,,73,0,Studio City,4283,Month-to-Month,United States,9903-LYSAB,Stayed,No,No,Male,Yes,Fiber Optic,"34.139082, -118.39275",34.139082,-118.39275,Yes,73.15,Yes,0,5,Offer D,No,No,Yes,Bank Withdrawal,Yes,26157,No,Q3,Yes,4,No,California,No,No,No,18,1305.95,0,302.04,0.0,1607.99,No,Yes,91604
63,12,0.0,,No,,55,0,Studio City,3448,Month-to-Month,United States,8069-YQQAJ,Stayed,No,No,Male,Yes,Cable,"34.139082, -118.39275",34.139082,-118.39275,No,31.1,No,0,0,Offer D,Yes,No,Yes,Mailed Check,No,26157,No,Q3,No,5,No,California,No,No,No,14,419.7,0,0.0,0.0,419.7,No,Yes,91604
57,11,0.0,,No,,29,0,Studio City,5565,Month-to-Month,United States,1530-ZTDOZ,Stayed,No,No,Female,Yes,Cable,"34.139082, -118.39275",34.139082,-118.39275,Yes,40.65,No,0,6,,No,Yes,No,Bank Withdrawal,No,26157,No,Q3,Yes,4,No,California,No,No,Yes,49,2070.75,0,0.0,0.0,2070.75,No,Yes,91604
21,0,22.22,,No,,55,0,Studio City,5534,Two Year,United States,7096-ZNBZI,Stayed,No,No,Female,No,,"34.139082, -118.39275",34.139082,-118.39275,Yes,26.45,Yes,0,1,Offer A,No,No,No,Credit Card,Yes,26157,No,Q3,Yes,4,No,California,No,No,No,72,1914.5,0,1599.84,0.0,3514.34,Yes,No,91604
68,12,3.91,,No,,63,0,Pomona,5448,One Year,United States,8065-QBYTO,Stayed,No,No,Female,Yes,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,No,99.65,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,36057,Yes,Q3,No,4,Yes,California,No,No,Yes,71,7181.25,0,277.61,0.0,7458.86,No,Yes,91768
30,41,44.59,Attitude,Yes,Attitude of support person,69,1,Pomona,3338,Month-to-Month,United States,5940-AHUHD,Churned,No,No,Male,Yes,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,No,70.6,No,0,0,Offer E,No,No,No,Credit Card,Yes,36057,No,Q3,No,2,No,California,No,No,No,1,70.6,0,44.59,0.0,115.19,No,Yes,91768
27,73,46.94,Attitude,Yes,Attitude of support person,83,1,Pomona,6088,Month-to-Month,United States,6651-AZVTJ,Churned,No,Yes,Male,Yes,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,Yes,99.8,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,36057,No,Q3,Yes,1,No,California,Yes,Yes,Yes,49,4872.45,130,2300.06,0.0,7302.51,Yes,No,91768
32,26,11.56,,No,,54,0,Pomona,3885,Month-to-Month,United States,4795-WRNVT,Stayed,No,No,Female,Yes,DSL,"34.067932, -117.785168",34.067932,-117.785168,No,65.1,No,0,0,,Yes,Yes,No,Credit Card,Yes,36057,No,Q3,No,3,No,California,No,No,Yes,40,2586.0,0,462.4,0.0,3048.4,No,Yes,91768
54,23,5.01,,No,,49,0,Pomona,4777,Two Year,United States,5887-IKKYO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,Yes,94.35,Yes,2,2,Offer B,No,No,No,Bank Withdrawal,Yes,36057,Yes,Q3,Yes,4,No,California,Yes,Yes,No,58,5563.65,0,290.58,0.0,5854.23,No,Yes,91768
69,21,4.14,,No,,77,0,Chula Vista,6034,One Year,United States,7921-LMDFQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.636792, -117.054989",32.636792,-117.054989,No,94.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,74025,No,Q3,No,4,Yes,California,Yes,Yes,Yes,51,4905.75,0,211.14,0.0,5116.89,No,Yes,91910
19,52,1.24,Competitor,Yes,Competitor offered more data,65,1,Chula Vista,5787,Month-to-Month,United States,3656-TKRVZ,Churned,No,No,Female,Yes,DSL,"32.636792, -117.054989",32.636792,-117.054989,No,55.35,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,74025,No,Q3,No,2,No,California,No,Yes,No,3,165.2,0,3.72,0.0,168.92,Yes,Yes,91910
51,22,16.63,,No,,54,0,Chula Vista,3200,One Year,United States,2294-SALNE,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.636792, -117.054989",32.636792,-117.054989,Yes,86.8,No,0,2,Offer D,Yes,No,No,Credit Card,Yes,74025,Yes,Q3,Yes,4,No,California,No,No,No,23,1940.8,90,382.49,0.0,2413.29,No,No,91910
60,0,40.34,,No,,74,0,Chula Vista,5453,Two Year,United States,3239-TPHPZ,Stayed,No,No,Female,No,,"32.636792, -117.054989",32.636792,-117.054989,Yes,20.05,No,0,10,Offer D,No,No,Yes,Bank Withdrawal,Yes,74025,No,Q3,Yes,4,No,California,No,No,No,12,264.55,0,484.08,0.0,748.63,No,No,91910
77,29,33.75,,No,,76,0,San Diego,5274,Month-to-Month,United States,7789-CRUVC,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,Yes,94.2,Yes,0,1,,Yes,Yes,Yes,Credit Card,Yes,27959,Yes,Q3,Yes,3,Yes,California,No,No,No,61,5895.45,0,2058.75,0.0,7954.2,No,Yes,92107
29,30,40.18,,No,,72,0,San Diego,5682,Two Year,United States,8984-EYLLL,Stayed,No,No,Male,Yes,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,Yes,105.25,Yes,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,27959,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,6823.4,0,2571.52,23.67,9371.25,Yes,Yes,92107
56,2,27.97,,No,,27,0,San Diego,5085,Two Year,United States,7639-OPLNG,Stayed,No,Yes,Male,Yes,Cable,"32.741852, -117.243453",32.741852,-117.243453,Yes,79.25,Yes,0,8,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,27959,Yes,Q3,Yes,3,No,California,No,No,Yes,70,5731.85,0,1957.9,0.0,7689.75,No,Yes,92107
36,7,14.37,,No,,57,0,San Diego,6021,One Year,United States,1142-IHLOO,Stayed,No,No,Female,Yes,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,No,87.55,No,0,0,Offer B,No,No,No,Credit Card,Yes,27959,No,Q3,No,4,No,California,Yes,Yes,Yes,51,4475.9,0,732.87,0.0,5208.77,No,Yes,92107
43,14,3.79,,No,,49,0,San Diego,5955,Month-to-Month,United States,1935-IMVBB,Stayed,No,No,Male,Yes,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,Yes,89.7,No,0,1,,No,No,No,Credit Card,Yes,27959,No,Q3,Yes,4,No,California,Yes,Yes,Yes,56,4952.95,0,212.24,41.66,5123.53,No,Yes,92107
77,25,47.64,,No,,73,0,San Diego,6355,One Year,United States,9972-VAFJJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.765299, -117.122565",32.765299,-117.122565,Yes,94.0,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,33083,Yes,Q3,Yes,3,Yes,California,No,No,Yes,53,4871.45,0,2524.92,0.0,7396.37,No,Yes,92116
62,0,6.97,,No,,65,0,San Diego,3756,Two Year,United States,1087-GRUYI,Stayed,No,No,Male,No,,"32.765299, -117.122565",32.765299,-117.122565,Yes,20.4,No,0,8,Offer C,No,No,No,Bank Withdrawal,Yes,33083,No,Q3,Yes,5,No,California,No,No,No,38,743.5,0,264.86,0.0,1008.36,No,No,92116
48,19,44.45,,No,,26,0,San Diego,2827,Month-to-Month,United States,2587-EKXTS,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.765299, -117.122565",32.765299,-117.122565,No,111.5,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,33083,No,Q3,No,4,No,California,Yes,Yes,Yes,44,4915.15,0,1955.8,0.0,6870.95,No,Yes,92116
59,5,24.17,,No,,26,0,San Diego,4328,One Year,United States,7718-UPSKJ,Stayed,No,No,Female,Yes,Fiber Optic,"32.765299, -117.122565",32.765299,-117.122565,Yes,106.4,No,0,9,Offer A,Yes,Yes,Yes,Credit Card,Yes,33083,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,7251.9,0,1667.73,3.59,8916.04,No,Yes,92116
72,3,10.73,,No,,50,0,San Diego,5139,One Year,United States,5981-ZVXOT,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.89325, -117.087091",32.89325,-117.087091,No,108.35,Yes,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,29283,No,Q3,No,3,Yes,California,Yes,Yes,Yes,35,3726.15,0,375.55,0.0,4101.7,No,Yes,92131
41,4,49.71,,No,,29,0,San Diego,5863,One Year,United States,5686-CMAWK,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.89325, -117.087091",32.89325,-117.087091,No,86.75,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,29283,Yes,Q3,No,5,No,California,No,No,No,17,1410.25,0,845.07,0.0,2255.32,No,Yes,92131
40,53,0.0,,No,,24,0,San Diego,2071,Month-to-Month,United States,5349-AZPEW,Stayed,Yes,No,Female,Yes,DSL,"32.89325, -117.087091",32.89325,-117.087091,Yes,25.05,No,3,3,Offer E,No,No,No,Credit Card,No,29283,No,Q3,Yes,5,No,California,No,No,No,5,125.5,0,0.0,0.0,125.5,No,Yes,92131
21,59,48.32,,No,,57,0,San Diego,4957,Two Year,United States,7688-AWMDX,Stayed,No,No,Male,Yes,DSL,"32.89325, -117.087091",32.89325,-117.087091,Yes,54.5,No,0,5,,No,Yes,No,Bank Withdrawal,Yes,29283,Yes,Q3,Yes,3,No,California,No,No,No,71,3778.2,0,3430.72,0.0,7208.92,Yes,Yes,92131
31,21,19.22,,No,,55,0,San Diego,5369,One Year,United States,3327-YBAKM,Stayed,No,No,Female,Yes,Fiber Optic,"32.89325, -117.087091",32.89325,-117.087091,Yes,96.9,No,0,10,,No,Yes,Yes,Credit Card,Yes,29283,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,64,6314.35,0,1230.08,13.37,7531.06,No,Yes,92131
78,26,0.0,,No,,56,0,Earp,4933,Two Year,United States,2274-XUATA,Stayed,No,Yes,Male,Yes,Cable,"34.137742, -114.36514",34.137742,-114.36514,Yes,63.1,No,0,8,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,1564,Yes,Q3,Yes,3,Yes,California,Yes,Yes,Yes,72,4685.55,0,0.0,0.0,4685.55,No,Yes,92242
44,0,17.82,,No,,9,0,Earp,3742,One Year,United States,5876-QMYLD,Stayed,No,No,Female,No,,"34.137742, -114.36514",34.137742,-114.36514,Yes,20.05,No,0,10,,No,No,No,Credit Card,Yes,1564,No,Q3,Yes,4,No,California,No,No,No,23,415.1,0,409.86,0.0,824.96,No,No,92242
19,0,25.18,,No,,57,0,Earp,6408,Two Year,United States,5346-BZCHP,Stayed,Yes,No,Female,No,,"34.137742, -114.36514",34.137742,-114.36514,Yes,19.4,No,2,0,Offer A,No,No,No,Credit Card,Yes,1564,No,Q3,No,5,No,California,No,No,No,69,1346.2,0,1737.42,0.0,3083.62,Yes,No,92242
60,0,27.34,,No,,20,0,Earp,3444,One Year,United States,9483-GCPWE,Stayed,Yes,No,Male,No,,"34.137742, -114.36514",34.137742,-114.36514,No,20.1,No,3,0,,No,No,No,Credit Card,Yes,1564,No,Q3,No,4,No,California,No,No,No,9,190.25,0,246.06,0.0,436.31,No,No,92242
28,46,4.15,,No,,33,0,Earp,4334,Month-to-Month,United States,4724-WXVWF,Stayed,No,No,Male,Yes,Fiber Optic,"34.137742, -114.36514",34.137742,-114.36514,No,95.4,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,1564,Yes,Q3,No,3,No,California,Yes,Yes,No,48,4445.3,0,199.2,0.0,4644.5,Yes,Yes,92242
75,24,0.0,,No,,71,0,Thousand Palms,4611,Month-to-Month,United States,2235-DWLJU,Stayed,No,No,Female,Yes,DSL,"33.849263, -116.382778",33.849263,-116.382778,No,44.4,No,0,0,,No,No,Yes,Bank Withdrawal,No,6242,No,Q3,No,5,Yes,California,Yes,Yes,Yes,6,263.05,0,0.0,0.0,263.05,No,Yes,92276
23,27,30.6,Competitor,Yes,Competitor made better offer,73,1,Thousand Palms,3901,Month-to-Month,United States,0968-GSIKN,Churned,No,No,Female,Yes,Fiber Optic,"33.849263, -116.382778",33.849263,-116.382778,No,70.8,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,6242,No,Q3,No,3,No,California,No,Yes,No,1,70.8,0,30.6,0.0,101.4,Yes,Yes,92276
61,4,27.46,,No,,51,0,Thousand Palms,5501,Month-to-Month,United States,5605-IYGFG,Stayed,No,No,Female,Yes,Fiber Optic,"33.849263, -116.382778",33.849263,-116.382778,No,69.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,6242,No,Q3,No,3,No,California,No,No,No,7,515.45,0,192.22,0.0,707.67,No,Yes,92276
27,0,43.5,,No,,34,0,Thousand Palms,3854,Month-to-Month,United States,3061-BCKYI,Stayed,No,No,Male,No,,"33.849263, -116.382778",33.849263,-116.382778,No,19.9,No,0,0,Offer D,No,No,No,Credit Card,Yes,6242,No,Q3,No,3,No,California,No,No,No,14,283.75,0,609.0,0.0,892.75,Yes,No,92276
54,2,37.7,,No,,58,0,Thousand Palms,5281,Month-to-Month,United States,8313-KTIHG,Stayed,No,No,Male,Yes,DSL,"33.849263, -116.382778",33.849263,-116.382778,No,61.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,6242,Yes,Q3,No,3,No,California,No,No,Yes,4,249.4,10,150.8,0.0,410.2,No,No,92276
37,21,10.47,Competitor,Yes,Competitor made better offer,86,1,Los Angeles,3239,Month-to-Month,United States,3668-QPYBK,Churned,No,No,Male,Yes,DSL,"33.964131, -118.272783",33.964131,-118.272783,No,53.85,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,58198,No,Q3,No,1,No,California,No,No,No,2,108.15,0,20.94,0.0,129.09,No,Yes,90003
29,0,43.57,,No,,51,0,Los Angeles,5160,One Year,United States,2967-MXRAV,Joined,No,No,Male,No,,"33.964131, -118.272783",33.964131,-118.272783,Yes,18.8,No,0,9,,No,No,No,Mailed Check,Yes,58198,No,Q3,Yes,3,No,California,No,No,No,1,18.8,0,43.57,0.0,62.37,Yes,No,90003
49,22,19.18,,No,,76,0,Los Angeles,4264,Month-to-Month,United States,9643-AVVWI,Joined,Yes,No,Female,Yes,Fiber Optic,"33.964131, -118.272783",33.964131,-118.272783,Yes,80.0,No,3,2,,Yes,No,Yes,Bank Withdrawal,Yes,58198,Yes,Q3,Yes,3,No,California,No,No,No,3,241.3,0,57.54,0.0,298.84,No,Yes,90003
60,14,16.39,,No,,26,0,Los Angeles,5238,Month-to-Month,United States,0060-FUALY,Stayed,No,No,Female,Yes,Fiber Optic,"33.964131, -118.272783",33.964131,-118.272783,Yes,94.75,Yes,0,4,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,58198,No,Q3,Yes,3,No,California,No,No,Yes,59,5597.65,0,967.01,0.0,6564.66,No,Yes,90003
56,13,12.35,,No,,22,0,Los Angeles,5225,Month-to-Month,United States,9696-RMYBA,Stayed,No,No,Male,Yes,Fiber Optic,"33.964131, -118.272783",33.964131,-118.272783,No,80.1,No,0,0,,No,No,Yes,Credit Card,Yes,58198,No,Q3,No,3,No,California,No,No,Yes,5,398.55,0,61.75,0.0,460.3,No,Yes,90003
31,26,12.15,Other,Yes,Moved,86,1,Los Angeles,5372,Month-to-Month,United States,9305-CDSKC,Churned,Yes,Yes,Female,Yes,Cable,"34.048013, -118.293953",34.048013,-118.293953,No,99.65,Yes,2,0,,No,No,Yes,Bank Withdrawal,Yes,62784,No,Q3,No,3,No,California,Yes,Yes,Yes,8,820.5,0,97.2,0.0,917.7,No,Yes,90006
21,0,39.84,,No,,56,0,Los Angeles,2980,Month-to-Month,United States,4163-KIUHY,Stayed,No,No,Male,No,,"34.048013, -118.293953",34.048013,-118.293953,No,25.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,62784,No,Q3,No,4,No,California,No,No,No,35,901.25,0,1394.4,0.0,2295.65,Yes,No,90006
50,0,1.36,,No,,56,0,Los Angeles,3048,One Year,United States,6061-PQHMK,Stayed,No,No,Female,No,,"34.048013, -118.293953",34.048013,-118.293953,No,19.9,No,0,0,,No,No,No,Credit Card,Yes,62784,No,Q3,No,5,No,California,No,No,No,25,527.5,0,34.0,0.0,561.5,No,No,90006
41,17,45.92,,No,,44,0,Los Angeles,2935,Month-to-Month,United States,6954-OOYZZ,Stayed,No,No,Male,Yes,DSL,"34.048013, -118.293953",34.048013,-118.293953,Yes,44.35,No,0,10,Offer D,No,No,Yes,Bank Withdrawal,Yes,62784,No,Q3,Yes,3,No,California,No,No,No,18,768.05,0,826.56,0.0,1594.61,No,Yes,90006
42,0,14.79,,No,,21,0,Los Angeles,5695,Month-to-Month,United States,9770-LXDBK,Joined,No,No,Female,No,,"34.048013, -118.293953",34.048013,-118.293953,No,20.4,No,0,0,Offer E,No,No,No,Credit Card,Yes,62784,No,Q3,No,4,No,California,No,No,No,3,63.15,0,44.37,0.0,107.52,No,No,90006
23,47,4.89,Other,Yes,Moved,84,1,Los Angeles,5003,Month-to-Month,United States,7892-POOKP,Churned,Yes,Yes,Female,Yes,Fiber Optic,"34.062125, -118.315709",34.062125,-118.315709,Yes,104.8,Yes,3,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,1957,Yes,Q3,No,3,No,California,Yes,Yes,Yes,28,3046.05,0,136.92,0.0,3182.97,Yes,Yes,90010
48,15,17.53,Other,Yes,Don't know,76,1,Los Angeles,2934,Month-to-Month,United States,3943-KDREE,Churned,No,No,Female,Yes,Fiber Optic,"34.062125, -118.315709",34.062125,-118.315709,No,74.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1957,No,Q3,No,2,No,California,No,No,No,26,1834.95,0,455.78,0.0,2290.73,No,Yes,90010
20,0,10.07,,No,,33,0,Los Angeles,3159,Month-to-Month,United States,1171-TYKUR,Stayed,No,No,Male,No,,"34.062125, -118.315709",34.062125,-118.315709,Yes,25.4,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,1957,No,Q3,Yes,3,No,California,No,No,No,47,1139.2,0,473.29,0.0,1612.49,Yes,No,90010
29,0,10.84,,No,,80,0,Los Angeles,4270,Month-to-Month,United States,9122-UMROB,Joined,No,No,Male,No,,"34.062125, -118.315709",34.062125,-118.315709,No,20.3,No,0,0,,No,No,No,Credit Card,Yes,1957,No,Q3,No,4,No,California,No,No,No,1,20.3,0,10.84,0.0,31.14,Yes,No,90010
38,11,44.33,Competitor,Yes,Competitor had better devices,89,1,Los Angeles,5340,Month-to-Month,United States,0280-XJGEX,Churned,Yes,Yes,Male,Yes,Fiber Optic,"34.039224, -118.266293",34.039224,-118.266293,No,103.7,Yes,1,0,,Yes,No,Yes,Bank Withdrawal,Yes,15140,No,Q3,No,1,No,California,Yes,Yes,Yes,49,5036.3,0,2172.17,0.0,7208.47,No,Yes,90015
51,8,42.41,,No,,38,0,Los Angeles,4834,Month-to-Month,United States,1219-NNDDO,Stayed,No,No,Female,Yes,Fiber Optic,"34.039224, -118.266293",34.039224,-118.266293,No,76.85,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,15140,No,Q3,No,5,No,California,No,No,No,9,663.55,0,381.69,0.0,1045.24,No,Yes,90015
59,13,46.99,,No,,44,0,Los Angeles,5114,One Year,United States,6685-GBWJZ,Stayed,No,No,Male,Yes,Cable,"34.039224, -118.266293",34.039224,-118.266293,Yes,70.8,No,0,6,,Yes,Yes,No,Credit Card,Yes,15140,Yes,Q3,Yes,3,No,California,No,No,Yes,63,4448.8,0,2960.37,0.0,7409.17,No,Yes,90015
27,0,36.05,,No,,80,0,Los Angeles,4107,Month-to-Month,United States,2303-PJYHN,Joined,No,No,Female,No,,"34.039224, -118.266293",34.039224,-118.266293,Yes,19.85,No,0,8,Offer E,No,No,No,Bank Withdrawal,Yes,15140,No,Q3,Yes,5,No,California,No,No,No,2,52.0,0,72.1,0.0,124.1,Yes,No,90015
46,0,12.68,,No,,77,0,Los Angeles,4630,Two Year,United States,6762-NSODU,Stayed,Yes,No,Female,No,,"34.039224, -118.266293",34.039224,-118.266293,Yes,19.4,No,3,9,,No,No,No,Credit Card,Yes,15140,No,Q3,Yes,4,No,California,No,No,No,46,958.15,0,583.28,0.0,1541.43,No,No,90015
20,41,40.55,Competitor,Yes,Competitor offered higher download speeds,74,1,Los Angeles,3022,Month-to-Month,United States,8773-HHUOZ,Churned,No,No,Female,Yes,Cable,"34.078821, -118.177576",34.078821,-118.177576,No,64.7,No,0,0,,No,No,Yes,Credit Card,Yes,46960,No,Q3,No,1,No,California,Yes,Yes,Yes,17,1093.1,0,689.35,0.0,1782.45,Yes,Yes,90032
56,0,39.98,,No,,35,0,Los Angeles,6126,Two Year,United States,4836-WNFNO,Stayed,No,No,Female,No,,"34.078821, -118.177576",34.078821,-118.177576,Yes,25.0,Yes,0,7,,No,No,No,Credit Card,Yes,46960,No,Q3,Yes,4,No,California,No,No,No,72,1849.2,0,2878.56,0.0,4727.76,No,No,90032
44,0,17.23,,No,,74,0,Los Angeles,2558,Two Year,United States,4573-JKNAE,Stayed,Yes,No,Male,No,,"34.078821, -118.177576",34.078821,-118.177576,No,19.35,No,3,0,Offer D,No,No,No,Bank Withdrawal,Yes,46960,No,Q3,No,5,No,California,No,No,No,12,212.3,0,206.76,0.0,419.06,No,No,90032
28,69,24.48,,No,,61,0,Los Angeles,4505,Two Year,United States,4827-DPADN,Stayed,Yes,Yes,Female,Yes,Cable,"34.078821, -118.177576",34.078821,-118.177576,Yes,83.3,Yes,3,3,,No,Yes,Yes,Bank Withdrawal,Yes,46960,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6042.7,80,1762.56,0.0,7885.26,Yes,No,90032
36,16,14.18,,No,,55,0,Los Angeles,6092,One Year,United States,1122-YJBCS,Stayed,No,No,Male,Yes,DSL,"34.078821, -118.177576",34.078821,-118.177576,Yes,53.65,No,0,7,Offer A,Yes,Yes,Yes,Credit Card,Yes,46960,No,Q3,Yes,3,No,California,No,No,No,69,3804.4,0,978.42,0.0,4782.82,No,Yes,90032
51,28,21.69,Competitor,Yes,Competitor offered higher download speeds,65,1,Los Angeles,2941,Month-to-Month,United States,5380-WJKOV,Churned,Yes,Yes,Male,Yes,Fiber Optic,"34.137412, -118.207607",34.137412,-118.207607,No,106.35,Yes,1,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,27866,No,Q3,No,2,No,California,Yes,Yes,Yes,34,3549.25,0,737.46,0.0,4286.71,No,Yes,90041
23,26,35.7,Competitor,Yes,Competitor offered higher download speeds,90,1,Los Angeles,5581,Month-to-Month,United States,9692-TUSXH,Churned,No,No,Female,Yes,Fiber Optic,"34.137412, -118.207607",34.137412,-118.207607,No,96.05,No,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,27866,No,Q3,No,1,No,California,Yes,Yes,Yes,18,1740.7,0,642.6,0.0,2383.3,Yes,Yes,90041
62,53,32.38,,No,,49,0,Los Angeles,4551,Month-to-Month,United States,5740-YHGTW,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.137412, -118.207607",34.137412,-118.207607,Yes,97.55,Yes,3,8,,Yes,Yes,Yes,Credit Card,Yes,27866,No,Q3,Yes,4,No,California,No,No,Yes,70,6669.05,0,2266.6,0.0,8935.65,No,Yes,90041
38,19,0.0,,No,,34,0,Los Angeles,2290,One Year,United States,0384-LPITE,Stayed,No,Yes,Male,Yes,Cable,"34.137412, -118.207607",34.137412,-118.207607,No,62.05,No,0,0,,Yes,Yes,No,Credit Card,No,27866,No,Q3,No,3,No,California,Yes,Yes,Yes,40,2511.55,0,0.0,0.0,2511.55,No,Yes,90041
38,0,37.63,,No,,73,0,Los Angeles,4025,One Year,United States,8249-THVEC,Stayed,Yes,No,Male,No,,"34.137412, -118.207607",34.137412,-118.207607,Yes,19.4,No,3,3,,No,No,No,Credit Card,Yes,27866,No,Q3,Yes,4,No,California,No,No,No,51,997.75,0,1919.13,0.0,2916.88,No,No,90041
48,18,27.57,Competitor,Yes,Competitor offered more data,70,1,Los Angeles,5674,Month-to-Month,United States,8168-UQWWF,Churned,Yes,Yes,Female,Yes,Cable,"34.11572, -118.192754",34.11572,-118.192754,No,97.85,Yes,2,0,,No,No,Yes,Bank Withdrawal,Yes,64672,No,Q3,No,3,No,California,Yes,Yes,Yes,11,1105.4,0,303.27,0.0,1408.67,No,Yes,90042
35,23,18.99,Competitor,Yes,Competitor offered more data,96,1,Los Angeles,5514,Month-to-Month,United States,7912-SYRQT,Churned,No,No,Female,Yes,Fiber Optic,"34.11572, -118.192754",34.11572,-118.192754,No,75.1,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,64672,No,Q3,No,2,No,California,No,No,No,7,552.95,0,132.93,0.0,685.88,No,Yes,90042
31,0,21.98,,No,,50,0,Los Angeles,6315,Two Year,United States,8917-SZTTJ,Stayed,Yes,No,Male,No,,"34.11572, -118.192754",34.11572,-118.192754,Yes,19.65,No,1,7,,No,No,No,Credit Card,Yes,64672,No,Q3,Yes,5,No,California,No,No,No,60,1161.75,0,1318.8,0.0,2480.55,No,No,90042
23,0,47.25,,No,,22,0,Los Angeles,4545,One Year,United States,4616-EWBNJ,Stayed,No,No,Female,No,,"34.11572, -118.192754",34.11572,-118.192754,No,20.1,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,64672,No,Q3,No,3,No,California,No,No,No,16,318.6,0,756.0,0.0,1074.6,Yes,No,90042
21,71,48.76,,No,,27,0,Los Angeles,5097,Two Year,United States,8722-PRFDV,Stayed,Yes,Yes,Female,Yes,Cable,"34.11572, -118.192754",34.11572,-118.192754,Yes,77.55,No,3,10,Offer A,No,Yes,No,Credit Card,Yes,64672,No,Q3,Yes,3,No,California,Yes,Yes,Yes,71,5574.35,0,3461.96,0.0,9036.31,Yes,Yes,90042
32,19,5.85,Competitor,Yes,Competitor had better devices,90,1,Los Angeles,5586,Month-to-Month,United States,7760-OYPDY,Churned,Yes,No,Female,Yes,Fiber Optic,"33.987945, -118.370442",33.987945,-118.370442,No,80.65,No,2,0,,No,No,Yes,Bank Withdrawal,Yes,8115,No,Q3,No,1,No,California,No,No,Yes,2,144.15,20,11.7,0.0,175.85,No,No,90056
36,8,6.86,Other,Yes,Don't know,65,1,Los Angeles,5091,Month-to-Month,United States,1120-BMWUB,Churned,No,No,Female,Yes,DSL,"33.987945, -118.370442",33.987945,-118.370442,No,53.9,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,8115,Yes,Q3,No,3,No,California,No,No,No,16,834.15,40,109.76,0.0,983.91,No,No,90056
35,19,9.14,Competitor,Yes,Competitor made better offer,80,1,Los Angeles,5075,Month-to-Month,United States,1867-BDVFH,Churned,No,No,Male,Yes,Fiber Optic,"33.987945, -118.370442",33.987945,-118.370442,Yes,74.35,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,8115,No,Q3,Yes,2,No,California,No,No,No,11,834.2,0,100.54,0.0,934.74,No,Yes,90056
56,0,23.25,,No,,49,0,Los Angeles,5956,One Year,United States,6223-DHJGV,Stayed,No,No,Female,No,,"33.987945, -118.370442",33.987945,-118.370442,No,20.65,No,0,0,,No,No,Yes,Credit Card,Yes,8115,No,Q3,No,4,No,California,No,No,No,42,958.1,0,976.5,0.0,1934.6,No,No,90056
64,0,26.74,,No,,64,0,Los Angeles,4948,Two Year,United States,1705-GUHPV,Stayed,No,No,Female,No,,"33.987945, -118.370442",33.987945,-118.370442,No,24.2,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,8115,No,Q3,No,3,No,California,No,No,No,63,1618.2,0,1684.62,0.0,3302.82,No,No,90056
34,20,3.96,Competitor,Yes,Competitor offered more data,82,1,Los Angeles,2966,Month-to-Month,United States,9420-LOJKX,Churned,Yes,No,Female,Yes,Fiber Optic,"33.92128, -118.274186",33.92128,-118.274186,No,99.1,No,1,0,,Yes,Yes,Yes,Credit Card,Yes,24511,No,Q3,No,1,No,California,Yes,Yes,Yes,15,1426.4,0,59.4,0.0,1485.8,No,Yes,90061
20,73,0.0,,No,,61,0,Los Angeles,4986,Month-to-Month,United States,8158-WPEZG,Stayed,No,No,Male,Yes,DSL,"33.92128, -118.274186",33.92128,-118.274186,No,35.65,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,24511,Yes,Q3,No,4,No,California,No,No,No,11,425.1,0,0.0,0.0,425.1,Yes,Yes,90061
27,26,3.41,,No,,55,0,Los Angeles,4095,Two Year,United States,8871-JLMHM,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.92128, -118.274186",33.92128,-118.274186,Yes,90.2,Yes,0,3,Offer A,Yes,No,No,Credit Card,Yes,24511,Yes,Q3,Yes,4,No,California,No,No,No,68,6297.65,0,231.88,0.0,6529.53,Yes,Yes,90061
33,0,13.36,,No,,50,0,Los Angeles,2305,Month-to-Month,United States,7407-SUJIZ,Stayed,No,No,Male,No,,"33.92128, -118.274186",33.92128,-118.274186,No,20.6,No,0,0,Offer C,No,No,No,Credit Card,Yes,24511,No,Q3,No,3,No,California,No,No,No,25,541.5,0,334.0,0.0,875.5,No,No,90061
42,5,13.59,,No,,56,0,Los Angeles,5136,Two Year,United States,3967-KXAPS,Stayed,No,Yes,Male,Yes,DSL,"33.92128, -118.274186",33.92128,-118.274186,Yes,92.3,Yes,0,5,Offer A,Yes,Yes,No,Credit Card,Yes,24511,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6719.9,0,978.48,0.0,7698.38,No,No,90061
41,29,27.21,Price,Yes,Price too high,96,1,Beverly Hills,5571,Month-to-Month,United States,5698-BQJOH,Churned,Yes,No,Female,Yes,Fiber Optic,"34.063947, -118.383001",34.063947,-118.383001,No,94.4,Yes,2,0,,No,No,No,Bank Withdrawal,Yes,8321,No,Q3,No,3,No,California,Yes,Yes,Yes,9,857.25,0,244.89,0.0,1102.14,No,Yes,90211
63,26,30.53,,No,,53,0,Beverly Hills,5317,Month-to-Month,United States,5515-RUGKN,Stayed,No,No,Male,Yes,DSL,"34.063947, -118.383001",34.063947,-118.383001,No,54.75,No,0,0,,No,No,Yes,Credit Card,Yes,8321,No,Q3,No,5,No,California,Yes,Yes,No,8,438.05,0,244.24,0.0,682.29,No,Yes,90211
55,3,33.18,,No,,70,0,Beverly Hills,3924,One Year,United States,1370-GGAWX,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.063947, -118.383001",34.063947,-118.383001,No,94.15,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,8321,No,Q3,No,5,No,California,Yes,Yes,No,46,4408.45,0,1526.28,0.0,5934.73,No,Yes,90211
53,0,2.32,,No,,40,0,Beverly Hills,3523,Two Year,United States,5231-FIQPA,Stayed,No,No,Female,No,,"34.063947, -118.383001",34.063947,-118.383001,No,19.85,No,0,0,,No,No,Yes,Credit Card,Yes,8321,No,Q3,No,5,No,California,No,No,No,41,810.45,0,95.12,0.0,905.57,No,No,90211
42,0,39.77,,No,,52,0,Beverly Hills,4962,Two Year,United States,2346-CZYIL,Stayed,No,No,Male,No,,"34.063947, -118.383001",34.063947,-118.383001,No,20.35,No,0,0,Offer C,No,No,No,Credit Card,Yes,8321,No,Q3,No,3,No,California,No,No,No,27,531.6,0,1073.79,0.0,1605.39,No,No,90211
34,53,8.69,Dissatisfaction,Yes,Service dissatisfaction,70,1,Lynwood,3457,Month-to-Month,United States,9191-MYQKX,Churned,Yes,Yes,Female,Yes,Fiber Optic,"33.923573, -118.200669",33.923573,-118.200669,Yes,75.15,No,5,1,,No,No,Yes,Bank Withdrawal,Yes,69850,No,Q3,Yes,1,No,California,No,No,No,7,496.9,0,60.83,0.0,557.73,No,Yes,90262
54,20,0.0,Competitor,Yes,Competitor had better devices,81,1,Lynwood,5028,Month-to-Month,United States,7511-YMXVQ,Churned,No,No,Male,Yes,Cable,"33.923573, -118.200669",33.923573,-118.200669,No,45.4,No,0,0,,No,No,Yes,Bank Withdrawal,No,69850,No,Q3,No,1,No,California,Yes,Yes,Yes,9,418.8,20,0.0,0.0,438.8,No,No,90262
24,53,26.99,,No,,62,0,Lynwood,5269,One Year,United States,1474-JUWSM,Stayed,No,No,Female,Yes,Cable,"33.923573, -118.200669",33.923573,-118.200669,Yes,68.4,Yes,0,8,,No,Yes,Yes,Bank Withdrawal,Yes,69850,Yes,Q3,Yes,3,No,California,Yes,Yes,No,58,3972.25,0,1565.42,0.0,5537.67,Yes,Yes,90262
25,0,45.42,,No,,38,0,Lynwood,4190,One Year,United States,4815-TUMEQ,Stayed,No,No,Female,No,,"33.923573, -118.200669",33.923573,-118.200669,No,19.3,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,69850,No,Q3,No,4,No,California,No,No,No,10,185.2,0,454.2,0.0,639.4,Yes,No,90262
23,58,13.13,,No,,49,0,Lynwood,2615,Two Year,United States,5161-XEUVX,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.923573, -118.200669",33.923573,-118.200669,Yes,94.3,Yes,0,8,Offer C,No,No,No,Credit Card,Yes,69850,Yes,Q3,Yes,3,No,California,No,No,Yes,37,3460.95,0,485.81,0.0,3946.76,Yes,Yes,90262
34,56,25.34,Attitude,Yes,Attitude of support person,86,1,Marina Del Rey,5806,Month-to-Month,United States,8637-XJIVR,Churned,Yes,No,Female,Yes,Fiber Optic,"33.977468, -118.445475",33.977468,-118.445475,No,78.95,Yes,3,0,,No,Yes,Yes,Bank Withdrawal,Yes,18058,No,Q3,No,1,No,California,No,No,No,12,927.35,80,304.08,0.0,1311.43,No,No,90292
47,30,38.09,Competitor,Yes,Competitor had better devices,91,1,Marina Del Rey,2014,Month-to-Month,United States,3198-VELRD,Churned,No,No,Female,Yes,Fiber Optic,"33.977468, -118.445475",33.977468,-118.445475,Yes,84.75,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,18058,No,Q3,Yes,1,No,California,Yes,Yes,No,3,264.85,0,114.27,0.0,379.12,No,Yes,90292
28,48,0.0,Dissatisfaction,Yes,Product dissatisfaction,74,1,Marina Del Rey,4566,Month-to-Month,United States,2737-WFVYW,Churned,No,No,Female,Yes,DSL,"33.977468, -118.445475",33.977468,-118.445475,No,45.25,No,0,0,,No,No,Yes,Bank Withdrawal,No,18058,No,Q3,No,1,No,California,Yes,Yes,Yes,2,85.5,10,0.0,0.0,95.5,Yes,No,90292
56,15,20.27,,No,,30,0,Marina Del Rey,3192,Two Year,United States,8434-PNQZX,Stayed,No,Yes,Female,Yes,DSL,"33.977468, -118.445475",33.977468,-118.445475,No,78.45,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,18058,Yes,Q3,No,4,No,California,Yes,Yes,Yes,42,3373.4,0,851.34,0.0,4224.74,No,Yes,90292
31,24,37.99,,No,,31,0,Marina Del Rey,5680,Month-to-Month,United States,0899-WZRSD,Stayed,No,No,Male,Yes,Fiber Optic,"33.977468, -118.445475",33.977468,-118.445475,No,105.35,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,18058,Yes,Q3,No,3,No,California,Yes,Yes,Yes,56,5794.45,0,2127.44,0.0,7921.89,No,Yes,90292
37,27,49.06,Price,Yes,Long distance charges,75,1,Torrance,5154,Month-to-Month,United States,0486-HECZI,Churned,Yes,No,Male,Yes,Fiber Optic,"33.867257, -118.330794",33.867257,-118.330794,Yes,96.75,Yes,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,31678,No,Q3,No,1,No,California,No,No,Yes,55,5238.9,0,2698.3,0.0,7937.2,No,Yes,90504
27,52,34.49,Dissatisfaction,Yes,Limited range of services,88,1,Torrance,3190,Month-to-Month,United States,8676-TRMJS,Churned,No,No,Male,Yes,Fiber Optic,"33.867257, -118.330794",33.867257,-118.330794,No,75.0,Yes,0,0,,No,No,No,Credit Card,Yes,31678,No,Q3,No,1,No,California,No,Yes,No,3,209.1,0,103.47,0.0,312.57,Yes,Yes,90504
41,53,48.08,,No,,34,0,Torrance,2622,Month-to-Month,United States,9470-XCCEM,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.867257, -118.330794",33.867257,-118.330794,Yes,89.65,Yes,3,4,,Yes,No,Yes,Bank Withdrawal,Yes,31678,No,Q3,Yes,3,No,California,No,No,Yes,35,3161.6,40,1682.8,0.0,4884.4,No,No,90504
54,23,0.0,,No,,45,0,Torrance,2540,Two Year,United States,4837-PZTIC,Stayed,No,Yes,Female,Yes,Cable,"33.867257, -118.330794",33.867257,-118.330794,No,41.9,No,0,0,Offer B,No,Yes,No,Credit Card,No,31678,Yes,Q3,No,3,No,California,No,No,No,47,1875.25,0,0.0,0.0,1875.25,No,Yes,90504
63,18,0.0,,No,,64,0,Torrance,3222,Two Year,United States,7191-ADRGF,Stayed,No,Yes,Male,Yes,Cable,"33.867257, -118.330794",33.867257,-118.330794,Yes,54.3,No,0,1,,Yes,No,No,Bank Withdrawal,No,31678,No,Q3,Yes,3,No,California,Yes,Yes,Yes,44,2390.45,0,0.0,0.0,2390.45,No,Yes,90504
62,30,24.48,Price,Yes,Price too high,87,1,Whittier,5998,Month-to-Month,United States,5299-RULOA,Churned,Yes,No,Female,Yes,Fiber Optic,"33.976678, -118.065875",33.976678,-118.065875,Yes,100.25,Yes,2,1,,No,Yes,Yes,Bank Withdrawal,Yes,32148,No,Q3,Yes,2,No,California,Yes,Yes,Yes,10,1064.65,0,244.8,0.0,1309.45,No,Yes,90606
40,7,26.56,,No,,63,0,Whittier,6035,Month-to-Month,United States,3144-KMTWZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.976678, -118.065875",33.976678,-118.065875,Yes,93.25,Yes,0,8,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,32148,No,Q3,Yes,4,No,California,Yes,Yes,No,71,6669.45,90,1885.76,0.0,8645.21,No,No,90606
27,42,38.79,,No,,67,0,Whittier,6302,Two Year,United States,6719-FGEDO,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.976678, -118.065875",33.976678,-118.065875,Yes,97.0,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,32148,Yes,Q3,Yes,4,No,California,No,No,No,72,7104.2,0,2792.88,0.0,9897.08,Yes,Yes,90606
55,29,0.0,,No,,28,0,Whittier,5941,One Year,United States,8050-WYBND,Stayed,Yes,Yes,Female,Yes,DSL,"33.976678, -118.065875",33.976678,-118.065875,No,49.45,No,2,0,,No,No,Yes,Credit Card,No,32148,No,Q3,No,3,No,California,Yes,Yes,Yes,22,1031.4,0,0.0,0.0,1031.4,No,Yes,90606
57,0,45.19,,No,,72,0,Whittier,3924,Month-to-Month,United States,2061-VVFST,Stayed,No,No,Female,No,,"33.976678, -118.065875",33.976678,-118.065875,Yes,19.5,No,0,1,,No,No,No,Bank Withdrawal,Yes,32148,No,Q3,Yes,4,No,California,No,No,No,37,805.2,0,1672.03,0.0,2477.23,No,No,90606
21,71,14.6,Dissatisfaction,Yes,Product dissatisfaction,76,1,La Habra,4415,Month-to-Month,United States,0404-SWRVG,Churned,Yes,No,Male,Yes,Fiber Optic,"33.940619, -117.9513",33.940619,-117.9513,No,74.4,Yes,2,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,67354,No,Q3,No,1,No,California,No,Yes,No,3,229.55,0,43.8,8.74,264.61,Yes,Yes,90631
50,25,22.86,Dissatisfaction,Yes,Network reliability,90,1,La Habra,4154,Month-to-Month,United States,4510-HIMLV,Churned,No,No,Male,Yes,Fiber Optic,"33.940619, -117.9513",33.940619,-117.9513,No,69.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,67354,No,Q3,No,2,No,California,No,No,No,1,69.8,10,22.86,0.0,102.66,No,No,90631
32,22,26.26,,No,,58,0,La Habra,5068,Month-to-Month,United States,5207-PLSTK,Joined,Yes,No,Male,Yes,DSL,"33.940619, -117.9513",33.940619,-117.9513,Yes,48.75,No,2,10,,No,Yes,Yes,Credit Card,Yes,67354,No,Q3,Yes,4,No,California,No,No,No,1,48.75,0,26.26,0.0,75.01,No,Yes,90631
52,30,3.04,,No,,64,0,La Habra,5588,One Year,United States,9402-ROUMJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.940619, -117.9513",33.940619,-117.9513,Yes,100.25,Yes,3,10,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,67354,Yes,Q3,Yes,3,No,California,Yes,Yes,No,67,6689.0,0,203.68,0.0,6892.68,No,Yes,90631
48,0,17.28,,No,,71,0,La Habra,5928,One Year,United States,1272-ILHFG,Stayed,Yes,No,Male,No,,"33.940619, -117.9513",33.940619,-117.9513,Yes,19.65,No,3,1,Offer D,No,No,No,Credit Card,Yes,67354,No,Q3,Yes,5,No,California,No,No,No,15,332.65,0,259.2,0.0,591.85,No,No,90631
27,48,0.0,Attitude,Yes,Attitude of support person,91,1,Avalon,4190,Month-to-Month,United States,6207-WIOLX,Churned,No,Yes,Female,Yes,DSL,"33.391181, -118.421305",33.391181,-118.421305,Yes,58.6,No,0,6,Offer C,Yes,Yes,Yes,Credit Card,No,3699,No,Q3,Yes,1,No,California,Yes,Yes,Yes,25,1502.65,0,0.0,4.48,1498.17,Yes,Yes,90704
60,16,17.54,Competitor,Yes,Competitor had better devices,93,1,Avalon,2377,Month-to-Month,United States,8380-PEFPE,Churned,No,No,Male,Yes,Fiber Optic,"33.391181, -118.421305",33.391181,-118.421305,No,71.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3699,No,Q3,No,1,No,California,No,No,No,1,71.65,0,17.54,0.0,89.19,No,Yes,90704
53,3,6.74,,No,,43,0,Avalon,2274,Month-to-Month,United States,4450-DLLMH,Joined,No,No,Male,Yes,Fiber Optic,"33.391181, -118.421305",33.391181,-118.421305,No,71.3,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,3699,No,Q3,No,3,No,California,No,No,No,2,157.75,0,13.48,0.0,171.23,No,Yes,90704
35,0,5.42,,No,,74,0,Avalon,5761,Month-to-Month,United States,8739-QOTTN,Joined,No,No,Female,No,,"33.391181, -118.421305",33.391181,-118.421305,Yes,20.35,No,0,3,Offer E,No,No,No,Credit Card,Yes,3699,No,Q3,Yes,4,No,California,No,No,No,2,41.85,0,10.84,0.0,52.69,No,No,90704
51,22,17.7,,No,,25,0,Avalon,3545,Month-to-Month,United States,6994-KERXL,Stayed,No,No,Male,Yes,DSL,"33.391181, -118.421305",33.391181,-118.421305,No,55.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3699,No,Q3,No,3,No,California,Yes,Yes,No,4,238.5,0,70.8,0.0,309.3,No,Yes,90704
64,22,0.0,Dissatisfaction,Yes,Network reliability,80,1,Harbor City,2301,Month-to-Month,United States,3091-FYHKI,Churned,No,No,Male,Yes,DSL,"33.798266, -118.300237",33.798266,-118.300237,No,35.45,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,24660,No,Q3,No,3,No,California,Yes,Yes,No,1,35.45,0,0.0,0.0,35.45,No,Yes,90710
46,27,25.54,Dissatisfaction,Yes,Product dissatisfaction,89,1,Harbor City,5239,Month-to-Month,United States,2180-DXNEG,Churned,No,Yes,Female,Yes,Fiber Optic,"33.798266, -118.300237",33.798266,-118.300237,No,96.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,24660,No,Q3,No,1,No,California,Yes,Yes,Yes,12,1062.1,0,306.48,0.0,1368.58,No,Yes,90710
39,20,38.38,,No,,43,0,Harbor City,4451,Two Year,United States,1568-LJSZU,Stayed,No,Yes,Male,Yes,DSL,"33.798266, -118.300237",33.798266,-118.300237,Yes,92.2,Yes,0,4,Offer A,Yes,Yes,Yes,Credit Card,Yes,24660,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,6392.85,0,2609.84,0.0,9002.69,No,Yes,90710
40,8,36.47,,No,,46,0,Harbor City,2994,One Year,United States,2746-DIJLO,Stayed,No,No,Female,Yes,DSL,"33.798266, -118.300237",33.798266,-118.300237,No,56.3,Yes,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,24660,No,Q3,No,5,No,California,No,No,No,41,2364.0,0,1495.27,0.0,3859.27,No,Yes,90710
49,57,1.56,,No,,62,0,Harbor City,4854,Month-to-Month,United States,0277-BKSQP,Stayed,Yes,No,Male,Yes,DSL,"33.798266, -118.300237",33.798266,-118.300237,Yes,54.4,No,3,10,Offer E,No,No,Yes,Bank Withdrawal,Yes,24660,No,Q3,Yes,4,No,California,No,No,Yes,8,475.1,0,12.48,0.0,487.58,No,Yes,90710
53,18,48.14,Other,Yes,Don't know,66,1,San Pedro,2662,Month-to-Month,United States,4080-OGPJL,Churned,No,No,Female,Yes,DSL,"33.736387, -118.284363",33.736387,-118.284363,No,71.15,Yes,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,58639,Yes,Q3,No,1,No,California,Yes,Yes,No,8,563.65,0,385.12,0.0,948.77,No,Yes,90731
27,0,35.33,,No,,67,0,San Pedro,6232,Two Year,United States,4193-IBKSW,Stayed,Yes,No,Male,No,,"33.736387, -118.284363",33.736387,-118.284363,Yes,24.75,Yes,1,1,Offer A,No,No,No,Bank Withdrawal,Yes,58639,No,Q3,Yes,3,No,California,No,No,No,72,1769.6,0,2543.76,0.0,4313.36,Yes,No,90731
41,29,33.22,,No,,32,0,San Pedro,3517,One Year,United States,7047-FWEYA,Stayed,No,No,Female,Yes,Fiber Optic,"33.736387, -118.284363",33.736387,-118.284363,Yes,103.15,Yes,0,3,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,58639,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,46,4594.65,130,1528.12,0.0,6252.77,No,No,90731
62,23,39.87,,No,,37,0,San Pedro,5154,Month-to-Month,United States,8547-NSBBO,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.736387, -118.284363",33.736387,-118.284363,No,96.75,Yes,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,58639,Yes,Q3,No,3,No,California,No,No,No,35,3403.4,130,1395.45,0.0,4928.85,No,No,90731
40,21,43.46,,No,,38,0,San Pedro,5991,One Year,United States,8469-SNFFH,Stayed,No,Yes,Male,Yes,DSL,"33.736387, -118.284363",33.736387,-118.284363,Yes,79.4,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,58639,Yes,Q3,No,4,No,California,No,No,Yes,70,5528.9,0,3042.2,0.0,8571.1,No,Yes,90731
26,51,36.6,Price,Yes,Price too high,86,1,Altadena,5719,Month-to-Month,United States,0867-MKZVY,Churned,Yes,No,Female,Yes,Fiber Optic,"34.196837, -118.142236",34.196837,-118.142236,Yes,82.4,Yes,1,5,,No,Yes,No,Bank Withdrawal,Yes,36243,No,Q3,Yes,1,No,California,No,Yes,No,20,1592.35,0,732.0,33.43,2290.92,Yes,Yes,91001
26,52,5.63,,No,,43,0,Altadena,2954,Month-to-Month,United States,0817-HSUSE,Joined,No,Yes,Male,Yes,Cable,"34.196837, -118.142236",34.196837,-118.142236,No,75.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,36243,Yes,Q3,No,5,No,California,Yes,Yes,Yes,1,75.5,0,5.63,0.0,81.13,Yes,Yes,91001
46,20,33.93,,No,,39,0,Altadena,3200,Month-to-Month,United States,2831-EBWRN,Stayed,No,No,Male,Yes,Cable,"34.196837, -118.142236",34.196837,-118.142236,No,45.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,36243,No,Q3,No,3,No,California,No,No,No,4,199.75,0,135.72,0.0,335.47,No,Yes,91001
25,73,0.0,,No,,67,0,Altadena,4824,Two Year,United States,5317-FLPJF,Stayed,No,Yes,Female,Yes,DSL,"34.196837, -118.142236",34.196837,-118.142236,No,61.35,No,0,0,Offer A,No,Yes,Yes,Bank Withdrawal,No,36243,Yes,Q3,No,3,No,California,Yes,Yes,Yes,66,4193.4,130,0.0,0.0,4323.4,Yes,No,91001
63,0,32.04,,No,,38,0,Altadena,3779,Two Year,United States,9916-AYHTC,Stayed,No,No,Male,No,,"34.196837, -118.142236",34.196837,-118.142236,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,36243,No,Q3,No,5,No,California,No,No,No,48,916.0,0,1537.92,0.0,2453.92,No,No,91001
42,27,33.5,Dissatisfaction,Yes,Product dissatisfaction,75,1,Monrovia,4287,Month-to-Month,United States,3376-BMGFE,Churned,Yes,No,Female,Yes,Fiber Optic,"34.1528, -118.000482",34.1528,-118.000482,No,70.9,No,1,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,41067,No,Q3,No,1,No,California,No,No,No,4,273.0,0,134.0,8.74,398.26,No,Yes,91016
50,57,38.44,,No,,26,0,Monrovia,5100,Month-to-Month,United States,4450-MDZFX,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.1528, -118.000482",34.1528,-118.000482,Yes,74.35,Yes,4,9,Offer B,No,No,No,Bank Withdrawal,Yes,41067,No,Q3,Yes,5,No,California,No,No,No,60,4453.3,0,2306.4,0.0,6759.7,No,Yes,91016
47,20,10.36,,No,,66,0,Monrovia,2545,Month-to-Month,United States,6483-OATDN,Stayed,Yes,No,Male,Yes,DSL,"34.1528, -118.000482",34.1528,-118.000482,Yes,51.3,No,1,7,,No,Yes,Yes,Credit Card,Yes,41067,No,Q3,Yes,4,No,California,No,No,No,8,411.6,0,82.88,15.02,479.46,No,Yes,91016
37,30,19.32,,No,,75,0,Monrovia,5580,Month-to-Month,United States,4353-HYOJD,Stayed,Yes,No,Female,Yes,DSL,"34.1528, -118.000482",34.1528,-118.000482,Yes,49.85,No,5,5,Offer C,Yes,No,No,Credit Card,Yes,41067,No,Q3,Yes,3,No,California,No,No,No,27,1336.15,0,521.64,0.0,1857.79,No,Yes,91016
28,0,42.42,,No,,25,0,Monrovia,5454,Month-to-Month,United States,0970-QXPXW,Joined,No,No,Female,No,,"34.1528, -118.000482",34.1528,-118.000482,No,19.65,No,0,0,,No,No,No,Credit Card,Yes,41067,No,Q3,No,3,No,California,No,No,No,1,19.65,0,42.42,0.0,62.07,Yes,No,91016
26,53,11.51,Attitude,Yes,Attitude of support person,83,1,Tujunga,4690,Month-to-Month,United States,1875-QIVME,Churned,Yes,Yes,Female,Yes,Fiber Optic,"34.296574, -118.244839",34.296574,-118.244839,Yes,104.4,Yes,3,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,26753,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,2,242.8,0,23.02,45.44,220.38,Yes,Yes,91042
47,14,1.79,Attitude,Yes,Attitude of support person,89,1,Tujunga,2251,Month-to-Month,United States,8496-EJAUI,Churned,No,No,Male,Yes,Fiber Optic,"34.296574, -118.244839",34.296574,-118.244839,No,73.85,No,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,26753,No,Q3,No,3,No,California,No,No,No,19,1424.5,130,34.01,0.0,1588.51,No,No,91042
53,27,22.66,Competitor,Yes,Competitor had better devices,91,1,Tujunga,6255,One Year,United States,8199-ZLLSA,Churned,No,Yes,Male,Yes,Fiber Optic,"34.296574, -118.244839",34.296574,-118.244839,No,118.35,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,26753,Yes,Q3,No,1,No,California,Yes,Yes,Yes,67,7804.15,0,1518.22,0.0,9322.37,No,Yes,91042
57,0,35.42,,No,,58,0,Tujunga,2843,One Year,United States,8610-ZIKJJ,Joined,Yes,No,Female,No,,"34.296574, -118.244839",34.296574,-118.244839,Yes,20.3,No,2,2,,No,No,No,Credit Card,Yes,26753,No,Q3,Yes,3,No,California,No,No,No,2,31.9,0,70.84,0.0,102.74,No,No,91042
57,21,0.0,,No,,73,0,Tujunga,3290,Month-to-Month,United States,0076-LVEPS,Stayed,Yes,Yes,Male,Yes,DSL,"34.296574, -118.244839",34.296574,-118.244839,No,45.0,No,1,0,,Yes,Yes,Yes,Credit Card,No,26753,Yes,Q3,No,4,No,California,No,No,No,29,1242.45,0,0.0,12.26,1230.19,No,Yes,91042
24,73,40.62,Competitor,Yes,Competitor had better devices,80,1,Pasadena,4328,One Year,United States,0691-JVSYA,Churned,No,Yes,Female,Yes,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,Yes,94.85,No,0,5,,No,No,Yes,Bank Withdrawal,Yes,27891,No,Q3,Yes,1,No,California,Yes,Yes,Yes,53,5000.2,0,2152.86,18.55,7134.51,Yes,Yes,91103
53,23,39.38,Competitor,Yes,Competitor offered higher download speeds,84,1,Pasadena,2421,Month-to-Month,United States,4919-MOAVT,Churned,No,No,Male,Yes,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,No,69.65,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,27891,No,Q3,No,2,No,California,No,No,No,3,220.1,0,118.14,0.0,338.24,No,Yes,91103
42,3,32.02,,No,,43,0,Pasadena,4454,Month-to-Month,United States,5423-BHIXO,Stayed,No,No,Female,Yes,DSL,"34.167465, -118.165327",34.167465,-118.165327,No,54.2,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,27891,No,Q3,No,5,No,California,No,No,No,32,1739.6,0,1024.64,0.0,2764.24,No,Yes,91103
43,13,11.36,,No,,73,0,Pasadena,5033,Month-to-Month,United States,7801-KICAO,Stayed,No,No,Female,Yes,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,No,74.15,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,27891,No,Q3,No,4,No,California,No,No,No,18,1345.75,0,204.48,0.0,1550.23,No,Yes,91103
47,19,34.18,,No,,71,0,Pasadena,2054,Month-to-Month,United States,0620-DLSLK,Stayed,No,No,Female,Yes,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,No,81.9,No,0,0,,No,No,Yes,Credit Card,Yes,27891,No,Q3,No,3,No,California,No,No,Yes,13,1028.9,0,444.34,0.0,1473.24,No,Yes,91103
48,76,33.54,Competitor,Yes,Competitor had better devices,73,1,Glendale,5142,Month-to-Month,United States,1918-ZBFQJ,Churned,Yes,Yes,Female,Yes,Fiber Optic,"34.162515, -118.203869",34.162515,-118.203869,No,79.25,No,3,0,,Yes,No,Yes,Bank Withdrawal,Yes,31297,No,Q3,No,1,No,California,No,No,No,13,1111.65,0,436.02,48.25,1499.42,No,Yes,91206
44,2,24.76,Competitor,Yes,Competitor had better devices,71,1,Glendale,3068,Month-to-Month,United States,6365-MTGZX,Churned,No,No,Male,Yes,Fiber Optic,"34.162515, -118.203869",34.162515,-118.203869,No,96.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,31297,Yes,Q3,No,1,No,California,Yes,Yes,Yes,24,2122.45,0,594.24,0.0,2716.69,No,Yes,91206
57,0,2.58,Attitude,Yes,Attitude of support person,92,1,Glendale,5327,One Year,United States,4597-ELFTS,Churned,No,No,Male,No,,"34.162515, -118.203869",34.162515,-118.203869,No,24.9,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,31297,No,Q3,No,3,No,California,No,No,No,56,1334.0,0,144.48,0.0,1478.48,No,No,91206
46,10,10.69,,No,,66,0,Glendale,5414,Month-to-Month,United States,0003-MKNFE,Stayed,No,No,Male,Yes,Cable,"34.162515, -118.203869",34.162515,-118.203869,No,59.9,Yes,0,0,,No,No,No,Credit Card,Yes,31297,No,Q3,No,5,No,California,Yes,Yes,No,9,542.4,10,96.21,38.33,610.28,No,No,91206
49,2,16.64,,No,,28,0,Glendale,5579,Month-to-Month,United States,7577-SWIFR,Joined,No,No,Male,Yes,Fiber Optic,"34.162515, -118.203869",34.162515,-118.203869,No,89.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,31297,No,Q3,No,5,No,California,Yes,Yes,Yes,1,89.25,0,16.64,0.0,105.89,No,Yes,91206
29,29,0.0,Dissatisfaction,Yes,Product dissatisfaction,94,1,Glendale,4851,Month-to-Month,United States,1024-GUALD,Churned,No,No,Female,Yes,DSL,"34.182378, -118.262922",34.182378,-118.262922,Yes,24.8,No,0,4,Offer E,No,No,Yes,Bank Withdrawal,No,9864,No,Q3,Yes,1,No,California,No,Yes,No,1,24.8,0,0.0,0.0,24.8,Yes,Yes,91207
57,0,12.0,Attitude,Yes,Attitude of support person,66,1,Glendale,4710,Month-to-Month,United States,1349-WXNGG,Churned,No,No,Male,No,,"34.182378, -118.262922",34.182378,-118.262922,No,20.05,No,0,0,,No,No,No,Bank Withdrawal,Yes,9864,No,Q3,No,2,No,California,No,No,No,1,20.05,0,12.0,0.0,32.05,No,No,91207
46,19,25.63,,No,,39,0,Glendale,2068,One Year,United States,0975-UYDTX,Stayed,No,Yes,Female,Yes,DSL,"34.182378, -118.262922",34.182378,-118.262922,Yes,90.1,Yes,0,1,Offer C,Yes,Yes,Yes,Credit Card,Yes,9864,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,26,2312.55,0,666.38,47.79,2931.14,No,Yes,91207
32,0,21.01,,No,,27,0,Glendale,3056,Month-to-Month,United States,0303-WMMRN,Stayed,No,No,Male,No,,"34.182378, -118.262922",34.182378,-118.262922,No,19.25,No,0,0,,No,No,Yes,Credit Card,Yes,9864,No,Q3,No,3,No,California,No,No,No,5,86.05,0,105.05,0.0,191.1,No,No,91207
56,30,27.88,,No,,20,0,Glendale,4419,Two Year,United States,1320-GVNHT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.182378, -118.262922",34.182378,-118.262922,Yes,108.4,Yes,2,4,,Yes,Yes,Yes,Credit Card,Yes,9864,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7767.25,30,2007.36,0.0,9804.61,No,No,91207
62,21,23.2,Attitude,Yes,Attitude of support person,91,1,Mission Hills,3394,Month-to-Month,United States,1285-OKIPP,Churned,Yes,No,Male,Yes,Fiber Optic,"34.266389, -118.459744",34.266389,-118.459744,No,79.9,No,3,0,,No,No,No,Bank Withdrawal,Yes,17112,No,Q3,No,2,No,California,Yes,Yes,No,1,79.9,0,23.2,0.0,103.1,No,Yes,91345
46,12,48.13,Attitude,Yes,Attitude of support person,91,1,Mission Hills,6402,Month-to-Month,United States,4143-HHPMK,Churned,No,No,Male,Yes,Fiber Optic,"34.266389, -118.459744",34.266389,-118.459744,No,85.35,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,17112,No,Q3,No,3,No,California,Yes,Yes,No,52,4338.6,90,2502.76,0.0,6931.36,No,No,91345
24,0,34.16,,No,,44,0,Mission Hills,4610,Two Year,United States,3785-KTYSH,Stayed,No,No,Male,No,,"34.266389, -118.459744",34.266389,-118.459744,No,24.6,Yes,0,0,,No,No,No,Credit Card,Yes,17112,No,Q3,No,5,No,California,No,No,No,53,1279.0,0,1810.48,37.68,3051.8,Yes,No,91345
23,52,0.0,,No,,79,0,Mission Hills,3422,Month-to-Month,United States,3472-OAOOR,Stayed,Yes,No,Male,Yes,Cable,"34.266389, -118.459744",34.266389,-118.459744,Yes,34.95,No,1,3,,Yes,Yes,Yes,Credit Card,No,17112,No,Q3,Yes,3,No,California,No,No,No,19,610.2,0,0.0,0.0,610.2,Yes,Yes,91345
62,18,28.37,,No,,77,0,Mission Hills,6233,Two Year,United States,0270-THENM,Stayed,Yes,Yes,Male,Yes,DSL,"34.266389, -118.459744",34.266389,-118.459744,Yes,69.85,Yes,2,1,,Yes,Yes,No,Bank Withdrawal,Yes,17112,Yes,Q3,Yes,3,No,California,No,No,No,72,5102.35,0,2042.64,25.24,7119.75,No,Yes,91345
22,73,44.31,Price,Yes,Price too high,81,1,North Hollywood,2556,Month-to-Month,United States,1251-KRREG,Churned,No,No,Male,Yes,DSL,"34.1692, -118.372498",34.1692,-118.372498,No,54.4,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,36625,No,Q3,No,3,No,California,No,Yes,No,2,114.1,0,88.62,0.0,202.72,Yes,Yes,91601
35,17,46.99,Competitor,Yes,Competitor had better devices,73,1,North Hollywood,2850,Month-to-Month,United States,4547-LYTDD,Churned,No,No,Female,Yes,Fiber Optic,"34.1692, -118.372498",34.1692,-118.372498,No,72.65,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,36625,No,Q3,No,1,No,California,No,No,No,16,1194.3,0,751.84,0.0,1946.14,No,Yes,91601
58,7,22.0,Price,Yes,Extra data charges,91,1,North Hollywood,4176,Month-to-Month,United States,9940-HPQPG,Churned,No,Yes,Female,Yes,Fiber Optic,"34.1692, -118.372498",34.1692,-118.372498,Yes,91.75,Yes,0,1,Offer E,Yes,Yes,No,Bank Withdrawal,Yes,36625,No,Q3,Yes,1,No,California,No,No,No,9,865.8,0,198.0,0.0,1063.8,No,Yes,91601
20,51,27.97,,No,,71,0,North Hollywood,5991,Two Year,United States,5982-PSMKW,Stayed,Yes,Yes,Female,Yes,Cable,"34.1692, -118.372498",34.1692,-118.372498,Yes,91.1,Yes,2,1,Offer D,Yes,Yes,Yes,Credit Card,Yes,36625,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,23,2198.3,0,643.31,0.0,2841.61,Yes,Yes,91601
41,16,30.19,Price,Yes,Lack of affordable download/upload speed,91,1,La Puente,4884,Month-to-Month,United States,4959-JOSRX,Churned,No,No,Female,Yes,Cable,"34.031441, -117.936436",34.031441,-117.936436,Yes,44.6,No,0,3,Offer E,No,No,Yes,Credit Card,Yes,84965,No,Q3,Yes,2,No,California,No,No,No,2,80.55,0,60.38,0.0,140.93,No,Yes,91744
27,59,8.5,Competitor,Yes,Competitor had better devices,90,1,La Puente,5799,Month-to-Month,United States,2983-ZANRP,Churned,No,No,Female,Yes,Fiber Optic,"34.031441, -117.936436",34.031441,-117.936436,Yes,73.55,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,84965,No,Q3,Yes,1,No,California,No,Yes,No,2,145.4,0,17.0,0.0,162.4,Yes,Yes,91744
56,2,5.59,Competitor,Yes,Competitor had better devices,71,1,La Puente,5962,Month-to-Month,United States,0295-PPHDO,Churned,No,No,Male,Yes,Fiber Optic,"34.031441, -117.936436",34.031441,-117.936436,No,95.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,84965,No,Q3,No,1,No,California,Yes,Yes,Yes,1,95.45,0,5.59,0.0,101.04,No,Yes,91744
22,59,0.0,,No,,27,0,La Puente,5973,Month-to-Month,United States,6637-KYRCV,Stayed,Yes,No,Female,Yes,DSL,"34.031441, -117.936436",34.031441,-117.936436,Yes,30.5,No,1,1,,Yes,No,Yes,Bank Withdrawal,No,84965,No,Q3,Yes,3,No,California,No,No,No,5,167.2,0,0.0,0.0,167.2,Yes,Yes,91744
20,48,10.59,Other,Yes,Don't know,65,1,San Dimas,4839,Month-to-Month,United States,4484-GLZOU,Churned,No,Yes,Female,Yes,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,Yes,105.05,Yes,0,6,,Yes,No,Yes,Bank Withdrawal,Yes,33878,No,Q3,Yes,2,No,California,Yes,Yes,Yes,52,5624.85,0,550.68,27.6,6147.93,Yes,Yes,91773
45,0,30.07,Attitude,Yes,Attitude of support person,67,1,San Dimas,2687,Month-to-Month,United States,2484-DGXPZ,Churned,No,No,Female,No,,"34.102119, -117.815532",34.102119,-117.815532,Yes,19.55,No,0,1,,No,No,Yes,Credit Card,Yes,33878,No,Q3,Yes,3,No,California,No,No,No,31,658.95,0,932.17,0.0,1591.12,No,No,91773
53,21,25.04,Other,Yes,Poor expertise of online support,79,1,San Dimas,2785,Month-to-Month,United States,1596-BBVTG,Churned,No,No,Male,Yes,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,No,75.35,Yes,0,0,Offer C,No,No,No,Credit Card,Yes,33878,No,Q3,No,3,No,California,No,No,No,35,2636.05,0,876.4,0.0,3512.45,No,Yes,91773
50,11,35.49,Competitor,Yes,Competitor made better offer,65,1,San Dimas,3585,Month-to-Month,United States,0260-ZDLGK,Churned,Yes,Yes,Female,Yes,Cable,"34.102119, -117.815532",34.102119,-117.815532,No,72.9,No,2,0,,No,No,Yes,Credit Card,Yes,33878,Yes,Q3,No,1,No,California,Yes,Yes,Yes,9,651.4,0,319.41,0.0,970.81,No,Yes,91773
48,12,48.47,Price,Yes,Price too high,94,1,San Dimas,4639,Month-to-Month,United States,9821-POOTN,Churned,No,No,Male,Yes,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,Yes,75.2,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,33878,No,Q3,Yes,2,No,California,No,No,No,35,2576.2,0,1696.45,0.0,4272.65,No,Yes,91773
26,46,34.49,Attitude,Yes,Attitude of service provider,87,1,San Dimas,4109,Month-to-Month,United States,4548-SDBKE,Churned,No,No,Female,Yes,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,No,85.2,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,33878,No,Q3,No,3,No,California,No,Yes,Yes,5,474.8,0,172.45,0.0,647.25,Yes,Yes,91773
61,13,0.0,Attitude,Yes,Attitude of support person,83,1,San Dimas,2987,Month-to-Month,United States,7384-GHBPI,Churned,No,No,Male,Yes,Cable,"34.102119, -117.815532",34.102119,-117.815532,Yes,35.15,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,No,33878,No,Q3,Yes,2,No,California,Yes,Yes,No,3,99.75,0,0.0,0.0,99.75,No,Yes,91773
37,0,7.27,,No,,38,0,San Dimas,5113,Month-to-Month,United States,1755-RMCXH,Joined,Yes,No,Male,No,,"34.102119, -117.815532",34.102119,-117.815532,Yes,20.3,No,2,5,Offer E,No,No,No,Credit Card,Yes,33878,No,Q3,Yes,4,No,California,No,No,No,2,40.25,0,14.54,0.0,54.79,No,No,91773
41,18,19.15,Other,Yes,Don't know,90,1,Alhambra,4094,Month-to-Month,United States,5583-SXDAG,Churned,No,No,Male,Yes,Fiber Optic,"34.074736, -118.145959",34.074736,-118.145959,Yes,70.0,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,30635,No,Q3,Yes,3,No,California,No,No,No,1,70.0,10,19.15,0.0,99.15,No,No,91803
40,16,36.81,Competitor,Yes,Competitor offered higher download speeds,94,1,Alhambra,3529,Month-to-Month,United States,0133-BMFZO,Churned,No,No,Female,Yes,Fiber Optic,"34.074736, -118.145959",34.074736,-118.145959,No,86.25,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,30635,Yes,Q3,No,2,No,California,No,No,No,2,181.65,0,73.62,0.0,255.27,No,Yes,91803
53,0,10.14,,No,,32,0,Alhambra,3389,Month-to-Month,United States,8267-KFGYD,Joined,Yes,No,Male,No,,"34.074736, -118.145959",34.074736,-118.145959,No,21.05,No,1,0,,No,No,Yes,Mailed Check,Yes,30635,No,Q3,No,3,No,California,No,No,No,1,21.05,0,10.14,0.0,31.19,No,No,91803
49,2,43.11,,No,,78,0,Alhambra,4446,One Year,United States,7661-CPURM,Stayed,No,No,Male,Yes,Fiber Optic,"34.074736, -118.145959",34.074736,-118.145959,No,87.7,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,30635,Yes,Q3,No,3,No,California,Yes,Yes,No,19,1725.95,0,819.09,0.0,2545.04,No,Yes,91803
41,19,0.0,,No,,71,0,Alhambra,4451,Two Year,United States,5126-RCXYW,Stayed,Yes,Yes,Male,Yes,DSL,"34.074736, -118.145959",34.074736,-118.145959,Yes,46.0,No,1,0,Offer B,No,No,No,Credit Card,No,30635,Yes,Q3,No,4,No,California,Yes,Yes,No,54,2424.05,90,0.0,0.0,2514.05,No,No,91803
23,53,4.01,Competitor,Yes,Competitor had better devices,88,1,Seeley,3804,Month-to-Month,United States,0578-SKVMF,Churned,No,No,Female,Yes,Cable,"32.790282, -115.689559",32.790282,-115.689559,Yes,83.3,No,0,4,,Yes,No,No,Bank Withdrawal,Yes,1632,No,Q3,Yes,1,No,California,Yes,Yes,No,22,1845.9,0,88.22,0.0,1934.12,Yes,Yes,92273
40,30,35.87,Other,Yes,Don't know,78,1,Seeley,6006,Month-to-Month,United States,8624-GIOUT,Churned,No,No,Female,Yes,DSL,"32.790282, -115.689559",32.790282,-115.689559,No,59.75,Yes,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,1632,No,Q3,No,1,No,California,No,No,No,49,2934.3,0,1757.63,0.0,4691.93,No,Yes,92273
40,29,41.92,Competitor,Yes,Competitor offered higher download speeds,87,1,Seeley,2029,Month-to-Month,United States,8775-CEBBJ,Churned,No,No,Female,Yes,Cable,"32.790282, -115.689559",32.790282,-115.689559,No,44.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1632,No,Q3,No,2,No,California,No,No,No,9,403.35,0,377.28,0.0,780.63,No,Yes,92273
61,19,0.0,,No,,43,0,Seeley,5230,One Year,United States,8328-SKJNO,Stayed,Yes,No,Male,Yes,DSL,"32.790282, -115.689559",32.790282,-115.689559,No,40.65,No,1,0,,Yes,Yes,No,Bank Withdrawal,No,1632,Yes,Q3,No,3,No,California,No,No,No,23,947.4,0,0.0,0.0,947.4,No,Yes,92273
58,13,16.85,Competitor,Yes,Competitor had better devices,91,1,Ludlow,5201,Month-to-Month,United States,0256-LTHVJ,Churned,No,No,Female,Yes,Fiber Optic,"34.702766, -116.093376",34.702766,-116.093376,Yes,81.05,No,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,23,No,Q3,Yes,1,No,California,Yes,Yes,No,28,2227.1,0,471.8,0.0,2698.9,No,Yes,92338
40,25,17.87,Attitude,Yes,Attitude of service provider,83,1,Ludlow,5898,Month-to-Month,United States,0925-VYDLG,Churned,No,No,Female,Yes,Fiber Optic,"34.702766, -116.093376",34.702766,-116.093376,No,75.25,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,23,No,Q3,No,3,No,California,No,No,No,3,242.0,0,53.61,0.0,295.61,No,Yes,92338
33,20,34.76,,No,,62,0,Ludlow,4668,Two Year,United States,4615-PIVVU,Stayed,No,Yes,Female,Yes,Cable,"34.702766, -116.093376",34.702766,-116.093376,No,66.5,No,0,0,,No,No,No,Credit Card,Yes,23,Yes,Q3,No,5,No,California,Yes,Yes,No,42,2762.75,0,1459.92,0.0,4222.67,No,Yes,92338
60,27,19.05,Competitor,Yes,Competitor had better devices,91,1,Phelan,4498,Month-to-Month,United States,4640-UHDOS,Churned,No,No,Female,Yes,DSL,"34.441123, -117.537886",34.441123,-117.537886,Yes,55.95,No,0,3,Offer D,No,No,No,Bank Withdrawal,Yes,12463,No,Q3,Yes,1,No,California,Yes,Yes,No,13,734.35,0,247.65,0.0,982.0,No,Yes,92371
29,73,0.0,Other,Yes,Don't know,82,1,Phelan,3196,Month-to-Month,United States,8260-NGFNY,Churned,No,No,Female,Yes,DSL,"34.441123, -117.537886",34.441123,-117.537886,No,25.2,No,0,0,,No,No,No,Mailed Check,No,12463,No,Q3,No,2,No,California,No,Yes,No,1,25.2,0,0.0,0.0,25.2,Yes,Yes,92371
26,0,30.09,,No,,38,0,Phelan,4845,Month-to-Month,United States,0673-IGUQO,Joined,No,No,Male,No,,"34.441123, -117.537886",34.441123,-117.537886,No,20.45,No,0,0,,No,No,No,Credit Card,Yes,12463,No,Q3,No,4,No,California,No,No,No,1,20.45,0,30.09,0.0,50.54,Yes,No,92371
27,59,34.49,,No,,32,0,Phelan,3936,Month-to-Month,United States,4998-IKFSE,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.441123, -117.537886",34.441123,-117.537886,No,100.45,Yes,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,12463,No,Q3,No,5,No,California,Yes,Yes,Yes,30,3096.9,80,1034.7,0.0,4211.6,Yes,No,92371
52,8,21.91,Competitor,Yes,Competitor had better devices,80,1,Rialto,5980,Month-to-Month,United States,9399-APLBT,Churned,No,No,Female,Yes,Fiber Optic,"34.156758, -117.404686",34.156758,-117.404686,Yes,74.7,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,18518,No,Q3,No,1,No,California,No,No,No,1,74.7,0,21.91,0.0,96.61,No,Yes,92377
49,11,33.75,Dissatisfaction,Yes,Limited range of services,91,1,Rialto,2457,Month-to-Month,United States,6331-LWDTQ,Churned,No,No,Male,Yes,DSL,"34.156758, -117.404686",34.156758,-117.404686,No,72.15,Yes,0,0,,No,No,Yes,Credit Card,Yes,18518,No,Q3,No,2,No,California,Yes,Yes,Yes,10,794.25,80,337.5,0.0,1211.75,No,No,92377
45,16,23.34,,No,,74,0,Rialto,3498,Month-to-Month,United States,5858-EAFCZ,Joined,No,No,Male,Yes,DSL,"34.156758, -117.404686",34.156758,-117.404686,No,44.45,No,0,0,,No,No,No,Credit Card,Yes,18518,No,Q3,No,3,No,California,No,No,No,1,44.45,0,23.34,0.0,67.79,No,Yes,92377
28,59,29.74,,No,,53,0,Rialto,4639,Month-to-Month,United States,9631-XEYKE,Joined,No,No,Male,Yes,DSL,"34.156758, -117.404686",34.156758,-117.404686,No,50.4,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,18518,No,Q3,No,5,No,California,No,No,No,3,137.25,0,89.22,0.0,226.47,Yes,Yes,92377
40,28,4.67,Competitor,Yes,Competitor had better devices,73,1,Victorville,5671,Month-to-Month,United States,6227-HWPWX,Churned,No,No,Female,Yes,Fiber Optic,"34.486835, -117.362274",34.486835,-117.362274,No,69.0,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,63235,No,Q3,No,1,No,California,No,No,No,15,994.8,0,70.05,0.0,1064.85,No,Yes,92392
48,8,0.0,,No,,25,0,Victorville,2673,Two Year,United States,5656-MJEFC,Stayed,No,Yes,Male,Yes,Cable,"34.486835, -117.362274",34.486835,-117.362274,Yes,48.15,No,0,10,Offer B,No,Yes,No,Credit Card,No,63235,Yes,Q3,Yes,4,No,California,No,No,Yes,42,2032.3,0,0.0,0.0,2032.3,No,Yes,92392
39,30,42.23,,No,,20,0,Victorville,4016,Month-to-Month,United States,1469-LBJQJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.486835, -117.362274",34.486835,-117.362274,Yes,105.2,Yes,0,6,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,63235,No,Q3,Yes,4,No,California,Yes,Yes,Yes,66,6936.85,0,2787.18,0.0,9724.03,No,Yes,92392
23,48,6.26,,No,,38,0,Victorville,5187,One Year,United States,7432-FFVAR,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.486835, -117.362274",34.486835,-117.362274,Yes,90.95,No,3,2,Offer B,No,No,No,Bank Withdrawal,Yes,63235,Yes,Q3,Yes,5,No,California,Yes,Yes,No,46,4236.6,50,287.96,0.0,4574.56,Yes,No,92392
32,25,32.32,Dissatisfaction,Yes,Product dissatisfaction,65,1,San Bernardino,2879,Month-to-Month,United States,5949-XIKAE,Churned,No,No,Female,Yes,Cable,"34.105935, -117.2914",34.105935,-117.2914,Yes,83.55,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,1779,No,Q3,Yes,1,No,California,No,No,Yes,8,680.05,0,258.56,0.0,938.61,No,Yes,92401
34,9,42.09,Competitor,Yes,Competitor had better devices,90,1,San Bernardino,6274,Two Year,United States,1725-IQNIY,Churned,No,Yes,Male,Yes,Fiber Optic,"34.105935, -117.2914",34.105935,-117.2914,Yes,109.75,No,0,1,,Yes,Yes,No,Bank Withdrawal,Yes,1779,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,54,6110.2,0,2272.86,0.0,8383.06,No,Yes,92401
31,12,30.22,,No,,48,0,San Bernardino,4602,Month-to-Month,United States,1379-FRVEB,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.105935, -117.2914",34.105935,-117.2914,No,91.0,Yes,1,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,1779,No,Q3,No,4,No,California,No,No,Yes,15,1430.05,0,453.3,0.0,1883.35,No,Yes,92401
43,17,7.42,,No,,27,0,San Bernardino,5735,Month-to-Month,United States,4456-RHSNB,Stayed,Yes,Yes,Female,Yes,DSL,"34.105935, -117.2914",34.105935,-117.2914,Yes,49.6,No,1,3,,No,No,Yes,Bank Withdrawal,Yes,1779,No,Q3,Yes,3,No,California,No,No,No,19,962.9,0,140.98,0.0,1103.88,No,Yes,92401
32,2,14.02,Competitor,Yes,Competitor had better devices,93,1,San Bernardino,2814,Month-to-Month,United States,8372-JUXUI,Churned,No,No,Male,Yes,Fiber Optic,"34.106922, -117.297553",34.106922,-117.297553,No,74.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,44556,No,Q3,No,1,No,California,No,No,No,1,74.35,0,14.02,0.0,88.37,No,Yes,92410
30,0,38.55,,No,,58,0,San Bernardino,5271,Month-to-Month,United States,6648-INWPS,Stayed,Yes,No,Male,No,,"34.106922, -117.297553",34.106922,-117.297553,Yes,20.15,No,3,4,Offer D,No,No,No,Bank Withdrawal,Yes,44556,No,Q3,Yes,4,No,California,No,No,No,16,341.35,0,616.8,0.0,958.15,No,No,92410
57,0,2.6,,No,,68,0,San Bernardino,5546,Month-to-Month,United States,6278-FEPBZ,Stayed,No,No,Female,No,,"34.106922, -117.297553",34.106922,-117.297553,No,20.25,No,0,0,Offer E,No,No,No,Credit Card,Yes,44556,No,Q3,No,4,No,California,No,No,No,9,186.15,0,23.4,0.0,209.55,No,No,92410
23,73,37.75,,No,,68,0,San Bernardino,5995,Two Year,United States,1832-PEUTS,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.106922, -117.297553",34.106922,-117.297553,Yes,89.1,Yes,2,4,Offer B,No,No,Yes,Credit Card,Yes,44556,No,Q3,Yes,4,No,California,No,No,Yes,62,5411.65,0,2340.5,0.0,7752.15,Yes,Yes,92410
28,41,9.79,Attitude,Yes,Attitude of support person,77,1,Riverside,4263,Month-to-Month,United States,0388-EOPEX,Churned,No,No,Female,Yes,Fiber Optic,"33.890046, -117.455583",33.890046,-117.455583,Yes,74.4,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,71678,No,Q3,Yes,1,No,California,No,No,No,2,139.4,0,19.58,0.0,158.98,Yes,Yes,92503
33,26,9.71,Competitor,Yes,Competitor had better devices,86,1,Riverside,5209,Month-to-Month,United States,8614-VGMMV,Churned,No,No,Female,Yes,DSL,"33.890046, -117.455583",33.890046,-117.455583,No,49.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,71678,No,Q3,No,1,No,California,No,No,No,15,679.55,0,145.65,0.0,825.2,No,Yes,92503
45,25,26.38,,No,,43,0,Riverside,5258,Month-to-Month,United States,1763-WQFUK,Joined,No,No,Male,Yes,DSL,"33.890046, -117.455583",33.890046,-117.455583,No,50.5,No,0,0,,No,No,Yes,Mailed Check,Yes,71678,Yes,Q3,No,4,No,California,No,No,No,3,147.75,0,79.14,0.0,226.89,No,Yes,92503
21,82,14.73,,No,,52,0,Riverside,3275,One Year,United States,0580-PIQHM,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.890046, -117.455583",33.890046,-117.455583,Yes,101.6,Yes,1,7,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,71678,No,Q3,Yes,3,No,California,Yes,Yes,No,41,3930.55,0,603.93,0.0,4534.48,Yes,Yes,92503
51,16,0.0,Dissatisfaction,Yes,Network reliability,66,1,Riverside,3099,One Year,United States,8205-OTCHB,Churned,No,Yes,Male,Yes,DSL,"33.930931, -117.361788",33.930931,-117.361788,No,43.75,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,No,42425,No,Q3,No,3,No,California,Yes,Yes,No,22,903.6,0,0.0,0.0,903.6,No,Yes,92506
29,52,31.14,Competitor,Yes,Competitor offered higher download speeds,68,1,Riverside,4403,Month-to-Month,United States,2930-UOTMB,Churned,No,Yes,Female,Yes,Cable,"33.930931, -117.361788",33.930931,-117.361788,No,65.25,Yes,0,0,Offer C,No,Yes,No,Credit Card,Yes,42425,Yes,Q3,No,1,No,California,No,No,No,31,1994.3,120,965.34,0.0,3079.64,Yes,No,92506
42,0,33.16,,No,,39,0,Riverside,5379,Month-to-Month,United States,2023-VQFDL,Stayed,No,No,Male,No,,"33.930931, -117.361788",33.930931,-117.361788,No,19.0,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,42425,No,Q3,No,5,No,California,No,No,No,18,348.8,0,596.88,0.0,945.68,No,No,92506
53,10,5.22,,No,,65,0,Riverside,5856,One Year,United States,1696-HXOWK,Stayed,No,No,Female,Yes,Fiber Optic,"33.930931, -117.361788",33.930931,-117.361788,Yes,95.65,Yes,0,6,Offer A,Yes,Yes,No,Credit Card,Yes,42425,No,Q3,Yes,3,No,California,No,No,Yes,71,6856.95,0,370.62,0.0,7227.57,No,Yes,92506
49,14,16.07,Price,Yes,Lack of affordable download/upload speed,76,1,March Air Reserve Base,2538,Month-to-Month,United States,7783-YKGDV,Churned,No,Yes,Female,Yes,Fiber Optic,"33.888323, -117.277533",33.888323,-117.277533,No,99.7,Yes,0,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,1005,No,Q3,No,1,No,California,Yes,Yes,No,12,1238.45,0,192.84,0.0,1431.29,No,Yes,92518
46,11,26.94,Competitor,Yes,Competitor offered more data,71,1,March Air Reserve Base,6295,Two Year,United States,2533-QVMSK,Churned,No,No,Male,Yes,Fiber Optic,"33.888323, -117.277533",33.888323,-117.277533,Yes,94.1,Yes,0,9,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,1005,Yes,Q3,Yes,3,No,California,No,No,Yes,61,5638.3,0,1643.34,0.0,7281.64,No,Yes,92518
45,0,37.79,,No,,70,0,March Air Reserve Base,5987,Two Year,United States,2560-WBWXF,Stayed,No,No,Male,No,,"33.888323, -117.277533",33.888323,-117.277533,No,24.15,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1005,No,Q3,No,4,No,California,No,No,No,68,1498.85,0,2569.72,0.0,4068.57,No,No,92518
50,0,31.02,,No,,74,0,March Air Reserve Base,5387,Month-to-Month,United States,9970-QBCDA,Stayed,No,No,Female,No,,"33.888323, -117.277533",33.888323,-117.277533,No,19.7,No,0,0,Offer E,No,No,No,Credit Card,Yes,1005,No,Q3,No,5,No,California,No,No,No,6,129.55,0,186.12,0.0,315.67,No,No,92518
49,19,18.79,Other,Yes,Don't know,72,1,Homeland,3715,Month-to-Month,United States,7218-HKQFK,Churned,No,No,Male,Yes,Fiber Optic,"33.761894, -117.120868",33.761894,-117.120868,Yes,94.2,No,0,4,,No,No,Yes,Bank Withdrawal,Yes,4283,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,2,167.5,0,37.58,0.0,205.08,No,Yes,92548
27,59,40.42,Attitude,Yes,Attitude of support person,90,1,Homeland,4599,Month-to-Month,United States,6142-VSJQO,Churned,Yes,No,Female,Yes,Cable,"33.761894, -117.120868",33.761894,-117.120868,Yes,44.35,No,3,0,,No,No,Yes,Bank Withdrawal,Yes,4283,No,Q3,No,2,No,California,No,No,No,1,44.35,0,40.42,0.0,84.77,Yes,Yes,92548
52,0,40.97,,No,,43,0,Homeland,5218,Two Year,United States,8007-YYPWD,Stayed,No,No,Female,No,,"33.761894, -117.120868",33.761894,-117.120868,No,25.05,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,4283,No,Q3,No,5,No,California,No,No,No,15,369.1,0,614.55,0.0,983.65,No,No,92548
32,19,19.87,,No,,77,0,Homeland,5753,Month-to-Month,United States,3620-MWJNE,Joined,No,No,Male,Yes,DSL,"33.761894, -117.120868",33.761894,-117.120868,No,54.45,No,0,0,,No,Yes,Yes,Credit Card,Yes,4283,Yes,Q3,No,3,No,California,No,No,No,2,87.3,0,39.74,0.0,127.04,No,Yes,92548
64,23,36.12,Price,Yes,Price too high,91,1,Idyllwild,5032,Month-to-Month,United States,4636-QRJKY,Churned,No,No,Female,Yes,Fiber Optic,"33.755039, -116.741796",33.755039,-116.741796,Yes,80.5,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,3588,Yes,Q3,Yes,3,No,California,No,No,No,6,502.85,0,216.72,0.0,719.57,No,Yes,92549
25,46,16.05,,No,,36,0,Idyllwild,4592,Two Year,United States,7101-HRBLJ,Stayed,No,Yes,Female,Yes,Cable,"33.755039, -116.741796",33.755039,-116.741796,Yes,83.7,No,0,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,3588,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6096.9,0,1155.6,0.0,7252.5,Yes,Yes,92549
27,0,47.79,,No,,35,0,Idyllwild,4774,One Year,United States,8573-JGCZW,Stayed,No,No,Male,No,,"33.755039, -116.741796",33.755039,-116.741796,No,19.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3588,No,Q3,No,5,No,California,No,No,No,17,351.55,0,812.43,0.0,1163.98,Yes,No,92549
29,0,29.38,,No,,74,0,Idyllwild,5161,Two Year,United States,3458-IDMFK,Stayed,No,No,Male,No,,"33.755039, -116.741796",33.755039,-116.741796,No,20.75,No,0,0,Offer C,No,No,Yes,Credit Card,Yes,3588,No,Q3,No,3,No,California,No,No,No,25,499.4,0,734.5,0.0,1233.9,Yes,No,92549
47,23,27.61,Dissatisfaction,Yes,Network reliability,81,1,Sun City,2115,Month-to-Month,United States,6825-UYPFK,Churned,No,No,Female,Yes,Fiber Optic,"33.707483, -117.200006",33.707483,-117.200006,No,75.6,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,18161,No,Q3,No,1,No,California,No,No,No,23,1758.6,0,635.03,0.0,2393.63,No,Yes,92586
45,8,9.34,Attitude,Yes,Attitude of support person,76,1,Sun City,4417,Month-to-Month,United States,7927-AUXBZ,Churned,No,No,Female,Yes,Fiber Optic,"33.707483, -117.200006",33.707483,-117.200006,No,85.15,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,18161,Yes,Q3,No,2,No,California,No,No,Yes,30,2555.9,0,280.2,0.0,2836.1,No,Yes,92586
23,0,46.0,,No,,39,0,Sun City,4196,One Year,United States,6870-ECSHE,Joined,No,No,Female,No,,"33.707483, -117.200006",33.707483,-117.200006,No,20.45,No,0,0,,No,No,No,Credit Card,Yes,18161,No,Q3,No,4,No,California,No,No,No,2,34.8,0,92.0,0.0,126.8,Yes,No,92586
63,5,29.87,,No,,50,0,Sun City,5121,Month-to-Month,United States,8990-ZXLSU,Stayed,No,No,Female,Yes,Fiber Optic,"33.707483, -117.200006",33.707483,-117.200006,No,69.05,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,18161,No,Q3,No,3,No,California,No,No,No,9,651.5,0,268.83,0.0,920.33,No,Yes,92586
22,52,23.09,Other,Yes,Poor expertise of online support,72,1,Sun City,2568,Month-to-Month,United States,8397-MVTAZ,Churned,No,Yes,Male,Yes,Fiber Optic,"33.69887, -117.25071",33.69887,-117.25071,Yes,100.05,Yes,0,2,Offer C,No,No,Yes,Bank Withdrawal,Yes,13151,No,Q3,Yes,3,No,California,Yes,Yes,Yes,34,3480.0,20,785.06,0.0,4285.06,Yes,No,92587
48,0,5.48,,No,,70,0,Sun City,4890,Two Year,United States,2626-VEEWG,Stayed,Yes,No,Male,No,,"33.69887, -117.25071",33.69887,-117.25071,Yes,19.4,No,2,6,,No,No,Yes,Credit Card,Yes,13151,No,Q3,Yes,5,No,California,No,No,No,67,1284.2,0,367.16,0.0,1651.36,No,No,92587
29,0,48.66,,No,,71,0,Sun City,5076,Two Year,United States,8747-UDCOI,Stayed,No,No,Female,No,,"33.69887, -117.25071",33.69887,-117.25071,Yes,19.35,No,0,7,Offer B,No,No,No,Bank Withdrawal,Yes,13151,No,Q3,Yes,3,No,California,No,No,No,65,1319.95,0,3162.9,0.0,4482.85,Yes,No,92587
38,21,49.33,,No,,50,0,Sun City,4916,Month-to-Month,United States,2275-RBYQS,Joined,No,No,Female,Yes,DSL,"33.69887, -117.25071",33.69887,-117.25071,No,45.4,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,13151,No,Q3,No,3,No,California,No,No,No,1,45.4,0,49.33,0.0,94.73,No,Yes,92587
51,30,30.52,Other,Yes,Don't know,80,1,Irvine,5679,Month-to-Month,United States,9282-IZGQK,Churned,No,No,Female,Yes,Fiber Optic,"33.643095, -117.810896",33.643095,-117.810896,No,85.0,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,41062,No,Q3,No,3,No,California,Yes,Yes,No,1,85.0,0,30.52,0.0,115.52,No,Yes,92612
40,0,26.12,,No,,75,0,Irvine,3574,Two Year,United States,5970-GHJAW,Stayed,Yes,No,Male,No,,"33.643095, -117.810896",33.643095,-117.810896,Yes,19.95,No,2,9,Offer B,No,No,No,Credit Card,Yes,41062,No,Q3,Yes,5,No,California,No,No,No,46,862.4,0,1201.52,0.0,2063.92,No,No,92612
60,3,25.66,,No,,50,0,Irvine,2921,Month-to-Month,United States,7714-YXSMB,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.643095, -117.810896",33.643095,-117.810896,No,100.5,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,41062,No,Q3,No,3,No,California,Yes,Yes,Yes,26,2599.95,0,667.16,0.0,3267.11,No,Yes,92612
22,41,3.16,,No,,45,0,Irvine,2482,Month-to-Month,United States,2676-OXPPQ,Stayed,No,No,Male,Yes,DSL,"33.643095, -117.810896",33.643095,-117.810896,No,55.7,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,41062,No,Q3,No,3,No,California,No,No,No,6,335.65,0,18.96,0.0,354.61,Yes,Yes,92612
52,17,0.0,Dissatisfaction,Yes,Poor expertise of online support,74,1,Huntington Beach,4856,Month-to-Month,United States,2817-NTQDO,Churned,No,No,Male,Yes,DSL,"33.666301, -117.969501",33.666301,-117.969501,No,45.55,No,0,0,Offer D,No,Yes,Yes,Credit Card,No,56517,Yes,Q3,No,3,No,California,No,No,Yes,13,597.0,0,0.0,0.0,597.0,No,Yes,92646
47,0,46.91,,No,,64,0,Huntington Beach,3636,Month-to-Month,United States,6131-IUNXN,Stayed,Yes,No,Female,No,,"33.666301, -117.969501",33.666301,-117.969501,Yes,20.2,No,2,6,,No,No,No,Mailed Check,Yes,56517,No,Q3,Yes,4,No,California,No,No,No,19,382.2,0,891.29,0.0,1273.49,No,No,92646
44,4,29.28,,No,,75,0,Huntington Beach,2342,Month-to-Month,United States,8805-JNRAZ,Joined,No,No,Female,Yes,Cable,"33.666301, -117.969501",33.666301,-117.969501,No,49.2,No,0,0,Offer E,Yes,No,No,Credit Card,Yes,56517,No,Q3,No,5,No,California,No,No,No,2,103.7,0,58.56,0.0,162.26,No,Yes,92646
37,28,43.24,,No,,43,0,Huntington Beach,6026,Two Year,United States,7139-JZFVG,Stayed,Yes,Yes,Male,Yes,DSL,"33.666301, -117.969501",33.666301,-117.969501,Yes,60.5,No,2,7,,Yes,Yes,No,Bank Withdrawal,Yes,56517,No,Q3,Yes,3,No,California,No,No,No,60,3694.45,0,2594.4,0.0,6288.85,No,Yes,92646
44,17,10.49,Competitor,Yes,Competitor offered higher download speeds,72,1,Santa Ana,2744,Month-to-Month,United States,0939-YAPAF,Churned,No,Yes,Female,Yes,Fiber Optic,"33.748478, -117.858918",33.748478,-117.858918,No,100.25,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,58157,No,Q3,No,3,No,California,Yes,Yes,Yes,35,3527.6,0,367.15,0.0,3894.75,No,Yes,92701
48,14,29.8,,No,,55,0,Santa Ana,4278,Two Year,United States,2234-EOFPT,Stayed,No,No,Male,Yes,DSL,"33.748478, -117.858918",33.748478,-117.858918,Yes,79.35,No,0,2,,Yes,Yes,Yes,Bank Withdrawal,Yes,58157,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,5753.25,40,2145.6,0.0,7938.85,No,No,92701
32,57,44.37,,No,,61,0,Santa Ana,4171,Month-to-Month,United States,2018-PZKMU,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.748478, -117.858918",33.748478,-117.858918,Yes,103.1,No,3,10,Offer E,No,No,No,Bank Withdrawal,Yes,58157,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,9,970.45,0,399.33,18.62,1351.16,No,Yes,92701
21,59,45.21,,No,,39,0,Santa Ana,5083,Two Year,United States,1716-LSAMB,Stayed,Yes,No,Male,Yes,Cable,"33.748478, -117.858918",33.748478,-117.858918,Yes,54.65,No,1,1,,No,Yes,No,Bank Withdrawal,Yes,58157,Yes,Q3,Yes,3,No,California,No,No,No,45,2553.7,0,2034.45,0.0,4588.15,Yes,Yes,92701
50,7,26.15,Competitor,Yes,Competitor offered more data,67,1,Santa Ana,5170,One Year,United States,4710-FDUIZ,Churned,No,No,Male,Yes,Fiber Optic,"33.714829, -117.872941",33.714829,-117.872941,Yes,100.3,Yes,0,2,,Yes,No,No,Credit Card,Yes,62634,No,Q3,Yes,2,No,California,Yes,Yes,Yes,56,5614.45,100,1464.4,0.0,7178.85,No,No,92707
30,69,0.0,Attitude,Yes,Attitude of service provider,74,1,Santa Ana,5531,One Year,United States,2898-LSJGD,Churned,No,Yes,Female,Yes,Cable,"33.714829, -117.872941",33.714829,-117.872941,Yes,55.95,No,0,1,,No,Yes,Yes,Bank Withdrawal,No,62634,No,Q3,Yes,1,No,California,Yes,Yes,Yes,21,1157.05,10,0.0,0.0,1167.05,No,No,92707
62,30,0.0,,No,,40,0,Santa Ana,2855,One Year,United States,1153-GNOLC,Stayed,No,No,Male,Yes,DSL,"33.714829, -117.872941",33.714829,-117.872941,No,39.1,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,62634,No,Q3,No,4,No,California,No,No,Yes,33,1309.0,0,0.0,0.0,1309.0,No,Yes,92707
19,0,40.28,,No,,58,0,Santa Ana,4394,Month-to-Month,United States,5919-VCZYM,Joined,No,No,Male,No,,"33.714829, -117.872941",33.714829,-117.872941,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,62634,No,Q3,No,5,No,California,No,No,No,2,42.7,0,80.56,0.0,123.26,Yes,No,92707
48,0,19.48,Competitor,Yes,Competitor made better offer,72,1,Anaheim,3535,Month-to-Month,United States,1218-VKFPE,Churned,No,No,Female,No,,"33.830209, -117.906099",33.830209,-117.906099,Yes,19.0,No,0,1,Offer D,No,No,No,Credit Card,Yes,68802,No,Q3,Yes,1,No,California,No,No,No,12,233.55,0,233.76,0.0,467.31,No,No,92805
43,9,0.0,Competitor,Yes,Competitor offered higher download speeds,95,1,Anaheim,5352,Month-to-Month,United States,0778-NELLA,Churned,No,No,Male,Yes,DSL,"33.830209, -117.906099",33.830209,-117.906099,No,34.7,No,0,0,,No,No,Yes,Credit Card,No,68802,No,Q3,No,1,No,California,No,No,Yes,9,296.1,0,0.0,0.0,296.1,No,Yes,92805
26,0,32.3,,No,,39,0,Anaheim,5745,Two Year,United States,6479-SZPLM,Stayed,Yes,No,Male,No,,"33.830209, -117.906099",33.830209,-117.906099,Yes,19.45,No,2,2,,No,No,No,Credit Card,Yes,68802,No,Q3,Yes,5,No,California,No,No,No,36,754.5,0,1162.8,0.0,1917.3,Yes,No,92805
23,59,18.55,,No,,59,0,Anaheim,3127,Month-to-Month,United States,4521-YEEHE,Stayed,No,No,Female,Yes,Fiber Optic,"33.830209, -117.906099",33.830209,-117.906099,Yes,88.85,Yes,0,8,Offer D,No,No,Yes,Bank Withdrawal,Yes,68802,Yes,Q3,Yes,5,No,California,No,Yes,Yes,18,1594.75,0,333.9,21.58,1907.07,Yes,Yes,92805
32,9,0.0,Competitor,Yes,Competitor offered more data,83,1,Ventura,2573,Month-to-Month,United States,6543-CPZMK,Churned,No,No,Male,Yes,DSL,"34.360261, -119.306383",34.360261,-119.306383,Yes,29.95,No,0,1,Offer E,Yes,No,Yes,Bank Withdrawal,No,32899,No,Q3,Yes,2,No,California,No,No,No,9,248.95,10,0.0,0.0,258.95,No,No,93001
51,22,49.79,Attitude,Yes,Attitude of service provider,85,1,Ventura,4381,Month-to-Month,United States,4529-CKBCL,Churned,No,No,Female,Yes,Fiber Optic,"34.360261, -119.306383",34.360261,-119.306383,No,80.2,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,32899,No,Q3,No,2,No,California,No,No,Yes,2,146.05,10,99.58,0.0,255.63,No,No,93001
26,0,48.02,,No,,69,0,Ventura,4041,One Year,United States,1755-FZQEC,Stayed,No,No,Male,No,,"34.360261, -119.306383",34.360261,-119.306383,No,19.9,No,0,0,Offer C,No,No,No,Credit Card,Yes,32899,No,Q3,No,4,No,California,No,No,No,39,791.15,0,1872.78,20.17,2643.76,Yes,No,93001
62,5,22.01,,No,,70,0,Ventura,4552,Two Year,United States,2302-OUZXB,Stayed,No,Yes,Male,Yes,DSL,"34.360261, -119.306383",34.360261,-119.306383,Yes,82.15,Yes,0,5,Offer A,Yes,No,No,Bank Withdrawal,Yes,32899,No,Q3,Yes,5,No,California,Yes,Yes,Yes,72,5784.3,0,1584.72,0.0,7369.02,No,Yes,93001
38,27,42.46,Competitor,Yes,Competitor had better devices,91,1,Bodfish,4996,Month-to-Month,United States,0970-ETWGE,Churned,No,No,Male,Yes,Cable,"35.523991, -118.400432",35.523991,-118.400432,No,89.55,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1954,No,Q3,No,2,No,California,Yes,Yes,Yes,1,89.55,0,42.46,0.0,132.01,No,Yes,93205
44,12,25.19,Attitude,Yes,Attitude of support person,92,1,Bodfish,2406,Month-to-Month,United States,2027-FECZV,Churned,No,Yes,Male,Yes,Fiber Optic,"35.523991, -118.400432",35.523991,-118.400432,No,106.7,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1954,No,Q3,No,2,No,California,Yes,Yes,Yes,12,1253.9,0,302.28,0.0,1556.18,No,Yes,93205
30,48,0.0,Competitor,Yes,Competitor offered higher download speeds,95,1,Bodfish,3032,Month-to-Month,United States,5154-VEKBL,Churned,No,Yes,Female,Yes,Cable,"35.523991, -118.400432",35.523991,-118.400432,No,58.5,No,0,0,Offer E,No,Yes,No,Mailed Check,No,1954,Yes,Q3,No,1,No,California,Yes,Yes,Yes,9,539.85,0,0.0,0.0,539.85,No,Yes,93205
31,0,27.7,,No,,29,0,Bodfish,5390,One Year,United States,6051-PTVNS,Stayed,Yes,No,Female,No,,"35.523991, -118.400432",35.523991,-118.400432,Yes,19.15,No,1,0,Offer B,No,No,No,Credit Card,Yes,1954,No,Q3,No,3,No,California,No,No,No,55,998.1,0,1523.5,0.0,2521.6,No,No,93205
48,16,0.0,Competitor,Yes,Competitor made better offer,93,1,Kernville,2038,Month-to-Month,United States,5650-VDUDS,Churned,No,No,Female,Yes,Cable,"35.852892, -118.397782",35.852892,-118.397782,No,24.25,No,0,0,Offer E,No,No,Yes,Mailed Check,No,1873,No,Q3,No,2,No,California,No,No,No,4,96.05,0,0.0,0.0,96.05,No,Yes,93238
28,0,38.73,,No,,57,0,Kernville,5586,One Year,United States,8499-BRXTD,Stayed,No,No,Male,No,,"35.852892, -118.397782",35.852892,-118.397782,No,20.1,No,0,0,Offer D,No,No,No,Credit Card,Yes,1873,No,Q3,No,5,No,California,No,No,No,18,401.85,0,697.14,0.0,1098.99,Yes,No,93238
40,57,14.11,,No,,77,0,Kernville,4967,Two Year,United States,2632-IVXVF,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"35.852892, -118.397782",35.852892,-118.397782,Yes,111.75,Yes,3,3,,No,Yes,No,Credit Card,Yes,1873,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,7511.3,0,959.48,0.0,8470.78,No,Yes,93238
30,30,46.27,,No,,23,0,Kernville,5499,Month-to-Month,United States,9555-SAHUZ,Stayed,Yes,No,Female,Yes,Cable,"35.852892, -118.397782",35.852892,-118.397782,Yes,54.5,No,3,5,,Yes,Yes,No,Bank Withdrawal,Yes,1873,No,Q3,Yes,3,No,California,No,No,No,38,2076.05,0,1758.26,0.0,3834.31,No,Yes,93238
52,27,7.64,Competitor,Yes,Competitor made better offer,80,1,Lemon Cove,2323,Month-to-Month,United States,7538-GWHML,Churned,No,No,Female,Yes,Fiber Optic,"36.462671, -118.997291",36.462671,-118.997291,No,69.65,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,293,No,Q3,No,2,No,California,No,No,No,2,145.15,0,15.28,0.0,160.43,No,Yes,93244
49,2,16.28,Competitor,Yes,Competitor had better devices,93,1,Lemon Cove,5963,Month-to-Month,United States,4391-RESHN,Churned,No,Yes,Male,Yes,Fiber Optic,"36.462671, -118.997291",36.462671,-118.997291,No,104.05,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,293,Yes,Q3,No,1,No,California,Yes,Yes,Yes,23,2470.1,0,374.44,0.0,2844.54,No,Yes,93244
61,19,36.5,,No,,41,0,Lemon Cove,4080,Two Year,United States,6463-HHXJR,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"36.462671, -118.997291",36.462671,-118.997291,Yes,100.5,Yes,2,5,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,293,No,Q3,Yes,4,No,California,No,No,Yes,71,7030.65,0,2591.5,0.0,9622.15,No,Yes,93244
29,69,44.95,,No,,55,0,Lemon Cove,3764,One Year,United States,2541-YGPKE,Stayed,Yes,No,Male,Yes,DSL,"36.462671, -118.997291",36.462671,-118.997291,Yes,63.7,No,3,10,,No,Yes,No,Credit Card,Yes,293,Yes,Q3,Yes,4,No,California,Yes,Yes,No,42,2763.35,0,1887.9,0.0,4651.25,Yes,Yes,93244
48,3,35.71,Competitor,Yes,Competitor had better devices,88,1,Shafter,2046,Month-to-Month,United States,1448-PWKYE,Churned,No,No,Male,Yes,Cable,"35.490705, -119.286833",35.490705,-119.286833,Yes,80.0,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,15177,No,Q3,Yes,1,No,California,Yes,Yes,No,1,80.0,0,35.71,0.0,115.71,No,Yes,93263
53,12,0.0,Attitude,Yes,Attitude of service provider,76,1,Shafter,5360,Month-to-Month,United States,0601-WZHJF,Churned,No,No,Male,Yes,DSL,"35.490705, -119.286833",35.490705,-119.286833,Yes,46.35,No,0,1,Offer D,No,No,No,Bank Withdrawal,No,15177,No,Q3,Yes,3,No,California,Yes,Yes,Yes,14,667.7,0,0.0,0.0,667.7,No,Yes,93263
49,11,6.56,,No,,73,0,Shafter,3404,One Year,United States,5499-ECUTN,Stayed,No,Yes,Female,Yes,DSL,"35.490705, -119.286833",35.490705,-119.286833,Yes,66.05,No,0,1,,No,Yes,Yes,Credit Card,Yes,15177,No,Q3,Yes,4,No,California,No,No,Yes,47,3021.45,40,308.32,0.0,3369.77,No,No,93263
43,0,35.62,,No,,67,0,Shafter,5611,Two Year,United States,5884-FBCTL,Stayed,Yes,No,Female,No,,"35.490705, -119.286833",35.490705,-119.286833,Yes,25.1,Yes,2,4,,No,No,No,Bank Withdrawal,Yes,15177,No,Q3,Yes,4,No,California,No,No,No,72,1857.85,0,2564.64,0.0,4422.49,No,No,93263
37,13,24.63,Other,Yes,Don't know,96,1,Keene,3579,Month-to-Month,United States,2189-WWOEW,Churned,No,No,Female,Yes,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,No,85.9,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1436,No,Q3,No,3,No,California,Yes,Yes,No,15,1269.55,0,369.45,0.0,1639.0,No,Yes,93531
53,3,41.39,Competitor,Yes,Competitor offered higher download speeds,90,1,Keene,4123,Month-to-Month,United States,1915-IOFGU,Churned,No,No,Female,Yes,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,No,70.5,No,0,0,,No,No,No,Bank Withdrawal,Yes,1436,No,Q3,No,2,No,California,No,No,No,1,70.5,0,41.39,0.0,111.89,No,Yes,93531
21,51,9.98,Attitude,Yes,Attitude of service provider,72,1,Keene,2570,Month-to-Month,United States,6108-OQZDQ,Churned,No,No,Female,Yes,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,Yes,97.95,Yes,0,4,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,1436,No,Q3,Yes,3,No,California,Yes,Yes,Yes,4,384.5,0,39.92,0.0,424.42,Yes,Yes,93531
41,15,41.83,,No,,35,0,Keene,5357,Month-to-Month,United States,3503-TYDAY,Stayed,No,No,Female,Yes,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,Yes,80.45,Yes,0,7,Offer B,Yes,No,No,Bank Withdrawal,Yes,1436,No,Q3,Yes,4,No,California,No,No,No,43,3398.9,0,1798.69,0.0,5197.59,No,Yes,93531
31,11,26.71,Competitor,Yes,Competitor had better devices,66,1,Lancaster,3038,Month-to-Month,United States,7379-POKDZ,Churned,No,No,Male,Yes,Fiber Optic,"34.741406, -118.38111",34.741406,-118.38111,Yes,70.3,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,49309,No,Q3,Yes,1,No,California,No,No,No,3,208.85,0,80.13,0.0,288.98,No,Yes,93536
45,26,6.4,Attitude,Yes,Attitude of support person,96,1,Lancaster,2181,Month-to-Month,United States,9840-DVNDC,Churned,No,No,Male,Yes,Fiber Optic,"34.741406, -118.38111",34.741406,-118.38111,No,80.5,No,0,0,,No,No,Yes,Credit Card,Yes,49309,No,Q3,No,2,No,California,No,No,Yes,6,463.05,10,38.4,0.0,511.45,No,No,93536
21,0,10.49,,No,,23,0,Lancaster,4129,One Year,United States,9621-OUPYD,Stayed,No,No,Female,No,,"34.741406, -118.38111",34.741406,-118.38111,Yes,20.2,No,0,2,,No,No,Yes,Bank Withdrawal,Yes,49309,No,Q3,Yes,3,No,California,No,No,No,25,507.9,0,262.25,0.0,770.15,Yes,No,93536
22,59,48.32,,No,,70,0,Lancaster,4656,One Year,United States,4872-VXRIL,Stayed,No,No,Male,Yes,DSL,"34.741406, -118.38111",34.741406,-118.38111,No,64.65,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,49309,Yes,Q3,No,3,No,California,No,No,No,56,3665.55,0,2705.92,0.0,6371.47,Yes,Yes,93536
49,15,48.93,Competitor,Yes,Competitor had better devices,77,1,Palmdale,5264,Month-to-Month,United States,0236-HFWSV,Churned,No,No,Male,Yes,Fiber Optic,"34.557711, -118.029441",34.557711,-118.029441,No,93.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,25370,No,Q3,No,1,No,California,Yes,Yes,Yes,15,1444.65,0,733.95,0.0,2178.6,No,Yes,93552
38,0,18.8,,No,,55,0,Palmdale,2910,One Year,United States,1133-KXCGE,Stayed,No,No,Female,No,,"34.557711, -118.029441",34.557711,-118.029441,No,20.1,No,0,0,Offer D,No,No,No,Mailed Check,Yes,25370,No,Q3,No,4,No,California,No,No,No,18,407.05,0,338.4,0.0,745.45,No,No,93552
37,24,0.0,,No,,63,0,Palmdale,6245,Month-to-Month,United States,3160-TYXLT,Stayed,No,No,Male,Yes,DSL,"34.557711, -118.029441",34.557711,-118.029441,No,46.3,No,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,25370,No,Q3,No,3,No,California,Yes,Yes,No,53,2546.85,0,0.0,0.0,2546.85,No,Yes,93552
26,85,5.51,,No,,53,0,Palmdale,4098,Two Year,United States,8707-HOEDG,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.557711, -118.029441",34.557711,-118.029441,Yes,110.2,Yes,3,4,,Yes,No,Yes,Bank Withdrawal,Yes,25370,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,7689.8,150,385.7,0.0,8225.5,Yes,No,93552
45,0,49.51,Attitude,Yes,Attitude of support person,91,1,Pearblossom,4248,Month-to-Month,United States,3900-AQPHZ,Churned,No,No,Female,No,,"34.445239, -117.894868",34.445239,-117.894868,No,19.9,No,0,0,,No,No,No,Mailed Check,Yes,1613,No,Q3,No,2,No,California,No,No,No,1,19.9,0,49.51,0.0,69.41,No,No,93553
38,6,48.86,Competitor,Yes,Competitor offered higher download speeds,89,1,Pearblossom,4738,Two Year,United States,5236-PERKL,Churned,No,Yes,Female,Yes,Fiber Optic,"34.445239, -117.894868",34.445239,-117.894868,No,112.95,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,1613,No,Q3,No,1,No,California,Yes,Yes,Yes,57,6465.0,0,2785.02,0.0,9250.02,No,Yes,93553
42,15,8.59,Competitor,Yes,Competitor had better devices,75,1,Pearblossom,2226,Month-to-Month,United States,3374-LXDEV,Churned,No,Yes,Female,Yes,Fiber Optic,"34.445239, -117.894868",34.445239,-117.894868,No,89.4,Yes,0,0,Offer D,Yes,No,No,Bank Withdrawal,Yes,1613,Yes,Q3,No,1,No,California,No,No,No,13,1132.35,0,111.67,0.0,1244.02,No,Yes,93553
58,13,48.0,,No,,53,0,Pearblossom,4120,Two Year,United States,1325-USMEC,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.445239, -117.894868",34.445239,-117.894868,Yes,99.35,Yes,0,10,Offer A,Yes,Yes,Yes,Credit Card,Yes,1613,No,Q3,Yes,3,No,California,No,No,Yes,70,6944.5,0,3360.0,0.0,10304.5,No,Yes,93553
25,42,12.19,Attitude,Yes,Attitude of service provider,80,1,Miramonte,4544,Two Year,United States,4853-RULSV,Churned,No,No,Male,Yes,Fiber Optic,"36.696759, -119.024051",36.696759,-119.024051,No,104.0,Yes,0,0,Offer A,No,Yes,Yes,Credit Card,Yes,571,Yes,Q3,No,1,No,California,Yes,Yes,Yes,70,7250.15,0,853.3,0.0,8103.45,Yes,Yes,93641
62,16,39.59,,No,,72,0,Miramonte,2512,Month-to-Month,United States,7994-UYIVZ,Stayed,No,No,Male,Yes,Fiber Optic,"36.696759, -119.024051",36.696759,-119.024051,Yes,85.65,Yes,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,571,No,Q3,Yes,4,No,California,Yes,Yes,No,8,659.45,70,316.72,0.0,1046.17,No,No,93641
52,13,47.55,,No,,73,0,Miramonte,5313,One Year,United States,7247-XOZPB,Stayed,No,Yes,Male,Yes,DSL,"36.696759, -119.024051",36.696759,-119.024051,Yes,77.4,Yes,0,1,Offer B,No,Yes,No,Bank Withdrawal,Yes,571,Yes,Q3,Yes,4,No,California,No,No,Yes,53,4155.95,0,2520.15,0.0,6676.1,No,Yes,93641
46,14,10.23,,No,,37,0,Miramonte,6034,Two Year,United States,1972-XMUWV,Stayed,No,No,Female,Yes,Cable,"36.696759, -119.024051",36.696759,-119.024051,Yes,59.8,No,0,7,,No,No,Yes,Credit Card,Yes,571,Yes,Q3,Yes,5,No,California,No,No,Yes,65,3808.2,0,664.95,0.0,4473.15,No,Yes,93641
62,27,24.05,Attitude,Yes,Attitude of service provider,95,1,Orosi,2969,Month-to-Month,United States,6275-YDUVO,Churned,No,Yes,Female,Yes,Fiber Optic,"36.600185, -119.175655",36.600185,-119.175655,No,86.2,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,9780,No,Q3,No,3,No,California,Yes,Yes,No,2,178.7,0,48.1,0.0,226.8,No,Yes,93647
26,76,0.0,Price,Yes,Long distance charges,90,1,Orosi,3955,Month-to-Month,United States,2636-OHFMN,Churned,No,No,Male,Yes,DSL,"36.600185, -119.175655",36.600185,-119.175655,Yes,48.55,No,0,4,,Yes,No,Yes,Bank Withdrawal,No,9780,No,Q3,Yes,2,No,California,Yes,Yes,Yes,4,201.0,0,0.0,0.0,201.0,Yes,Yes,93647
54,75,24.17,,No,,40,0,Orosi,4237,One Year,United States,9138-EFSMO,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.600185, -119.175655",36.600185,-119.175655,Yes,78.95,No,3,3,,No,No,No,Bank Withdrawal,Yes,9780,No,Q3,Yes,3,No,California,Yes,Yes,No,26,2034.25,0,628.42,0.0,2662.67,No,Yes,93647
20,48,49.16,,No,,59,0,Orosi,6182,Two Year,United States,8645-KOMJQ,Stayed,Yes,Yes,Male,Yes,DSL,"36.600185, -119.175655",36.600185,-119.175655,Yes,81.95,Yes,2,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,9780,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,69,5601.4,0,3392.04,0.0,8993.44,Yes,Yes,93647
24,59,36.26,Attitude,Yes,Attitude of service provider,89,1,Fresno,4123,Month-to-Month,United States,0115-TFERT,Churned,No,Yes,Male,Yes,Fiber Optic,"36.841655, -119.797113",36.841655,-119.797113,Yes,111.2,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,3258,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,21,2317.1,120,761.46,0.0,3198.56,Yes,No,93650
55,0,35.34,,No,,32,0,Fresno,5887,Two Year,United States,2143-LJULT,Stayed,No,No,Female,No,,"36.841655, -119.797113",36.841655,-119.797113,Yes,25.25,Yes,0,1,,No,No,Yes,Credit Card,Yes,3258,No,Q3,Yes,5,No,California,No,No,No,67,1733.15,0,2367.78,0.0,4100.93,No,No,93650
20,59,47.81,,No,,24,0,Fresno,6281,One Year,United States,4632-XJMEX,Stayed,Yes,No,Male,Yes,Cable,"36.841655, -119.797113",36.841655,-119.797113,No,62.85,No,2,0,Offer B,Yes,Yes,No,Credit Card,Yes,3258,Yes,Q3,No,4,No,California,No,No,No,53,3419.5,0,2533.93,0.0,5953.43,Yes,Yes,93650
22,59,8.6,,No,,65,0,Fresno,5636,Month-to-Month,United States,9761-XUJWD,Stayed,No,No,Male,Yes,DSL,"36.841655, -119.797113",36.841655,-119.797113,No,65.6,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,3258,Yes,Q3,No,4,No,California,Yes,Yes,No,5,339.9,0,43.0,0.0,382.9,Yes,Yes,93650
41,25,31.73,Attitude,Yes,Attitude of support person,73,1,San Joaquin,3696,Month-to-Month,United States,2311-QYMUQ,Churned,No,Yes,Female,Yes,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,Yes,89.45,No,0,1,,Yes,No,Yes,Credit Card,Yes,4318,No,Q3,Yes,3,No,California,No,No,Yes,16,1430.25,0,507.68,0.0,1937.93,No,Yes,93660
54,29,18.26,,No,,37,0,San Joaquin,2500,Month-to-Month,United States,1212-GLHMD,Joined,No,No,Male,Yes,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,No,86.05,No,0,0,Offer E,No,Yes,Yes,Credit Card,Yes,4318,No,Q3,No,4,No,California,Yes,Yes,No,3,244.85,0,54.78,0.0,299.63,No,Yes,93660
63,26,5.65,,No,,67,0,San Joaquin,3476,Month-to-Month,United States,3192-LNKRK,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,Yes,84.05,No,1,10,,No,No,Yes,Credit Card,Yes,4318,No,Q3,Yes,3,No,California,No,No,Yes,34,2909.95,0,192.1,0.0,3102.05,No,Yes,93660
31,2,39.62,,No,,54,0,San Joaquin,4384,Month-to-Month,United States,1818-ESQMW,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,No,89.2,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,4318,Yes,Q3,No,3,No,California,Yes,Yes,No,27,2383.6,0,1069.74,0.0,3453.34,No,Yes,93660
58,14,29.43,Other,Yes,Moved,82,1,Tollhouse,4274,One Year,United States,9101-BWFSS,Churned,No,No,Female,Yes,Fiber Optic,"36.993666, -119.348267",36.993666,-119.348267,Yes,108.55,Yes,0,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,2633,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,50,5610.7,0,1471.5,0.0,7082.2,No,Yes,93667
38,12,15.5,,No,,60,0,Tollhouse,5225,Month-to-Month,United States,9588-OZDMQ,Joined,No,No,Female,Yes,DSL,"36.993666, -119.348267",36.993666,-119.348267,Yes,45.0,No,0,8,Offer E,No,No,Yes,Bank Withdrawal,Yes,2633,No,Q3,Yes,4,No,California,No,No,No,2,89.75,0,31.0,0.0,120.75,No,Yes,93667
54,25,33.66,,No,,46,0,Tollhouse,4768,Month-to-Month,United States,3005-TYFRD,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.993666, -119.348267",36.993666,-119.348267,Yes,103.65,Yes,0,4,Offer B,Yes,No,Yes,Credit Card,Yes,2633,No,Q3,Yes,5,No,California,Yes,Yes,Yes,55,5676.65,0,1851.3,0.0,7527.95,No,Yes,93667
38,28,5.25,,No,,44,0,Tollhouse,5046,Two Year,United States,8661-BOYNW,Stayed,No,Yes,Female,Yes,DSL,"36.993666, -119.348267",36.993666,-119.348267,Yes,84.4,Yes,0,1,Offer A,No,Yes,Yes,Credit Card,Yes,2633,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6096.45,0,378.0,0.0,6474.45,No,Yes,93667
59,0,37.65,Attitude,Yes,Attitude of support person,94,1,Fresno,2653,One Year,United States,1038-ZAGBI,Churned,No,No,Female,No,,"36.833002, -119.82947",36.833002,-119.82947,Yes,19.8,No,0,1,,No,No,No,Bank Withdrawal,Yes,36274,No,Q3,Yes,3,No,California,No,No,No,12,229.6,0,451.8,0.0,681.4,No,No,93711
21,53,32.85,Other,Yes,Don't know,80,1,Fresno,5951,Month-to-Month,United States,3027-ZTDHO,Churned,No,No,Male,Yes,Fiber Optic,"36.732694, -119.783786",36.732694,-119.783786,No,89.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,6848,No,Q3,No,1,No,California,Yes,Yes,Yes,1,89.9,0,32.85,0.0,122.75,Yes,Yes,93721
64,0,26.26,,No,,20,0,Fresno,2782,Two Year,United States,2333-KWEWW,Stayed,No,No,Male,No,,"36.732694, -119.783786",36.732694,-119.783786,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,6848,No,Q3,No,3,No,California,No,No,No,18,388.6,0,472.68,0.0,861.28,No,No,93721
46,0,2.76,,No,,49,0,Fresno,5227,Month-to-Month,United States,9142-XMYJH,Stayed,No,No,Female,No,,"36.732694, -119.783786",36.732694,-119.783786,No,19.35,No,0,0,,No,No,No,Credit Card,Yes,6848,No,Q3,No,5,No,California,No,No,No,29,601.6,0,80.04,0.0,681.64,No,No,93721
62,29,44.96,,No,,27,0,Fresno,3443,Month-to-Month,United States,7129-CAKJW,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.732694, -119.783786",36.732694,-119.783786,No,80.05,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,6848,No,Q3,No,5,No,California,No,No,No,17,1345.65,0,764.32,0.0,2109.97,No,Yes,93721
55,29,47.62,Competitor,Yes,Competitor had better devices,77,1,King City,5861,Month-to-Month,United States,9944-HKVVB,Churned,No,No,Female,Yes,Cable,"36.220761, -120.980777",36.220761,-120.980777,No,95.1,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,14477,No,Q3,No,1,No,California,Yes,Yes,Yes,3,307.4,0,142.86,0.0,450.26,No,Yes,93930
51,4,44.31,,No,,78,0,King City,5213,Two Year,United States,8869-LIHMK,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.220761, -120.980777",36.220761,-120.980777,No,115.1,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,14477,Yes,Q3,No,3,No,California,Yes,Yes,Yes,64,7334.05,0,2835.84,0.0,10169.89,No,Yes,93930
40,28,9.47,,No,,75,0,King City,6144,One Year,United States,5120-ZBLAI,Stayed,No,Yes,Female,Yes,DSL,"36.220761, -120.980777",36.220761,-120.980777,Yes,75.7,Yes,0,5,Offer B,No,No,No,Bank Withdrawal,Yes,14477,No,Q3,Yes,5,No,California,Yes,Yes,Yes,50,3876.2,0,473.5,0.0,4349.7,No,Yes,93930
45,53,11.36,,No,,80,0,King City,4388,Two Year,United States,3396-DKDEL,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"36.220761, -120.980777",36.220761,-120.980777,Yes,115.15,Yes,3,3,Offer A,Yes,Yes,Yes,Credit Card,Yes,14477,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,8250.0,0,795.2,0.0,9045.2,No,Yes,93930
24,52,6.91,Competitor,Yes,Competitor offered more data,80,1,Pebble Beach,6304,One Year,United States,3313-QKNKB,Churned,No,No,Male,Yes,Fiber Optic,"36.587497, -121.944815",36.587497,-121.944815,Yes,85.55,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,4602,No,Q3,No,3,No,California,Yes,Yes,No,59,5084.65,0,407.69,0.0,5492.34,Yes,Yes,93953
41,16,9.09,,No,,51,0,Pebble Beach,2020,Two Year,United States,5788-YPOEG,Stayed,Yes,Yes,Female,Yes,DSL,"36.587497, -121.944815",36.587497,-121.944815,Yes,84.75,No,2,9,Offer C,Yes,Yes,No,Credit Card,Yes,4602,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,34,2839.45,0,309.06,0.0,3148.51,No,Yes,93953
42,0,20.11,,No,,33,0,Pebble Beach,3107,Month-to-Month,United States,1905-OEILC,Joined,No,No,Female,No,,"36.587497, -121.944815",36.587497,-121.944815,No,19.5,No,0,0,Offer E,No,No,No,Credit Card,Yes,4602,No,Q3,No,5,No,California,No,No,No,1,19.5,0,20.11,0.0,39.61,No,No,93953
25,59,35.01,,No,,56,0,Pebble Beach,6236,Two Year,United States,5321-NTRKC,Stayed,Yes,Yes,Male,Yes,DSL,"36.587497, -121.944815",36.587497,-121.944815,Yes,79.85,Yes,1,8,Offer A,Yes,No,No,Bank Withdrawal,Yes,4602,No,Q3,Yes,5,No,California,Yes,Yes,Yes,66,5234.95,0,2310.66,0.0,7545.61,Yes,Yes,93953
58,5,0.0,Competitor,Yes,Competitor offered more data,67,1,Belmont,4941,Month-to-Month,United States,5073-WXOYN,Churned,No,No,Female,Yes,Cable,"37.509366, -122.306132",37.509366,-122.306132,No,50.8,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,No,25566,No,Q3,No,2,No,California,Yes,Yes,Yes,60,3027.4,0,0.0,0.0,3027.4,No,Yes,94002
25,59,20.79,,No,,46,0,Belmont,4054,Two Year,United States,3133-PZNSR,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.509366, -122.306132",37.509366,-122.306132,Yes,97.75,Yes,3,1,,Yes,Yes,Yes,Credit Card,Yes,25566,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,6991.6,0,1496.88,0.0,8488.48,Yes,Yes,94002
60,29,19.57,,No,,39,0,Belmont,5731,Month-to-Month,United States,3470-BTGQO,Stayed,Yes,No,Male,Yes,DSL,"37.509366, -122.306132",37.509366,-122.306132,No,45.65,No,2,0,Offer D,No,No,No,Credit Card,Yes,25566,No,Q3,No,4,No,California,No,No,No,21,985.05,0,410.97,0.0,1396.02,No,Yes,94002
64,25,0.0,,No,,37,0,Belmont,4337,One Year,United States,6933-VLYFX,Stayed,Yes,Yes,Male,Yes,Cable,"37.509366, -122.306132",37.509366,-122.306132,Yes,59.95,No,2,7,Offer C,No,Yes,No,Bank Withdrawal,No,25566,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,31,1848.8,0,0.0,0.0,1848.8,No,Yes,94002
40,24,25.93,Competitor,Yes,Competitor had better devices,90,1,Los Altos,3962,Month-to-Month,United States,3908-BLSYF,Churned,No,Yes,Female,Yes,Fiber Optic,"37.352911, -122.093002",37.352911,-122.093002,No,83.9,No,0,0,,No,No,No,Bank Withdrawal,Yes,21496,No,Q3,No,1,No,California,Yes,Yes,No,6,497.55,0,155.58,0.0,653.13,No,Yes,94024
51,24,33.37,,No,,51,0,Los Altos,5935,One Year,United States,8565-HBFNN,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.352911, -122.093002",37.352911,-122.093002,Yes,107.2,Yes,0,8,Offer A,Yes,Yes,Yes,Credit Card,Yes,21496,Yes,Q3,Yes,4,No,California,Yes,Yes,No,69,7317.1,0,2302.53,0.0,9619.63,No,Yes,94024
44,19,17.67,,No,,33,0,Los Altos,5900,Two Year,United States,7572-KPVKK,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.352911, -122.093002",37.352911,-122.093002,No,104.05,Yes,1,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,21496,Yes,Q3,No,4,No,California,Yes,Yes,Yes,62,6590.5,0,1095.54,0.0,7686.04,No,Yes,94024
61,26,27.56,,No,,52,0,Los Altos,4903,Month-to-Month,United States,9822-BIIGN,Stayed,Yes,No,Male,Yes,Cable,"37.352911, -122.093002",37.352911,-122.093002,Yes,71.85,Yes,3,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,21496,Yes,Q3,No,4,No,California,Yes,Yes,No,53,3827.9,0,1460.68,0.0,5288.58,No,Yes,94024
48,16,8.98,Price,Yes,Price too high,79,1,Mountain View,5413,Month-to-Month,United States,7549-MYGPK,Churned,No,Yes,Female,Yes,Fiber Optic,"37.380662, -122.086022",37.380662,-122.086022,Yes,100.55,Yes,0,3,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,32143,No,Q3,Yes,2,No,California,No,No,Yes,63,6215.35,0,565.74,0.0,6781.09,No,No,94040
63,23,5.2,Competitor,Yes,Competitor had better devices,93,1,Mountain View,5475,Month-to-Month,United States,4581-SSPWD,Churned,No,No,Female,Yes,Fiber Optic,"37.380662, -122.086022",37.380662,-122.086022,No,75.8,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,32143,No,Q3,No,1,No,California,No,No,No,3,246.3,10,15.6,0.0,271.9,No,No,94040
61,14,0.0,,No,,28,0,Mountain View,4954,Two Year,United States,0739-UUAJR,Stayed,Yes,Yes,Female,Yes,Cable,"37.380662, -122.086022",37.380662,-122.086022,Yes,53.8,No,1,10,Offer A,No,Yes,Yes,Credit Card,No,32143,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,3952.45,0,0.0,0.0,3952.45,No,Yes,94040
24,0,20.29,,No,,62,0,Mountain View,3926,Month-to-Month,United States,2428-ZMCTB,Stayed,No,No,Male,No,,"37.380662, -122.086022",37.380662,-122.086022,No,19.75,No,0,0,Offer D,No,No,No,Credit Card,Yes,32143,No,Q3,No,3,No,California,No,No,No,10,208.25,0,202.9,0.0,411.15,Yes,No,94040
39,12,0.0,Price,Yes,Price too high,76,1,Pescadero,5768,Month-to-Month,United States,9227-LUNBG,Churned,No,No,Female,Yes,DSL,"37.22565, -122.297533",37.22565,-122.297533,No,24.6,No,0,0,,No,No,No,Bank Withdrawal,No,2055,No,Q3,No,2,No,California,No,No,No,1,24.6,0,0.0,0.0,24.6,No,Yes,94060
58,20,42.05,,No,,24,0,Pescadero,4133,One Year,United States,0654-PQKDW,Stayed,Yes,Yes,Female,Yes,DSL,"37.22565, -122.297533",37.22565,-122.297533,Yes,70.75,No,2,5,,No,Yes,Yes,Bank Withdrawal,Yes,2055,Yes,Q3,Yes,3,No,California,No,No,Yes,62,4263.45,0,2607.1,0.0,6870.55,No,Yes,94060
32,19,33.73,,No,,79,0,Pescadero,4240,Month-to-Month,United States,5934-RMPOV,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.22565, -122.297533",37.22565,-122.297533,No,84.75,Yes,2,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,2055,No,Q3,No,3,No,California,Yes,Yes,No,22,1816.75,0,742.06,0.0,2558.81,No,Yes,94060
56,0,38.36,,No,,74,0,Pescadero,5151,Two Year,United States,0281-CNTZX,Stayed,No,No,Male,No,,"37.22565, -122.297533",37.22565,-122.297533,Yes,19.95,No,0,2,Offer B,No,No,Yes,Bank Withdrawal,Yes,2055,No,Q3,Yes,3,No,California,No,No,No,63,1234.8,0,2416.68,0.0,3651.48,No,No,94060
64,23,34.92,Price,Yes,Price too high,71,1,San Bruno,5559,Month-to-Month,United States,4315-MURBD,Churned,No,No,Female,Yes,Cable,"37.624436, -122.430661",37.624436,-122.430661,No,98.9,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,39566,Yes,Q3,No,1,No,California,Yes,Yes,Yes,12,1120.95,0,419.04,0.0,1539.99,No,Yes,94066
58,0,35.38,,No,,59,0,San Bruno,5172,Two Year,United States,8129-GMVGI,Stayed,Yes,No,Female,No,,"37.624436, -122.430661",37.624436,-122.430661,Yes,20.05,No,3,10,,No,No,No,Credit Card,Yes,39566,No,Q3,Yes,4,No,California,No,No,No,56,1090.1,0,1981.28,0.0,3071.38,No,No,94066
23,0,39.35,,No,,57,0,San Bruno,3778,One Year,United States,3146-JTQHR,Stayed,No,No,Male,No,,"37.624436, -122.430661",37.624436,-122.430661,Yes,19.6,No,0,3,Offer D,No,No,No,Bank Withdrawal,Yes,39566,No,Q3,Yes,5,No,California,No,No,No,10,189.45,0,393.5,0.0,582.95,Yes,No,94066
34,18,26.54,,No,,57,0,San Bruno,2577,Month-to-Month,United States,7876-BEUTG,Stayed,No,No,Female,Yes,DSL,"37.624436, -122.430661",37.624436,-122.430661,No,48.8,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,39566,No,Q3,No,4,No,California,No,No,No,15,720.1,0,398.1,0.0,1118.2,No,Yes,94066
36,13,4.51,Price,Yes,Price too high,93,1,Sunnyvale,4940,Month-to-Month,United States,2719-BDAQO,Churned,No,No,Male,Yes,Fiber Optic,"37.378541, -122.020456",37.378541,-122.020456,No,93.85,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,64010,No,Q3,No,1,No,California,Yes,Yes,Yes,17,1625.65,0,76.67,0.0,1702.32,No,Yes,94086
30,69,17.33,,No,,49,0,Sunnyvale,4952,Month-to-Month,United States,5843-TTHGI,Stayed,No,Yes,Female,Yes,DSL,"37.378541, -122.020456",37.378541,-122.020456,No,50.0,No,0,0,,No,No,Yes,Credit Card,Yes,64010,No,Q3,No,5,No,California,No,No,No,18,892.7,50,311.94,0.0,1254.64,No,No,94086
25,59,16.01,,No,,52,0,Sunnyvale,6252,Two Year,United States,0017-IUDMW,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.378541, -122.020456",37.378541,-122.020456,Yes,116.8,Yes,2,2,,Yes,Yes,Yes,Credit Card,Yes,64010,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8456.75,0,1152.72,0.0,9609.47,Yes,Yes,94086
24,0,25.91,,No,,26,0,Sunnyvale,4559,One Year,United States,8241-JUIQO,Stayed,No,No,Female,No,,"37.378541, -122.020456",37.378541,-122.020456,No,19.45,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,64010,No,Q3,No,4,No,California,No,No,No,61,1336.35,0,1580.51,0.0,2916.86,Yes,No,94086
37,4,3.84,Competitor,Yes,Competitor had better devices,79,1,San Francisco,4806,Month-to-Month,United States,9625-QSTYE,Churned,No,Yes,Female,Yes,Fiber Optic,"37.746699, -122.442833",37.746699,-122.442833,No,81.15,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,27906,No,Q3,No,1,No,California,No,No,No,13,952.3,0,49.92,0.0,1002.22,No,Yes,94131
41,0,33.68,,No,,43,0,San Francisco,4399,Two Year,United States,4361-FEBGN,Stayed,No,No,Male,No,,"37.746699, -122.442833",37.746699,-122.442833,No,20.15,No,0,0,,No,No,No,Credit Card,Yes,27906,No,Q3,No,5,No,California,No,No,No,48,982.95,0,1616.64,0.0,2599.59,No,No,94131
51,21,12.27,,No,,47,0,San Francisco,5447,Two Year,United States,7998-WNZEM,Stayed,No,Yes,Male,Yes,DSL,"37.746699, -122.442833",37.746699,-122.442833,No,80.6,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,27906,Yes,Q3,No,4,No,California,Yes,Yes,No,71,5708.2,0,871.17,0.0,6579.37,No,Yes,94131
27,0,22.01,,No,,45,0,San Francisco,5332,Month-to-Month,United States,6131-JLWZM,Stayed,No,No,Female,No,,"37.746699, -122.442833",37.746699,-122.442833,No,20.3,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,27906,No,Q3,No,4,No,California,No,No,No,13,275.4,0,286.13,0.0,561.53,Yes,No,94131
32,24,23.82,Other,Yes,Don't know,90,1,Antioch,2054,Month-to-Month,United States,6680-WKXRZ,Churned,No,No,Female,Yes,Fiber Optic,"37.980057, -121.801599",37.980057,-121.801599,No,74.4,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,90891,No,Q3,No,3,No,California,No,No,No,3,215.8,0,71.46,0.0,287.26,No,Yes,94509
55,20,39.6,Competitor,Yes,Competitor offered more data,85,1,Antioch,4639,Month-to-Month,United States,6172-FECYY,Churned,No,No,Male,Yes,Fiber Optic,"37.980057, -121.801599",37.980057,-121.801599,Yes,84.5,Yes,0,1,Offer B,No,No,No,Bank Withdrawal,Yes,90891,No,Q3,Yes,3,No,California,No,No,Yes,49,4254.85,0,1940.4,0.0,6195.25,No,Yes,94509
53,9,49.32,,No,,22,0,Antioch,4564,One Year,United States,5945-AZYHT,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.980057, -121.801599",37.980057,-121.801599,Yes,109.6,Yes,0,9,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,90891,No,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7854.15,0,3501.72,0.0,11355.87,No,Yes,94509
32,14,42.0,,No,,78,0,Antioch,5289,One Year,United States,7919-ZODZZ,Stayed,Yes,Yes,Female,Yes,DSL,"37.980057, -121.801599",37.980057,-121.801599,Yes,65.9,No,2,1,Offer D,Yes,No,Yes,Credit Card,Yes,90891,No,Q3,Yes,4,No,California,Yes,Yes,No,10,660.05,0,420.0,0.0,1080.05,No,Yes,94509
53,0,9.14,Attitude,Yes,Attitude of support person,82,1,Hayward,4489,Month-to-Month,United States,4541-RMRLG,Churned,No,No,Male,No,,"37.674002, -122.076796",37.674002,-122.076796,No,19.25,No,0,0,,No,No,No,Bank Withdrawal,Yes,60274,No,Q3,No,3,No,California,No,No,No,7,112.3,0,63.98,0.0,176.28,No,No,94541
47,0,18.87,,No,,76,0,Hayward,4134,One Year,United States,1069-QJOEE,Stayed,Yes,No,Male,No,,"37.674002, -122.076796",37.674002,-122.076796,Yes,19.9,No,1,0,,No,No,No,Bank Withdrawal,Yes,60274,No,Q3,No,5,No,California,No,No,No,25,505.45,0,471.75,0.0,977.2,No,No,94541
20,48,37.45,,No,,59,0,Hayward,5527,Two Year,United States,2167-FQSTQ,Stayed,No,Yes,Female,Yes,DSL,"37.674002, -122.076796",37.674002,-122.076796,Yes,92.4,Yes,0,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,60274,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6786.1,150,2696.4,0.0,9632.5,Yes,No,94541
41,14,36.05,,No,,78,0,Hayward,4427,Two Year,United States,5965-GGPRW,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.674002, -122.076796",37.674002,-122.076796,Yes,105.25,Yes,2,5,Offer A,No,Yes,No,Bank Withdrawal,Yes,60274,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7609.75,0,2595.6,0.0,10205.35,No,Yes,94541
57,28,48.34,Competitor,Yes,Competitor offered more data,83,1,Hayward,3391,Month-to-Month,United States,3158-MOERK,Churned,No,No,Female,Yes,Fiber Optic,"37.62984, -122.120843",37.62984,-122.120843,No,96.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,27311,No,Q3,No,2,No,California,Yes,Yes,Yes,2,174.8,0,96.68,0.0,271.48,No,Yes,94545
58,12,16.63,Dissatisfaction,Yes,Lack of self-service on Website,67,1,Hayward,2554,Month-to-Month,United States,3814-MLAXC,Churned,No,No,Female,Yes,Fiber Optic,"37.62984, -122.120843",37.62984,-122.120843,No,79.85,Yes,0,0,,No,No,Yes,Credit Card,Yes,27311,Yes,Q3,No,1,No,California,No,No,No,31,2404.15,0,515.53,0.0,2919.68,No,Yes,94545
21,27,28.02,,No,,29,0,Hayward,5872,Two Year,United States,8766-PAFNE,Stayed,No,Yes,Male,Yes,DSL,"37.62984, -122.120843",37.62984,-122.120843,Yes,79.1,No,0,6,Offer A,Yes,No,Yes,Credit Card,Yes,27311,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,71,5564.85,0,1989.42,0.0,7554.27,Yes,Yes,94545
23,52,32.5,,No,,73,0,Hayward,2989,One Year,United States,1840-BIUOG,Stayed,No,No,Male,Yes,DSL,"37.62984, -122.120843",37.62984,-122.120843,No,68.7,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,27311,Yes,Q3,No,3,No,California,No,No,Yes,20,1416.2,0,650.0,0.0,2066.2,Yes,Yes,94545
51,28,45.66,Competitor,Yes,Competitor offered higher download speeds,84,1,Fremont,5367,Month-to-Month,United States,5875-YPQFJ,Churned,No,No,Male,Yes,Fiber Optic,"37.555473, -122.080312",37.555473,-122.080312,No,69.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,33883,No,Q3,No,3,No,California,No,No,No,1,69.9,0,45.66,0.0,115.56,No,Yes,94555
43,24,39.36,Competitor,Yes,Competitor had better devices,77,1,Fremont,4580,Month-to-Month,United States,4192-GORJT,Churned,No,Yes,Male,Yes,Fiber Optic,"37.555473, -122.080312",37.555473,-122.080312,Yes,94.45,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,33883,No,Q3,Yes,1,No,California,Yes,Yes,Yes,5,498.1,0,196.8,0.0,694.9,No,Yes,94555
49,9,43.06,,No,,26,0,Fremont,5960,Month-to-Month,United States,2792-LSHWX,Joined,No,No,Female,Yes,Fiber Optic,"37.555473, -122.080312",37.555473,-122.080312,No,83.4,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,33883,Yes,Q3,No,3,No,California,No,No,No,1,83.4,0,43.06,0.0,126.46,No,Yes,94555
28,0,14.93,,No,,79,0,Fremont,5431,Two Year,United States,9135-HSWOC,Stayed,Yes,No,Male,No,,"37.555473, -122.080312",37.555473,-122.080312,Yes,19.7,No,1,3,Offer B,No,No,Yes,Bank Withdrawal,Yes,33883,No,Q3,Yes,5,No,California,No,No,No,64,1274.05,0,955.52,0.0,2229.57,Yes,No,94555
61,21,4.66,Competitor,Yes,Competitor offered more data,93,1,San Lorenzo,2318,Month-to-Month,United States,6641-XRPSU,Churned,No,No,Female,Yes,Fiber Optic,"37.676249, -122.132415",37.676249,-122.132415,No,70.0,No,0,0,Offer C,No,No,Yes,Credit Card,Yes,26240,No,Q3,No,2,No,California,No,No,No,34,2416.1,0,158.44,11.0,2563.54,No,Yes,94580
48,16,20.61,,No,,27,0,San Lorenzo,2187,Month-to-Month,United States,6131-FOYAS,Stayed,No,Yes,Male,Yes,DSL,"37.676249, -122.132415",37.676249,-122.132415,No,59.6,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,26240,No,Q3,No,3,No,California,No,No,No,35,2094.9,0,721.35,0.0,2816.25,No,Yes,94580
58,0,42.66,,No,,62,0,San Lorenzo,4147,One Year,United States,1131-ALZWV,Stayed,No,No,Female,No,,"37.676249, -122.132415",37.676249,-122.132415,No,24.6,Yes,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,26240,No,Q3,No,5,No,California,No,No,No,24,605.25,0,1023.84,0.0,1629.09,No,No,94580
20,0,38.97,,No,,77,0,San Lorenzo,2616,Month-to-Month,United States,4430-YHXGG,Stayed,Yes,No,Female,No,,"37.676249, -122.132415",37.676249,-122.132415,No,25.45,Yes,3,0,Offer E,No,No,Yes,Credit Card,Yes,26240,No,Q3,No,5,No,California,No,No,No,4,84.2,0,155.88,0.0,240.08,Yes,No,94580
46,15,48.36,Competitor,Yes,Competitor made better offer,92,1,Union City,3077,Month-to-Month,United States,8357-EQXFO,Churned,No,Yes,Female,Yes,Fiber Optic,"37.59485, -122.051521",37.59485,-122.051521,No,95.35,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,66472,No,Q3,No,2,No,California,Yes,Yes,Yes,7,660.9,0,338.52,34.29,965.13,No,Yes,94587
54,11,6.33,Dissatisfaction,Yes,Service dissatisfaction,85,1,Union City,2031,Month-to-Month,United States,3640-PHQXK,Churned,No,Yes,Female,Yes,Fiber Optic,"37.59485, -122.051521",37.59485,-122.051521,No,89.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,66472,No,Q3,No,2,No,California,Yes,Yes,No,31,2806.9,0,196.23,41.18,2961.95,No,Yes,94587
23,48,33.32,,No,,35,0,Union City,2207,Month-to-Month,United States,4727-MCYZG,Joined,No,No,Male,Yes,DSL,"37.59485, -122.051521",37.59485,-122.051521,No,55.55,No,0,0,Offer E,No,No,No,Mailed Check,Yes,66472,No,Q3,No,5,No,California,Yes,Yes,No,1,55.55,30,33.32,0.0,118.87,Yes,No,94587
54,0,13.13,,No,,39,0,Union City,4066,One Year,United States,9732-OUYRN,Stayed,No,No,Female,No,,"37.59485, -122.051521",37.59485,-122.051521,Yes,19.0,No,0,3,Offer B,No,No,No,Credit Card,Yes,66472,No,Q3,Yes,3,No,California,No,No,No,49,918.7,0,643.37,0.0,1562.07,No,No,94587
33,19,34.21,Competitor,Yes,Competitor offered higher download speeds,80,1,Walnut Creek,4260,Month-to-Month,United States,9524-EGPJC,Churned,No,No,Female,Yes,Fiber Optic,"37.862128, -122.075197",37.862128,-122.075197,No,90.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,18024,Yes,Q3,No,1,No,California,Yes,Yes,No,18,1612.75,0,615.78,48.26,2180.27,No,Yes,94595
38,0,44.55,,No,,28,0,Walnut Creek,5751,Two Year,United States,7473-ZBDSN,Stayed,Yes,No,Female,No,,"37.862128, -122.075197",37.862128,-122.075197,Yes,18.8,No,3,2,Offer D,No,No,No,Mailed Check,Yes,18024,No,Q3,Yes,5,No,California,No,No,No,14,255.55,0,623.7,0.0,879.25,No,No,94595
36,9,0.0,,No,,75,0,Walnut Creek,4369,Two Year,United States,8908-NMQTX,Stayed,No,Yes,Male,Yes,Cable,"37.862128, -122.075197",37.862128,-122.075197,No,65.6,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,18024,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,4566.5,0,0.0,0.0,4566.5,No,Yes,94595
59,30,46.0,,No,,55,0,Walnut Creek,2942,Month-to-Month,United States,3842-QTGDL,Stayed,No,No,Male,Yes,Fiber Optic,"37.862128, -122.075197",37.862128,-122.075197,Yes,80.75,No,0,8,,Yes,Yes,No,Bank Withdrawal,Yes,18024,No,Q3,Yes,3,No,California,No,No,No,16,1321.3,0,736.0,0.0,2057.3,No,Yes,94595
26,39,30.73,Competitor,Yes,Competitor had better devices,84,1,Walnut Creek,5225,Month-to-Month,United States,6993-OHLXR,Churned,No,No,Female,Yes,Fiber Optic,"37.900662, -122.052782",37.900662,-122.052782,No,68.95,No,0,0,,No,No,No,Bank Withdrawal,Yes,40917,No,Q3,No,1,No,California,No,Yes,No,2,119.75,0,61.46,0.0,181.21,Yes,Yes,94596
36,19,0.0,Attitude,Yes,Attitude of service provider,68,1,Walnut Creek,4414,Month-to-Month,United States,2187-LZGPL,Churned,No,No,Female,Yes,DSL,"37.900662, -122.052782",37.900662,-122.052782,No,40.1,No,0,0,,Yes,No,Yes,Credit Card,No,40917,No,Q3,No,2,No,California,Yes,Yes,No,7,293.3,0,0.0,0.0,293.3,No,Yes,94596
57,24,4.51,,No,,74,0,Walnut Creek,4471,Two Year,United States,3166-PNEOF,Stayed,No,Yes,Female,Yes,Cable,"37.900662, -122.052782",37.900662,-122.052782,No,86.45,Yes,0,0,Offer B,No,Yes,No,Credit Card,Yes,40917,Yes,Q3,No,4,No,California,Yes,Yes,Yes,61,5175.3,0,275.11,0.0,5450.41,No,Yes,94596
64,11,36.15,,No,,67,0,Walnut Creek,3571,One Year,United States,7163-OCEQI,Stayed,Yes,Yes,Male,Yes,DSL,"37.900662, -122.052782",37.900662,-122.052782,Yes,78.65,Yes,2,6,,No,No,Yes,Credit Card,Yes,40917,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,22,1663.75,0,795.3,0.0,2459.05,No,Yes,94596
39,26,33.57,Competitor,Yes,Competitor made better offer,71,1,Walnut Creek,5026,Month-to-Month,United States,8818-XYFCQ,Churned,No,No,Male,Yes,Fiber Optic,"37.916648, -122.008483",37.916648,-122.008483,Yes,99.55,Yes,0,1,Offer C,No,Yes,Yes,Credit Card,Yes,26022,No,Q3,Yes,1,No,California,Yes,Yes,Yes,32,3204.65,110,1074.24,35.82,4353.07,No,No,94598
28,59,19.17,,No,,34,0,Walnut Creek,4929,Month-to-Month,United States,5639-NTUPK,Stayed,Yes,No,Male,Yes,Cable,"37.916648, -122.008483",37.916648,-122.008483,No,52.1,No,1,0,Offer D,No,Yes,Yes,Credit Card,Yes,26022,No,Q3,No,3,No,California,No,Yes,No,13,670.65,0,249.21,0.0,919.86,Yes,Yes,94598
44,30,1.62,,No,,32,0,Walnut Creek,2281,Two Year,United States,1431-AIDJQ,Stayed,Yes,Yes,Male,Yes,Cable,"37.916648, -122.008483",37.916648,-122.008483,Yes,82.1,No,1,1,Offer C,Yes,No,No,Credit Card,Yes,26022,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,33,2603.1,0,53.46,0.0,2656.56,No,Yes,94598
35,28,35.29,,No,,39,0,Walnut Creek,5511,Month-to-Month,United States,9782-LGXMC,Stayed,Yes,Yes,Female,Yes,DSL,"37.916648, -122.008483",37.916648,-122.008483,Yes,61.75,No,1,6,,No,Yes,No,Bank Withdrawal,Yes,26022,Yes,Q3,Yes,3,No,California,No,No,No,49,3024.15,0,1729.21,0.0,4753.36,No,Yes,94598
53,22,2.86,Competitor,Yes,Competitor had better devices,84,1,Oakland,2989,Month-to-Month,United States,4695-VADHF,Churned,No,Yes,Male,Yes,DSL,"37.792489, -122.244314",37.792489,-122.244314,Yes,57.45,No,0,1,,No,No,No,Bank Withdrawal,Yes,41876,No,Q3,Yes,1,No,California,Yes,Yes,No,18,990.85,0,51.48,15.73,1026.6,No,Yes,94606
48,23,12.48,,No,,66,0,Oakland,4285,Two Year,United States,8414-OOEEL,Stayed,Yes,Yes,Male,Yes,DSL,"37.792489, -122.244314",37.792489,-122.244314,No,79.5,No,2,0,Offer A,Yes,No,Yes,Credit Card,Yes,41876,Yes,Q3,No,4,No,California,Yes,Yes,Yes,66,5196.1,0,823.68,0.0,6019.78,No,Yes,94606
61,13,18.42,,No,,56,0,Oakland,6487,One Year,United States,4369-NYSCF,Stayed,No,No,Male,Yes,DSL,"37.792489, -122.244314",37.792489,-122.244314,No,75.75,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,41876,Yes,Q3,No,3,No,California,Yes,Yes,Yes,56,4284.65,90,1031.52,0.0,5406.17,No,No,94606
33,28,15.74,,No,,27,0,Oakland,2576,Month-to-Month,United States,4853-OITSN,Stayed,No,No,Male,Yes,Fiber Optic,"37.792489, -122.244314",37.792489,-122.244314,Yes,89.15,Yes,0,8,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,41876,No,Q3,Yes,3,No,California,Yes,Yes,No,5,413.25,0,78.7,0.0,491.95,No,Yes,94606
27,26,27.82,Competitor,Yes,Competitor had better devices,78,1,Oakland,2595,One Year,United States,3863-IUBJR,Churned,No,No,Male,Yes,DSL,"37.80707, -122.297401",37.80707,-122.297401,Yes,53.65,No,0,1,,No,No,No,Credit Card,Yes,21054,No,Q3,Yes,1,No,California,Yes,Yes,No,12,696.35,0,333.84,0.0,1030.19,Yes,Yes,94607
41,15,19.6,,No,,46,0,Oakland,5905,Two Year,United States,8454-AATJP,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.80707, -122.297401",37.80707,-122.297401,No,115.05,Yes,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,21054,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,8405.0,0,1411.2,0.0,9816.2,No,Yes,94607
61,10,33.11,,No,,78,0,Oakland,6351,One Year,United States,6333-YDVLT,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.80707, -122.297401",37.80707,-122.297401,No,110.0,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,21054,Yes,Q3,No,4,No,California,Yes,Yes,Yes,65,7138.65,0,2152.15,0.0,9290.8,No,Yes,94607
61,0,7.83,,No,,74,0,Oakland,5011,Two Year,United States,9800-OUIGR,Stayed,Yes,No,Male,No,,"37.80707, -122.297401",37.80707,-122.297401,Yes,20.0,No,1,4,,No,No,No,Credit Card,Yes,21054,No,Q3,Yes,3,No,California,No,No,No,66,1374.2,0,516.78,0.0,1890.98,No,No,94607
62,26,35.9,Competitor,Yes,Competitor offered higher download speeds,84,1,Albany,2404,Month-to-Month,United States,8436-BJUMM,Churned,No,No,Male,Yes,Cable,"37.890274, -122.295192",37.890274,-122.295192,Yes,83.75,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,15882,No,Q3,Yes,3,No,California,No,No,Yes,26,2070.6,0,933.4,0.0,3004.0,No,Yes,94706
27,42,21.3,Dissatisfaction,Yes,Poor expertise of phone support,91,1,Albany,4550,Month-to-Month,United States,9185-TQCVP,Churned,No,No,Male,Yes,Fiber Optic,"37.890274, -122.295192",37.890274,-122.295192,Yes,85.15,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,15882,No,Q3,Yes,2,No,California,Yes,Yes,No,14,1139.2,0,298.2,38.48,1398.92,Yes,Yes,94706
35,53,22.83,,No,,44,0,Albany,5394,Two Year,United States,6997-UVGOX,Stayed,Yes,Yes,Male,Yes,DSL,"37.890274, -122.295192",37.890274,-122.295192,Yes,85.45,No,3,9,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,15882,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6029.9,0,1620.93,0.0,7650.83,No,Yes,94706
22,73,8.53,,No,,52,0,Albany,4798,Two Year,United States,4194-FJARJ,Stayed,Yes,No,Female,Yes,Cable,"37.890274, -122.295192",37.890274,-122.295192,Yes,60.0,Yes,3,6,,No,Yes,No,Bank Withdrawal,Yes,15882,Yes,Q3,Yes,3,No,California,No,No,No,54,3273.95,0,460.62,0.0,3734.57,Yes,Yes,94706
37,5,5.99,Other,Yes,Don't know,96,1,Bodega Bay,2356,Month-to-Month,United States,4883-QICIH,Churned,No,No,Male,Yes,Fiber Optic,"38.377165, -123.037957",38.377165,-123.037957,Yes,69.75,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,1785,No,Q3,Yes,2,No,California,No,No,No,32,2347.9,0,191.68,19.67,2519.91,No,Yes,94923
64,24,41.34,,No,,64,0,Bodega Bay,4628,One Year,United States,0254-KCJGT,Stayed,No,Yes,Male,Yes,Cable,"38.377165, -123.037957",38.377165,-123.037957,Yes,81.4,Yes,0,6,Offer B,Yes,Yes,Yes,Credit Card,Yes,1785,Yes,Q3,Yes,4,No,California,Yes,Yes,No,52,4354.45,0,2149.68,0.0,6504.13,No,Yes,94923
36,9,15.1,,No,,53,0,Bodega Bay,5419,Two Year,United States,4366-CTOUZ,Stayed,No,No,Female,Yes,Fiber Optic,"38.377165, -123.037957",38.377165,-123.037957,No,100.2,No,0,0,,Yes,No,Yes,Credit Card,Yes,1785,Yes,Q3,No,4,No,California,Yes,Yes,Yes,50,5038.45,0,755.0,0.0,5793.45,No,Yes,94923
42,23,20.07,,No,,32,0,Bodega Bay,5903,Two Year,United States,6733-LRIZX,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.377165, -123.037957",38.377165,-123.037957,No,108.95,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,1785,Yes,Q3,No,3,No,California,Yes,Yes,Yes,35,4025.5,0,702.45,0.0,4727.95,No,Yes,94923
58,23,16.33,Competitor,Yes,Competitor offered more data,67,1,Marshall,3099,Month-to-Month,United States,5981-ITEMU,Churned,No,No,Male,Yes,Fiber Optic,"38.129308, -122.834815",38.129308,-122.834815,Yes,97.1,Yes,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,406,No,Q3,Yes,3,No,California,Yes,Yes,Yes,40,3706.95,0,653.2,41.85,4318.3,No,Yes,94940
19,51,20.5,Competitor,Yes,Competitor had better devices,71,1,Marshall,4340,Month-to-Month,United States,7598-UAASY,Churned,No,Yes,Male,Yes,Fiber Optic,"38.129308, -122.834815",38.129308,-122.834815,Yes,76.4,No,0,1,Offer E,No,No,No,Bank Withdrawal,Yes,406,No,Q3,Yes,1,No,California,No,No,No,2,151.8,0,41.0,0.0,192.8,Yes,Yes,94940
59,21,13.32,,No,,73,0,Marshall,4741,One Year,United States,6253-WRFHY,Stayed,Yes,No,Male,Yes,DSL,"38.129308, -122.834815",38.129308,-122.834815,Yes,64.75,No,1,1,,No,No,Yes,Bank Withdrawal,Yes,406,No,Q3,Yes,3,No,California,Yes,Yes,Yes,13,877.35,0,173.16,0.0,1050.51,No,Yes,94940
58,0,7.37,,No,,46,0,Marshall,5865,Two Year,United States,3460-TJBWI,Stayed,Yes,No,Male,No,,"38.129308, -122.834815",38.129308,-122.834815,Yes,24.2,Yes,3,1,,No,No,No,Credit Card,Yes,406,No,Q3,Yes,5,No,California,No,No,No,24,609.05,0,176.88,0.0,785.93,No,No,94940
49,23,8.86,Competitor,Yes,Competitor had better devices,73,1,Novato,3851,Month-to-Month,United States,2074-GKOWZ,Churned,No,No,Male,Yes,Fiber Optic,"38.112166, -122.634384",38.112166,-122.634384,Yes,89.55,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,24741,No,Q3,Yes,1,No,California,Yes,Yes,Yes,2,185.55,0,17.72,0.0,203.27,No,Yes,94947
44,0,35.86,,No,,79,0,Novato,3071,One Year,United States,3594-BDSOA,Stayed,No,No,Female,No,,"38.112166, -122.634384",38.112166,-122.634384,Yes,20.4,No,0,6,,No,No,No,Credit Card,Yes,24741,No,Q3,Yes,5,No,California,No,No,No,24,482.8,0,860.64,0.0,1343.44,No,No,94947
62,0,29.18,,No,,50,0,Novato,4074,One Year,United States,8430-TWCBX,Stayed,No,No,Female,No,,"38.112166, -122.634384",38.112166,-122.634384,Yes,20.7,No,0,0,,No,No,No,Credit Card,Yes,24741,No,Q3,No,3,No,California,No,No,No,49,1032.05,0,1429.82,0.0,2461.87,No,No,94947
23,42,48.97,,No,,70,0,Novato,4084,One Year,United States,0956-ACVZC,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.112166, -122.634384",38.112166,-122.634384,No,94.1,No,0,0,,No,No,Yes,Credit Card,Yes,24741,No,Q3,No,3,No,California,Yes,Yes,Yes,54,5060.9,140,2644.38,0.0,7845.28,Yes,No,94947
21,69,38.69,Competitor,Yes,Competitor offered higher download speeds,82,1,Novato,4359,Month-to-Month,United States,0376-YMCJC,Churned,No,No,Male,Yes,Cable,"38.067204, -122.524004",38.067204,-122.524004,No,90.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,13361,Yes,Q3,No,2,No,California,No,Yes,Yes,23,1943.2,0,889.87,4.73,2828.34,Yes,Yes,94949
37,13,18.31,Other,Yes,Poor expertise of online support,91,1,Novato,5958,One Year,United States,0431-APWVY,Churned,No,No,Female,Yes,Fiber Optic,"38.067204, -122.524004",38.067204,-122.524004,Yes,90.1,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,13361,No,Q3,Yes,3,No,California,Yes,Yes,Yes,28,2598.95,0,512.68,0.0,3111.63,No,Yes,94949
25,51,42.81,,No,,20,0,Novato,6483,Month-to-Month,United States,5018-GWURO,Stayed,No,No,Female,Yes,Fiber Optic,"38.067204, -122.524004",38.067204,-122.524004,Yes,85.6,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,13361,No,Q3,Yes,4,No,California,No,No,Yes,56,4902.8,0,2397.36,0.0,7300.16,Yes,Yes,94949
20,73,10.1,,No,,58,0,Novato,5125,Month-to-Month,United States,2325-NBPZG,Joined,No,No,Female,Yes,Fiber Optic,"38.067204, -122.524004",38.067204,-122.524004,No,74.55,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,13361,No,Q3,No,3,No,California,No,No,No,3,233.65,0,30.3,0.0,263.95,Yes,Yes,94949
64,4,3.55,Competitor,Yes,Competitor offered higher download speeds,67,1,San Anselmo,4650,Month-to-Month,United States,0634-SZPQA,Churned,No,No,Female,Yes,Fiber Optic,"37.99272, -122.575026",37.99272,-122.575026,No,90.05,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,16849,No,Q3,No,2,No,California,No,No,Yes,23,2169.8,0,81.65,27.38,2224.07,No,Yes,94960
36,18,0.0,Competitor,Yes,Competitor offered higher download speeds,69,1,San Anselmo,3503,Month-to-Month,United States,2592-SEIFQ,Churned,No,No,Male,Yes,DSL,"37.99272, -122.575026",37.99272,-122.575026,No,24.75,No,0,0,,No,No,No,Bank Withdrawal,No,16849,No,Q3,No,2,No,California,No,No,No,3,66.95,0,0.0,0.0,66.95,No,Yes,94960
35,19,30.0,,No,,75,0,San Anselmo,6342,Two Year,United States,0244-LGNFY,Stayed,Yes,Yes,Female,Yes,DSL,"37.99272, -122.575026",37.99272,-122.575026,Yes,92.65,Yes,1,4,,Yes,Yes,No,Bank Withdrawal,Yes,16849,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6733.0,0,2160.0,0.0,8893.0,No,Yes,94960
59,0,16.4,,No,,25,0,San Anselmo,5417,Month-to-Month,United States,3752-CQSJI,Stayed,Yes,No,Female,No,,"37.99272, -122.575026",37.99272,-122.575026,Yes,20.45,No,1,1,Offer D,No,No,Yes,Credit Card,Yes,16849,No,Q3,Yes,3,No,California,No,No,No,13,254.5,0,213.2,0.0,467.7,No,No,94960
54,22,20.48,Competitor,Yes,Competitor offered higher download speeds,91,1,Sausalito,5157,Month-to-Month,United States,5536-RTPWK,Churned,No,No,Male,Yes,Fiber Optic,"37.848641, -122.515692",37.848641,-122.515692,Yes,99.05,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,11213,No,Q3,Yes,2,No,California,Yes,Yes,Yes,49,4853.75,0,1003.52,14.24,5843.03,No,Yes,94965
47,26,3.15,Attitude,Yes,Attitude of support person,66,1,Sausalito,2087,Month-to-Month,United States,3426-NIYYL,Churned,No,No,Male,Yes,DSL,"37.848641, -122.515692",37.848641,-122.515692,No,51.55,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,11213,No,Q3,No,2,No,California,No,No,No,15,765.5,20,47.25,0.0,832.75,No,No,94965
33,20,31.61,Competitor,Yes,Competitor offered higher download speeds,76,1,Sausalito,5646,Month-to-Month,United States,5095-AESKG,Churned,No,No,Female,Yes,Fiber Optic,"37.848641, -122.515692",37.848641,-122.515692,Yes,91.5,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,11213,No,Q3,Yes,3,No,California,Yes,Yes,No,3,242.95,10,94.83,0.0,347.78,No,No,94965
25,0,18.63,,No,,40,0,Sausalito,3960,Month-to-Month,United States,4781-ZXYGU,Joined,Yes,No,Male,No,,"37.848641, -122.515692",37.848641,-122.515692,Yes,20.15,No,2,7,Offer E,No,No,Yes,Bank Withdrawal,Yes,11213,No,Q3,Yes,3,No,California,No,No,No,1,20.15,0,18.63,0.0,38.78,Yes,No,94965
46,24,26.44,Competitor,Yes,Competitor had better devices,68,1,Tomales,5667,Month-to-Month,United States,6166-ILMNY,Churned,No,No,Female,Yes,Fiber Optic,"38.240769, -122.901041",38.240769,-122.901041,No,69.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,384,No,Q3,No,1,No,California,No,No,No,2,144.55,0,52.88,0.0,197.43,No,Yes,94971
39,0,35.39,,No,,49,0,Tomales,4735,Two Year,United States,4635-EJYPD,Stayed,Yes,No,Male,No,,"38.240769, -122.901041",38.240769,-122.901041,Yes,18.95,No,1,2,,No,No,No,Credit Card,Yes,384,No,Q3,Yes,4,No,California,No,No,No,32,613.95,0,1132.48,0.0,1746.43,No,No,94971
64,0,16.13,,No,,56,0,Tomales,6444,Two Year,United States,2718-YSKCS,Stayed,Yes,No,Male,No,,"38.240769, -122.901041",38.240769,-122.901041,Yes,19.6,No,3,6,Offer A,No,No,Yes,Bank Withdrawal,Yes,384,No,Q3,Yes,5,No,California,No,No,No,71,1387.45,0,1145.23,0.0,2532.68,No,No,94971
42,0,46.3,,No,,54,0,Tomales,2783,Month-to-Month,United States,4770-QAZXN,Stayed,No,No,Female,No,,"38.240769, -122.901041",38.240769,-122.901041,No,19.45,No,0,0,Offer D,No,No,No,Credit Card,Yes,384,No,Q3,No,5,No,California,No,No,No,13,232.1,0,601.9,0.0,834.0,No,No,94971
42,13,14.7,Competitor,Yes,Competitor had better devices,91,1,Valley Ford,2960,Month-to-Month,United States,3097-NNSPB,Churned,No,No,Female,Yes,DSL,"38.339996, -122.935056",38.339996,-122.935056,No,49.05,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,66,No,Q3,No,1,No,California,No,No,No,2,91.1,40,29.4,0.0,160.5,No,No,94972
31,0,32.89,,No,,75,0,Valley Ford,5654,Month-to-Month,United States,1866-ZSLJM,Stayed,No,No,Male,No,,"38.339996, -122.935056",38.339996,-122.935056,No,20.5,No,0,0,Offer D,No,No,No,Credit Card,Yes,66,No,Q3,No,4,No,California,No,No,No,21,402.85,0,690.69,0.0,1093.54,No,No,94972
27,73,4.32,,No,,52,0,Valley Ford,5303,One Year,United States,9896-UYMIE,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.339996, -122.935056",38.339996,-122.935056,No,114.3,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,66,Yes,Q3,No,3,No,California,Yes,Yes,Yes,66,7383.7,0,285.12,0.0,7668.82,Yes,Yes,94972
38,0,13.67,,No,,36,0,Valley Ford,4873,Two Year,United States,4896-CPRPF,Stayed,Yes,No,Male,No,,"38.339996, -122.935056",38.339996,-122.935056,Yes,25.45,Yes,3,1,,No,No,No,Bank Withdrawal,Yes,66,No,Q3,Yes,4,No,California,No,No,No,35,809.25,0,478.45,0.0,1287.7,No,No,94972
32,29,9.25,Competitor,Yes,Competitor had better devices,86,1,Alviso,2561,Month-to-Month,United States,0655-RBDUG,Churned,No,Yes,Male,Yes,Fiber Optic,"37.449537, -121.994813",37.449537,-121.994813,No,98.05,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,2147,No,Q3,No,1,No,California,Yes,Yes,Yes,7,713.0,0,64.75,0.0,777.75,No,Yes,95002
34,5,0.0,,No,,54,0,Alviso,5786,Month-to-Month,United States,4236-UJPWO,Joined,No,No,Female,Yes,DSL,"37.449537, -121.994813",37.449537,-121.994813,No,24.5,No,0,0,Offer E,No,No,No,Bank Withdrawal,No,2147,No,Q3,No,4,No,California,No,No,No,2,46.4,0,0.0,0.0,46.4,No,Yes,95002
20,41,45.1,,No,,80,0,Alviso,2640,Month-to-Month,United States,8212-CRQXP,Stayed,No,No,Female,Yes,Fiber Optic,"37.449537, -121.994813",37.449537,-121.994813,Yes,80.0,No,0,1,,No,No,Yes,Credit Card,Yes,2147,No,Q3,Yes,3,No,California,No,No,Yes,22,1706.45,50,992.2,0.0,2748.65,Yes,No,95002
25,41,11.5,,No,,22,0,Alviso,3094,Month-to-Month,United States,9714-EDSUC,Stayed,No,No,Male,Yes,Fiber Optic,"37.449537, -121.994813",37.449537,-121.994813,No,94.9,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,2147,Yes,Q3,No,4,No,California,Yes,Yes,No,4,360.55,0,46.0,0.0,406.55,Yes,Yes,95002
21,52,29.29,Competitor,Yes,Competitor had better devices,83,1,Santa Cruz,2539,Month-to-Month,United States,8824-RWFXJ,Churned,No,Yes,Male,Yes,Cable,"36.974575, -121.991149",36.974575,-121.991149,Yes,56.15,No,0,1,Offer E,Yes,No,Yes,Mailed Check,Yes,36631,No,Q3,Yes,1,No,California,No,Yes,No,3,168.15,0,87.87,0.0,256.02,Yes,Yes,95062
32,25,0.0,,No,,46,0,Santa Cruz,5534,Month-to-Month,United States,6351-SCJKT,Joined,No,Yes,Male,Yes,Cable,"36.974575, -121.991149",36.974575,-121.991149,No,41.35,No,0,0,,No,Yes,No,Credit Card,No,36631,Yes,Q3,No,3,No,California,No,No,No,3,107.25,0,0.0,0.0,107.25,No,Yes,95062
43,4,42.41,,No,,64,0,Santa Cruz,3801,Month-to-Month,United States,3714-XPXBW,Stayed,No,Yes,Female,Yes,DSL,"36.974575, -121.991149",36.974575,-121.991149,No,78.9,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,36631,Yes,Q3,No,4,No,California,No,No,Yes,37,2976.95,30,1569.17,0.0,4576.12,No,No,95062
54,6,12.95,,No,,41,0,Santa Cruz,3880,Month-to-Month,United States,0356-ERHVT,Stayed,No,No,Male,Yes,Cable,"36.974575, -121.991149",36.974575,-121.991149,Yes,45.9,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,36631,No,Q3,Yes,5,No,California,No,No,No,11,521.9,0,142.45,0.0,664.35,No,Yes,95062
59,18,39.68,Competitor,Yes,Competitor had better devices,74,1,San Jose,4249,Month-to-Month,United States,9763-PDTKK,Churned,No,Yes,Female,Yes,Fiber Optic,"37.343827, -121.883119",37.343827,-121.883119,No,94.4,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,52334,Yes,Q3,No,1,No,California,Yes,Yes,No,4,387.2,0,158.72,0.0,545.92,No,Yes,95112
47,12,49.49,,No,,48,0,San Jose,5168,Month-to-Month,United States,2250-IVBWA,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.343827, -121.883119",37.343827,-121.883119,Yes,81.05,No,2,4,,Yes,Yes,No,Bank Withdrawal,Yes,52334,No,Q3,Yes,3,No,California,No,No,No,64,5135.35,0,3167.36,0.0,8302.71,No,Yes,95112
43,15,37.71,,No,,73,0,San Jose,5933,Two Year,United States,0420-TXVSG,Stayed,No,Yes,Male,Yes,DSL,"37.343827, -121.883119",37.343827,-121.883119,Yes,66.1,Yes,0,9,Offer A,Yes,Yes,Yes,Credit Card,Yes,52334,No,Q3,Yes,3,No,California,No,No,No,66,4428.45,0,2488.86,0.0,6917.31,No,Yes,95112
47,14,0.0,,No,,39,0,San Jose,3463,One Year,United States,1397-XKKWR,Stayed,No,Yes,Male,Yes,DSL,"37.343827, -121.883119",37.343827,-121.883119,No,35.3,No,0,0,,No,Yes,No,Credit Card,No,52334,No,Q3,No,4,No,California,No,No,No,7,264.8,0,0.0,0.0,264.8,No,Yes,95112
62,29,37.49,Competitor,Yes,Competitor offered higher download speeds,90,1,San Jose,3982,Month-to-Month,United States,7627-JKIAZ,Churned,No,Yes,Female,Yes,Fiber Optic,"37.350284, -121.852855",37.350284,-121.852855,Yes,78.95,Yes,0,0,,No,No,Yes,Credit Card,Yes,51706,No,Q3,No,3,No,California,No,No,No,37,2839.65,0,1387.13,0.0,4226.78,No,Yes,95116
42,8,42.87,Competitor,Yes,Competitor had better devices,90,1,San Jose,3525,Month-to-Month,United States,0515-YPMCW,Churned,No,No,Male,Yes,Fiber Optic,"37.350284, -121.852855",37.350284,-121.852855,No,70.45,No,0,0,,No,No,Yes,Credit Card,Yes,51706,No,Q3,No,1,No,California,No,No,No,1,70.45,10,42.87,0.0,123.32,No,No,95116
53,10,39.17,,No,,30,0,San Jose,4599,Month-to-Month,United States,9506-UXUSK,Stayed,No,No,Male,Yes,Fiber Optic,"37.350284, -121.852855",37.350284,-121.852855,No,70.15,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,51706,No,Q3,No,5,No,California,No,No,No,13,931.75,150,509.21,0.0,1590.96,No,No,95116
63,19,15.94,,No,,24,0,San Jose,5918,One Year,United States,8097-OMULG,Stayed,Yes,Yes,Male,Yes,DSL,"37.350284, -121.852855",37.350284,-121.852855,Yes,76.75,No,2,1,,Yes,No,No,Credit Card,Yes,51706,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,59,4541.9,0,940.46,0.0,5482.36,No,Yes,95116
27,48,0.0,Competitor,Yes,Competitor offered higher download speeds,72,1,San Jose,5182,One Year,United States,4081-DYXAV,Churned,No,No,Female,Yes,DSL,"37.294926, -121.894763",37.294926,-121.894763,No,44.85,No,0,0,,No,No,Yes,Credit Card,No,46185,No,Q3,No,3,No,California,Yes,Yes,Yes,19,893.55,0,0.0,0.0,893.55,Yes,Yes,95125
37,13,23.01,,No,,34,0,San Jose,3929,Month-to-Month,United States,9375-MHRRS,Stayed,No,No,Male,Yes,DSL,"37.294926, -121.894763",37.294926,-121.894763,No,50.05,No,0,0,Offer E,No,No,No,Credit Card,Yes,46185,Yes,Q3,No,5,No,California,No,No,No,6,288.35,40,138.06,0.0,466.41,No,No,95125
30,69,27.23,,No,,64,0,San Jose,5040,One Year,United States,8652-YHIYU,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.294926, -121.894763",37.294926,-121.894763,No,79.5,Yes,3,0,Offer D,No,No,Yes,Credit Card,Yes,46185,Yes,Q3,No,4,No,California,No,No,No,16,1264.2,0,435.68,0.0,1699.88,No,Yes,95125
20,53,47.46,,No,,77,0,San Jose,4712,One Year,United States,9691-HKOVS,Stayed,No,Yes,Female,Yes,DSL,"37.294926, -121.894763",37.294926,-121.894763,Yes,90.15,Yes,0,8,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,46185,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,55,4916.95,0,2610.3,0.0,7527.25,Yes,Yes,95125
23,71,21.58,Competitor,Yes,Competitor offered more data,75,1,San Jose,3331,Month-to-Month,United States,0927-LCSMG,Churned,No,Yes,Male,Yes,Fiber Optic,"37.305622, -122.000887",37.305622,-122.000887,No,74.65,No,0,0,Offer E,No,No,No,Mailed Check,Yes,37570,No,Q3,No,3,No,California,No,Yes,No,7,544.55,10,151.06,0.0,705.61,Yes,No,95129
21,48,9.23,Dissatisfaction,Yes,Service dissatisfaction,87,1,San Jose,4160,Month-to-Month,United States,4523-WXCEF,Churned,No,No,Female,Yes,Fiber Optic,"37.305622, -122.000887",37.305622,-122.000887,Yes,101.1,Yes,0,4,Offer B,Yes,No,No,Bank Withdrawal,Yes,37570,No,Q3,Yes,2,No,California,Yes,Yes,Yes,59,6039.9,0,544.57,0.0,6584.47,Yes,Yes,95129
39,15,42.62,,No,,40,0,San Jose,4172,One Year,United States,6599-GZWCM,Stayed,No,No,Female,Yes,Fiber Optic,"37.305622, -122.000887",37.305622,-122.000887,No,74.65,No,0,0,,Yes,No,Yes,Credit Card,Yes,37570,No,Q3,No,5,No,California,No,No,No,13,966.25,0,554.06,0.0,1520.31,No,Yes,95129
49,17,46.66,,No,,51,0,San Jose,2649,Month-to-Month,United States,5061-PBXFW,Stayed,Yes,No,Female,Yes,DSL,"37.305622, -122.000887",37.305622,-122.000887,Yes,61.4,No,1,3,,Yes,Yes,No,Bank Withdrawal,Yes,37570,Yes,Q3,Yes,3,No,California,No,No,No,32,1864.65,0,1493.12,0.0,3357.77,No,Yes,95129
51,30,20.4,Competitor,Yes,Competitor offered more data,86,1,San Jose,4049,Month-to-Month,United States,8257-RZAHR,Churned,No,No,Female,Yes,DSL,"37.42765, -121.945416",37.42765,-121.945416,Yes,64.7,Yes,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,9657,No,Q3,Yes,1,No,California,No,No,Yes,14,941.0,0,285.6,0.0,1226.6,No,Yes,95134
33,11,49.48,,No,,71,0,San Jose,4392,Month-to-Month,United States,4760-THGOT,Stayed,No,No,Female,Yes,Fiber Optic,"37.42765, -121.945416",37.42765,-121.945416,Yes,94.1,Yes,0,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,9657,No,Q3,Yes,3,No,California,Yes,Yes,No,43,4107.3,0,2127.64,0.0,6234.94,No,Yes,95134
31,8,46.71,,No,,76,0,San Jose,3591,Month-to-Month,United States,5453-AXEPF,Stayed,No,No,Male,Yes,Fiber Optic,"37.42765, -121.945416",37.42765,-121.945416,Yes,80.5,Yes,0,7,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,9657,No,Q3,Yes,5,No,California,No,No,No,17,1336.9,0,794.07,0.0,2130.97,No,Yes,95134
32,58,0.0,,No,,74,0,San Jose,2715,One Year,United States,8319-QBEHW,Stayed,Yes,No,Male,Yes,Cable,"37.42765, -121.945416",37.42765,-121.945416,No,39.95,No,3,0,,Yes,No,Yes,Bank Withdrawal,No,9657,No,Q3,No,4,No,California,No,No,Yes,26,1023.75,0,0.0,0.0,1023.75,No,Yes,95134
32,25,38.51,Competitor,Yes,Competitor made better offer,82,1,Stockton,2414,Month-to-Month,United States,7851-WZEKY,Churned,No,No,Female,Yes,Fiber Optic,"38.029729, -121.387999",38.029729,-121.387999,No,95.15,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,19109,No,Q3,No,2,No,California,Yes,Yes,Yes,2,196.9,0,77.02,0.0,273.92,No,Yes,95219
58,0,42.46,,No,,49,0,Stockton,2522,Month-to-Month,United States,0519-DRGTI,Stayed,Yes,No,Female,No,,"38.029729, -121.387999",38.029729,-121.387999,Yes,20.35,No,3,9,,No,No,No,Credit Card,Yes,19109,No,Q3,Yes,4,No,California,No,No,No,20,442.6,0,849.2,0.0,1291.8,No,No,95219
31,5,31.15,,No,,54,0,Stockton,5950,Two Year,United States,6695-AMZUF,Stayed,No,Yes,Female,Yes,DSL,"38.029729, -121.387999",38.029729,-121.387999,Yes,86.45,No,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,19109,Yes,Q3,No,4,No,California,Yes,Yes,Yes,70,5950.2,0,2180.5,0.0,8130.7,No,Yes,95219
33,0,6.36,,No,,57,0,Stockton,5685,One Year,United States,7356-AYNJP,Stayed,No,No,Female,No,,"38.029729, -121.387999",38.029729,-121.387999,No,23.9,Yes,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,19109,No,Q3,No,4,No,California,No,No,No,4,97.5,0,25.44,0.0,122.94,No,No,95219
54,11,45.6,Competitor,Yes,Competitor had better devices,75,1,Acampo,5295,Month-to-Month,United States,8844-TONUD,Churned,No,Yes,Male,Yes,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,Yes,96.65,No,0,4,Offer D,No,No,Yes,Mailed Check,Yes,6317,No,Q3,Yes,1,No,California,Yes,Yes,Yes,13,1162.85,0,592.8,0.0,1755.65,No,Yes,95220
35,18,1.09,Dissatisfaction,Yes,Lack of self-service on Website,91,1,Acampo,4501,Month-to-Month,United States,1455-UGQVH,Churned,No,Yes,Male,Yes,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,Yes,98.5,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,6317,No,Q3,Yes,2,No,California,Yes,Yes,Yes,10,1037.75,0,10.9,0.0,1048.65,No,Yes,95220
20,52,33.69,Competitor,Yes,Competitor offered more data,90,1,Acampo,4861,One Year,United States,9249-FXSCK,Churned,No,No,Female,Yes,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,No,111.25,Yes,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,6317,Yes,Q3,No,1,No,California,Yes,Yes,Yes,52,5916.45,0,1751.88,1.27,7667.06,Yes,Yes,95220
47,23,15.05,,No,,69,0,Acampo,6361,One Year,United States,1017-FBQMM,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,Yes,106.05,Yes,2,8,Offer B,Yes,No,Yes,Credit Card,Yes,6317,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,6703.5,0,933.1,0.0,7636.6,No,Yes,95220
41,6,0.0,Attitude,Yes,Attitude of service provider,85,1,Linden,3605,Month-to-Month,United States,5868-CZJDR,Churned,No,No,Male,Yes,DSL,"38.047746, -121.030499",38.047746,-121.030499,No,31.35,No,0,0,Offer E,Yes,No,Yes,Mailed Check,No,3148,No,Q3,No,2,No,California,No,No,No,1,31.35,80,0.0,0.0,111.35,No,No,95236
20,0,5.84,,No,,31,0,Linden,6042,Two Year,United States,6484-LATFU,Stayed,No,No,Male,No,,"38.047746, -121.030499",38.047746,-121.030499,No,24.55,Yes,0,0,,No,No,No,Credit Card,Yes,3148,No,Q3,No,3,No,California,No,No,No,68,1657.4,0,397.12,0.0,2054.52,Yes,No,95236
35,5,0.0,,No,,35,0,Linden,4529,One Year,United States,3606-SBKRY,Stayed,No,Yes,Male,Yes,DSL,"38.047746, -121.030499",38.047746,-121.030499,No,50.05,No,0,0,,No,No,Yes,Bank Withdrawal,No,3148,No,Q3,No,3,No,California,Yes,Yes,Yes,31,1523.4,0,0.0,0.0,1523.4,No,Yes,95236
54,0,17.74,,No,,63,0,Linden,5028,Two Year,United States,3308-DGHKL,Stayed,No,No,Male,No,,"38.047746, -121.030499",38.047746,-121.030499,No,19.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3148,No,Q3,No,5,No,California,No,No,No,69,1447.9,0,1224.06,0.0,2671.96,No,No,95236
57,6,14.38,Attitude,Yes,Attitude of support person,90,1,Lodi,5671,Month-to-Month,United States,0135-NMXAP,Churned,No,No,Female,Yes,Fiber Optic,"38.123544, -121.159078",38.123544,-121.159078,No,89.75,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,45755,No,Q3,No,3,No,California,No,No,Yes,12,1052.4,0,172.56,0.0,1224.96,No,Yes,95240
33,10,49.4,Competitor,Yes,Competitor offered more data,93,1,Lodi,5202,Month-to-Month,United States,0772-GYEQQ,Churned,No,Yes,Male,Yes,Fiber Optic,"38.123544, -121.159078",38.123544,-121.159078,No,88.35,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,45755,Yes,Q3,No,2,No,California,No,No,Yes,3,262.05,0,148.2,0.0,410.25,No,Yes,95240
45,15,17.03,,No,,75,0,Lodi,2478,One Year,United States,0667-NSRGI,Stayed,No,Yes,Female,Yes,DSL,"38.123544, -121.159078",38.123544,-121.159078,Yes,69.55,Yes,0,3,,No,No,Yes,Credit Card,Yes,45755,Yes,Q3,Yes,4,No,California,Yes,Yes,No,48,3435.6,0,817.44,0.0,4253.04,No,Yes,95240
64,12,24.04,,No,,57,0,Lodi,4298,One Year,United States,0080-EMYVY,Stayed,No,No,Female,Yes,Cable,"38.123544, -121.159078",38.123544,-121.159078,No,51.45,No,0,0,,Yes,No,No,Credit Card,Yes,45755,No,Q3,No,3,No,California,No,No,No,14,727.85,0,336.56,0.0,1064.41,No,Yes,95240
33,29,47.4,Attitude,Yes,Attitude of support person,91,1,Valley Springs,4990,One Year,United States,6270-OMFIW,Churned,No,No,Male,Yes,Cable,"38.156971, -120.849231",38.156971,-120.849231,Yes,94.4,No,0,9,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,11266,No,Q3,Yes,2,No,California,Yes,Yes,Yes,60,5610.25,0,2844.0,0.0,8454.25,No,Yes,95252
39,0,36.39,,No,,80,0,Valley Springs,2165,Two Year,United States,4884-LEVMQ,Stayed,No,No,Male,No,,"38.156971, -120.849231",38.156971,-120.849231,Yes,20.45,No,0,10,Offer C,No,No,Yes,Bank Withdrawal,Yes,11266,No,Q3,Yes,5,No,California,No,No,No,39,790.0,0,1419.21,0.0,2209.21,No,No,95252
60,0,40.98,,No,,46,0,Valley Springs,3889,Month-to-Month,United States,4693-VWVBO,Joined,No,No,Female,No,,"38.156971, -120.849231",38.156971,-120.849231,No,19.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,11266,No,Q3,No,4,No,California,No,No,No,3,61.05,0,122.94,0.0,183.99,No,No,95252
54,21,37.76,,No,,77,0,Valley Springs,5648,One Year,United States,6198-PNNSZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.156971, -120.849231",38.156971,-120.849231,Yes,109.8,Yes,0,9,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,11266,No,Q3,Yes,4,No,California,Yes,Yes,Yes,56,6109.65,0,2114.56,0.0,8224.21,No,Yes,95252
32,0,31.77,Attitude,Yes,Attitude of support person,66,1,West Point,3874,Month-to-Month,United States,0107-WESLM,Churned,No,No,Male,No,,"38.41935, -120.469545",38.41935,-120.469545,No,19.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,2198,No,Q3,No,2,No,California,No,No,No,1,19.85,0,31.77,0.0,51.62,No,No,95255
48,0,7.96,,No,,73,0,West Point,2723,Month-to-Month,United States,7610-TVOPG,Stayed,No,No,Male,No,,"38.41935, -120.469545",38.41935,-120.469545,No,26.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,2198,No,Q3,No,3,No,California,No,No,No,15,378.6,0,119.4,0.0,498.0,No,No,95255
59,21,11.75,,No,,35,0,West Point,2394,One Year,United States,6937-GCDGQ,Stayed,Yes,No,Male,Yes,Cable,"38.41935, -120.469545",38.41935,-120.469545,Yes,48.95,No,1,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,2198,No,Q3,Yes,3,No,California,No,No,No,19,955.6,0,223.25,0.0,1178.85,No,Yes,95255
47,26,0.0,,No,,54,0,West Point,6371,Month-to-Month,United States,4132-POCZS,Stayed,No,No,Male,Yes,DSL,"38.41935, -120.469545",38.41935,-120.469545,Yes,39.9,No,0,1,,No,Yes,Yes,Bank Withdrawal,No,2198,No,Q3,Yes,3,No,California,Yes,Yes,No,52,2020.9,0,0.0,0.0,2020.9,No,Yes,95255
55,10,20.36,Competitor,Yes,Competitor had better devices,69,1,Atwater,5750,Month-to-Month,United States,3992-YWPKO,Churned,No,Yes,Female,Yes,Fiber Optic,"37.321233, -120.656354",37.321233,-120.656354,No,109.9,Yes,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,27808,Yes,Q3,No,1,No,California,Yes,Yes,Yes,6,669.45,0,122.16,0.0,791.61,No,Yes,95301
47,12,33.46,Competitor,Yes,Competitor had better devices,65,1,Atwater,2404,Month-to-Month,United States,7908-QCBCA,Churned,No,No,Female,Yes,Fiber Optic,"37.321233, -120.656354",37.321233,-120.656354,Yes,69.4,No,0,1,Offer E,No,No,Yes,Mailed Check,Yes,27808,No,Q3,Yes,1,No,California,No,No,No,1,69.4,10,33.46,0.0,112.86,No,No,95301
37,0,43.82,,No,,27,0,Atwater,5925,Two Year,United States,8559-WNQZS,Joined,No,No,Male,No,,"37.321233, -120.656354",37.321233,-120.656354,No,20.45,No,0,0,Offer E,No,No,No,Credit Card,Yes,27808,No,Q3,No,3,No,California,No,No,No,1,20.45,0,43.82,0.0,64.27,No,No,95301
61,11,0.0,,No,,37,0,Atwater,5990,Month-to-Month,United States,3896-RCYYE,Stayed,No,Yes,Female,Yes,DSL,"37.321233, -120.656354",37.321233,-120.656354,No,53.4,No,0,0,,No,No,Yes,Credit Card,No,27808,Yes,Q3,No,5,No,California,Yes,Yes,Yes,67,3579.15,0,0.0,0.0,3579.15,No,Yes,95301
26,76,1.84,Other,Yes,Moved,84,1,Mariposa,2548,Month-to-Month,United States,6358-LYNGM,Churned,No,No,Male,Yes,Fiber Optic,"37.526791, -119.99437",37.526791,-119.99437,No,74.9,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,10226,No,Q3,No,3,No,California,No,Yes,No,1,74.9,0,1.84,0.0,76.74,Yes,Yes,95338
27,59,1.63,Competitor,Yes,Competitor offered more data,78,1,Mariposa,2172,Month-to-Month,United States,2013-SGDXK,Churned,No,No,Female,Yes,Fiber Optic,"37.526791, -119.99437",37.526791,-119.99437,No,84.3,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,10226,No,Q3,No,1,No,California,No,No,Yes,1,84.3,10,1.63,0.0,95.93,Yes,No,95338
32,57,30.06,,No,,45,0,Mariposa,5144,Two Year,United States,7771-CFQRQ,Stayed,Yes,No,Female,Yes,DSL,"37.526791, -119.99437",37.526791,-119.99437,Yes,63.8,No,3,0,,Yes,No,No,Bank Withdrawal,Yes,10226,Yes,Q3,No,3,No,California,Yes,Yes,No,47,3007.25,80,1412.82,0.0,4500.07,No,No,95338
48,23,1.67,,No,,51,0,Mariposa,2463,Month-to-Month,United States,4343-EJVQB,Stayed,No,No,Male,Yes,Fiber Optic,"37.526791, -119.99437",37.526791,-119.99437,No,74.35,No,0,0,,No,Yes,No,Credit Card,Yes,10226,No,Q3,No,4,No,California,No,No,No,7,533.6,0,11.69,0.0,545.29,No,Yes,95338
58,11,44.97,Competitor,Yes,Competitor offered higher download speeds,77,1,Modesto,3368,Month-to-Month,United States,9824-BEMCV,Churned,No,No,Male,Yes,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,Yes,69.0,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,52872,No,Q3,Yes,2,No,California,No,No,No,17,1149.65,0,764.49,0.0,1914.14,No,Yes,95350
39,28,14.75,Competitor,Yes,Competitor had better devices,82,1,Modesto,4292,Month-to-Month,United States,5027-QPKTE,Churned,No,No,Male,Yes,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,Yes,69.35,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,52872,No,Q3,Yes,1,No,California,No,No,No,7,451.1,10,103.25,0.0,564.35,No,No,95350
51,13,3.73,Dissatisfaction,Yes,Product dissatisfaction,68,1,Modesto,5000,Month-to-Month,United States,4077-CROMM,Churned,No,Yes,Female,Yes,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,Yes,104.2,Yes,0,4,,No,No,Yes,Bank Withdrawal,Yes,52872,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,31,3243.45,0,115.63,17.01,3342.07,No,Yes,95350
62,5,33.84,,No,,70,0,Modesto,2951,Month-to-Month,United States,3956-MGXOG,Stayed,No,No,Female,Yes,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,No,80.6,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,52872,No,Q3,No,5,No,California,Yes,Yes,No,28,2244.95,0,947.52,0.0,3192.47,No,Yes,95350
62,12,15.69,Competitor,Yes,Competitor had better devices,91,1,Modesto,2860,Month-to-Month,United States,1373-ORVIZ,Churned,No,No,Female,Yes,DSL,"37.621458, -121.012295",37.621458,-121.012295,Yes,66.35,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,47536,Yes,Q3,Yes,1,No,California,Yes,Yes,No,11,740.8,0,172.59,0.0,913.39,No,Yes,95351
45,2,45.28,,No,,77,0,Modesto,4864,Month-to-Month,United States,4146-SVFUD,Joined,No,No,Male,Yes,DSL,"37.621458, -121.012295",37.621458,-121.012295,No,44.6,No,0,0,,No,No,No,Mailed Check,Yes,47536,No,Q3,No,4,No,California,No,No,No,1,44.6,0,45.28,0.0,89.88,No,Yes,95351
60,29,10.43,,No,,36,0,Modesto,4096,Month-to-Month,United States,9274-UARKJ,Stayed,No,No,Female,Yes,Fiber Optic,"37.621458, -121.012295",37.621458,-121.012295,No,83.2,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,47536,No,Q3,No,3,No,California,No,No,Yes,15,1130.0,0,156.45,0.0,1286.45,No,Yes,95351
57,20,38.25,,No,,78,0,Modesto,3291,Month-to-Month,United States,3154-CFSZG,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.621458, -121.012295",37.621458,-121.012295,Yes,90.05,No,1,3,,No,Yes,No,Bank Withdrawal,Yes,47536,No,Q3,Yes,4,No,California,Yes,Yes,No,47,4137.2,0,1797.75,0.0,5934.95,No,Yes,95351
40,5,35.93,Other,Yes,Don't know,67,1,Oakdale,5927,Month-to-Month,United States,7979-CORPM,Churned,No,No,Male,Yes,Fiber Optic,"37.785033, -120.776141",37.785033,-120.776141,No,90.55,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,25384,No,Q3,No,2,No,California,No,No,Yes,24,2282.55,0,862.32,0.0,3144.87,No,Yes,95361
27,48,0.0,Dissatisfaction,Yes,Limited range of services,71,1,Oakdale,4207,Month-to-Month,United States,8650-RHRKE,Churned,No,Yes,Male,Yes,DSL,"37.785033, -120.776141",37.785033,-120.776141,No,29.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,25384,No,Q3,No,3,No,California,No,Yes,No,4,118.5,0,0.0,0.0,118.5,Yes,Yes,95361
31,29,16.78,,No,,24,0,Oakdale,4687,Two Year,United States,1400-WIVLL,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.785033, -120.776141",37.785033,-120.776141,Yes,107.95,Yes,0,2,,No,No,No,Bank Withdrawal,Yes,25384,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,57,5969.85,0,956.46,0.0,6926.31,No,Yes,95361
45,0,22.89,,No,,78,0,Oakdale,2492,One Year,United States,7305-ZWMAJ,Stayed,No,No,Male,No,,"37.785033, -120.776141",37.785033,-120.776141,Yes,20.7,No,0,2,,No,No,No,Credit Card,Yes,25384,No,Q3,Yes,5,No,California,No,No,No,30,587.1,0,686.7,0.0,1273.8,No,No,95361
47,0,33.14,Price,Yes,Long distance charges,87,1,Santa Rosa,5379,Month-to-Month,United States,2223-KAGMX,Churned,No,No,Female,No,,"38.468893, -122.580539",38.468893,-122.580539,No,19.4,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,25718,No,Q3,No,1,No,California,No,No,No,15,289.3,0,497.1,0.0,786.4,No,No,95409
25,52,29.07,Competitor,Yes,Competitor had better devices,85,1,Santa Rosa,5313,Month-to-Month,United States,5572-ZDXHY,Churned,No,No,Female,Yes,Fiber Optic,"38.468893, -122.580539",38.468893,-122.580539,No,84.3,No,0,0,,Yes,No,Yes,Mailed Check,Yes,25718,No,Q3,No,1,No,California,Yes,Yes,No,22,1855.65,0,639.54,0.0,2495.19,Yes,Yes,95409
34,0,7.33,,No,,24,0,Santa Rosa,2252,One Year,United States,9522-ZSINC,Stayed,No,No,Male,No,,"38.468893, -122.580539",38.468893,-122.580539,No,19.95,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,25718,No,Q3,No,3,No,California,No,No,No,13,253.8,0,95.29,0.0,349.09,No,No,95409
19,0,9.51,,No,,64,0,Santa Rosa,4579,Two Year,United States,7328-ZJAJO,Stayed,Yes,No,Female,No,,"38.468893, -122.580539",38.468893,-122.580539,Yes,19.5,No,2,1,,No,No,No,Credit Card,Yes,25718,No,Q3,Yes,4,No,California,No,No,No,59,1222.65,0,561.09,0.0,1783.74,Yes,No,95409
23,73,48.03,Competitor,Yes,Competitor had better devices,91,1,Caspar,4094,Month-to-Month,United States,2833-SLKDQ,Churned,No,No,Male,Yes,Cable,"39.361283, -123.784599",39.361283,-123.784599,No,45.05,No,0,0,,No,No,No,Credit Card,Yes,333,No,Q3,No,1,No,California,No,Yes,No,1,45.05,0,48.03,0.0,93.08,Yes,Yes,95420
37,29,18.26,Attitude,Yes,Attitude of service provider,89,1,Caspar,2075,Month-to-Month,United States,7547-EKNFS,Churned,No,Yes,Male,Yes,Fiber Optic,"39.361283, -123.784599",39.361283,-123.784599,Yes,95.25,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,333,No,Q3,Yes,1,No,California,No,No,Yes,42,3959.35,0,766.92,27.3,4698.97,No,Yes,95420
39,19,18.74,,No,,25,0,Caspar,5584,Two Year,United States,7765-LWVVH,Stayed,Yes,No,Female,Yes,Fiber Optic,"39.361283, -123.784599",39.361283,-123.784599,Yes,95.1,Yes,2,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,333,No,Q3,Yes,3,No,California,No,No,Yes,72,6843.15,0,1349.28,0.0,8192.43,No,Yes,95420
58,6,43.12,,No,,80,0,Caspar,6479,Two Year,United States,5914-XRFQB,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.361283, -123.784599",39.361283,-123.784599,Yes,115.8,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,333,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,8424.9,0,3104.64,0.0,11529.54,No,Yes,95420
54,16,19.21,Competitor,Yes,Competitor had better devices,69,1,Cloverdale,3830,Month-to-Month,United States,2026-TGDHM,Churned,No,No,Female,Yes,Fiber Optic,"38.801936, -122.938935",38.801936,-122.938935,No,79.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,9210,No,Q3,No,1,No,California,Yes,Yes,No,7,523.15,10,134.47,0.0,667.62,No,No,95425
49,20,14.51,,No,,24,0,Cloverdale,4900,One Year,United States,4692-NNQRU,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.801936, -122.938935",38.801936,-122.938935,Yes,79.2,No,0,7,Offer D,No,No,No,Bank Withdrawal,Yes,9210,Yes,Q3,Yes,3,No,California,No,No,No,21,1742.45,0,304.71,0.0,2047.16,No,Yes,95425
62,17,0.0,,No,,80,0,Cloverdale,5677,One Year,United States,5944-UGLLK,Stayed,No,Yes,Male,Yes,Cable,"38.801936, -122.938935",38.801936,-122.938935,No,54.9,No,0,0,Offer B,No,No,No,Credit Card,No,9210,Yes,Q3,No,4,No,California,Yes,Yes,Yes,53,3045.75,0,0.0,0.0,3045.75,No,Yes,95425
19,59,0.0,,No,,49,0,Cloverdale,4161,One Year,United States,3417-TSCIC,Stayed,No,No,Male,Yes,DSL,"38.801936, -122.938935",38.801936,-122.938935,No,24.85,No,0,0,,No,No,Yes,Credit Card,No,9210,No,Q3,No,5,No,California,No,No,No,29,788.05,0,0.0,0.0,788.05,Yes,Yes,95425
53,18,0.0,Dissatisfaction,Yes,Network reliability,91,1,Comptche,2860,Month-to-Month,United States,4030-VPZBD,Churned,No,No,Female,Yes,DSL,"39.239818, -123.565432",39.239818,-123.565432,No,30.9,No,0,0,,No,No,Yes,Bank Withdrawal,No,371,Yes,Q3,No,2,No,California,No,No,No,2,59.05,0,0.0,0.0,59.05,No,Yes,95427
35,5,18.05,Dissatisfaction,Yes,Service dissatisfaction,78,1,Comptche,4594,Month-to-Month,United States,0611-DFXKO,Churned,No,No,Male,Yes,Fiber Optic,"39.239818, -123.565432",39.239818,-123.565432,Yes,89.0,No,0,1,Offer D,No,No,Yes,Credit Card,Yes,371,No,Q3,Yes,2,No,California,Yes,Yes,Yes,20,1820.45,0,361.0,0.0,2181.45,No,Yes,95427
38,22,1.12,Attitude,Yes,Attitude of support person,71,1,Comptche,3608,Month-to-Month,United States,4439-JMPMT,Churned,No,No,Female,Yes,Fiber Optic,"39.239818, -123.565432",39.239818,-123.565432,Yes,85.75,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,371,Yes,Q3,Yes,1,No,California,No,No,Yes,5,470.95,0,5.6,44.16,432.39,No,Yes,95427
56,0,6.93,,No,,76,0,Comptche,5761,Month-to-Month,United States,7787-BNTZM,Stayed,No,No,Male,No,,"39.239818, -123.565432",39.239818,-123.565432,No,20.15,No,0,0,,No,No,No,Bank Withdrawal,Yes,371,No,Q3,No,5,No,California,No,No,No,6,130.5,0,41.58,0.0,172.08,No,No,95427
43,26,22.71,Dissatisfaction,Yes,Network reliability,90,1,Gualala,4601,One Year,United States,2408-TZMJL,Churned,No,Yes,Male,Yes,Fiber Optic,"38.848082, -123.50608",38.848082,-123.50608,Yes,110.15,Yes,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,1916,No,Q3,Yes,1,No,California,Yes,Yes,Yes,59,6448.05,0,1339.89,0.0,7787.94,No,Yes,95445
24,41,20.54,,No,,39,0,Gualala,4147,Two Year,United States,9453-PATOS,Stayed,No,Yes,Female,Yes,Cable,"38.848082, -123.50608",38.848082,-123.50608,Yes,85.1,No,0,7,Offer A,Yes,Yes,No,Credit Card,Yes,1916,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6155.4,0,1478.88,0.0,7634.28,Yes,Yes,95445
48,22,9.98,,No,,32,0,Gualala,4115,Month-to-Month,United States,6377-WHAOX,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.848082, -123.50608",38.848082,-123.50608,Yes,106.15,Yes,0,5,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,1916,No,Q3,Yes,3,No,California,Yes,Yes,Yes,60,6411.25,0,598.8,0.0,7010.05,No,Yes,95445
36,51,9.5,,No,,33,0,Gualala,4952,One Year,United States,2330-PQGDQ,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.848082, -123.50608",38.848082,-123.50608,Yes,84.2,Yes,3,6,,Yes,No,No,Bank Withdrawal,Yes,1916,Yes,Q3,Yes,5,No,California,No,No,No,51,4299.75,0,484.5,39.68,4744.57,No,Yes,95445
20,42,5.34,Dissatisfaction,Yes,Network reliability,80,1,Rio Nido,2587,Month-to-Month,United States,7993-PYKOF,Churned,No,No,Male,Yes,Fiber Optic,"38.522328, -122.97932",38.522328,-122.97932,Yes,75.0,No,0,1,,No,Yes,No,Bank Withdrawal,Yes,298,No,Q3,Yes,1,No,California,No,Yes,No,8,632.95,0,42.72,0.0,675.67,Yes,Yes,95471
27,0,27.47,,No,,65,0,Rio Nido,2601,Two Year,United States,4526-EXKKN,Stayed,No,No,Male,No,,"38.522328, -122.97932",38.522328,-122.97932,No,24.6,Yes,0,0,,No,No,Yes,Credit Card,Yes,298,No,Q3,No,5,No,California,No,No,No,40,973.95,0,1098.8,0.0,2072.75,Yes,No,95471
36,26,25.16,,No,,43,0,Rio Nido,4732,Two Year,United States,2211-RMNHO,Stayed,Yes,Yes,Female,Yes,Cable,"38.522328, -122.97932",38.522328,-122.97932,Yes,85.3,Yes,2,1,,Yes,No,No,Bank Withdrawal,Yes,298,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,5560.0,0,1710.88,0.0,7270.88,No,Yes,95471
34,10,7.1,,No,,74,0,Rio Nido,5874,Two Year,United States,3428-MMGUB,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.522328, -122.97932",38.522328,-122.97932,No,89.55,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,298,No,Q3,No,5,No,California,No,No,Yes,60,5231.2,0,426.0,0.0,5657.2,No,Yes,95471
35,10,41.16,Dissatisfaction,Yes,Network reliability,78,1,Ukiah,2087,Month-to-Month,United States,5027-XWQHA,Churned,No,No,Male,Yes,Cable,"39.134075, -123.23422",39.134075,-123.23422,No,44.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,30988,No,Q3,No,2,No,California,No,No,No,6,270.95,10,246.96,0.0,527.91,No,No,95482
40,27,29.56,,No,,36,0,Ukiah,6032,Month-to-Month,United States,3404-JNXAX,Stayed,Yes,No,Female,Yes,Fiber Optic,"39.134075, -123.23422",39.134075,-123.23422,Yes,80.75,Yes,2,9,Offer B,No,No,Yes,Bank Withdrawal,Yes,30988,Yes,Q3,Yes,4,No,California,No,No,No,51,4116.9,0,1507.56,0.0,5624.46,No,Yes,95482
47,17,33.8,,No,,47,0,Ukiah,2277,Month-to-Month,United States,4929-ROART,Stayed,No,No,Male,Yes,Cable,"39.134075, -123.23422",39.134075,-123.23422,No,56.25,Yes,0,0,,No,Yes,No,Credit Card,Yes,30988,No,Q3,No,4,No,California,No,No,No,18,969.85,30,608.4,0.0,1608.25,No,No,95482
52,19,45.35,,No,,45,0,Ukiah,5031,Two Year,United States,3705-RHRFR,Stayed,No,No,Female,Yes,Fiber Optic,"39.134075, -123.23422",39.134075,-123.23422,Yes,99.15,Yes,0,6,,No,Yes,No,Bank Withdrawal,Yes,30988,No,Q3,Yes,3,No,California,Yes,Yes,Yes,69,6875.35,0,3129.15,0.0,10004.5,No,Yes,95482
30,52,10.21,Dissatisfaction,Yes,Network reliability,87,1,Mckinleyville,4838,One Year,United States,0201-OAMXR,Churned,No,Yes,Female,Yes,Fiber Optic,"40.965011, -124.015255",40.965011,-124.015255,No,115.55,Yes,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,15921,Yes,Q3,No,1,No,California,Yes,Yes,Yes,70,8127.6,0,714.7,0.0,8842.3,No,Yes,95519
31,8,34.87,Competitor,Yes,Competitor offered higher download speeds,91,1,Mckinleyville,4432,One Year,United States,2889-FPWRM,Churned,No,Yes,Male,Yes,Fiber Optic,"40.965011, -124.015255",40.965011,-124.015255,Yes,117.8,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,15921,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,72,8684.8,0,2510.64,0.0,11195.44,No,Yes,95519
30,0,8.23,,No,,38,0,Mckinleyville,5537,Month-to-Month,United States,2576-HXMPA,Joined,No,No,Female,No,,"40.965011, -124.015255",40.965011,-124.015255,No,19.55,No,0,0,,No,No,No,Credit Card,Yes,15921,No,Q3,No,4,No,California,No,No,No,1,19.55,0,8.23,0.0,27.78,No,No,95519
58,30,1.57,,No,,73,0,Mckinleyville,3682,One Year,United States,0824-VWDPO,Stayed,No,No,Female,Yes,Fiber Optic,"40.965011, -124.015255",40.965011,-124.015255,No,96.75,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,15921,No,Q3,No,4,No,California,Yes,Yes,No,45,4442.75,0,70.65,0.0,4513.4,No,Yes,95519
34,0,12.43,Price,Yes,Long distance charges,81,1,Korbel,4133,Month-to-Month,United States,0031-PVLZI,Churned,No,No,Female,No,,"40.7666, -123.80458",40.7666,-123.80458,Yes,20.35,No,0,0,Offer E,No,No,No,Credit Card,Yes,155,No,Q3,No,1,No,California,No,No,No,4,76.35,0,49.72,0.0,126.07,No,No,95550
62,0,14.48,,No,,35,0,Korbel,2378,Month-to-Month,United States,4830-FAXFM,Stayed,Yes,No,Male,No,,"40.7666, -123.80458",40.7666,-123.80458,No,24.1,Yes,2,0,Offer D,No,No,Yes,Credit Card,Yes,155,No,Q3,No,4,No,California,No,No,No,19,439.2,0,275.12,0.0,714.32,No,No,95550
24,51,23.99,,No,,31,0,Korbel,4474,Month-to-Month,United States,1202-KKGFU,Stayed,No,No,Female,Yes,DSL,"40.7666, -123.80458",40.7666,-123.80458,Yes,54.2,No,0,4,Offer D,No,Yes,No,Bank Withdrawal,Yes,155,Yes,Q3,Yes,4,No,California,No,No,No,12,690.5,0,287.88,0.0,978.38,Yes,Yes,95550
61,53,25.85,,No,,70,0,Korbel,5237,One Year,United States,0489-WMEMG,Stayed,Yes,No,Female,Yes,Cable,"40.7666, -123.80458",40.7666,-123.80458,No,49.45,No,3,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,155,Yes,Q3,No,3,No,California,No,No,No,23,1119.35,0,594.55,0.0,1713.9,No,Yes,95550
35,0,40.51,Price,Yes,Long distance charges,70,1,Smith River,4103,Month-to-Month,United States,1934-SJVJK,Churned,No,No,Male,No,,"41.950683, -124.097094",41.950683,-124.097094,No,20.15,No,0,0,Offer E,No,No,No,Credit Card,Yes,2020,No,Q3,No,2,No,California,No,No,No,1,20.15,0,40.51,0.0,60.66,No,No,95567
42,30,0.0,Attitude,Yes,Attitude of support person,84,1,Smith River,2529,Month-to-Month,United States,2309-OSFEU,Churned,No,No,Male,Yes,DSL,"41.950683, -124.097094",41.950683,-124.097094,No,33.9,No,0,0,,No,No,Yes,Credit Card,No,2020,No,Q3,No,1,No,California,Yes,Yes,No,10,298.45,0,0.0,0.0,298.45,No,Yes,95567
56,30,40.47,Dissatisfaction,Yes,Product dissatisfaction,89,1,Smith River,5207,Two Year,United States,5458-CQJTA,Churned,No,No,Male,Yes,DSL,"41.950683, -124.097094",41.950683,-124.097094,Yes,74.8,No,0,1,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,2020,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,65,4820.15,0,2630.55,0.0,7450.7,No,Yes,95567
42,0,1.91,Attitude,Yes,Attitude of service provider,90,1,Smith River,5707,Month-to-Month,United States,6615-ZGEDR,Churned,No,No,Male,No,,"41.950683, -124.097094",41.950683,-124.097094,No,19.7,No,0,0,,No,No,No,Mailed Check,Yes,2020,No,Q3,No,2,No,California,No,No,No,1,19.7,0,1.91,0.0,21.61,No,No,95567
58,17,2.88,Competitor,Yes,Competitor had better devices,66,1,Trinidad,3335,Month-to-Month,United States,9269-CQOOL,Churned,No,No,Male,Yes,DSL,"41.162295, -124.027381",41.162295,-124.027381,No,54.7,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,2369,No,Q3,No,1,No,California,No,No,Yes,3,169.45,0,8.64,0.0,178.09,No,Yes,95570
46,12,11.32,Dissatisfaction,Yes,Service dissatisfaction,71,1,Trinidad,3185,Month-to-Month,United States,5219-YIPTK,Churned,No,Yes,Female,Yes,Fiber Optic,"41.162295, -124.027381",41.162295,-124.027381,Yes,104.4,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,2369,No,Q3,Yes,1,No,California,Yes,Yes,Yes,33,3409.6,0,373.56,0.0,3783.16,No,Yes,95570
27,0,27.5,,No,,54,0,Trinidad,4540,One Year,United States,2239-CFOUJ,Joined,Yes,No,Male,No,,"41.162295, -124.027381",41.162295,-124.027381,Yes,20.4,No,2,3,,No,No,No,Credit Card,Yes,2369,No,Q3,Yes,4,No,California,No,No,No,1,20.4,0,27.5,0.0,47.9,Yes,No,95570
63,19,6.83,,No,,20,0,Trinidad,4952,One Year,United States,0864-FVJNJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"41.162295, -124.027381",41.162295,-124.027381,Yes,113.35,Yes,1,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,2369,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,64,7222.75,20,437.12,0.0,7679.87,No,No,95570
38,4,11.3,Competitor,Yes,Competitor had better devices,68,1,Amador City,5640,Month-to-Month,United States,1184-PJVDB,Churned,No,No,Male,Yes,Fiber Optic,"38.431407, -120.8421",38.431407,-120.8421,Yes,79.95,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,222,No,Q3,Yes,1,No,California,No,No,Yes,10,857.2,0,113.0,0.0,970.2,No,Yes,95601
41,23,12.36,Dissatisfaction,Yes,Limited range of services,91,1,Amador City,3330,Month-to-Month,United States,7613-LLQFO,Churned,No,No,Male,Yes,Fiber Optic,"38.431407, -120.8421",38.431407,-120.8421,No,84.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,222,No,Q3,No,2,No,California,No,No,Yes,12,1059.55,0,148.32,0.0,1207.87,No,Yes,95601
40,23,22.88,Competitor,Yes,Competitor made better offer,96,1,Amador City,3847,Month-to-Month,United States,2754-XBHTB,Churned,No,No,Female,Yes,Fiber Optic,"38.431407, -120.8421",38.431407,-120.8421,No,77.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,222,No,Q3,No,2,No,California,No,No,Yes,9,714.15,0,205.92,0.0,920.07,No,Yes,95601
34,0,10.41,,No,,58,0,Amador City,5916,One Year,United States,3178-CIFOT,Stayed,No,No,Female,No,,"38.431407, -120.8421",38.431407,-120.8421,No,19.65,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,222,No,Q3,No,3,No,California,No,No,No,23,478.1,0,239.43,0.0,717.53,No,No,95601
28,58,42.06,Competitor,Yes,Competitor made better offer,67,1,Diamond Springs,5048,Month-to-Month,United States,3249-ZPQRG,Churned,No,No,Male,Yes,Fiber Optic,"38.683605, -120.811852",38.683605,-120.811852,No,78.45,Yes,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,4426,No,Q3,No,1,No,California,No,Yes,No,4,330.05,0,168.24,0.0,498.29,Yes,Yes,95619
64,24,24.48,Competitor,Yes,Competitor had better devices,85,1,Diamond Springs,4243,Month-to-Month,United States,7493-TPUWZ,Churned,No,No,Male,Yes,Fiber Optic,"38.683605, -120.811852",38.683605,-120.811852,No,79.15,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4426,No,Q3,No,1,No,California,No,No,No,1,79.15,0,24.48,0.0,103.63,No,Yes,95619
47,4,41.38,,No,,32,0,Diamond Springs,4226,One Year,United States,2065-MMKGR,Stayed,No,No,Female,Yes,DSL,"38.683605, -120.811852",38.683605,-120.811852,No,71.0,Yes,0,0,,No,No,Yes,Credit Card,Yes,4426,No,Q3,No,5,No,California,Yes,Yes,Yes,29,2080.1,0,1200.02,0.0,3280.12,No,Yes,95619
58,15,0.0,,No,,39,0,Diamond Springs,6314,Two Year,United States,3884-UEBXB,Stayed,Yes,No,Female,Yes,DSL,"38.683605, -120.811852",38.683605,-120.811852,Yes,36.15,No,1,5,,Yes,Yes,No,Bank Withdrawal,No,4426,No,Q3,Yes,3,No,California,No,No,No,67,2434.45,0,0.0,0.0,2434.45,No,Yes,95619
23,69,0.0,Competitor,Yes,Competitor offered higher download speeds,70,1,Elk Grove,4324,Month-to-Month,United States,7721-JXEAW,Churned,No,No,Male,Yes,DSL,"38.434138, -121.30587",38.434138,-121.30587,Yes,41.05,No,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,No,38534,No,Q3,Yes,2,No,California,Yes,Yes,No,59,2452.7,0,0.0,0.0,2452.7,Yes,Yes,95624
42,0,15.36,Attitude,Yes,Attitude of support person,79,1,Elk Grove,2486,Month-to-Month,United States,1577-HKTFG,Churned,No,No,Female,No,,"38.434138, -121.30587",38.434138,-121.30587,Yes,19.65,No,0,1,,No,No,No,Bank Withdrawal,Yes,38534,No,Q3,Yes,1,No,California,No,No,No,30,655.85,0,460.8,0.0,1116.65,No,No,95624
22,51,40.36,,No,,67,0,Elk Grove,3479,One Year,United States,1402-PTHGN,Stayed,Yes,No,Female,Yes,DSL,"38.434138, -121.30587",38.434138,-121.30587,Yes,61.5,No,2,7,Offer D,Yes,Yes,Yes,Credit Card,Yes,38534,Yes,Q3,Yes,4,No,California,No,No,No,18,1087.45,0,726.48,0.0,1813.93,Yes,Yes,95624
36,0,47.43,,No,,65,0,Elk Grove,6097,Two Year,United States,8701-DGLVH,Stayed,No,No,Male,No,,"38.434138, -121.30587",38.434138,-121.30587,No,20.45,No,0,0,,No,No,No,Credit Card,Yes,38534,No,Q3,No,4,No,California,No,No,No,51,1042.65,0,2418.93,0.0,3461.58,No,No,95624
34,29,15.91,Competitor,Yes,Competitor offered higher download speeds,86,1,Orangevale,2041,One Year,United States,0471-LVHGK,Churned,No,Yes,Male,Yes,DSL,"38.689174, -121.218435",38.689174,-121.218435,Yes,73.0,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,32040,No,Q3,Yes,2,No,California,Yes,Yes,Yes,41,3001.2,0,652.31,0.0,3653.51,No,Yes,95662
53,13,37.48,Dissatisfaction,Yes,Limited range of services,74,1,Orangevale,4017,Month-to-Month,United States,1550-LOAHA,Churned,No,No,Female,Yes,Fiber Optic,"38.689174, -121.218435",38.689174,-121.218435,Yes,84.15,No,0,1,,Yes,No,No,Bank Withdrawal,Yes,32040,No,Q3,Yes,2,No,California,Yes,Yes,No,32,2585.95,0,1199.36,0.0,3785.31,No,Yes,95662
28,69,34.14,Competitor,Yes,Competitor had better devices,82,1,Orangevale,5897,Month-to-Month,United States,1842-EZJMK,Churned,No,No,Male,Yes,Fiber Optic,"38.689174, -121.218435",38.689174,-121.218435,Yes,103.7,Yes,0,1,Offer B,Yes,No,No,Bank Withdrawal,Yes,32040,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,50,5071.05,0,1707.0,36.61,6741.44,Yes,Yes,95662
35,12,40.67,,No,,57,0,Orangevale,5948,Two Year,United States,5855-EIBDE,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.689174, -121.218435",38.689174,-121.218435,Yes,106.65,Yes,0,10,,Yes,Yes,No,Credit Card,Yes,32040,Yes,Q3,Yes,4,No,California,Yes,Yes,No,49,5174.35,0,1992.83,0.0,7167.18,No,Yes,95662
39,18,28.13,Competitor,Yes,Competitor had better devices,69,1,Penryn,5452,One Year,United States,9518-RWHZL,Churned,No,Yes,Female,Yes,Fiber Optic,"38.859093, -121.182872",38.859093,-121.182872,No,100.05,Yes,0,0,,No,No,Yes,Credit Card,Yes,2048,No,Q3,No,1,No,California,Yes,Yes,Yes,64,6254.2,0,1800.32,0.0,8054.52,No,Yes,95663
22,59,18.7,,No,,26,0,Penryn,5694,Month-to-Month,United States,1728-BQDMA,Joined,No,No,Female,Yes,DSL,"38.859093, -121.182872",38.859093,-121.182872,No,44.45,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,2048,No,Q3,No,3,No,California,No,No,No,2,82.7,0,37.4,0.0,120.1,Yes,Yes,95663
43,29,5.47,,No,,65,0,Penryn,2245,Month-to-Month,United States,5365-LLFYV,Joined,No,No,Female,Yes,DSL,"38.859093, -121.182872",38.859093,-121.182872,No,45.85,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,2048,No,Q3,No,3,No,California,No,No,No,2,105.6,0,10.94,0.0,116.54,No,Yes,95663
52,11,41.16,,No,,47,0,Penryn,2662,Month-to-Month,United States,2347-WKKAE,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.859093, -121.182872",38.859093,-121.182872,Yes,94.4,Yes,0,9,,No,Yes,Yes,Bank Withdrawal,Yes,2048,No,Q3,Yes,3,No,California,Yes,Yes,No,42,4014.6,0,1728.72,0.0,5743.32,No,Yes,95663
27,85,0.0,Competitor,Yes,Competitor offered more data,76,1,Plymouth,2649,Month-to-Month,United States,6240-EURKS,Churned,No,No,Female,Yes,DSL,"38.489273, -120.891614",38.489273,-120.891614,No,35.0,No,0,0,,No,No,Yes,Bank Withdrawal,No,2220,No,Q3,No,2,No,California,Yes,Yes,No,18,553.0,70,0.0,0.0,623.0,Yes,No,95669
63,22,48.31,Attitude,Yes,Attitude of service provider,65,1,Plymouth,4879,Month-to-Month,United States,6595-COKXZ,Churned,No,No,Female,Yes,Cable,"38.489273, -120.891614",38.489273,-120.891614,No,44.45,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,2220,No,Q3,No,3,No,California,No,No,No,1,44.45,0,48.31,0.0,92.76,No,Yes,95669
19,59,18.74,,No,,65,0,Plymouth,5895,One Year,United States,6465-GSRCL,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.489273, -120.891614",38.489273,-120.891614,No,106.6,Yes,2,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,2220,Yes,Q3,No,4,No,California,Yes,Yes,Yes,67,7244.7,0,1255.58,0.0,8500.28,Yes,Yes,95669
35,56,12.96,,No,,54,0,Plymouth,4480,Two Year,United States,1027-LKKQQ,Stayed,Yes,Yes,Female,Yes,DSL,"38.489273, -120.891614",38.489273,-120.891614,Yes,80.45,No,3,3,,No,Yes,Yes,Bank Withdrawal,Yes,2220,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,5886.85,0,933.12,0.0,6819.97,No,Yes,95669
62,29,40.7,Competitor,Yes,Competitor offered more data,90,1,Winters,2055,Month-to-Month,United States,0680-DFNNY,Churned,No,Yes,Male,Yes,Fiber Optic,"38.578604, -122.024579",38.578604,-122.024579,Yes,101.1,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,8406,No,Q3,Yes,2,No,California,Yes,Yes,Yes,15,1504.05,0,610.5,0.0,2114.55,No,Yes,95694
54,3,17.07,Competitor,Yes,Competitor offered more data,77,1,Winters,3492,Month-to-Month,United States,0940-OUQEC,Churned,No,No,Male,Yes,Fiber Optic,"38.578604, -122.024579",38.578604,-122.024579,No,80.7,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,8406,No,Q3,No,1,No,California,No,No,No,10,788.8,50,170.7,38.42,971.08,No,No,95694
52,28,29.11,,No,,20,0,Winters,4420,One Year,United States,5569-IDSEY,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.578604, -122.024579",38.578604,-122.024579,Yes,105.7,Yes,0,8,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,8406,No,Q3,Yes,4,No,California,Yes,Yes,Yes,71,7472.15,0,2066.81,0.0,9538.96,No,Yes,95694
28,0,31.29,,No,,63,0,Winters,5848,Two Year,United States,3154-HMWUU,Stayed,No,No,Male,No,,"38.578604, -122.024579",38.578604,-122.024579,Yes,20.5,No,0,9,Offer B,No,No,Yes,Bank Withdrawal,Yes,8406,No,Q3,Yes,5,No,California,No,No,No,60,1198.8,0,1877.4,0.0,3076.2,Yes,No,95694
37,9,28.25,Competitor,Yes,Competitor made better offer,68,1,Colfax,2928,Month-to-Month,United States,7767-UXAGJ,Churned,No,No,Male,Yes,Cable,"39.084645, -120.894014",39.084645,-120.894014,No,50.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,8525,No,Q3,No,3,No,California,No,No,No,1,50.45,0,28.25,0.0,78.7,No,Yes,95713
19,59,0.0,,No,,77,0,Colfax,2515,Month-to-Month,United States,1777-JYQPJ,Joined,No,No,Male,Yes,DSL,"39.084645, -120.894014",39.084645,-120.894014,No,24.3,No,0,0,Offer E,No,No,No,Mailed Check,No,8525,No,Q3,No,4,No,California,No,No,No,2,38.45,0,0.0,0.0,38.45,Yes,Yes,95713
28,0,20.49,,No,,53,0,Colfax,6015,Two Year,United States,1052-QJIBV,Stayed,Yes,No,Female,No,,"39.084645, -120.894014",39.084645,-120.894014,Yes,19.9,No,2,1,Offer A,No,No,No,Credit Card,Yes,8525,No,Q3,Yes,3,No,California,No,No,No,71,1397.3,0,1454.79,0.0,2852.09,Yes,No,95713
23,0,14.04,,No,,77,0,Colfax,3509,One Year,United States,1952-DVVSW,Stayed,No,No,Female,No,,"39.084645, -120.894014",39.084645,-120.894014,Yes,20.1,No,0,4,,No,No,No,Credit Card,Yes,8525,No,Q3,Yes,5,No,California,No,No,No,10,184.4,0,140.4,0.0,324.8,Yes,No,95713
20,42,28.16,Competitor,Yes,Competitor had better devices,80,1,Meadow Vista,5598,Month-to-Month,United States,1571-SAVHK,Churned,No,No,Male,Yes,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,No,99.95,Yes,0,0,,No,No,Yes,Credit Card,Yes,3747,Yes,Q3,No,1,No,California,Yes,Yes,Yes,12,1132.75,120,337.92,0.0,1590.67,Yes,No,95722
43,8,38.89,Other,Yes,Moved,76,1,Meadow Vista,3131,Month-to-Month,United States,2369-UAPKZ,Churned,No,Yes,Male,Yes,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,No,104.1,Yes,0,0,Offer E,Yes,No,No,Mailed Check,Yes,3747,No,Q3,No,3,No,California,Yes,Yes,Yes,5,541.9,0,194.45,0.0,736.35,No,Yes,95722
58,5,21.14,,No,,49,0,Meadow Vista,3139,Month-to-Month,United States,3853-LYGAM,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,No,95.65,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,3747,Yes,Q3,No,4,No,California,Yes,Yes,No,17,1640.0,0,359.38,0.0,1999.38,No,Yes,95722
37,28,3.67,,No,,50,0,Meadow Vista,4649,One Year,United States,6994-FGRHH,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,Yes,106.15,No,3,7,,Yes,No,Yes,Bank Withdrawal,Yes,3747,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,7475.1,0,256.9,0.0,7732.0,No,Yes,95722
28,76,42.33,Competitor,Yes,Competitor offered higher download speeds,72,1,Sacramento,5436,Month-to-Month,United States,2951-QOQTK,Churned,No,No,Male,Yes,Fiber Optic,"38.608405, -121.449942",38.608405,-121.449942,No,80.8,Yes,0,0,,No,No,No,Credit Card,Yes,25355,Yes,Q3,No,2,No,California,No,Yes,No,4,332.45,0,169.32,0.0,501.77,Yes,Yes,95815
42,0,30.91,Competitor,Yes,Competitor made better offer,65,1,Sacramento,5671,Month-to-Month,United States,8785-EPNCG,Churned,No,No,Male,No,,"38.608405, -121.449942",38.608405,-121.449942,No,23.15,Yes,0,0,,No,No,No,Credit Card,Yes,25355,No,Q3,No,1,No,California,No,No,No,11,245.2,0,340.01,0.0,585.21,No,No,95815
35,0,4.38,,No,,48,0,Sacramento,4650,One Year,United States,5505-OVWQW,Stayed,No,No,Female,No,,"38.608405, -121.449942",38.608405,-121.449942,No,20.15,No,0,0,,No,No,No,Mailed Check,Yes,25355,No,Q3,No,5,No,California,No,No,No,17,353.65,0,74.46,0.0,428.11,No,No,95815
26,52,21.29,,No,,59,0,Sacramento,5227,Two Year,United States,3258-ZKPAI,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.608405, -121.449942",38.608405,-121.449942,Yes,116.6,Yes,1,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,25355,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8337.45,0,1532.88,26.7,9843.63,Yes,Yes,95815
61,26,37.83,Competitor,Yes,Competitor had better devices,68,1,Sacramento,3794,Month-to-Month,United States,3473-XIIIT,Churned,No,No,Female,Yes,Cable,"38.517295, -121.439819",38.517295,-121.439819,Yes,100.0,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,30580,No,Q3,Yes,1,No,California,Yes,Yes,Yes,16,1534.75,0,605.28,0.0,2140.03,No,Yes,95824
47,10,10.19,,No,,76,0,Sacramento,3528,One Year,United States,5056-FIMPT,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.517295, -121.439819",38.517295,-121.439819,No,106.0,No,2,0,,Yes,Yes,Yes,Credit Card,Yes,30580,Yes,Q3,No,4,No,California,Yes,Yes,Yes,43,4532.3,130,438.17,0.0,5100.47,No,No,95824
59,76,29.5,,No,,23,0,Sacramento,6123,One Year,United States,3569-VLDHH,Stayed,Yes,Yes,Male,Yes,DSL,"38.517295, -121.439819",38.517295,-121.439819,Yes,75.1,No,3,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,30580,Yes,Q3,No,4,No,California,No,No,Yes,66,5013.0,0,1947.0,0.0,6960.0,No,Yes,95824
51,25,41.55,,No,,33,0,Sacramento,4183,Two Year,United States,6519-ZHPXP,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.517295, -121.439819",38.517295,-121.439819,Yes,108.3,No,2,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,30580,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7679.65,50,2991.6,36.13,10685.12,No,No,95824
30,27,36.52,Competitor,Yes,Competitor had better devices,81,1,Sacramento,2264,Month-to-Month,United States,2952-QAYZF,Churned,No,Yes,Male,Yes,Fiber Optic,"38.486938, -121.395805",38.486938,-121.395805,No,85.3,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,54880,No,Q3,No,1,No,California,No,No,No,5,424.15,0,182.6,0.0,606.75,No,Yes,95828
56,21,6.47,Competitor,Yes,Competitor offered higher download speeds,81,1,Sacramento,2699,Month-to-Month,United States,2962-XPMCQ,Churned,No,No,Male,Yes,DSL,"38.486938, -121.395805",38.486938,-121.395805,No,45.15,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,54880,No,Q3,No,2,No,California,No,No,No,2,98.5,0,12.94,0.0,111.44,No,Yes,95828
62,15,43.84,,No,,54,0,Sacramento,6082,Two Year,United States,8809-XKHMD,Stayed,No,No,Male,Yes,Fiber Optic,"38.486938, -121.395805",38.486938,-121.395805,Yes,100.55,Yes,0,5,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,54880,Yes,Q3,Yes,5,No,California,Yes,Yes,No,72,7325.1,0,3156.48,0.0,10481.58,No,Yes,95828
44,17,0.0,,No,,62,0,Sacramento,6344,Two Year,United States,9610-WCESF,Stayed,No,No,Male,Yes,Cable,"38.486938, -121.395805",38.486938,-121.395805,No,43.9,No,0,0,,No,Yes,No,Bank Withdrawal,No,54880,Yes,Q3,No,4,No,California,No,No,Yes,67,3097.2,0,0.0,34.45,3062.75,No,Yes,95828
36,21,2.92,Competitor,Yes,Competitor made better offer,89,1,Antelope,3687,Month-to-Month,United States,9283-LZQOH,Churned,No,No,Male,Yes,Fiber Optic,"38.715498, -121.363411",38.715498,-121.363411,Yes,74.4,Yes,0,1,,No,No,Yes,Credit Card,Yes,36432,No,Q3,Yes,1,No,California,No,No,No,13,896.75,0,37.96,0.0,934.71,No,Yes,95843
50,5,39.36,Competitor,Yes,Competitor made better offer,77,1,Antelope,5816,Month-to-Month,United States,2079-FBMZK,Churned,No,No,Female,Yes,Fiber Optic,"38.715498, -121.363411",38.715498,-121.363411,No,69.25,No,0,0,,No,No,Yes,Mailed Check,Yes,36432,No,Q3,No,1,No,California,No,No,No,6,418.4,0,236.16,0.0,654.56,No,Yes,95843
52,27,27.59,,No,,42,0,Antelope,5184,Two Year,United States,3889-VWBID,Stayed,Yes,No,Male,Yes,DSL,"38.715498, -121.363411",38.715498,-121.363411,Yes,82.85,No,1,1,,Yes,Yes,No,Bank Withdrawal,Yes,36432,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,5776.45,0,1876.12,0.0,7652.57,No,Yes,95843
58,10,18.65,,No,,57,0,Antelope,5536,Month-to-Month,United States,0018-NYROU,Stayed,No,No,Female,Yes,Fiber Optic,"38.715498, -121.363411",38.715498,-121.363411,Yes,68.95,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,36432,No,Q3,No,3,No,California,No,No,No,5,351.5,0,93.25,0.0,444.75,No,Yes,95843
35,18,37.69,Competitor,Yes,Competitor had better devices,85,1,Sacramento,4016,Month-to-Month,United States,7079-QRCBC,Churned,No,Yes,Female,Yes,Fiber Optic,"38.585826, -121.376263",38.585826,-121.376263,No,98.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,23362,No,Q3,No,1,No,California,Yes,Yes,Yes,24,2407.3,0,904.56,0.0,3311.86,No,Yes,95864
31,0,20.16,,No,,55,0,Sacramento,3022,Month-to-Month,United States,5222-JCXZT,Stayed,No,No,Male,No,,"38.585826, -121.376263",38.585826,-121.376263,No,19.0,No,0,0,,No,No,No,Mailed Check,Yes,23362,No,Q3,No,4,No,California,No,No,No,4,78.9,0,80.64,0.0,159.54,No,No,95864
21,27,18.61,,No,,72,0,Sacramento,4057,Month-to-Month,United States,7501-VTYLJ,Joined,Yes,No,Female,Yes,DSL,"38.585826, -121.376263",38.585826,-121.376263,No,51.55,No,1,0,,Yes,No,No,Credit Card,Yes,23362,No,Q3,No,3,No,California,No,No,No,2,106.2,0,37.22,0.0,143.42,Yes,Yes,95864
39,24,36.21,,No,,40,0,Sacramento,5589,One Year,United States,6332-FBZRI,Stayed,Yes,Yes,Male,Yes,DSL,"38.585826, -121.376263",38.585826,-121.376263,Yes,69.35,Yes,1,6,,Yes,Yes,Yes,Credit Card,Yes,23362,Yes,Q3,Yes,3,No,California,No,No,No,67,4653.25,0,2426.07,9.99,7069.33,No,Yes,95864
52,21,46.95,Competitor,Yes,Competitor offered higher download speeds,92,1,Arbuckle,4334,One Year,United States,5469-CTCWN,Churned,No,No,Male,Yes,Cable,"38.982373, -122.047751",38.982373,-122.047751,Yes,106.0,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,4796,No,Q3,Yes,1,No,California,Yes,Yes,Yes,61,6547.7,0,2863.95,0.0,9411.65,No,Yes,95912
48,16,31.13,,No,,65,0,Arbuckle,6259,One Year,United States,7080-TNUWP,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.982373, -122.047751",38.982373,-122.047751,Yes,95.0,Yes,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,4796,No,Q3,Yes,4,No,California,No,No,Yes,70,6602.9,0,2179.1,0.0,8782.0,No,Yes,95912
29,0,24.17,,No,,57,0,Arbuckle,5625,Two Year,United States,9814-AOUDH,Stayed,No,No,Male,No,,"38.982373, -122.047751",38.982373,-122.047751,No,19.5,No,0,0,Offer B,No,No,No,Credit Card,Yes,4796,No,Q3,No,5,No,California,No,No,No,53,1050.5,0,1281.01,0.0,2331.51,Yes,No,95912
52,0,25.86,,No,,72,0,Arbuckle,6186,Two Year,United States,2346-LOCWC,Stayed,Yes,No,Female,No,,"38.982373, -122.047751",38.982373,-122.047751,Yes,20.5,No,2,10,,No,No,No,Credit Card,Yes,4796,No,Q3,Yes,4,No,California,No,No,No,58,1191.4,0,1499.88,36.92,2654.36,No,No,95912
21,48,47.74,Competitor,Yes,Competitor had better devices,84,1,Bangor,3316,Month-to-Month,United States,9851-QXEEQ,Churned,No,Yes,Male,Yes,Fiber Optic,"39.396585, -121.38029",39.396585,-121.38029,No,104.7,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,626,No,Q3,No,1,No,California,Yes,Yes,Yes,41,4346.4,0,1957.34,0.0,6303.74,Yes,Yes,95914
35,28,39.58,Competitor,Yes,Competitor made better offer,83,1,Bangor,2077,Month-to-Month,United States,6608-QQLVK,Churned,No,Yes,Male,Yes,DSL,"39.396585, -121.38029",39.396585,-121.38029,No,50.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,626,No,Q3,No,3,No,California,No,No,No,1,50.5,0,39.58,0.0,90.08,No,Yes,95914
61,30,32.86,,No,,68,0,Bangor,4310,One Year,United States,0496-AHOOK,Stayed,No,No,Male,Yes,Cable,"39.396585, -121.38029",39.396585,-121.38029,Yes,74.4,No,0,10,Offer C,No,Yes,No,Bank Withdrawal,Yes,626,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,24,1712.9,0,788.64,0.0,2501.54,No,Yes,95914
32,24,32.91,,No,,66,0,Bangor,2610,Month-to-Month,United States,6175-IRFIT,Stayed,No,No,Male,Yes,Fiber Optic,"39.396585, -121.38029",39.396585,-121.38029,No,78.75,No,0,0,,No,No,No,Credit Card,Yes,626,No,Q3,No,5,No,California,Yes,Yes,No,5,426.35,10,164.55,0.0,600.9,No,No,95914
62,7,30.61,Competitor,Yes,Competitor offered more data,87,1,Magalia,3182,Month-to-Month,United States,1092-GANHU,Churned,No,Yes,Male,Yes,Fiber Optic,"39.933852, -121.584371",39.933852,-121.584371,No,76.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,11168,No,Q3,No,2,No,California,No,No,No,17,1313.55,0,520.37,0.0,1833.92,No,Yes,95954
24,0,26.02,,No,,39,0,Magalia,2400,One Year,United States,1345-ZUKID,Stayed,No,No,Male,No,,"39.933852, -121.584371",39.933852,-121.584371,No,19.35,No,0,0,Offer D,No,No,No,Mailed Check,Yes,11168,No,Q3,No,3,No,California,No,No,No,14,324.8,0,364.28,0.0,689.08,Yes,No,95954
26,85,17.51,,No,,46,0,Magalia,2405,Month-to-Month,United States,8631-WUXGY,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.933852, -121.584371",39.933852,-121.584371,No,99.8,No,2,0,,Yes,No,Yes,Bank Withdrawal,Yes,11168,No,Q3,No,5,No,California,Yes,Yes,Yes,46,4391.25,0,805.46,0.0,5196.71,Yes,Yes,95954
45,0,2.47,,No,,55,0,Magalia,6325,Two Year,United States,8164-OCKUJ,Stayed,Yes,No,Female,No,,"39.933852, -121.584371",39.933852,-121.584371,Yes,20.6,No,2,1,Offer B,No,No,No,Credit Card,Yes,11168,No,Q3,Yes,5,No,California,No,No,No,59,1286.0,0,145.73,0.0,1431.73,No,No,95954
49,21,0.0,Competitor,Yes,Competitor offered more data,79,1,Oroville,4648,Month-to-Month,United States,7881-EVUAD,Churned,No,No,Female,Yes,DSL,"39.473896, -121.415927",39.473896,-121.415927,No,42.6,No,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,No,28382,No,Q3,No,2,No,California,Yes,Yes,No,2,72.4,0,0.0,0.0,72.4,No,Yes,95966
49,11,31.16,Price,Yes,Extra data charges,90,1,Oroville,2771,Month-to-Month,United States,9732-KPKBW,Churned,No,No,Male,Yes,DSL,"39.473896, -121.415927",39.473896,-121.415927,No,53.95,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,28382,Yes,Q3,No,1,No,California,No,No,No,1,53.95,0,31.16,0.0,85.11,No,Yes,95966
40,0,22.29,,No,,35,0,Oroville,5422,Two Year,United States,8908-SLFCJ,Stayed,No,No,Female,No,,"39.473896, -121.415927",39.473896,-121.415927,No,20.85,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,28382,No,Q3,No,3,No,California,No,No,No,21,435.25,0,468.09,1.31,902.03,No,No,95966
49,57,8.02,,No,,69,0,Oroville,4198,Month-to-Month,United States,5448-VWNAM,Stayed,Yes,No,Female,Yes,DSL,"39.473896, -121.415927",39.473896,-121.415927,No,75.9,Yes,3,0,Offer D,Yes,Yes,Yes,Credit Card,Yes,28382,Yes,Q3,No,4,No,California,No,No,Yes,19,1375.6,0,152.38,0.0,1527.98,No,Yes,95966
51,7,46.92,Competitor,Yes,Competitor made better offer,91,1,Strawberry Valley,3902,Month-to-Month,United States,3703-VAVCL,Churned,No,Yes,Male,Yes,Fiber Optic,"39.58458, -121.093256",39.58458,-121.093256,Yes,90.0,No,0,1,,No,No,No,Credit Card,Yes,101,Yes,Q3,Yes,2,No,California,Yes,Yes,No,2,190.05,0,93.84,0.0,283.89,No,Yes,95981
39,4,14.9,Price,Yes,Price too high,69,1,Strawberry Valley,3889,Month-to-Month,United States,2100-BDNSN,Churned,No,Yes,Female,Yes,DSL,"39.58458, -121.093256",39.58458,-121.093256,Yes,67.95,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,101,Yes,Q3,Yes,3,No,California,No,No,Yes,5,350.3,20,74.5,0.0,444.8,No,No,95981
51,18,48.02,,No,,27,0,Strawberry Valley,3363,Two Year,United States,6568-POCUI,Stayed,No,No,Female,Yes,Fiber Optic,"39.58458, -121.093256",39.58458,-121.093256,Yes,95.2,No,0,3,,No,No,Yes,Credit Card,Yes,101,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,45,4285.8,50,2160.9,43.95,6452.75,No,No,95981
60,0,14.41,,No,,62,0,Strawberry Valley,4444,Two Year,United States,6857-TKDJV,Stayed,Yes,No,Male,No,,"39.58458, -121.093256",39.58458,-121.093256,Yes,24.65,Yes,2,6,,No,No,No,Bank Withdrawal,Yes,101,No,Q3,Yes,5,No,California,No,No,No,67,1620.45,0,965.47,0.0,2585.92,No,No,95981
58,12,44.75,Attitude,Yes,Attitude of support person,94,1,Callahan,5930,Month-to-Month,United States,4237-RLAQD,Churned,No,No,Male,Yes,Cable,"41.388397, -122.794636",41.388397,-122.794636,No,45.85,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,290,No,Q3,No,2,No,California,No,No,No,1,45.85,0,44.75,0.0,90.6,No,Yes,96014
39,14,48.45,,No,,39,0,Callahan,5592,Two Year,United States,4717-GHADL,Stayed,No,No,Female,Yes,DSL,"41.388397, -122.794636",41.388397,-122.794636,No,79.6,Yes,0,0,Offer B,Yes,No,Yes,Mailed Check,Yes,290,Yes,Q3,No,4,No,California,Yes,Yes,Yes,50,4024.2,0,2422.5,0.0,6446.7,No,Yes,96014
59,6,33.88,,No,,64,0,Callahan,5452,One Year,United States,0440-UEDAI,Stayed,No,Yes,Female,Yes,Fiber Optic,"41.388397, -122.794636",41.388397,-122.794636,No,94.45,No,0,0,,Yes,No,Yes,Credit Card,Yes,290,Yes,Q3,No,4,No,California,Yes,Yes,No,53,5042.75,0,1795.64,0.0,6838.39,No,Yes,96014
45,13,22.74,,No,,72,0,Callahan,4964,Two Year,United States,7018-FPXHH,Stayed,Yes,Yes,Male,Yes,DSL,"41.388397, -122.794636",41.388397,-122.794636,Yes,59.8,No,2,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,290,No,Q3,Yes,3,No,California,No,No,No,56,3457.45,0,1273.44,35.01,4695.88,No,Yes,96014
20,52,17.23,Attitude,Yes,Attitude of service provider,71,1,Cottonwood,4319,Month-to-Month,United States,3186-BAXNB,Churned,No,No,Female,Yes,Fiber Optic,"40.336392, -122.448533",40.336392,-122.448533,No,91.7,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,12348,Yes,Q3,No,3,No,California,No,Yes,Yes,1,91.7,0,17.23,0.0,108.93,Yes,Yes,96022
41,8,38.82,,No,,39,0,Cottonwood,3997,One Year,United States,8550-XSXUQ,Stayed,No,Yes,Male,Yes,Cable,"40.336392, -122.448533",40.336392,-122.448533,Yes,70.55,Yes,0,7,Offer B,Yes,No,Yes,Credit Card,Yes,12348,No,Q3,Yes,4,No,California,Yes,Yes,No,48,3420.5,0,1863.36,0.0,5283.86,No,Yes,96022
58,57,0.0,,No,,27,0,Cottonwood,2898,Two Year,United States,7321-ZNSLA,Stayed,Yes,No,Male,Yes,DSL,"40.336392, -122.448533",40.336392,-122.448533,Yes,40.55,No,3,0,,Yes,Yes,No,Credit Card,No,12348,Yes,Q3,No,3,No,California,No,No,No,13,590.35,0,0.0,0.0,590.35,No,Yes,96022
23,27,28.76,,No,,58,0,Cottonwood,2726,Month-to-Month,United States,1353-LJWEM,Stayed,No,Yes,Male,Yes,DSL,"40.336392, -122.448533",40.336392,-122.448533,No,60.9,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,12348,Yes,Q3,No,3,No,California,No,No,No,11,688.5,0,316.36,49.24,955.62,Yes,Yes,96022
39,30,18.99,Attitude,Yes,Attitude of service provider,96,1,Douglas City,5915,Month-to-Month,United States,0637-YLETY,Churned,No,Yes,Female,Yes,Fiber Optic,"40.586588, -122.903677",40.586588,-122.903677,No,95.6,Yes,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,960,No,Q3,No,1,No,California,Yes,Yes,No,16,1555.65,0,303.84,0.0,1859.49,No,Yes,96024
45,26,15.33,Dissatisfaction,Yes,Poor expertise of phone support,94,1,Douglas City,5390,Month-to-Month,United States,3721-CNEYS,Churned,No,No,Female,Yes,Fiber Optic,"40.586588, -122.903677",40.586588,-122.903677,No,70.95,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,960,No,Q3,No,1,No,California,No,No,No,2,137.95,0,30.66,0.0,168.61,No,Yes,96024
39,17,26.7,,No,,57,0,Douglas City,4754,One Year,United States,9055-MOJJJ,Stayed,Yes,No,Female,Yes,Cable,"40.586588, -122.903677",40.586588,-122.903677,Yes,65.8,No,2,5,Offer B,No,Yes,No,Mailed Check,Yes,960,Yes,Q3,Yes,3,No,California,No,No,Yes,64,4068.0,20,1708.8,27.79,5769.01,No,No,96024
33,12,0.0,,No,,36,0,Douglas City,6075,Two Year,United States,6166-YIPFO,Stayed,No,Yes,Male,Yes,DSL,"40.586588, -122.903677",40.586588,-122.903677,Yes,64.7,No,0,8,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,960,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,4746.05,140,0.0,0.0,4886.05,No,No,96024
59,26,30.07,Competitor,Yes,Competitor had better devices,82,1,Fall River Mills,2591,Month-to-Month,United States,1157-BQCUW,Churned,No,No,Male,Yes,Fiber Optic,"41.017282, -121.468945",41.017282,-121.468945,No,74.95,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1902,No,Q3,No,1,No,California,No,No,No,1,74.95,0,30.07,0.0,105.02,No,Yes,96028
37,16,0.0,,No,,43,0,Fall River Mills,4375,One Year,United States,4032-RMHCI,Stayed,Yes,Yes,Female,Yes,Cable,"41.017282, -121.468945",41.017282,-121.468945,Yes,35.4,No,2,1,Offer B,No,Yes,No,Credit Card,No,1902,No,Q3,Yes,4,No,California,No,No,No,41,1412.4,0,0.0,0.0,1412.4,No,Yes,96028
56,28,9.1,,No,,51,0,Fall River Mills,4785,Month-to-Month,United States,1355-KUSBG,Stayed,Yes,No,Female,Yes,DSL,"41.017282, -121.468945",41.017282,-121.468945,Yes,48.8,Yes,2,1,Offer E,No,No,No,Bank Withdrawal,Yes,1902,No,Q3,Yes,4,No,California,No,No,No,7,349.8,0,63.7,0.0,413.5,No,Yes,96028
23,48,30.17,,No,,80,0,Fall River Mills,5729,Month-to-Month,United States,9332-GYWLO,Stayed,Yes,No,Female,Yes,DSL,"41.017282, -121.468945",41.017282,-121.468945,Yes,54.85,No,2,3,,No,No,No,Bank Withdrawal,Yes,1902,No,Q3,Yes,3,No,California,No,No,Yes,6,355.1,0,181.02,39.15,496.97,Yes,Yes,96028
53,18,34.02,Competitor,Yes,Competitor made better offer,82,1,Nubieber,5396,Month-to-Month,United States,8387-MOJJT,Churned,No,No,Female,Yes,Fiber Optic,"41.082472, -121.195215",41.082472,-121.195215,Yes,77.95,No,0,1,,No,No,Yes,Credit Card,Yes,240,No,Q3,Yes,1,No,California,No,No,Yes,42,3384.0,0,1428.84,0.0,4812.84,No,Yes,96068
29,59,33.98,,No,,59,0,Nubieber,4163,Month-to-Month,United States,7966-YOTQW,Stayed,No,No,Male,Yes,DSL,"41.082472, -121.195215",41.082472,-121.195215,No,54.5,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,240,No,Q3,No,4,No,California,No,No,No,10,568.2,0,339.8,0.0,908.0,Yes,Yes,96068
25,73,38.68,,No,,48,0,Nubieber,5832,Month-to-Month,United States,3521-MNKLV,Stayed,No,Yes,Male,Yes,DSL,"41.082472, -121.195215",41.082472,-121.195215,No,49.7,No,0,0,,No,No,Yes,Credit Card,Yes,240,No,Q3,No,5,No,California,No,No,No,24,1167.8,0,928.32,0.0,2096.12,Yes,Yes,96068
20,71,25.04,,No,,41,0,Nubieber,3615,Month-to-Month,United States,5012-YSPJJ,Stayed,Yes,Yes,Male,Yes,DSL,"41.082472, -121.195215",41.082472,-121.195215,Yes,54.35,No,1,6,,No,No,No,Credit Card,Yes,240,Yes,Q3,Yes,3,No,California,No,No,No,31,1647.0,0,776.24,0.0,2423.24,Yes,Yes,96068
19,51,44.46,Price,Yes,Extra data charges,88,1,Los Angeles,4903,Month-to-Month,United States,7963-GQRMY,Churned,No,No,Female,Yes,DSL,"34.076259, -118.310715",34.076259,-118.310715,Yes,44.3,No,0,1,Offer E,No,No,No,Credit Card,Yes,67852,No,Q3,Yes,2,No,California,No,Yes,No,3,134.5,0,133.38,0.0,267.88,Yes,Yes,90004
55,0,3.09,Price,Yes,Long distance charges,70,1,Los Angeles,4277,Month-to-Month,United States,7853-GVUDZ,Churned,Yes,No,Female,No,,"34.076259, -118.310715",34.076259,-118.310715,Yes,20.15,No,1,1,Offer E,No,No,Yes,Credit Card,Yes,67852,No,Q3,Yes,2,No,California,No,No,No,1,20.15,0,3.09,0.0,23.24,No,No,90004
53,10,0.0,,No,,66,0,Los Angeles,4307,One Year,United States,7795-CFOCW,Stayed,No,Yes,Male,Yes,DSL,"34.076259, -118.310715",34.076259,-118.310715,No,42.3,No,0,0,,No,Yes,No,Bank Withdrawal,No,67852,Yes,Q3,No,3,No,California,No,No,No,45,1840.75,0,0.0,0.0,1840.75,No,Yes,90004
44,27,8.94,,No,,50,0,Los Angeles,3246,Two Year,United States,0253-ZTEOB,Stayed,Yes,No,Female,Yes,DSL,"34.076259, -118.310715",34.076259,-118.310715,Yes,79.65,Yes,1,5,,Yes,No,No,Bank Withdrawal,Yes,67852,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,48,3870.3,0,429.12,0.0,4299.42,No,Yes,90004
26,69,36.7,,No,,33,0,Los Angeles,4459,One Year,United States,8690-UPCZI,Stayed,Yes,No,Male,Yes,DSL,"34.076259, -118.310715",34.076259,-118.310715,Yes,69.05,Yes,2,5,Offer C,No,Yes,No,Bank Withdrawal,Yes,67852,Yes,Q3,Yes,4,No,California,No,No,Yes,29,1958.45,40,1064.3,0.0,3062.75,Yes,No,90004
32,5,31.14,Competitor,Yes,Competitor had better devices,91,1,Los Angeles,3965,Month-to-Month,United States,2058-DCJBE,Churned,No,No,Male,Yes,Fiber Optic,"34.065875, -118.238728",34.065875,-118.238728,No,69.75,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,30596,No,Q3,No,1,No,California,No,No,No,5,324.6,0,155.7,0.0,480.3,No,Yes,90012
37,22,29.68,,No,,76,0,Los Angeles,5764,Month-to-Month,United States,9763-GRSKD,Stayed,Yes,No,Male,Yes,DSL,"34.065875, -118.238728",34.065875,-118.238728,Yes,49.95,No,2,1,Offer D,No,Yes,Yes,Mailed Check,Yes,30596,No,Q3,Yes,3,No,California,No,No,No,13,587.45,150,385.84,0.0,1123.29,No,No,90012
48,11,9.61,,No,,55,0,Los Angeles,3364,One Year,United States,2402-TAIRZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.065875, -118.238728",34.065875,-118.238728,No,80.05,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,30596,No,Q3,No,5,No,California,No,No,No,37,3019.1,0,355.57,0.0,3374.67,No,Yes,90012
51,13,9.47,,No,,76,0,Los Angeles,5749,Month-to-Month,United States,3097-IDVPU,Stayed,Yes,No,Male,Yes,DSL,"34.065875, -118.238728",34.065875,-118.238728,Yes,50.1,Yes,2,10,Offer D,No,No,No,Credit Card,Yes,30596,No,Q3,Yes,5,No,California,No,No,No,19,910.45,120,179.93,0.0,1210.38,No,No,90012
19,48,49.87,,No,,54,0,Los Angeles,4469,Month-to-Month,United States,8404-FYDIB,Stayed,No,No,Male,Yes,Fiber Optic,"34.065875, -118.238728",34.065875,-118.238728,No,86.65,Yes,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,30596,No,Q3,No,3,No,California,No,No,No,26,2208.75,0,1296.62,0.0,3505.37,Yes,Yes,90012
37,7,44.33,Price,Yes,Extra data charges,90,1,Los Angeles,3249,Month-to-Month,United States,6311-UEUME,Churned,No,No,Female,Yes,Fiber Optic,"34.046174, -118.446333",34.046174,-118.446333,No,78.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,41175,No,Q3,No,2,No,California,No,No,Yes,29,2384.15,0,1285.57,0.0,3669.72,No,Yes,90025
25,76,48.98,,No,,53,0,Los Angeles,6407,Two Year,United States,3638-WEABW,Stayed,No,No,Female,Yes,Cable,"34.046174, -118.446333",34.046174,-118.446333,Yes,59.9,Yes,0,1,Offer B,Yes,No,Yes,Credit Card,Yes,41175,Yes,Q3,Yes,3,No,California,No,No,No,58,3505.1,0,2840.84,0.0,6345.94,Yes,Yes,90025
36,24,25.83,,No,,49,0,Los Angeles,5706,One Year,United States,9494-BDNNC,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.046174, -118.446333",34.046174,-118.446333,Yes,95.3,Yes,0,1,,Yes,No,No,Bank Withdrawal,Yes,41175,No,Q3,Yes,4,No,California,Yes,Yes,No,66,6273.4,0,1704.78,0.0,7978.18,No,Yes,90025
20,0,31.53,,No,,52,0,Los Angeles,5577,Two Year,United States,9593-CVZKR,Stayed,Yes,No,Female,No,,"34.046174, -118.446333",34.046174,-118.446333,Yes,24.45,Yes,2,2,Offer B,No,No,Yes,Credit Card,Yes,41175,No,Q3,Yes,3,No,California,No,No,No,56,1385.85,0,1765.68,0.0,3151.53,Yes,No,90025
49,10,11.6,,No,,49,0,Los Angeles,2950,Month-to-Month,United States,2108-GLPQB,Stayed,No,Yes,Male,Yes,DSL,"34.046174, -118.446333",34.046174,-118.446333,Yes,55.55,Yes,0,7,Offer C,No,No,No,Credit Card,Yes,41175,No,Q3,Yes,5,No,California,No,No,No,25,1405.3,0,290.0,0.0,1695.3,No,Yes,90025
41,12,48.77,Competitor,Yes,Competitor had better devices,82,1,Los Angeles,4688,One Year,United States,6097-EQISJ,Churned,No,Yes,Female,Yes,Fiber Optic,"34.001617, -118.222274",34.001617,-118.222274,Yes,102.45,Yes,0,1,Offer A,Yes,No,Yes,Credit Card,Yes,3642,No,Q3,Yes,1,No,California,Yes,Yes,Yes,66,6615.15,130,3218.82,0.0,9963.97,No,No,90058
35,7,9.51,Competitor,Yes,Competitor made better offer,68,1,Los Angeles,2371,One Year,United States,2359-QWQUL,Churned,No,Yes,Female,Yes,Fiber Optic,"34.001617, -118.222274",34.001617,-118.222274,Yes,104.7,No,0,1,,No,Yes,Yes,Credit Card,Yes,3642,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,39,4134.85,0,370.89,0.0,4505.74,No,Yes,90058
64,17,39.88,,No,,62,0,Los Angeles,5128,Two Year,United States,2954-PIBKO,Stayed,No,Yes,Female,Yes,Cable,"34.001617, -118.222274",34.001617,-118.222274,Yes,64.15,Yes,0,7,,No,Yes,Yes,Credit Card,Yes,3642,Yes,Q3,Yes,3,No,California,No,No,No,69,4254.1,40,2751.72,0.0,7045.82,No,No,90058
44,20,44.6,,No,,80,0,Los Angeles,2540,Month-to-Month,United States,4536-PLEQY,Stayed,No,No,Male,Yes,Fiber Optic,"34.001617, -118.222274",34.001617,-118.222274,Yes,85.05,No,0,1,Offer D,Yes,No,Yes,Credit Card,Yes,3642,No,Q3,Yes,3,No,California,Yes,Yes,No,12,999.8,0,535.2,0.0,1535.0,No,Yes,90058
48,0,49.58,,No,,20,0,Los Angeles,6061,One Year,United States,0048-PIHNL,Stayed,No,No,Female,No,,"34.001617, -118.222274",34.001617,-118.222274,Yes,20.45,No,0,5,Offer B,No,No,No,Bank Withdrawal,Yes,3642,No,Q3,Yes,3,No,California,No,No,No,49,900.9,0,2429.42,0.0,3330.32,No,No,90058
39,3,28.89,Attitude,Yes,Attitude of support person,69,1,Los Angeles,3633,Month-to-Month,United States,8640-SDGKB,Churned,No,Yes,Male,Yes,DSL,"34.002028, -118.430656",34.002028,-118.430656,No,74.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,55204,Yes,Q3,No,2,No,California,Yes,Yes,Yes,4,299.7,0,115.56,0.0,415.26,No,Yes,90066
42,18,35.4,Attitude,Yes,Attitude of support person,86,1,Los Angeles,4028,Month-to-Month,United States,0689-NKYLF,Churned,No,Yes,Male,Yes,Fiber Optic,"34.002028, -118.430656",34.002028,-118.430656,No,83.2,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,55204,No,Q3,No,2,No,California,No,No,Yes,13,1060.6,0,460.2,0.0,1520.8,No,Yes,90066
44,16,1.43,,No,,79,0,Los Angeles,4572,One Year,United States,8769-KKTPH,Stayed,No,No,Female,Yes,Fiber Optic,"34.002028, -118.430656",34.002028,-118.430656,Yes,99.65,Yes,0,2,Offer B,No,Yes,Yes,Credit Card,Yes,55204,No,Q3,Yes,3,No,California,Yes,Yes,Yes,63,6311.2,0,90.09,0.0,6401.29,No,Yes,90066
25,0,8.82,,No,,32,0,Los Angeles,5179,Month-to-Month,United States,9367-TCUYN,Stayed,No,No,Female,No,,"34.002028, -118.430656",34.002028,-118.430656,No,20.1,No,0,0,Offer D,No,No,No,Credit Card,Yes,55204,No,Q3,No,4,No,California,No,No,No,12,223.6,0,105.84,0.0,329.44,Yes,No,90066
52,4,28.41,,No,,68,0,Los Angeles,5319,One Year,United States,4480-MBMLB,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.002028, -118.430656",34.002028,-118.430656,No,104.8,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,55204,No,Q3,No,3,No,California,Yes,Yes,Yes,36,3886.45,0,1022.76,0.0,4909.21,No,Yes,90066
54,0,32.45,Attitude,Yes,Attitude of support person,77,1,Malibu,5211,Month-to-Month,United States,7551-JOHTI,Churned,No,No,Female,No,,"34.074572, -118.831181",34.074572,-118.831181,No,19.5,No,0,0,,No,No,No,Credit Card,Yes,19630,No,Q3,No,2,No,California,No,No,No,1,19.5,0,32.45,0.0,51.95,No,No,90265
31,0,2.82,,No,,37,0,Malibu,5422,Two Year,United States,0318-ZOPWS,Stayed,No,No,Female,No,,"34.074572, -118.831181",34.074572,-118.831181,Yes,20.15,No,0,10,,No,No,Yes,Bank Withdrawal,Yes,19630,No,Q3,Yes,5,No,California,No,No,No,49,973.35,0,138.18,0.0,1111.53,No,No,90265
63,26,19.99,,No,,34,0,Malibu,6205,Month-to-Month,United States,8498-XXGWA,Stayed,No,Yes,Female,Yes,DSL,"34.074572, -118.831181",34.074572,-118.831181,Yes,55.15,No,0,7,,No,Yes,Yes,Credit Card,Yes,19630,No,Q3,Yes,3,No,California,No,No,No,65,3673.15,0,1299.35,0.0,4972.5,No,Yes,90265
32,23,42.06,,No,,26,0,Malibu,3222,Month-to-Month,United States,9909-IDLEK,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.074572, -118.831181",34.074572,-118.831181,Yes,96.8,Yes,3,7,Offer D,Yes,No,No,Credit Card,Yes,19630,Yes,Q3,Yes,4,No,California,No,No,Yes,20,1826.7,0,841.2,0.0,2667.9,No,Yes,90265
47,12,31.08,,No,,77,0,Malibu,3859,Month-to-Month,United States,8591-NXRCV,Stayed,No,Yes,Female,Yes,DSL,"34.074572, -118.831181",34.074572,-118.831181,No,74.65,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,19630,Yes,Q3,No,4,No,California,Yes,Yes,No,41,3090.65,100,1274.28,0.0,4464.93,No,No,90265
50,6,6.2,Other,Yes,Don't know,72,1,Redondo Beach,4149,Month-to-Month,United States,5318-IXUZF,Churned,No,No,Female,Yes,Fiber Optic,"33.830453, -118.384565",33.830453,-118.384565,No,87.15,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,34191,No,Q3,No,2,No,California,No,No,Yes,2,183.75,0,12.4,0.0,196.15,No,Yes,90277
32,21,6.19,,No,,9,0,Redondo Beach,5036,Month-to-Month,United States,4767-HZZHQ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.830453, -118.384565",33.830453,-118.384565,Yes,82.05,No,3,5,Offer C,Yes,No,No,Bank Withdrawal,Yes,34191,No,Q3,Yes,3,No,California,No,No,No,30,2570.2,120,185.7,0.0,2875.9,No,No,90277
23,73,38.04,,No,,30,0,Redondo Beach,5156,One Year,United States,9052-DHNKM,Stayed,No,No,Male,Yes,DSL,"33.830453, -118.384565",33.830453,-118.384565,No,61.55,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,34191,No,Q3,No,3,No,California,No,No,No,26,1581.95,0,989.04,0.0,2570.99,Yes,Yes,90277
43,10,42.34,,No,,48,0,Redondo Beach,4131,Month-to-Month,United States,7252-NTGSS,Joined,No,No,Female,Yes,DSL,"33.830453, -118.384565",33.830453,-118.384565,No,45.15,No,0,0,,No,No,No,Credit Card,Yes,34191,No,Q3,No,3,No,California,No,No,No,1,45.15,0,42.34,0.0,87.49,No,Yes,90277
30,69,32.27,,No,,22,0,Redondo Beach,2524,One Year,United States,6906-MPARY,Stayed,No,No,Male,Yes,Fiber Optic,"33.830453, -118.384565",33.830453,-118.384565,No,89.6,No,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,34191,Yes,Q3,No,4,No,California,Yes,Yes,No,40,3488.15,0,1290.8,0.0,4778.95,No,Yes,90277
33,21,48.66,Attitude,Yes,Attitude of support person,92,1,La Palma,5239,Month-to-Month,United States,7198-GLXTC,Churned,No,No,Male,Yes,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,No,79.0,No,0,0,,No,No,No,Bank Withdrawal,Yes,15505,No,Q3,No,3,No,California,No,No,Yes,2,143.65,0,97.32,0.0,240.97,No,Yes,90623
55,2,12.78,Attitude,Yes,Attitude of support person,84,1,La Palma,4206,Month-to-Month,United States,4112-LUEIZ,Churned,No,No,Male,Yes,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,No,89.5,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,15505,No,Q3,No,3,No,California,Yes,Yes,Yes,10,863.1,0,127.8,0.0,990.9,No,Yes,90623
48,27,20.02,Attitude,Yes,Attitude of support person,76,1,La Palma,5080,One Year,United States,1644-IRKSF,Churned,No,Yes,Female,Yes,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,Yes,93.8,No,0,5,,No,No,Yes,Bank Withdrawal,Yes,15505,No,Q3,Yes,3,No,California,Yes,Yes,Yes,33,3124.5,0,660.66,0.0,3785.16,No,Yes,90623
27,71,42.37,,No,,43,0,La Palma,4606,One Year,United States,1091-SOZGA,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,Yes,99.8,Yes,0,1,,No,No,Yes,Credit Card,Yes,15505,No,Q3,Yes,4,No,California,Yes,Yes,Yes,56,5515.45,0,2372.72,0.0,7888.17,Yes,Yes,90623
63,25,40.59,,No,,67,0,La Palma,4761,Two Year,United States,2380-DAMQP,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,Yes,115.15,Yes,0,10,,Yes,Yes,No,Bank Withdrawal,Yes,15505,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8349.7,0,2922.48,0.0,11272.18,No,Yes,90623
39,0,8.95,Attitude,Yes,Attitude of support person,85,1,Stanton,4931,One Year,United States,0516-VRYBW,Churned,No,No,Female,No,,"33.801869, -117.995068",33.801869,-117.995068,No,20.15,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,29694,No,Q3,No,3,No,California,No,No,No,18,390.85,0,161.1,0.0,551.95,No,No,90680
45,0,15.77,,No,,68,0,Stanton,2484,Month-to-Month,United States,3930-ZGWVE,Joined,No,No,Male,No,,"33.801869, -117.995068",33.801869,-117.995068,No,19.75,No,0,0,,No,No,No,Credit Card,Yes,29694,No,Q3,No,3,No,California,No,No,No,1,19.75,0,15.77,0.0,35.52,No,No,90680
30,59,26.47,,No,,71,0,Stanton,5072,Two Year,United States,8174-TBVCF,Stayed,No,Yes,Female,Yes,DSL,"33.801869, -117.995068",33.801869,-117.995068,Yes,94.8,Yes,0,7,Offer A,Yes,Yes,Yes,Credit Card,Yes,29694,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,6859.05,0,1852.9,0.0,8711.95,No,Yes,90680
49,0,45.35,,No,,59,0,Stanton,2258,One Year,United States,8966-OIQHG,Stayed,Yes,No,Female,No,,"33.801869, -117.995068",33.801869,-117.995068,Yes,20.75,No,2,8,,No,No,No,Bank Withdrawal,Yes,29694,No,Q3,Yes,4,No,California,No,No,No,22,452.35,0,997.7,0.0,1450.05,No,No,90680
48,0,8.82,,No,,77,0,Stanton,5626,Two Year,United States,7558-IMLMT,Stayed,Yes,No,Male,No,,"33.801869, -117.995068",33.801869,-117.995068,Yes,20.8,No,2,6,,No,No,Yes,Credit Card,Yes,29694,No,Q3,Yes,4,No,California,No,No,No,67,1411.9,0,590.94,0.0,2002.84,No,No,90680
32,18,42.55,Attitude,Yes,Attitude of support person,89,1,Lomita,4741,Month-to-Month,United States,3096-IZETN,Churned,No,No,Female,Yes,Fiber Optic,"33.794209, -118.317354",33.794209,-118.317354,No,78.1,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,21065,No,Q3,No,3,No,California,Yes,Yes,No,12,947.3,0,510.6,0.0,1457.9,No,Yes,90717
38,56,42.71,Dissatisfaction,Yes,Lack of self-service on Website,91,1,Lomita,5758,Month-to-Month,United States,8976-OQHGT,Churned,Yes,No,Female,Yes,DSL,"33.794209, -118.317354",33.794209,-118.317354,Yes,56.5,No,3,5,,Yes,No,No,Credit Card,Yes,21065,Yes,Q3,Yes,2,No,California,No,No,No,4,235.1,0,170.84,0.0,405.94,No,Yes,90717
58,0,5.71,,No,,40,0,Lomita,4393,Two Year,United States,6217-KDYWC,Stayed,No,No,Male,No,,"33.794209, -118.317354",33.794209,-118.317354,No,19.6,No,0,0,,No,No,Yes,Credit Card,Yes,21065,No,Q3,No,3,No,California,No,No,No,57,1170.55,0,325.47,0.0,1496.02,No,No,90717
62,19,48.2,,No,,42,0,Lomita,4580,Month-to-Month,United States,0468-YRPXN,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.794209, -118.317354",33.794209,-118.317354,No,98.8,No,0,0,Offer C,No,No,Yes,Credit Card,Yes,21065,Yes,Q3,No,5,No,California,Yes,Yes,Yes,29,2807.1,0,1397.8,0.0,4204.9,No,Yes,90717
47,7,38.33,,No,,77,0,Lomita,6421,One Year,United States,6266-QHOJZ,Stayed,No,No,Female,Yes,Fiber Optic,"33.794209, -118.317354",33.794209,-118.317354,No,89.85,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,21065,Yes,Q3,No,3,No,California,No,No,No,65,5844.65,0,2491.45,0.0,8336.1,No,Yes,90717
20,47,21.71,Attitude,Yes,Attitude of support person,74,1,Seal Beach,3046,Month-to-Month,United States,5922-ABDVO,Churned,No,Yes,Female,Yes,Fiber Optic,"33.75462, -118.071128",33.75462,-118.071128,Yes,89.65,Yes,0,1,Offer D,No,No,No,Credit Card,Yes,24180,No,Q3,Yes,3,No,California,Yes,Yes,No,19,1761.05,80,412.49,0.0,2253.54,Yes,No,90740
62,0,33.06,Attitude,Yes,Attitude of support person,95,1,Seal Beach,4500,Month-to-Month,United States,6861-OKBCE,Churned,Yes,No,Female,No,,"33.75462, -118.071128",33.75462,-118.071128,No,20.1,No,3,0,Offer D,No,No,No,Credit Card,Yes,24180,No,Q3,No,2,No,California,No,No,No,11,221.35,0,363.66,0.0,585.01,No,No,90740
34,12,30.27,,No,,53,0,Seal Beach,5044,One Year,United States,2636-SJDOU,Stayed,No,No,Male,Yes,Fiber Optic,"33.75462, -118.071128",33.75462,-118.071128,No,84.3,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,24180,No,Q3,No,3,No,California,No,No,No,64,5289.05,0,1937.28,0.0,7226.33,No,Yes,90740
54,12,36.93,,No,,22,0,Seal Beach,4104,One Year,United States,9762-YAQAA,Stayed,No,No,Male,Yes,Fiber Optic,"33.75462, -118.071128",33.75462,-118.071128,No,81.4,Yes,0,0,Offer C,Yes,No,No,Credit Card,Yes,24180,No,Q3,No,4,No,California,No,No,No,39,3213.75,0,1440.27,0.0,4654.02,No,Yes,90740
31,0,21.98,,No,,24,0,Seal Beach,5157,Two Year,United States,1241-FPMOF,Stayed,No,No,Male,No,,"33.75462, -118.071128",33.75462,-118.071128,No,19.65,No,0,0,,No,No,No,Credit Card,Yes,24180,No,Q3,No,4,No,California,No,No,No,52,1025.05,0,1142.96,0.0,2168.01,No,No,90740
51,11,33.44,Competitor,Yes,Competitor had better devices,68,1,Long Beach,5216,Month-to-Month,United States,4816-LXZYW,Churned,No,No,Female,Yes,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,No,79.15,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,35656,No,Q3,No,1,No,California,No,No,No,23,1676.95,0,769.12,0.0,2446.07,No,Yes,90810
62,0,48.22,Other,Yes,Moved,89,1,Long Beach,5595,Month-to-Month,United States,1383-EZRWL,Churned,No,No,Female,No,,"33.819814, -118.222416",33.819814,-118.222416,No,20.05,No,0,0,Offer E,No,No,No,Mailed Check,Yes,35656,No,Q3,No,2,No,California,No,No,No,7,164.85,0,337.54,0.0,502.39,No,No,90810
51,18,10.08,Dissatisfaction,Yes,Poor expertise of online support,81,1,Long Beach,2637,Month-to-Month,United States,7660-HDPJV,Churned,No,No,Female,Yes,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,No,69.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,35656,No,Q3,No,2,No,California,No,No,No,1,69.2,0,10.08,0.0,79.28,No,Yes,90810
23,41,19.2,,No,,32,0,Long Beach,3549,Month-to-Month,United States,9167-APMXZ,Stayed,No,No,Female,Yes,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,No,84.15,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,35656,No,Q3,No,3,No,California,No,No,Yes,22,1821.95,60,422.4,0.0,2304.35,Yes,No,90810
58,2,1.02,,No,,34,0,Long Beach,3468,Month-to-Month,United States,2669-OIDSD,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,Yes,100.05,No,0,3,Offer B,No,No,Yes,Credit Card,Yes,35656,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,48,4834.0,0,48.96,37.45,4845.51,No,Yes,90810
36,12,0.0,Attitude,Yes,Attitude of support person,78,1,Northridge,2643,Month-to-Month,United States,2485-ITVKB,Churned,No,No,Female,Yes,DSL,"34.236683, -118.517588",34.236683,-118.517588,Yes,35.1,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,No,32307,No,Q3,Yes,2,No,California,Yes,Yes,No,2,68.75,10,0.0,0.0,78.75,No,No,91325
29,0,7.57,,No,,25,0,Northridge,3358,Month-to-Month,United States,3645-DEYGF,Joined,Yes,No,Male,No,,"34.236683, -118.517588",34.236683,-118.517588,No,20.75,No,1,0,,No,No,No,Credit Card,Yes,32307,No,Q3,No,5,No,California,No,No,No,1,20.75,0,7.57,0.0,28.32,Yes,No,91325
43,6,33.02,,No,,42,0,Northridge,4915,One Year,United States,9821-BESNZ,Stayed,No,No,Male,Yes,Fiber Optic,"34.236683, -118.517588",34.236683,-118.517588,No,104.25,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,32307,Yes,Q3,No,4,No,California,Yes,Yes,Yes,66,6860.6,0,2179.32,44.0,8995.92,No,Yes,91325
64,27,2.67,,No,,68,0,Northridge,4584,One Year,United States,8294-UIMBA,Stayed,No,No,Female,Yes,Fiber Optic,"34.236683, -118.517588",34.236683,-118.517588,No,94.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,32307,Yes,Q3,No,5,No,California,Yes,Yes,Yes,30,2638.1,0,80.1,0.0,2718.2,No,Yes,91325
54,0,41.36,,No,,57,0,Northridge,4628,Two Year,United States,2030-BTZRO,Stayed,Yes,No,Male,No,,"34.236683, -118.517588",34.236683,-118.517588,Yes,20.4,No,3,1,,No,No,Yes,Credit Card,Yes,32307,No,Q3,Yes,5,No,California,No,No,No,6,107.6,0,248.16,0.0,355.76,No,No,91325
47,21,48.58,Attitude,Yes,Attitude of support person,76,1,Porter Ranch,4167,Month-to-Month,United States,3669-OYSJI,Churned,No,No,Male,Yes,DSL,"34.281911, -118.556218",34.281911,-118.556218,No,46.2,No,0,0,Offer E,No,No,No,Credit Card,Yes,28067,No,Q3,No,2,No,California,No,No,No,1,46.2,0,48.58,0.0,94.78,No,Yes,91326
55,27,20.02,,No,,69,0,Porter Ranch,3795,One Year,United States,9323-HGFWY,Stayed,No,No,Female,Yes,Fiber Optic,"34.281911, -118.556218",34.281911,-118.556218,Yes,101.9,No,0,0,Offer C,No,Yes,Yes,Credit Card,Yes,28067,Yes,Q3,No,3,No,California,Yes,Yes,Yes,27,2681.15,0,540.54,0.0,3221.69,No,Yes,91326
45,0,35.89,,No,,53,0,Porter Ranch,4165,Two Year,United States,3678-MNGZX,Stayed,Yes,No,Male,No,,"34.281911, -118.556218",34.281911,-118.556218,Yes,19.95,No,3,1,Offer A,No,No,No,Bank Withdrawal,Yes,28067,No,Q3,Yes,3,No,California,No,No,No,68,1377.7,0,2440.52,28.98,3789.24,No,No,91326
58,15,36.47,,No,,56,0,Porter Ranch,5025,One Year,United States,8109-YUOHE,Stayed,No,No,Male,Yes,Cable,"34.281911, -118.556218",34.281911,-118.556218,No,56.1,No,0,0,,Yes,Yes,No,Credit Card,Yes,28067,No,Q3,No,3,No,California,No,No,No,17,946.95,0,619.99,0.0,1566.94,No,Yes,91326
38,19,37.94,,No,,45,0,Porter Ranch,2698,Two Year,United States,1116-DXXDF,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.281911, -118.556218",34.281911,-118.556218,No,100.45,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,28067,No,Q3,No,4,No,California,Yes,Yes,Yes,39,3801.7,0,1479.66,0.0,5281.36,No,Yes,91326
54,6,40.17,Attitude,Yes,Attitude of support person,66,1,Monterey Park,3997,Month-to-Month,United States,4720-VSTSI,Churned,No,Yes,Female,Yes,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,No,84.8,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,33280,No,Q3,No,2,No,California,No,No,No,44,3862.55,0,1767.48,0.0,5630.03,No,Yes,91754
57,4,33.54,,No,,61,0,Monterey Park,4885,One Year,United States,1950-KSVVJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,Yes,113.3,Yes,0,1,Offer B,Yes,Yes,No,Mailed Check,Yes,33280,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,45,5032.25,0,1509.3,0.0,6541.55,No,Yes,91754
22,51,6.12,,No,,36,0,Monterey Park,5324,Month-to-Month,United States,2227-JRSJX,Stayed,No,No,Female,Yes,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,No,99.15,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,33280,Yes,Q3,No,3,No,California,Yes,Yes,Yes,21,1956.4,0,128.52,0.0,2084.92,Yes,Yes,91754
42,25,14.46,,No,,63,0,Monterey Park,2810,One Year,United States,2282-YGNOR,Stayed,No,Yes,Female,Yes,DSL,"34.050322, -118.147037",34.050322,-118.147037,No,58.0,No,0,0,,No,Yes,No,Credit Card,Yes,33280,Yes,Q3,No,3,No,California,No,No,No,29,1734.5,0,419.34,0.0,2153.84,No,Yes,91754
20,46,34.51,,No,,60,0,Monterey Park,5294,One Year,United States,5297-MDOIR,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,Yes,81.15,No,0,7,Offer B,No,Yes,Yes,Credit Card,Yes,33280,No,Q3,Yes,4,No,California,No,Yes,No,63,5224.5,0,2174.13,0.0,7398.63,Yes,Yes,91754
60,2,32.43,Attitude,Yes,Attitude of support person,74,1,Walnut,5339,Month-to-Month,United States,4587-NUKOX,Churned,No,No,Female,Yes,Fiber Optic,"34.018354, -117.85492",34.018354,-117.85492,No,79.1,No,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,Yes,45118,No,Q3,No,1,No,California,No,No,No,3,246.5,0,97.29,0.0,343.79,No,Yes,91789
25,59,0.0,Competitor,Yes,Competitor had better devices,80,1,Walnut,3125,Month-to-Month,United States,8722-NGNBH,Churned,No,Yes,Male,Yes,Cable,"34.018354, -117.85492",34.018354,-117.85492,No,40.0,No,0,0,,No,Yes,No,Credit Card,No,45118,Yes,Q3,No,1,No,California,No,Yes,No,5,223.45,0,0.0,0.0,223.45,Yes,Yes,91789
21,0,32.73,,No,,38,0,Walnut,4556,Month-to-Month,United States,2080-SRCDE,Joined,Yes,No,Female,No,,"34.018354, -117.85492",34.018354,-117.85492,No,25.4,Yes,1,0,Offer E,No,No,No,Mailed Check,Yes,45118,No,Q3,No,3,No,California,No,No,No,1,25.4,0,32.73,0.0,58.13,Yes,No,91789
27,59,15.45,,No,,49,0,Walnut,3160,One Year,United States,7841-FCRQD,Stayed,No,No,Female,Yes,Cable,"34.018354, -117.85492",34.018354,-117.85492,Yes,53.75,No,0,1,,Yes,No,Yes,Credit Card,Yes,45118,Yes,Q3,Yes,3,No,California,No,No,No,33,1857.3,0,509.85,0.0,2367.15,Yes,Yes,91789
37,24,4.82,,No,,35,0,Walnut,5940,One Year,United States,7470-DYNOE,Stayed,No,Yes,Male,Yes,DSL,"34.018354, -117.85492",34.018354,-117.85492,No,61.1,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,45118,No,Q3,No,5,No,California,Yes,Yes,No,53,3357.9,0,255.46,0.0,3613.36,No,Yes,91789
61,3,8.18,Dissatisfaction,Yes,Product dissatisfaction,74,1,Coronado,4857,One Year,United States,7694-VLBWQ,Churned,No,Yes,Male,Yes,Fiber Optic,"32.68674, -117.186612",32.68674,-117.186612,Yes,104.1,Yes,0,4,Offer A,Yes,No,No,Bank Withdrawal,Yes,24093,No,Q3,Yes,2,No,California,Yes,Yes,Yes,67,7040.85,0,548.06,0.0,7588.91,No,Yes,92118
36,8,5.94,Dissatisfaction,Yes,Lack of self-service on Website,83,1,Coronado,4335,Month-to-Month,United States,8816-VXNZD,Churned,No,No,Female,Yes,Fiber Optic,"32.68674, -117.186612",32.68674,-117.186612,No,75.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,24093,No,Q3,No,2,No,California,No,No,No,1,75.1,0,5.94,0.0,81.04,No,Yes,92118
35,0,22.37,,No,,51,0,Coronado,2577,Month-to-Month,United States,7302-ZHMHP,Joined,No,No,Female,No,,"32.68674, -117.186612",32.68674,-117.186612,No,19.15,No,0,0,,No,No,No,Credit Card,Yes,24093,No,Q3,No,5,No,California,No,No,No,1,19.15,0,22.37,0.0,41.52,No,No,92118
61,30,43.01,,No,,59,0,Coronado,4605,One Year,United States,1448-CYWKC,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.68674, -117.186612",32.68674,-117.186612,Yes,105.2,Yes,3,2,,Yes,No,Yes,Credit Card,Yes,24093,No,Q3,Yes,4,No,California,Yes,Yes,Yes,58,6225.4,0,2494.58,34.83,8685.15,No,Yes,92118
23,85,46.54,,No,,60,0,Coronado,5461,Two Year,United States,1904-WAJAA,Stayed,Yes,Yes,Female,Yes,DSL,"32.68674, -117.186612",32.68674,-117.186612,Yes,64.35,Yes,3,0,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,24093,No,Q3,No,4,No,California,No,No,No,24,1558.65,0,1116.96,0.0,2675.61,Yes,Yes,92118
21,76,12.27,Dissatisfaction,Yes,Product dissatisfaction,79,1,San Diego,2524,Month-to-Month,United States,3753-TSEMP,Churned,No,No,Female,Yes,Fiber Optic,"32.677716, -117.047666",32.677716,-117.047666,Yes,88.15,No,0,1,,No,No,No,Bank Withdrawal,Yes,36351,No,Q3,Yes,1,No,California,Yes,Yes,Yes,15,1390.6,0,184.05,0.0,1574.65,Yes,Yes,92139
53,16,13.23,,No,,62,0,San Diego,5325,One Year,United States,5651-CRHKQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.677716, -117.047666",32.677716,-117.047666,Yes,86.2,No,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,36351,Yes,Q3,Yes,3,No,California,No,No,No,41,3339.05,0,542.43,0.0,3881.48,No,Yes,92139
39,28,19.66,,No,,33,0,San Diego,4898,Month-to-Month,United States,2842-BCQGE,Stayed,No,No,Male,Yes,Fiber Optic,"32.677716, -117.047666",32.677716,-117.047666,No,75.35,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,36351,No,Q3,No,5,No,California,No,No,No,43,3161.4,0,845.38,0.0,4006.78,No,Yes,92139
61,0,44.22,,No,,30,0,San Diego,2091,Month-to-Month,United States,9441-QHEVC,Joined,No,No,Male,No,,"32.677716, -117.047666",32.677716,-117.047666,No,19.1,No,0,0,,No,No,No,Credit Card,Yes,36351,No,Q3,No,4,No,California,No,No,No,1,19.1,0,44.22,0.0,63.32,No,No,92139
60,21,27.49,,No,,66,0,San Diego,2159,Month-to-Month,United States,1684-FLBGS,Stayed,Yes,No,Female,Yes,Cable,"32.677716, -117.047666",32.677716,-117.047666,Yes,69.5,Yes,1,6,,Yes,No,Yes,Credit Card,Yes,36351,Yes,Q3,Yes,4,No,California,No,No,Yes,23,1652.1,0,632.27,16.89,2267.48,No,Yes,92139
55,0,13.27,Price,Yes,Long distance charges,92,1,San Diego,4325,Month-to-Month,United States,8305-VHZBZ,Churned,No,No,Male,No,,"32.578103, -117.012975",32.578103,-117.012975,No,20.2,No,0,0,,No,No,Yes,Mailed Check,Yes,68776,No,Q3,No,1,No,California,No,No,No,1,20.2,0,13.27,0.0,33.47,No,No,92154
20,73,0.0,,No,,54,0,San Diego,5363,One Year,United States,7244-QWYHG,Stayed,No,No,Male,Yes,DSL,"32.578103, -117.012975",32.578103,-117.012975,Yes,44.45,No,0,3,Offer B,No,Yes,Yes,Bank Withdrawal,No,68776,Yes,Q3,Yes,4,No,California,No,No,Yes,50,2188.45,0,0.0,0.0,2188.45,Yes,Yes,92154
38,4,49.81,,No,,46,0,San Diego,5741,Month-to-Month,United States,6705-LNMDD,Stayed,No,No,Male,Yes,DSL,"32.578103, -117.012975",32.578103,-117.012975,No,50.0,No,0,0,Offer D,No,No,No,Credit Card,Yes,68776,Yes,Q3,No,3,No,California,No,No,No,20,1003.05,0,996.2,2.81,1996.44,No,Yes,92154
21,59,15.29,,No,,69,0,San Diego,4085,One Year,United States,1389-WNUIB,Stayed,Yes,No,Female,Yes,Cable,"32.578103, -117.012975",32.578103,-117.012975,Yes,76.0,Yes,3,7,,No,Yes,No,Bank Withdrawal,Yes,68776,No,Q3,Yes,4,No,California,Yes,Yes,Yes,20,1588.75,70,305.8,7.3,1957.25,Yes,No,92154
47,11,15.37,Other,Yes,Don't know,75,1,Palm Desert,2641,Month-to-Month,United States,9172-JITSM,Churned,No,No,Female,Yes,Fiber Optic,"33.762759, -116.324817",33.762759,-116.324817,Yes,90.8,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,19702,No,Q3,Yes,1,No,California,Yes,Yes,Yes,26,2361.8,0,399.62,0.0,2761.42,No,Yes,92211
25,52,0.0,Competitor,Yes,Competitor had better devices,95,1,Palm Desert,5153,Month-to-Month,United States,6038-GCYEC,Churned,No,Yes,Female,Yes,DSL,"33.762759, -116.324817",33.762759,-116.324817,No,54.15,No,0,0,Offer C,Yes,No,Yes,Credit Card,No,19702,No,Q3,No,1,No,California,Yes,Yes,Yes,24,1240.25,0,0.0,0.0,1240.25,Yes,Yes,92211
59,0,28.03,,No,,77,0,Palm Desert,5119,One Year,United States,0804-YGEQV,Stayed,Yes,No,Female,No,,"33.762759, -116.324817",33.762759,-116.324817,Yes,24.45,Yes,1,9,Offer B,No,No,Yes,Bank Withdrawal,Yes,19702,No,Q3,Yes,4,No,California,No,No,No,43,993.15,0,1205.29,41.33,2157.11,No,No,92211
48,17,19.19,Dissatisfaction,Yes,Product dissatisfaction,68,1,Banning,4718,Month-to-Month,United States,6298-QDFNH,Churned,No,No,Male,Yes,Fiber Optic,"33.936298, -116.849577",33.936298,-116.849577,No,79.35,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,25859,No,Q3,No,1,No,California,No,No,No,22,1730.35,0,422.18,0.0,2152.53,No,Yes,92220
51,13,0.0,,No,,62,0,Banning,3179,One Year,United States,1708-PBBOA,Stayed,No,Yes,Female,Yes,DSL,"33.936298, -116.849577",33.936298,-116.849577,No,54.75,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,25859,Yes,Q3,No,3,No,California,Yes,Yes,No,42,2348.45,80,0.0,0.0,2428.45,No,No,92220
27,52,42.1,,No,,41,0,Banning,2654,One Year,United States,2150-WLKUW,Stayed,No,No,Female,Yes,DSL,"33.936298, -116.849577",33.936298,-116.849577,Yes,63.9,Yes,0,4,Offer B,Yes,No,No,Bank Withdrawal,Yes,25859,No,Q3,Yes,3,No,California,No,No,Yes,40,2635.0,0,1684.0,0.0,4319.0,Yes,Yes,92220
22,52,0.0,,No,,23,0,Banning,4275,Two Year,United States,4254-QPEDE,Stayed,No,Yes,Female,Yes,DSL,"33.936298, -116.849577",33.936298,-116.849577,Yes,66.25,No,0,3,,Yes,Yes,No,Credit Card,No,25859,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,52,3330.1,0,0.0,0.0,3330.1,Yes,Yes,92220
55,20,9.36,,No,,22,0,Banning,4260,Two Year,United States,7164-BPTUT,Stayed,Yes,Yes,Male,Yes,Cable,"33.936298, -116.849577",33.936298,-116.849577,No,89.55,Yes,2,0,Offer B,Yes,Yes,No,Mailed Check,Yes,25859,Yes,Q3,No,4,No,California,Yes,Yes,Yes,57,5012.35,0,533.52,30.45,5515.42,No,Yes,92220
26,59,17.54,Dissatisfaction,Yes,Product dissatisfaction,91,1,Heber,2516,Month-to-Month,United States,6173-ITPWD,Churned,No,Yes,Male,Yes,Fiber Optic,"32.730583, -115.501083",32.730583,-115.501083,Yes,83.35,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,3535,No,Q3,Yes,1,No,California,No,Yes,No,47,4065.0,140,824.38,0.0,5029.38,Yes,No,92249
47,24,18.7,Competitor,Yes,Competitor offered more data,78,1,Heber,5701,Month-to-Month,United States,7703-ZEKEF,Churned,No,Yes,Male,Yes,Fiber Optic,"32.730583, -115.501083",32.730583,-115.501083,No,81.0,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,3535,No,Q3,No,2,No,California,No,No,No,23,1917.1,0,430.1,0.0,2347.2,No,Yes,92249
52,0,26.85,,No,,48,0,Heber,5355,One Year,United States,9442-JTWDL,Stayed,No,No,Female,No,,"32.730583, -115.501083",32.730583,-115.501083,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,3535,No,Q3,No,4,No,California,No,No,No,11,237.7,0,295.35,0.0,533.05,No,No,92249
56,19,39.07,,No,,80,0,Heber,5266,Two Year,United States,9220-CXRSC,Stayed,Yes,No,Female,Yes,DSL,"32.730583, -115.501083",32.730583,-115.501083,Yes,61.4,Yes,2,10,,No,Yes,No,Credit Card,Yes,3535,Yes,Q3,Yes,3,No,California,No,No,No,69,4059.85,0,2695.83,0.0,6755.68,No,Yes,92249
39,0,30.14,,No,,72,0,Heber,5971,Two Year,United States,1460-UZPRJ,Stayed,No,No,Male,No,,"32.730583, -115.501083",32.730583,-115.501083,Yes,19.95,No,0,7,,No,No,No,Credit Card,Yes,3535,No,Q3,Yes,4,No,California,No,No,No,60,1258.15,0,1808.4,0.0,3066.55,No,No,92249
27,51,13.11,Dissatisfaction,Yes,Product dissatisfaction,91,1,La Quinta,3410,Month-to-Month,United States,2189-UXTKY,Churned,No,No,Female,Yes,DSL,"33.695532, -116.310571",33.695532,-116.310571,Yes,79.2,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,23971,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,22,1742.75,0,288.42,0.0,2031.17,Yes,Yes,92253
39,0,30.44,,No,,9,0,La Quinta,5368,Two Year,United States,7606-BPHHN,Stayed,No,No,Male,No,,"33.695532, -116.310571",33.695532,-116.310571,No,19.8,No,0,0,Offer A,No,No,Yes,Credit Card,Yes,23971,No,Q3,No,3,No,California,No,No,No,72,1468.75,0,2191.68,0.0,3660.43,No,No,92253
19,26,24.66,,No,,69,0,La Quinta,3631,Month-to-Month,United States,2103-ZRXFN,Joined,No,No,Male,Yes,DSL,"33.695532, -116.310571",33.695532,-116.310571,No,50.75,Yes,0,0,,No,No,No,Credit Card,Yes,23971,No,Q3,No,4,No,California,No,No,No,1,50.75,0,24.66,0.0,75.41,Yes,Yes,92253
52,0,32.15,,No,,24,0,La Quinta,5602,One Year,United States,2495-TTHBQ,Stayed,Yes,No,Female,No,,"33.695532, -116.310571",33.695532,-116.310571,No,20.4,No,1,0,,No,No,Yes,Credit Card,Yes,23971,No,Q3,No,3,No,California,No,No,No,4,84.75,0,128.6,0.0,213.35,No,No,92253
54,22,2.83,,No,,53,0,La Quinta,3819,Month-to-Month,United States,1685-BQULA,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.695532, -116.310571",33.695532,-116.310571,No,93.4,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,23971,No,Q3,No,3,No,California,No,No,Yes,40,3756.4,0,113.2,4.18,3865.42,No,Yes,92253
29,27,6.67,Other,Yes,Don't know,79,1,Rancho Mirage,4091,Month-to-Month,United States,6356-ELRKD,Churned,No,No,Female,Yes,Fiber Optic,"33.763678, -116.429928",33.763678,-116.429928,No,95.6,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,12465,No,Q3,No,2,No,California,Yes,Yes,Yes,1,95.6,0,6.67,0.0,102.27,Yes,Yes,92270
60,0,24.71,Attitude,Yes,Attitude of support person,83,1,Rancho Mirage,3845,Month-to-Month,United States,2839-RFSQE,Churned,No,No,Female,No,,"33.763678, -116.429928",33.763678,-116.429928,No,20.65,No,0,0,Offer E,No,No,No,Mailed Check,Yes,12465,No,Q3,No,2,No,California,No,No,No,2,38.7,0,49.42,0.0,88.12,No,No,92270
27,0,33.44,,No,,72,0,Rancho Mirage,3021,Two Year,United States,5249-QYHEX,Stayed,Yes,No,Female,No,,"33.763678, -116.429928",33.763678,-116.429928,Yes,24.8,Yes,2,2,Offer B,No,No,Yes,Credit Card,Yes,12465,No,Q3,Yes,5,No,California,No,No,No,40,1024.7,0,1337.6,0.0,2362.3,Yes,No,92270
54,8,37.69,,No,,31,0,Rancho Mirage,6319,Two Year,United States,4043-MKDTV,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.763678, -116.429928",33.763678,-116.429928,Yes,105.25,No,0,10,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,12465,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,71,7291.75,0,2675.99,0.0,9967.74,No,Yes,92270
51,12,7.42,,No,,60,0,Rancho Mirage,4524,Month-to-Month,United States,2823-LKABH,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.763678, -116.429928",33.763678,-116.429928,No,95.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,12465,Yes,Q3,No,4,No,California,Yes,Yes,No,18,1679.4,0,133.56,38.65,1774.31,No,Yes,92270
42,0,21.59,Attitude,Yes,Attitude of support person,86,1,Amboy,4939,Month-to-Month,United States,4897-QSUYC,Churned,No,No,Female,No,,"34.559882, -115.637164",34.559882,-115.637164,No,20.15,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,42,No,Q3,No,3,No,California,No,No,No,1,20.15,0,21.59,0.0,41.74,No,No,92304
56,30,0.0,,No,,27,0,Amboy,5092,Two Year,United States,7781-HVGMK,Stayed,No,Yes,Female,Yes,DSL,"34.559882, -115.637164",34.559882,-115.637164,Yes,65.2,No,0,5,Offer A,Yes,Yes,Yes,Credit Card,No,42,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,4784.45,0,0.0,0.0,4784.45,No,Yes,92304
40,13,22.23,,No,,78,0,Amboy,2115,Month-to-Month,United States,3489-HHPFY,Joined,No,No,Female,Yes,Fiber Optic,"34.559882, -115.637164",34.559882,-115.637164,Yes,84.05,Yes,0,9,,No,No,Yes,Bank Withdrawal,Yes,42,No,Q3,Yes,5,No,California,No,No,Yes,2,134.05,0,44.46,0.0,178.51,No,Yes,92304
52,22,0.0,,No,,29,0,Amboy,3030,Month-to-Month,United States,8676-OOQEJ,Stayed,No,No,Male,Yes,Cable,"34.559882, -115.637164",34.559882,-115.637164,No,30.5,No,0,0,,No,No,No,Bank Withdrawal,No,42,Yes,Q3,No,4,No,California,No,No,No,4,118.4,0,0.0,0.0,118.4,No,Yes,92304
30,59,29.66,,No,,71,0,Amboy,5560,One Year,United States,2234-XADUH,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.559882, -115.637164",34.559882,-115.637164,Yes,103.2,Yes,2,4,,Yes,No,Yes,Credit Card,Yes,42,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7362.9,0,2135.52,45.38,9453.04,No,Yes,92304
35,18,27.97,Attitude,Yes,Attitude of support person,66,1,Angelus Oaks,2901,Month-to-Month,United States,1084-UQCHV,Churned,No,No,Male,Yes,Fiber Optic,"34.1678, -116.86433",34.1678,-116.86433,No,69.75,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,301,No,Q3,No,2,No,California,No,No,No,1,69.75,0,27.97,0.0,97.72,No,Yes,92305
30,76,12.59,,No,,25,0,Angelus Oaks,3477,Month-to-Month,United States,2181-UAESM,Joined,No,Yes,Male,Yes,Cable,"34.1678, -116.86433",34.1678,-116.86433,No,53.45,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,301,No,Q3,No,4,No,California,No,No,No,2,119.5,0,25.18,0.0,144.68,No,Yes,92305
26,0,5.27,,No,,38,0,Angelus Oaks,5066,One Year,United States,2926-JEJJC,Stayed,No,No,Female,No,,"34.1678, -116.86433",34.1678,-116.86433,No,20.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,301,No,Q3,No,4,No,California,No,No,No,8,140.95,0,42.16,0.0,183.11,Yes,No,92305
32,17,0.0,,No,,59,0,Angelus Oaks,2793,Month-to-Month,United States,4801-JZAZL,Stayed,Yes,No,Female,Yes,DSL,"34.1678, -116.86433",34.1678,-116.86433,Yes,29.6,No,2,1,,No,Yes,Yes,Bank Withdrawal,No,301,No,Q3,Yes,4,No,California,No,No,No,11,346.45,0,0.0,27.24,319.21,No,Yes,92305
41,3,16.61,Competitor,Yes,Competitor had better devices,77,1,Apple Valley,5174,Month-to-Month,United States,2955-BJZHG,Churned,No,No,Male,Yes,Fiber Optic,"34.424926, -117.184503",34.424926,-117.184503,Yes,80.85,No,0,1,,No,No,No,Bank Withdrawal,Yes,28819,No,Q3,Yes,1,No,California,No,No,Yes,17,1400.85,0,282.37,0.0,1683.22,No,Yes,92308
21,0,35.46,,No,,53,0,Apple Valley,2011,Two Year,United States,6048-NJXHX,Stayed,No,No,Male,No,,"34.424926, -117.184503",34.424926,-117.184503,Yes,19.75,No,0,1,Offer B,No,No,Yes,Bank Withdrawal,Yes,28819,No,Q3,Yes,4,No,California,No,No,No,41,899.45,0,1453.86,0.0,2353.31,Yes,No,92308
47,26,0.0,,No,,40,0,Apple Valley,2782,Month-to-Month,United States,4950-BDEUX,Stayed,No,Yes,Male,Yes,DSL,"34.424926, -117.184503",34.424926,-117.184503,No,49.2,No,0,0,Offer C,No,No,No,Bank Withdrawal,No,28819,No,Q3,No,4,No,California,Yes,Yes,Yes,35,1701.65,0,0.0,0.0,1701.65,No,Yes,92308
44,11,30.96,,No,,38,0,Apple Valley,5097,Two Year,United States,3186-AJIEK,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.424926, -117.184503",34.424926,-117.184503,No,105.65,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,28819,Yes,Q3,No,4,No,California,Yes,Yes,Yes,66,6844.5,0,2043.36,0.0,8887.86,No,Yes,92308
47,4,0.0,Attitude,Yes,Attitude of service provider,95,1,Baker,2563,Month-to-Month,United States,3806-DXQOM,Churned,No,No,Female,Yes,DSL,"35.28952, -116.092214",35.28952,-116.092214,No,33.65,No,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,No,904,No,Q3,No,2,No,California,No,No,No,4,137.85,0,0.0,0.0,137.85,No,Yes,92309
46,29,0.0,,No,,26,0,Baker,3080,Month-to-Month,United States,2320-SLKMB,Stayed,No,Yes,Female,Yes,Cable,"35.28952, -116.092214",35.28952,-116.092214,No,44.45,No,0,0,,No,No,Yes,Credit Card,No,904,Yes,Q3,No,4,No,California,No,No,Yes,26,1183.8,0,0.0,0.0,1183.8,No,Yes,92309
60,0,47.33,,No,,79,0,Baker,5448,One Year,United States,5789-LDFXO,Stayed,No,No,Male,No,,"35.28952, -116.092214",35.28952,-116.092214,No,24.6,Yes,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,904,No,Q3,No,3,No,California,No,No,No,24,592.65,0,1135.92,0.0,1728.57,No,No,92309
29,48,0.0,,No,,52,0,Baker,2979,One Year,United States,8124-NZVGJ,Stayed,No,No,Female,Yes,Cable,"35.28952, -116.092214",35.28952,-116.092214,No,49.25,No,0,0,,No,No,Yes,Credit Card,No,904,Yes,Q3,No,3,No,California,Yes,Yes,Yes,6,255.6,0,0.0,0.0,255.6,Yes,Yes,92309
56,5,3.13,Attitude,Yes,Attitude of support person,91,1,Cedar Glen,4815,Month-to-Month,United States,9300-RENDD,Churned,No,No,Male,Yes,Fiber Optic,"34.255203, -117.175654",34.255203,-117.175654,No,79.95,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,455,No,Q3,No,3,No,California,No,No,Yes,1,79.95,0,3.13,0.0,83.08,No,Yes,92321
45,28,42.45,,No,,37,0,Cedar Glen,2466,Month-to-Month,United States,2937-FTHUR,Stayed,Yes,No,Female,Yes,DSL,"34.255203, -117.175654",34.255203,-117.175654,No,64.8,Yes,3,0,Offer D,No,Yes,No,Bank Withdrawal,Yes,455,No,Q3,No,4,No,California,Yes,Yes,No,18,1166.7,0,764.1,0.0,1930.8,No,Yes,92321
28,52,35.2,,No,,23,0,Cedar Glen,5605,Month-to-Month,United States,1548-ARAGG,Stayed,Yes,No,Female,Yes,DSL,"34.255203, -117.175654",34.255203,-117.175654,Yes,58.5,Yes,3,9,,Yes,No,Yes,Credit Card,Yes,455,Yes,Q3,Yes,3,No,California,No,No,No,4,224.85,0,140.8,0.0,365.65,Yes,Yes,92321
63,0,37.95,,No,,71,0,Cedar Glen,4934,One Year,United States,2589-AYCRP,Stayed,No,No,Female,No,,"34.255203, -117.175654",34.255203,-117.175654,No,19.75,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,455,No,Q3,No,4,No,California,No,No,No,50,989.05,0,1897.5,0.0,2886.55,No,No,92321
58,0,25.62,Attitude,Yes,Attitude of support person,92,1,Colton,3236,Month-to-Month,United States,0761-AETCS,Churned,No,No,Female,No,,"34.030915, -117.273201",34.030915,-117.273201,No,19.3,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,52202,No,Q3,No,2,No,California,No,No,No,1,19.3,0,25.62,0.0,44.92,No,No,92324
59,23,49.33,,No,,35,0,Colton,5544,Month-to-Month,United States,1910-FMXJM,Stayed,No,No,Female,Yes,Fiber Optic,"34.030915, -117.273201",34.030915,-117.273201,Yes,80.4,No,0,8,,No,No,No,Bank Withdrawal,Yes,52202,No,Q3,Yes,3,No,California,Yes,Yes,No,36,2937.65,0,1775.88,0.0,4713.53,No,Yes,92324
45,10,3.59,,No,,47,0,Colton,4063,Two Year,United States,6339-RZCBJ,Stayed,No,Yes,Male,Yes,DSL,"34.030915, -117.273201",34.030915,-117.273201,No,78.9,No,0,0,,Yes,No,No,Credit Card,Yes,52202,Yes,Q3,No,4,No,California,Yes,Yes,Yes,48,3771.5,0,172.32,0.0,3943.82,No,Yes,92324
43,19,49.45,,No,,29,0,Colton,4860,Month-to-Month,United States,4067-HLYQI,Stayed,No,No,Female,Yes,Fiber Optic,"34.030915, -117.273201",34.030915,-117.273201,No,70.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,52202,No,Q3,No,4,No,California,No,No,No,33,2406.1,60,1631.85,0.0,4097.95,No,No,92324
55,4,30.16,Attitude,Yes,Attitude of support person,79,1,Fawnskin,3599,One Year,United States,2153-MREFK,Churned,No,Yes,Female,Yes,Fiber Optic,"34.274846, -116.937581",34.274846,-116.937581,Yes,99.2,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,414,Yes,Q3,Yes,1,No,California,Yes,Yes,No,37,3754.6,0,1115.92,0.0,4870.52,No,Yes,92333
47,19,27.25,,No,,25,0,Fawnskin,5534,Two Year,United States,1090-ESELR,Stayed,No,No,Male,Yes,Fiber Optic,"34.274846, -116.937581",34.274846,-116.937581,Yes,105.5,No,0,8,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,414,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7611.55,0,1962.0,0.0,9573.55,No,Yes,92333
34,22,0.0,,No,,40,0,Fawnskin,3923,Month-to-Month,United States,1816-FLZDK,Joined,No,No,Male,Yes,DSL,"34.274846, -116.937581",34.274846,-116.937581,No,29.15,No,0,0,,No,No,No,Credit Card,No,414,Yes,Q3,No,5,No,California,No,No,No,1,29.15,0,0.0,0.0,29.15,No,Yes,92333
35,16,4.28,,No,,78,0,Fawnskin,5382,One Year,United States,4097-YODCF,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.274846, -116.937581",34.274846,-116.937581,No,103.8,Yes,1,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,414,No,Q3,No,4,No,California,Yes,Yes,Yes,34,3470.8,0,145.52,0.0,3616.32,No,Yes,92333
32,16,26.41,Competitor,Yes,Competitor had better devices,95,1,Fontana,2887,Month-to-Month,United States,3106-ULWFW,Churned,No,No,Female,Yes,Fiber Optic,"34.049671, -117.468896",34.049671,-117.468896,Yes,85.2,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,29847,No,Q3,No,1,No,California,Yes,Yes,No,8,627.4,0,211.28,0.0,838.68,No,Yes,92337
44,2,0.0,Price,Yes,Extra data charges,65,1,Fontana,2121,Month-to-Month,United States,9136-ALYBR,Churned,No,No,Male,Yes,Cable,"34.049671, -117.468896",34.049671,-117.468896,No,24.45,No,0,0,,No,No,Yes,Mailed Check,No,29847,No,Q3,No,3,No,California,No,No,No,1,24.45,0,0.0,0.0,24.45,No,Yes,92337
34,2,0.0,,No,,76,0,Fontana,5359,Month-to-Month,United States,8847-GEOOQ,Stayed,No,Yes,Male,Yes,DSL,"34.049671, -117.468896",34.049671,-117.468896,Yes,60.2,No,0,10,Offer B,Yes,No,Yes,Bank Withdrawal,No,29847,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,60,3582.4,0,0.0,0.0,3582.4,No,Yes,92337
56,0,44.35,,No,,77,0,Fontana,5458,Two Year,United States,6407-GSJNL,Stayed,No,No,Female,No,,"34.049671, -117.468896",34.049671,-117.468896,No,24.95,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,29847,No,Q3,No,5,No,California,No,No,No,51,1288.0,0,2261.85,0.0,3549.85,No,No,92337
37,7,0.0,Competitor,Yes,Competitor had better devices,79,1,Redlands,5865,Month-to-Month,United States,7802-EFKNY,Churned,No,No,Male,Yes,DSL,"34.064073, -117.166158",34.064073,-117.166158,Yes,24.95,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,No,36675,No,Q3,Yes,1,No,California,No,No,No,5,100.4,0,0.0,0.0,100.4,No,Yes,92374
24,82,14.91,,No,,69,0,Redlands,4900,Month-to-Month,United States,1304-BCCFO,Stayed,No,Yes,Male,Yes,Cable,"34.064073, -117.166158",34.064073,-117.166158,Yes,70.05,No,0,2,,No,No,Yes,Mailed Check,Yes,36675,No,Q3,Yes,3,No,California,Yes,Yes,Yes,9,564.4,0,134.19,0.0,698.59,Yes,Yes,92374
50,23,4.34,,No,,70,0,Redlands,4928,One Year,United States,6968-URWQU,Stayed,No,No,Male,Yes,DSL,"34.064073, -117.166158",34.064073,-117.166158,Yes,56.35,No,0,9,,No,No,Yes,Credit Card,Yes,36675,No,Q3,Yes,4,No,California,No,No,Yes,43,2391.15,0,186.62,0.0,2577.77,No,Yes,92374
38,18,39.44,Attitude,Yes,Attitude of support person,91,1,Sugarloaf,3596,Month-to-Month,United States,9787-XVQIU,Churned,No,No,Male,Yes,Fiber Optic,"34.243088, -116.830015",34.243088,-116.830015,No,75.3,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1834,No,Q3,No,3,No,California,No,No,No,1,75.3,0,39.44,0.0,114.74,No,No,92386
47,53,16.22,,No,,37,0,Sugarloaf,2950,Month-to-Month,United States,4431-EDMIQ,Stayed,Yes,Yes,Female,Yes,DSL,"34.243088, -116.830015",34.243088,-116.830015,Yes,75.7,No,3,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,1834,Yes,Q3,Yes,3,No,California,No,No,Yes,7,554.05,0,113.54,0.0,667.59,No,Yes,92386
40,0,49.52,,No,,38,0,Sugarloaf,5880,One Year,United States,8873-TMKGR,Stayed,No,No,Male,No,,"34.243088, -116.830015",34.243088,-116.830015,No,19.1,No,0,0,Offer C,No,No,No,Credit Card,Yes,1834,No,Q3,No,4,No,California,No,No,No,29,529.5,0,1436.08,0.0,1965.58,No,No,92386
19,51,42.19,,No,,22,0,Sugarloaf,5101,One Year,United States,7879-CGSFV,Stayed,No,No,Male,Yes,Fiber Optic,"34.243088, -116.830015",34.243088,-116.830015,No,100.9,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,1834,No,Q3,No,4,No,California,Yes,Yes,Yes,55,5552.05,0,2320.45,0.0,7872.5,Yes,Yes,92386
25,41,4.82,Other,Yes,Don't know,90,1,Anza,3698,Month-to-Month,United States,0524-IAVZO,Churned,No,No,Female,Yes,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,Yes,85.0,Yes,0,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,3745,No,Q3,Yes,2,No,California,Yes,Yes,No,30,2624.25,0,144.6,0.0,2768.85,Yes,Yes,92539
51,15,3.0,Competitor,Yes,Competitor made better offer,72,1,Anza,4734,Month-to-Month,United States,8625-AZYZY,Churned,No,Yes,Male,Yes,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,Yes,104.65,Yes,0,2,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,3745,No,Q3,Yes,3,No,California,Yes,Yes,Yes,24,2542.45,0,72.0,0.0,2614.45,No,Yes,92539
54,26,31.96,,No,,48,0,Anza,6099,Month-to-Month,United States,7803-XOCCZ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,Yes,84.05,No,2,1,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,3745,Yes,Q3,Yes,3,No,California,No,No,No,52,4326.8,0,1661.92,0.0,5988.72,No,Yes,92539
45,51,32.76,,No,,54,0,Anza,4531,Month-to-Month,United States,2657-VPXTA,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,Yes,88.85,No,3,8,,No,No,Yes,Bank Withdrawal,Yes,3745,No,Q3,Yes,4,No,California,Yes,Yes,Yes,10,929.45,0,327.6,0.0,1257.05,No,Yes,92539
29,41,33.89,Attitude,Yes,Attitude of support person,69,1,Hemet,2856,Month-to-Month,United States,2737-YNGYW,Churned,No,No,Female,Yes,Fiber Optic,"33.739415, -116.968339",33.739415,-116.968339,No,80.55,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,29687,No,Q3,No,3,No,California,Yes,Yes,No,2,184.1,0,67.78,0.0,251.88,Yes,Yes,92543
23,46,26.45,,No,,28,0,Hemet,5189,Two Year,United States,5736-YEJAX,Stayed,No,Yes,Male,Yes,DSL,"33.739415, -116.968339",33.739415,-116.968339,No,79.45,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,29687,Yes,Q3,No,4,No,California,No,No,Yes,69,5502.55,80,1825.05,0.0,7407.6,Yes,No,92543
53,0,10.13,,No,,57,0,Hemet,5722,Month-to-Month,United States,7785-RDVIG,Joined,Yes,No,Female,No,,"33.739415, -116.968339",33.739415,-116.968339,Yes,19.3,No,2,5,,No,No,No,Credit Card,Yes,29687,No,Q3,Yes,4,No,California,No,No,No,3,54.7,0,30.39,0.0,85.09,No,No,92543
44,0,4.42,,No,,29,0,Hemet,2236,Two Year,United States,6551-VLJMV,Stayed,No,No,Male,No,,"33.739415, -116.968339",33.739415,-116.968339,Yes,20.05,No,0,6,Offer C,No,No,No,Credit Card,Yes,29687,No,Q3,Yes,3,No,California,No,No,No,34,679.0,0,150.28,0.0,829.28,No,No,92543
37,16,24.31,Competitor,Yes,Competitor had better devices,91,1,Moreno Valley,5270,Month-to-Month,United States,5159-YFPKQ,Churned,No,Yes,Female,Yes,Fiber Optic,"33.88274, -117.224878",33.88274,-117.224878,No,75.8,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,22983,No,Q3,No,1,No,California,No,No,No,2,160.75,0,48.62,0.0,209.37,No,Yes,92551
47,0,16.47,,No,,51,0,Moreno Valley,4905,Month-to-Month,United States,1135-LMECX,Joined,No,No,Female,No,,"33.88274, -117.224878",33.88274,-117.224878,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,22983,No,Q3,No,5,No,California,No,No,No,1,19.85,0,16.47,0.0,36.32,No,No,92551
47,11,22.49,,No,,47,0,Moreno Valley,5436,Two Year,United States,6837-HAEVO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.88274, -117.224878",33.88274,-117.224878,Yes,105.0,Yes,2,9,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,22983,No,Q3,Yes,4,No,California,Yes,Yes,Yes,69,7297.75,0,1551.81,0.0,8849.56,No,Yes,92551
30,71,35.75,,No,,46,0,Moreno Valley,3079,One Year,United States,6933-FHBZC,Stayed,No,Yes,Female,Yes,Cable,"33.88274, -117.224878",33.88274,-117.224878,No,56.05,No,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,22983,No,Q3,No,4,No,California,No,No,No,26,1553.2,0,929.5,0.0,2482.7,No,Yes,92551
58,21,29.24,Attitude,Yes,Attitude of support person,85,1,Newport Coast,4146,One Year,United States,2659-VXMWZ,Churned,No,Yes,Male,Yes,Fiber Optic,"33.603282, -117.821841",33.603282,-117.821841,Yes,111.3,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,5597,No,Q3,No,3,No,California,Yes,Yes,Yes,67,7482.1,0,1959.08,0.0,9441.18,No,Yes,92657
46,0,24.7,,No,,49,0,Newport Coast,5248,Two Year,United States,2075-PUEPR,Stayed,Yes,No,Male,No,,"33.603282, -117.821841",33.603282,-117.821841,Yes,19.35,No,2,2,,No,No,No,Bank Withdrawal,Yes,5597,No,Q3,Yes,3,No,California,No,No,No,55,1153.25,0,1358.5,0.0,2511.75,No,No,92657
48,7,12.32,,No,,64,0,Newport Coast,5239,Month-to-Month,United States,6710-HSJRD,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.603282, -117.821841",33.603282,-117.821841,Yes,114.1,Yes,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,5597,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,61,7132.15,0,751.52,0.0,7883.67,No,Yes,92657
61,0,9.03,,No,,30,0,Newport Coast,4279,Two Year,United States,6010-DDPPW,Stayed,No,No,Male,No,,"33.603282, -117.821841",33.603282,-117.821841,Yes,25.15,Yes,0,7,Offer A,No,No,No,Bank Withdrawal,Yes,5597,No,Q3,Yes,4,No,California,No,No,No,70,1940.85,0,632.1,0.0,2572.95,No,No,92657
63,26,44.66,Attitude,Yes,Attitude of support person,89,1,Newport Beach,3344,Month-to-Month,United States,4285-GYRQC,Churned,No,Yes,Female,Yes,Fiber Optic,"33.606336, -117.893042",33.606336,-117.893042,Yes,86.25,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,3124,No,Q3,Yes,2,No,California,No,No,Yes,7,587.1,0,312.62,0.0,899.72,No,Yes,92662
58,8,42.86,,No,,64,0,Newport Beach,6198,One Year,United States,5791-KAJFD,Stayed,No,Yes,Female,Yes,DSL,"33.606336, -117.893042",33.606336,-117.893042,Yes,68.75,Yes,0,2,,No,Yes,Yes,Bank Withdrawal,Yes,3124,No,Q3,Yes,3,No,California,Yes,Yes,No,56,3808.0,0,2400.16,0.0,6208.16,No,Yes,92662
30,30,37.65,,No,,50,0,Newport Beach,5665,One Year,United States,1732-FEKLD,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.606336, -117.893042",33.606336,-117.893042,No,94.75,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,3124,No,Q3,No,4,No,California,No,No,Yes,54,5121.75,70,2033.1,0.0,7224.85,No,No,92662
46,18,18.26,,No,,47,0,Newport Beach,6280,Two Year,United States,6586-MYGKD,Stayed,No,No,Male,Yes,DSL,"33.606336, -117.893042",33.606336,-117.893042,Yes,76.95,Yes,0,1,Offer A,No,Yes,Yes,Credit Card,Yes,3124,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,5289.8,0,1278.2,0.0,6568.0,No,Yes,92662
64,26,29.3,Attitude,Yes,Attitude of service provider,74,1,Trabuco Canyon,3677,Month-to-Month,United States,8337-MSSXB,Churned,No,No,Female,Yes,Fiber Optic,"33.631119, -117.567346",33.631119,-117.567346,No,86.3,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,32268,No,Q3,No,2,No,California,Yes,Yes,No,14,1180.95,10,410.2,0.0,1601.15,No,No,92679
52,6,28.85,Competitor,Yes,Competitor offered higher download speeds,71,1,Trabuco Canyon,2792,Month-to-Month,United States,9574-RKJIF,Churned,No,No,Male,Yes,Fiber Optic,"33.631119, -117.567346",33.631119,-117.567346,Yes,94.4,Yes,0,1,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,32268,No,Q3,Yes,1,No,California,No,No,Yes,30,2838.7,80,865.5,0.0,3784.2,No,No,92679
63,51,5.17,,No,,50,0,Trabuco Canyon,4326,Month-to-Month,United States,3701-SFMUH,Stayed,Yes,No,Male,Yes,Cable,"33.631119, -117.567346",33.631119,-117.567346,Yes,69.7,No,3,6,Offer E,No,Yes,No,Credit Card,Yes,32268,No,Q3,Yes,3,No,California,Yes,Yes,Yes,7,516.15,0,36.19,0.0,552.34,No,Yes,92679
50,0,38.43,,No,,44,0,Trabuco Canyon,5038,Two Year,United States,3129-AAQOU,Stayed,Yes,No,Female,No,,"33.631119, -117.567346",33.631119,-117.567346,Yes,25.6,Yes,2,4,Offer D,No,No,No,Credit Card,Yes,32268,No,Q3,Yes,3,No,California,No,No,No,19,485.9,0,730.17,0.0,1216.07,No,No,92679
41,27,27.28,Competitor,Yes,Competitor had better devices,67,1,Anaheim,3156,Month-to-Month,United States,2482-CZGBB,Churned,No,No,Male,Yes,Fiber Optic,"33.818, -117.974404",33.818,-117.974404,No,70.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,81333,No,Q3,No,1,No,California,No,No,No,10,740.0,0,272.8,0.0,1012.8,No,Yes,92804
59,0,9.61,,No,,65,0,Anaheim,3007,Month-to-Month,United States,2640-LYMOV,Joined,No,No,Male,No,,"33.818, -117.974404",33.818,-117.974404,No,19.65,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,81333,No,Q3,No,4,No,California,No,No,No,2,38.8,0,19.22,0.0,58.02,No,No,92804
61,14,14.42,,No,,43,0,Anaheim,5906,Month-to-Month,United States,8104-OSKWT,Stayed,No,No,Female,Yes,Fiber Optic,"33.818, -117.974404",33.818,-117.974404,No,79.8,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,81333,No,Q3,No,3,No,California,No,No,No,12,1001.2,0,173.04,21.53,1152.71,No,Yes,92804
37,52,8.39,,No,,67,0,Anaheim,5661,Two Year,United States,2404-JIBFC,Stayed,Yes,Yes,Female,Yes,DSL,"33.818, -117.974404",33.818,-117.974404,Yes,85.1,Yes,3,1,,No,Yes,Yes,Bank Withdrawal,Yes,81333,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,55,4657.95,0,461.45,0.0,5119.4,No,Yes,92804
53,4,34.41,Attitude,Yes,Attitude of support person,75,1,Garden Grove,5189,One Year,United States,0866-QLSIR,Churned,No,No,Female,Yes,DSL,"33.764018, -117.931507",33.764018,-117.931507,No,64.4,Yes,0,0,Offer C,Yes,Yes,Yes,Mailed Check,Yes,43491,Yes,Q3,No,2,No,California,No,No,No,34,2088.75,0,1169.94,0.0,3258.69,No,Yes,92843
19,69,13.45,,No,,75,0,Garden Grove,4652,Two Year,United States,0459-SPZHJ,Stayed,No,Yes,Male,Yes,DSL,"33.764018, -117.931507",33.764018,-117.931507,Yes,83.5,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,43491,No,Q3,Yes,4,No,California,Yes,Yes,Yes,63,5435.0,0,847.35,0.0,6282.35,Yes,Yes,92843
52,0,44.32,,No,,51,0,Garden Grove,4686,One Year,United States,8590-OHDIW,Stayed,Yes,No,Female,No,,"33.764018, -117.931507",33.764018,-117.931507,Yes,20.3,No,3,1,Offer C,No,No,No,Credit Card,Yes,43491,No,Q3,Yes,5,No,California,No,No,No,38,749.35,0,1684.16,10.65,2422.86,No,No,92843
36,0,28.54,,No,,75,0,Garden Grove,4118,Two Year,United States,4589-IUAJB,Stayed,No,No,Male,No,,"33.764018, -117.931507",33.764018,-117.931507,Yes,24.25,Yes,0,1,Offer A,No,No,No,Bank Withdrawal,Yes,43491,No,Q3,Yes,4,No,California,No,No,No,70,1724.15,0,1997.8,0.0,3721.95,No,No,92843
30,58,40.67,Attitude,Yes,Attitude of service provider,65,1,Yorba Linda,4330,Month-to-Month,United States,6204-IEUXJ,Churned,No,Yes,Female,Yes,Fiber Optic,"33.897253, -117.792202",33.897253,-117.792202,No,80.1,No,0,0,Offer E,No,No,No,Credit Card,Yes,39458,Yes,Q3,No,3,No,California,No,No,No,3,217.55,0,122.01,0.0,339.56,No,Yes,92886
47,58,21.89,,No,,51,0,Yorba Linda,6158,Two Year,United States,8207-DMRVL,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.897253, -117.792202",33.897253,-117.792202,Yes,114.55,Yes,3,1,,Yes,Yes,No,Bank Withdrawal,Yes,39458,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8306.05,40,1576.08,21.6,9900.53,No,No,92886
41,28,43.33,,No,,36,0,Yorba Linda,5328,Two Year,United States,3882-IYOIJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.897253, -117.792202",33.897253,-117.792202,Yes,115.25,Yes,1,1,Offer B,Yes,Yes,No,Credit Card,Yes,39458,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,60,6758.45,0,2599.8,11.85,9346.4,No,Yes,92886
64,21,20.39,,No,,24,0,Yorba Linda,5498,Two Year,United States,3057-VJJQE,Stayed,No,No,Male,Yes,DSL,"33.897253, -117.792202",33.897253,-117.792202,No,55.25,Yes,0,0,,No,Yes,No,Credit Card,Yes,39458,No,Q3,No,3,No,California,No,No,No,35,1924.1,0,713.65,0.0,2637.75,No,Yes,92886
28,27,37.95,Other,Yes,Don't know,83,1,Oxnard,3425,Month-to-Month,United States,0320-JDNQG,Churned,No,No,Male,Yes,Fiber Optic,"34.18454, -119.224666",34.18454,-119.224666,Yes,99.85,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,25322,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,23,2331.3,0,872.85,0.0,3204.15,Yes,Yes,93035
56,22,14.41,,No,,50,0,Oxnard,5904,One Year,United States,4851-BQDNX,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.18454, -119.224666",34.18454,-119.224666,Yes,85.05,No,1,5,,No,No,Yes,Bank Withdrawal,Yes,25322,No,Q3,Yes,4,No,California,No,No,Yes,40,3355.65,0,576.4,38.15,3893.9,No,Yes,93035
60,22,0.0,,No,,73,0,Oxnard,4310,Month-to-Month,United States,7950-XWOVN,Stayed,No,Yes,Male,Yes,DSL,"34.18454, -119.224666",34.18454,-119.224666,No,34.7,No,0,0,Offer D,Yes,No,No,Credit Card,No,25322,No,Q3,No,5,No,California,No,No,No,11,383.55,150,0.0,22.53,511.02,No,No,93035
63,0,3.14,,No,,46,0,Oxnard,3413,Two Year,United States,8215-NGSPE,Stayed,Yes,No,Female,No,,"34.18454, -119.224666",34.18454,-119.224666,Yes,20.0,No,1,3,Offer B,No,No,No,Credit Card,Yes,25322,No,Q3,Yes,3,No,California,No,No,No,42,833.55,0,131.88,0.0,965.43,No,No,93035
41,16,36.44,Attitude,Yes,Attitude of service provider,75,1,Piru,5554,Month-to-Month,United States,7180-PISOG,Churned,No,No,Male,Yes,Fiber Optic,"34.432843, -118.730106",34.432843,-118.730106,Yes,74.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1459,No,Q3,No,3,No,California,No,No,No,1,74.5,0,36.44,0.0,110.94,No,Yes,93040
41,0,37.61,Attitude,Yes,Attitude of support person,90,1,Piru,4115,Month-to-Month,United States,4390-KYULV,Churned,No,No,Male,No,,"34.432843, -118.730106",34.432843,-118.730106,Yes,20.55,No,0,1,Offer E,No,No,Yes,Credit Card,Yes,1459,No,Q3,Yes,1,No,California,No,No,No,3,51.15,0,112.83,0.0,163.98,No,No,93040
38,14,5.48,Price,Yes,Long distance charges,95,1,Piru,6173,Two Year,United States,2225-ZRGSG,Churned,No,Yes,Female,Yes,Fiber Optic,"34.432843, -118.730106",34.432843,-118.730106,Yes,93.9,Yes,0,1,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,1459,Yes,Q3,Yes,1,No,California,No,No,No,70,6579.05,0,383.6,0.0,6962.65,No,Yes,93040
49,0,15.87,,No,,76,0,Piru,4404,Two Year,United States,5148-HKFIR,Stayed,No,No,Female,No,,"34.432843, -118.730106",34.432843,-118.730106,No,19.7,No,0,0,,No,No,No,Credit Card,Yes,1459,No,Q3,No,5,No,California,No,No,No,20,406.95,0,317.4,0.0,724.35,No,No,93040
60,4,9.36,Attitude,Yes,Attitude of support person,91,1,Santa Paula,6001,Month-to-Month,United States,3571-RFHAR,Churned,No,Yes,Male,Yes,Fiber Optic,"34.402343, -119.094824",34.402343,-119.094824,No,109.15,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,32511,Yes,Q3,No,2,No,California,Yes,Yes,Yes,65,6941.2,140,608.4,0.0,7689.6,No,No,93060
48,22,23.67,Price,Yes,Extra data charges,90,1,Santa Paula,4610,Two Year,United States,5271-YNWVR,Churned,No,Yes,Male,Yes,Fiber Optic,"34.402343, -119.094824",34.402343,-119.094824,Yes,113.15,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,32511,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,68,7856.0,0,1609.56,0.0,9465.56,No,Yes,93060
22,52,29.81,,No,,52,0,Santa Paula,3273,Month-to-Month,United States,3003-CMDUU,Stayed,No,No,Female,Yes,Fiber Optic,"34.402343, -119.094824",34.402343,-119.094824,Yes,95.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,32511,Yes,Q3,No,3,No,California,Yes,Yes,Yes,25,2395.7,80,745.25,0.0,3220.95,Yes,No,93060
22,41,36.61,,No,,44,0,Santa Paula,6115,One Year,United States,9702-AIUJO,Stayed,Yes,No,Male,Yes,DSL,"34.402343, -119.094824",34.402343,-119.094824,Yes,44.8,No,2,10,,No,No,Yes,Bank Withdrawal,Yes,32511,No,Q3,Yes,5,No,California,No,No,No,50,2230.85,0,1830.5,36.22,4025.13,Yes,Yes,93060
27,73,31.24,Attitude,Yes,Attitude of service provider,68,1,Santa Barbara,5543,Month-to-Month,United States,4307-KTUMW,Churned,No,Yes,Male,Yes,Fiber Optic,"34.457541, -119.631072",34.457541,-119.631072,Yes,93.9,Yes,0,1,Offer B,No,Yes,No,Bank Withdrawal,Yes,12741,No,Q3,Yes,1,No,California,Yes,Yes,No,53,5029.2,0,1655.72,0.0,6684.92,Yes,Yes,93108
52,17,45.2,Dissatisfaction,Yes,Network reliability,83,1,Santa Barbara,2793,Two Year,United States,7253-UVNDW,Churned,No,Yes,Female,Yes,DSL,"34.457541, -119.631072",34.457541,-119.631072,No,54.35,No,0,0,,No,No,No,Credit Card,Yes,12741,Yes,Q3,No,3,No,California,No,No,No,46,2460.15,0,2079.2,0.0,4539.35,No,Yes,93108
40,0,17.4,,No,,38,0,Santa Barbara,4745,One Year,United States,7665-VIGUD,Stayed,No,No,Male,No,,"34.457541, -119.631072",34.457541,-119.631072,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,12741,No,Q3,No,5,No,California,No,No,No,10,176.3,0,174.0,0.0,350.3,No,No,93108
53,0,1.3,,No,,74,0,Santa Barbara,5221,Month-to-Month,United States,5712-VBOXD,Stayed,No,No,Female,No,,"34.457541, -119.631072",34.457541,-119.631072,No,20.15,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,12741,No,Q3,No,3,No,California,No,No,No,4,68.45,0,5.2,0.0,73.65,No,No,93108
35,11,13.68,Competitor,Yes,Competitor had better devices,67,1,Taft,4469,Month-to-Month,United States,3211-ILJTT,Churned,No,No,Male,Yes,Fiber Optic,"35.184837, -119.402525",35.184837,-119.402525,Yes,70.4,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,14937,No,Q3,Yes,1,No,California,No,No,No,17,1214.05,0,232.56,0.0,1446.61,No,Yes,93268
40,22,19.32,Attitude,Yes,Attitude of support person,91,1,Taft,2199,Month-to-Month,United States,5393-RXQSZ,Churned,No,No,Male,Yes,Fiber Optic,"35.184837, -119.402525",35.184837,-119.402525,No,79.6,No,0,0,,No,No,No,Bank Withdrawal,Yes,14937,No,Q3,No,3,No,California,Yes,Yes,No,1,79.6,0,19.32,0.0,98.92,No,Yes,93268
47,10,37.51,,No,,64,0,Taft,3029,Month-to-Month,United States,8040-MNRTF,Joined,No,No,Female,Yes,Fiber Optic,"35.184837, -119.402525",35.184837,-119.402525,No,71.1,No,0,0,,No,No,No,Mailed Check,Yes,14937,No,Q3,No,5,No,California,No,No,No,1,71.1,0,37.51,0.0,108.61,No,Yes,93268
22,59,34.75,,No,,56,0,Taft,4549,One Year,United States,6194-HBGQN,Stayed,No,Yes,Male,Yes,Cable,"35.184837, -119.402525",35.184837,-119.402525,No,81.15,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,14937,Yes,Q3,No,4,No,California,No,No,Yes,51,4126.2,0,1772.25,0.0,5898.45,Yes,Yes,93268
49,19,46.17,Competitor,Yes,Competitor had better devices,82,1,Los Osos,4563,Month-to-Month,United States,5103-MHMHY,Churned,Yes,No,Female,Yes,Cable,"35.279984, -120.824288",35.279984,-120.824288,No,45.95,No,1,0,Offer E,No,No,No,Mailed Check,Yes,14859,No,Q3,No,1,No,California,No,No,No,1,45.95,0,46.17,0.0,92.12,No,Yes,93402
60,27,6.73,,No,,70,0,Los Osos,4558,Month-to-Month,United States,3347-YJZZE,Stayed,Yes,Yes,Male,Yes,DSL,"35.279984, -120.824288",35.279984,-120.824288,Yes,80.1,Yes,2,6,,Yes,No,No,Credit Card,Yes,14859,No,Q3,Yes,4,No,California,Yes,Yes,Yes,29,2211.8,0,195.17,0.0,2406.97,No,Yes,93402
38,7,25.81,,No,,71,0,Los Osos,4916,Month-to-Month,United States,9667-TKTVZ,Joined,No,No,Female,Yes,Cable,"35.279984, -120.824288",35.279984,-120.824288,No,54.35,Yes,0,0,,No,No,Yes,Credit Card,Yes,14859,Yes,Q3,No,5,No,California,No,No,No,2,117.05,0,51.62,0.0,168.67,No,Yes,93402
59,28,0.0,,No,,29,0,Los Osos,3800,Month-to-Month,United States,6345-HOVES,Stayed,No,No,Male,Yes,Cable,"35.279984, -120.824288",35.279984,-120.824288,No,25.05,No,0,0,,No,No,Yes,Bank Withdrawal,No,14859,No,Q3,No,4,No,California,No,No,No,34,852.7,0,0.0,0.0,852.7,No,Yes,93402
45,4,33.34,Other,Yes,Moved,86,1,Buellton,3967,Month-to-Month,United States,0235-KGSLC,Churned,No,Yes,Female,Yes,Fiber Optic,"34.631362, -120.238218",34.631362,-120.238218,No,85.55,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,4644,No,Q3,No,2,No,California,No,No,Yes,1,85.55,0,33.34,0.0,118.89,No,Yes,93427
56,27,36.97,Dissatisfaction,Yes,Service dissatisfaction,72,1,Buellton,5224,Month-to-Month,United States,6615-NGGZJ,Churned,No,No,Male,Yes,Fiber Optic,"34.631362, -120.238218",34.631362,-120.238218,No,100.55,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,4644,No,Q3,No,2,No,California,Yes,Yes,Yes,14,1415.55,0,517.58,0.0,1933.13,No,Yes,93427
21,73,37.75,,No,,43,0,Buellton,5593,Month-to-Month,United States,5575-TPIZQ,Stayed,No,No,Male,Yes,Fiber Optic,"34.631362, -120.238218",34.631362,-120.238218,No,89.15,Yes,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,4644,No,Q3,No,3,No,California,No,No,Yes,46,4245.55,0,1736.5,0.0,5982.05,Yes,Yes,93427
52,0,40.37,,No,,71,0,Buellton,4501,Two Year,United States,6370-ZVHDV,Stayed,No,No,Female,No,,"34.631362, -120.238218",34.631362,-120.238218,Yes,25.3,Yes,0,1,Offer B,No,No,No,Bank Withdrawal,Yes,4644,No,Q3,Yes,4,No,California,No,No,No,61,1554.9,0,2462.57,0.0,4017.47,No,No,93427
61,4,10.43,Other,Yes,Moved,79,1,Morro Bay,5413,Month-to-Month,United States,2884-GBPFB,Churned,No,No,Female,Yes,Fiber Optic,"35.369553, -120.763864",35.369553,-120.763864,Yes,70.3,No,0,4,Offer C,No,No,Yes,Bank Withdrawal,Yes,10909,No,Q3,Yes,3,No,California,No,No,No,35,2416.55,80,365.05,0.0,2861.6,No,No,93442
47,0,5.28,,No,,64,0,Morro Bay,5676,Two Year,United States,4950-HKQTE,Stayed,No,No,Female,No,,"35.369553, -120.763864",35.369553,-120.763864,No,26.25,Yes,0,0,Offer D,No,No,No,Credit Card,Yes,10909,No,Q3,No,4,No,California,No,No,No,22,605.9,0,116.16,0.0,722.06,No,No,93442
22,52,40.03,,No,,52,0,Morro Bay,2789,Month-to-Month,United States,4256-ZWTZI,Stayed,Yes,No,Female,Yes,DSL,"35.369553, -120.763864",35.369553,-120.763864,No,51.0,No,1,0,,No,No,Yes,Credit Card,Yes,10909,Yes,Q3,No,4,No,California,No,No,No,5,286.8,0,200.15,0.0,486.95,Yes,No,93442
33,14,0.0,,No,,54,0,Morro Bay,4099,Month-to-Month,United States,3841-CONLJ,Joined,No,No,Female,Yes,DSL,"35.369553, -120.763864",35.369553,-120.763864,Yes,35.0,No,0,9,,No,No,No,Bank Withdrawal,No,10909,No,Q3,Yes,3,No,California,Yes,Yes,No,1,35.0,0,0.0,0.0,35.0,No,Yes,93442
22,73,41.61,Competitor,Yes,Competitor had better devices,76,1,Templeton,4461,One Year,United States,5136-KCKGI,Churned,No,Yes,Female,Yes,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,Yes,103.7,Yes,0,1,Offer C,No,Yes,Yes,Mailed Check,Yes,7918,No,Q3,Yes,2,No,California,Yes,Yes,Yes,33,3467.0,0,1373.13,0.0,4840.13,Yes,Yes,93465
27,52,36.25,Other,Yes,Don't know,95,1,Templeton,3228,Month-to-Month,United States,3677-TNKIO,Churned,No,No,Female,Yes,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,No,71.0,No,0,0,,No,No,Yes,Credit Card,Yes,7918,No,Q3,No,1,No,California,No,No,No,14,914.0,0,507.5,0.0,1421.5,Yes,Yes,93465
21,59,41.88,Attitude,Yes,Attitude of service provider,91,1,Templeton,4191,One Year,United States,1984-FCOWB,Churned,No,Yes,Female,Yes,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,Yes,109.5,Yes,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,7918,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,70,7674.55,150,2931.6,0.0,10756.15,Yes,No,93465
35,25,35.41,,No,,67,0,Templeton,5602,Month-to-Month,United States,6923-JHPMP,Joined,No,Yes,Female,Yes,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,No,80.45,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,7918,No,Q3,No,4,No,California,No,No,No,2,137.1,0,70.82,0.0,207.92,No,Yes,93465
22,76,38.83,Competitor,Yes,Competitor had better devices,80,1,Independence,2939,Month-to-Month,United States,2929-ERCFZ,Churned,No,Yes,Female,Yes,Fiber Optic,"36.869584, -118.189241",36.869584,-118.189241,Yes,94.2,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,734,No,Q3,Yes,1,No,California,Yes,Yes,Yes,8,777.3,0,310.64,0.0,1087.94,Yes,Yes,93526
24,0,13.16,,No,,68,0,Independence,5504,Two Year,United States,3115-CZMZD,Stayed,No,No,Male,No,,"36.869584, -118.189241",36.869584,-118.189241,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,734,No,Q3,No,4,No,California,No,No,No,10,202.5,0,131.6,0.0,334.1,Yes,No,93526
42,0,18.21,,No,,67,0,Independence,5192,Two Year,United States,7980-MHFLQ,Stayed,Yes,No,Female,No,,"36.869584, -118.189241",36.869584,-118.189241,Yes,24.9,Yes,3,5,Offer A,No,No,No,Credit Card,Yes,734,No,Q3,Yes,3,No,California,No,No,No,72,1859.2,0,1311.12,0.0,3170.32,No,No,93526
58,0,41.78,,No,,77,0,Independence,2868,One Year,United States,5602-BVFMK,Stayed,No,No,Female,No,,"36.869584, -118.189241",36.869584,-118.189241,No,19.3,No,0,0,,No,No,No,Credit Card,Yes,734,No,Q3,No,5,No,California,No,No,No,12,228.75,0,501.36,0.0,730.11,No,No,93526
55,5,0.0,Competitor,Yes,Competitor had better devices,82,1,Lancaster,2044,One Year,United States,1623-NLDOT,Churned,No,No,Female,Yes,Cable,"34.727529, -118.153098",34.727529,-118.153098,Yes,33.55,No,0,1,Offer B,Yes,No,No,Mailed Check,No,35109,Yes,Q3,Yes,2,No,California,No,No,No,42,1445.3,50,0.0,0.0,1495.3,No,No,93534
37,0,48.14,,No,,38,0,Lancaster,3678,Month-to-Month,United States,4013-GUXND,Joined,No,No,Male,No,,"34.727529, -118.153098",34.727529,-118.153098,No,20.8,No,0,0,Offer E,No,No,No,Credit Card,Yes,35109,No,Q3,No,4,No,California,No,No,No,1,20.8,0,48.14,0.0,68.94,No,No,93534
63,24,38.33,,No,,30,0,Lancaster,4421,Month-to-Month,United States,0374-AACSZ,Joined,No,No,Female,Yes,DSL,"34.727529, -118.153098",34.727529,-118.153098,No,50.15,No,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,35109,No,Q3,No,3,No,California,No,No,No,1,50.15,50,38.33,0.0,138.48,No,No,93534
22,59,43.93,,No,,67,0,Lancaster,4594,Month-to-Month,United States,8903-XEBGX,Joined,Yes,No,Male,Yes,DSL,"34.727529, -118.153098",34.727529,-118.153098,No,55.3,No,1,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,35109,No,Q3,No,3,No,California,Yes,Yes,No,2,108.65,0,87.86,0.0,196.51,Yes,Yes,93534
54,29,0.0,Competitor,Yes,Competitor offered higher download speeds,93,1,Rosamond,4747,Month-to-Month,United States,7854-FOKSF,Churned,No,No,Male,Yes,Cable,"34.903052, -118.411251",34.903052,-118.411251,No,35.9,No,0,0,Offer E,No,No,No,Bank Withdrawal,No,14931,No,Q3,No,1,No,California,Yes,Yes,No,1,35.9,0,0.0,0.0,35.9,No,Yes,93560
24,73,41.21,,No,,22,0,Rosamond,4259,Two Year,United States,8823-RLPWL,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.903052, -118.411251",34.903052,-118.411251,Yes,110.65,Yes,0,5,Offer A,Yes,Yes,Yes,Credit Card,Yes,14931,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8065.65,0,2967.12,0.0,11032.77,Yes,Yes,93560
23,42,38.03,,No,,26,0,Rosamond,3403,Month-to-Month,United States,5606-AMZBO,Stayed,No,No,Female,Yes,Fiber Optic,"34.903052, -118.411251",34.903052,-118.411251,Yes,78.15,Yes,0,4,,No,Yes,Yes,Credit Card,Yes,14931,No,Q3,Yes,3,No,California,No,No,No,10,765.15,0,380.3,0.0,1145.45,Yes,Yes,93560
56,0,23.84,,No,,65,0,Rosamond,5811,Month-to-Month,United States,4936-YPJNK,Stayed,No,No,Female,No,,"34.903052, -118.411251",34.903052,-118.411251,No,19.9,No,0,0,,No,No,Yes,Credit Card,Yes,14931,No,Q3,No,4,No,California,No,No,No,10,199.45,0,238.4,0.0,437.85,No,No,93560
30,69,10.11,Dissatisfaction,Yes,Network reliability,70,1,Hume,4584,Month-to-Month,United States,8481-YYXWG,Churned,No,No,Female,Yes,Fiber Optic,"36.807595, -118.901544",36.807595,-118.901544,No,89.35,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,93,Yes,Q3,No,3,No,California,Yes,Yes,No,5,461.7,0,50.55,0.0,512.25,No,Yes,93628
53,9,42.09,Competitor,Yes,Competitor had better devices,90,1,Hume,5773,Month-to-Month,United States,9985-MWVIX,Churned,No,No,Female,Yes,Fiber Optic,"36.807595, -118.901544",36.807595,-118.901544,No,70.15,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,93,No,Q3,No,1,No,California,No,No,No,1,70.15,0,42.09,0.0,112.24,No,Yes,93628
61,6,37.02,,No,,41,0,Hume,4699,Two Year,United States,3174-AKMAS,Stayed,No,No,Female,Yes,DSL,"36.807595, -118.901544",36.807595,-118.901544,Yes,64.2,No,0,1,,Yes,No,Yes,Credit Card,Yes,93,Yes,Q3,Yes,4,No,California,No,No,Yes,46,3009.5,0,1702.92,0.0,4712.42,No,Yes,93628
22,48,22.74,,No,,43,0,Hume,5274,Two Year,United States,2190-PHBHR,Stayed,No,No,Female,Yes,Fiber Optic,"36.807595, -118.901544",36.807595,-118.901544,Yes,94.45,Yes,0,5,Offer A,Yes,Yes,Yes,Credit Card,Yes,93,No,Q3,Yes,4,No,California,Yes,Yes,No,72,6921.7,0,1637.28,0.0,8558.98,Yes,Yes,93628
32,19,27.7,Dissatisfaction,Yes,Limited range of services,79,1,North Fork,2756,Month-to-Month,United States,2609-IAICY,Churned,No,No,Female,Yes,Fiber Optic,"37.244307, -119.470256",37.244307,-119.470256,No,77.15,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,3376,No,Q3,No,3,No,California,No,No,No,1,77.15,10,27.7,0.0,114.85,No,No,93643
55,0,33.63,,No,,53,0,North Fork,3052,Two Year,United States,8098-TDCBU,Stayed,No,No,Female,No,,"37.244307, -119.470256",37.244307,-119.470256,Yes,25.25,Yes,0,9,,No,No,No,Bank Withdrawal,Yes,3376,No,Q3,Yes,4,No,California,No,No,No,42,1108.2,0,1412.46,0.0,2520.66,No,No,93643
50,0,7.31,,No,,30,0,North Fork,4910,One Year,United States,2466-FCCPT,Stayed,Yes,No,Female,No,,"37.244307, -119.470256",37.244307,-119.470256,Yes,19.7,No,3,7,,No,No,No,Bank Withdrawal,Yes,3376,No,Q3,Yes,5,No,California,No,No,No,20,395.6,0,146.2,0.0,541.8,No,No,93643
30,53,23.75,,No,,26,0,North Fork,3786,One Year,United States,8679-LZBMD,Stayed,No,No,Male,Yes,Fiber Optic,"37.244307, -119.470256",37.244307,-119.470256,Yes,90.65,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,3376,No,Q3,Yes,5,No,California,Yes,Yes,Yes,44,3974.15,0,1045.0,0.0,5019.15,No,Yes,93643
53,9,0.0,Price,Yes,Lack of affordable download/upload speed,88,1,Oakhurst,2548,Month-to-Month,United States,1740-CSDJP,Churned,No,No,Male,Yes,DSL,"37.648647, -119.231447",37.648647,-119.231447,No,35.25,No,0,0,,No,No,Yes,Bank Withdrawal,No,8521,No,Q3,No,2,No,California,Yes,Yes,No,1,35.25,0,0.0,0.0,35.25,No,Yes,93644
23,42,0.0,,No,,33,0,Oakhurst,4697,One Year,United States,3551-GAEGL,Stayed,No,No,Male,Yes,DSL,"37.648647, -119.231447",37.648647,-119.231447,Yes,30.4,No,0,0,,No,Yes,No,Bank Withdrawal,No,8521,No,Q3,No,4,No,California,No,No,No,34,938.65,0,0.0,0.0,938.65,Yes,Yes,93644
46,6,26.81,,No,,39,0,Oakhurst,5135,Two Year,United States,6211-WWLTF,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.648647, -119.231447",37.648647,-119.231447,Yes,99.7,No,0,3,Offer B,No,Yes,No,Credit Card,Yes,8521,No,Q3,Yes,3,No,California,Yes,Yes,Yes,63,6330.4,0,1689.03,0.0,8019.43,No,Yes,93644
22,69,1.84,,No,,35,0,Oakhurst,4204,Two Year,United States,3407-JMJQQ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.648647, -119.231447",37.648647,-119.231447,Yes,109.0,Yes,1,2,,Yes,Yes,Yes,Bank Withdrawal,Yes,8521,No,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7661.8,150,130.64,0.0,7942.44,Yes,No,93644
44,23,1.19,Competitor,Yes,Competitor had better devices,94,1,Traver,4155,Month-to-Month,United States,9921-ZVRHG,Churned,No,Yes,Female,Yes,Fiber Optic,"36.456091, -119.486225",36.456091,-119.486225,No,80.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,646,No,Q3,No,1,No,California,No,No,No,14,1072.0,0,16.66,0.0,1088.66,No,Yes,93673
33,16,1.08,,No,,31,0,Traver,3746,Month-to-Month,United States,2672-TGEFF,Stayed,Yes,No,Female,Yes,Fiber Optic,"36.456091, -119.486225",36.456091,-119.486225,Yes,88.8,Yes,2,3,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,646,No,Q3,Yes,4,No,California,No,No,Yes,37,3340.55,0,39.96,0.0,3380.51,No,Yes,93673
43,0,24.65,,No,,21,0,Traver,2360,Month-to-Month,United States,7777-UNYHB,Stayed,Yes,No,Female,No,,"36.456091, -119.486225",36.456091,-119.486225,Yes,20.1,No,1,3,,No,No,Yes,Credit Card,Yes,646,No,Q3,Yes,3,No,California,No,No,No,12,232.4,0,295.8,0.0,528.2,No,No,93673
42,0,13.93,,No,,20,0,Traver,3875,Two Year,United States,2805-AUFQN,Stayed,No,No,Female,No,,"36.456091, -119.486225",36.456091,-119.486225,No,19.8,No,0,0,Offer C,No,No,No,Credit Card,Yes,646,No,Q3,No,3,No,California,No,No,No,25,475.2,0,348.25,0.0,823.45,No,No,93673
55,2,42.16,Other,Yes,Don't know,82,1,Salinas,4676,Month-to-Month,United States,8433-WXGNA,Churned,No,No,Male,Yes,Cable,"36.722898, -121.633648",36.722898,-121.633648,No,75.7,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,53946,No,Q3,No,1,No,California,No,No,No,2,189.2,0,84.32,0.0,273.52,No,Yes,93906
50,0,40.25,,No,,57,0,Salinas,5983,Month-to-Month,United States,8713-IGZSO,Joined,No,No,Male,No,,"36.722898, -121.633648",36.722898,-121.633648,No,24.85,Yes,0,0,Offer E,No,No,No,Credit Card,Yes,53946,No,Q3,No,3,No,California,No,No,No,2,62.0,0,80.5,0.0,142.5,No,No,93906
31,0,10.22,,No,,33,0,Salinas,4441,Month-to-Month,United States,2465-BLLEU,Joined,No,No,Male,No,,"36.722898, -121.633648",36.722898,-121.633648,No,19.75,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,53946,No,Q3,No,5,No,California,No,No,No,1,19.75,0,10.22,0.0,29.97,No,No,93906
29,59,10.68,,No,,33,0,Salinas,4394,Two Year,United States,2419-FSORS,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.722898, -121.633648",36.722898,-121.633648,Yes,108.4,Yes,0,8,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,53946,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7719.5,0,768.96,0.0,8488.46,Yes,Yes,93906
28,42,21.8,Other,Yes,Don't know,93,1,Carmel Valley,4750,Month-to-Month,United States,3707-GNWHM,Churned,No,No,Male,Yes,Fiber Optic,"36.414611, -121.6386",36.414611,-121.6386,No,74.25,Yes,0,0,,No,No,Yes,Mailed Check,Yes,6691,No,Q3,No,1,No,California,No,No,No,1,74.25,0,21.8,0.0,96.05,Yes,Yes,93924
59,8,37.38,,No,,53,0,Carmel Valley,4488,One Year,United States,3224-DFQNQ,Stayed,No,No,Female,Yes,Fiber Optic,"36.414611, -121.6386",36.414611,-121.6386,Yes,89.0,Yes,0,10,,Yes,Yes,No,Bank Withdrawal,Yes,6691,Yes,Q3,Yes,3,No,California,No,No,No,66,5898.6,0,2467.08,0.0,8365.68,No,Yes,93924
44,23,0.0,,No,,52,0,Carmel Valley,6187,Two Year,United States,0769-MURVM,Stayed,Yes,Yes,Female,Yes,Cable,"36.414611, -121.6386",36.414611,-121.6386,Yes,65.7,No,2,5,Offer A,Yes,Yes,No,Bank Withdrawal,No,6691,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,4575.35,0,0.0,0.0,4575.35,No,Yes,93924
36,0,33.44,,No,,64,0,Carmel Valley,5667,Month-to-Month,United States,0787-LHDYT,Stayed,No,No,Male,No,,"36.414611, -121.6386",36.414611,-121.6386,No,20.6,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,6691,No,Q3,No,3,No,California,No,No,No,16,330.25,0,535.04,0.0,865.29,No,No,93924
52,0,3.14,Dissatisfaction,Yes,Service dissatisfaction,66,1,Brisbane,4152,Month-to-Month,United States,5766-ZJYBB,Churned,No,No,Male,No,,"37.684694, -122.40712",37.684694,-122.40712,No,19.4,No,0,0,,No,No,No,Mailed Check,Yes,3635,No,Q3,No,2,No,California,No,No,No,1,19.4,0,3.14,0.0,22.54,No,No,94005
33,12,23.54,,No,,38,0,Brisbane,3333,Two Year,United States,4713-ZBURT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.684694, -122.40712",37.684694,-122.40712,No,99.7,Yes,2,0,,No,No,No,Bank Withdrawal,Yes,3635,No,Q3,No,4,No,California,Yes,Yes,Yes,45,4634.35,0,1059.3,0.0,5693.65,No,Yes,94005
47,19,0.0,,No,,59,0,Brisbane,4556,Two Year,United States,1209-VFFOC,Stayed,Yes,Yes,Male,Yes,DSL,"37.684694, -122.40712",37.684694,-122.40712,Yes,56.4,No,2,10,Offer A,Yes,Yes,Yes,Credit Card,No,3635,Yes,Q3,Yes,3,No,California,Yes,Yes,No,68,3948.45,0,0.0,0.0,3948.45,No,Yes,94005
61,0,4.27,,No,,47,0,Brisbane,5915,One Year,United States,6754-WKSHP,Stayed,Yes,No,Male,No,,"37.684694, -122.40712",37.684694,-122.40712,No,25.35,Yes,2,0,Offer C,No,No,No,Bank Withdrawal,Yes,3635,No,Q3,No,3,No,California,No,No,No,30,723.3,0,128.1,0.0,851.4,No,No,94005
48,3,15.78,Price,Yes,Extra data charges,70,1,San Francisco,3378,Month-to-Month,United States,8178-EYZUO,Churned,No,No,Male,Yes,Fiber Optic,"37.789168, -122.395009",37.789168,-122.395009,No,93.7,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,2066,No,Q3,No,1,No,California,Yes,Yes,No,46,4154.8,0,725.88,0.0,4880.68,No,Yes,94105
41,22,31.68,Competitor,Yes,Competitor offered higher download speeds,92,1,San Francisco,2540,Month-to-Month,United States,5797-APWZC,Churned,No,No,Female,Yes,Fiber Optic,"37.789168, -122.395009",37.789168,-122.395009,No,90.6,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,2066,No,Q3,No,1,No,California,Yes,Yes,Yes,1,90.6,0,31.68,0.0,122.28,No,Yes,94105
26,0,45.87,,No,,40,0,San Francisco,5919,Month-to-Month,United States,4694-PHWFW,Stayed,Yes,No,Female,No,,"37.789168, -122.395009",37.789168,-122.395009,No,19.95,No,3,0,,No,No,No,Mailed Check,Yes,2066,No,Q3,No,4,No,California,No,No,No,8,170.9,0,366.96,0.0,537.86,Yes,No,94105
21,0,45.9,,No,,28,0,San Francisco,4159,Two Year,United States,5093-FEGLU,Stayed,No,No,Female,No,,"37.789168, -122.395009",37.789168,-122.395009,Yes,19.65,No,0,1,Offer B,No,No,No,Bank Withdrawal,Yes,2066,No,Q3,Yes,5,No,California,No,No,No,47,921.55,0,2157.3,0.0,3078.85,Yes,No,94105
36,5,12.5,Dissatisfaction,Yes,Product dissatisfaction,79,1,San Francisco,3306,One Year,United States,3230-WYKIR,Churned,No,Yes,Male,Yes,DSL,"37.750021, -122.415201",37.750021,-122.415201,No,82.0,Yes,0,0,,No,No,Yes,Credit Card,Yes,74641,Yes,Q3,No,1,No,California,Yes,Yes,Yes,18,1425.45,0,225.0,0.0,1650.45,No,Yes,94110
40,26,11.67,,No,,72,0,San Francisco,6283,One Year,United States,3865-YIOTT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.750021, -122.415201",37.750021,-122.415201,Yes,106.1,Yes,1,1,,No,Yes,Yes,Bank Withdrawal,Yes,74641,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7848.5,0,840.24,0.0,8688.74,No,Yes,94110
55,20,45.41,,No,,68,0,San Francisco,4200,Two Year,United States,2990-IAJSV,Stayed,No,Yes,Male,Yes,Cable,"37.750021, -122.415201",37.750021,-122.415201,No,92.0,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,74641,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,6632.75,0,3269.52,0.0,9902.27,No,Yes,94110
51,26,26.15,,No,,75,0,San Francisco,4138,Month-to-Month,United States,9214-EKVXR,Joined,No,No,Female,Yes,DSL,"37.750021, -122.415201",37.750021,-122.415201,No,44.0,No,0,0,,No,No,Yes,Credit Card,Yes,74641,No,Q3,No,4,No,California,No,No,No,1,44.0,0,26.15,0.0,70.15,No,Yes,94110
33,22,10.5,Attitude,Yes,Attitude of support person,68,1,San Francisco,4095,Month-to-Month,United States,9600-UDOPK,Churned,No,No,Male,Yes,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,Yes,94.05,Yes,0,1,Offer C,No,No,Yes,Credit Card,Yes,38756,No,Q3,Yes,3,No,California,Yes,Yes,Yes,30,2866.45,0,315.0,0.0,3181.45,No,Yes,94117
41,3,45.21,Competitor,Yes,Competitor offered more data,77,1,San Francisco,4001,Month-to-Month,United States,2968-SSGAA,Churned,No,Yes,Female,Yes,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,No,100.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,38756,No,Q3,No,1,No,California,Yes,Yes,Yes,10,1060.2,0,452.1,0.0,1512.3,No,Yes,94117
37,22,20.64,,No,,28,0,San Francisco,4501,Month-to-Month,United States,6103-BOCOU,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,No,80.7,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,38756,No,Q3,No,3,No,California,No,No,No,26,2193.0,0,536.64,0.0,2729.64,No,Yes,94117
57,3,28.72,,No,,74,0,San Francisco,3091,One Year,United States,6480-YAGIY,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,No,112.2,No,0,0,,Yes,Yes,No,Credit Card,Yes,38756,Yes,Q3,No,3,No,California,Yes,Yes,Yes,45,5031.85,0,1292.4,0.0,6324.25,No,Yes,94117
44,12,13.01,Dissatisfaction,Yes,Network reliability,83,1,San Francisco,2614,Month-to-Month,United States,4074-SJFFA,Churned,No,No,Female,Yes,DSL,"37.760412, -122.484966",37.760412,-122.484966,No,54.75,No,0,0,,No,No,Yes,Mailed Check,Yes,55504,No,Q3,No,3,No,California,Yes,Yes,No,1,54.75,0,13.01,0.0,67.76,No,Yes,94122
44,4,29.8,Competitor,Yes,Competitor had better devices,90,1,San Francisco,5550,One Year,United States,6777-TGHTM,Churned,No,Yes,Female,Yes,Fiber Optic,"37.760412, -122.484966",37.760412,-122.484966,No,106.95,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,55504,No,Q3,No,1,No,California,Yes,Yes,Yes,53,5785.5,0,1579.4,0.0,7364.9,No,Yes,94122
26,0,41.11,,No,,80,0,San Francisco,4883,Month-to-Month,United States,8942-DBMHZ,Stayed,No,No,Male,No,,"37.760412, -122.484966",37.760412,-122.484966,No,20.45,No,0,0,,No,No,No,Mailed Check,Yes,55504,No,Q3,No,5,No,California,No,No,No,12,255.35,0,493.32,0.0,748.67,Yes,No,94122
29,0,4.98,,No,,24,0,San Francisco,4964,Month-to-Month,United States,5345-BMKWB,Stayed,No,No,Male,No,,"37.760412, -122.484966",37.760412,-122.484966,Yes,20.25,No,0,9,,No,No,No,Credit Card,Yes,55504,No,Q3,Yes,4,No,California,No,No,No,8,158.35,0,39.84,0.0,198.19,Yes,No,94122
44,24,45.7,Competitor,Yes,Competitor had better devices,86,1,Pleasant Hill,5011,Month-to-Month,United States,4446-BZKHU,Churned,No,Yes,Male,Yes,Fiber Optic,"37.95338, -122.076886",37.95338,-122.076886,Yes,105.55,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,32685,No,Q3,Yes,1,No,California,Yes,Yes,Yes,61,6281.45,0,2787.7,0.0,9069.15,No,Yes,94523
26,47,34.69,,No,,51,0,Pleasant Hill,2401,Month-to-Month,United States,8388-FYNPZ,Stayed,No,Yes,Male,Yes,DSL,"37.95338, -122.076886",37.95338,-122.076886,No,56.75,No,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,32685,No,Q3,No,3,No,California,No,No,No,4,245.15,0,138.76,0.0,383.91,Yes,Yes,94523
57,20,9.32,,No,,58,0,Pleasant Hill,4223,One Year,United States,6195-MELTI,Stayed,No,No,Male,Yes,DSL,"37.95338, -122.076886",37.95338,-122.076886,No,54.65,No,0,0,,Yes,No,Yes,Credit Card,Yes,32685,Yes,Q3,No,5,No,California,No,No,No,57,3134.7,0,531.24,0.0,3665.94,No,Yes,94523
19,41,45.09,,No,,77,0,Pleasant Hill,5689,One Year,United States,6156-UZDLF,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.95338, -122.076886",37.95338,-122.076886,No,87.15,No,0,0,Offer C,No,Yes,Yes,Credit Card,Yes,32685,Yes,Q3,No,3,No,California,No,No,No,26,2274.1,20,1172.34,0.0,3466.44,Yes,No,94523
36,23,31.72,Dissatisfaction,Yes,Limited range of services,94,1,Danville,2162,Month-to-Month,United States,5976-JCJRH,Churned,No,No,Male,Yes,Fiber Optic,"37.815459, -121.977203",37.815459,-121.977203,Yes,70.3,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,32873,No,Q3,Yes,3,No,California,No,No,No,10,738.2,0,317.2,0.0,1055.4,No,Yes,94526
45,57,26.66,,No,,48,0,Danville,4970,Month-to-Month,United States,5651-YLPRD,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.815459, -121.977203",37.815459,-121.977203,Yes,86.1,No,3,7,,Yes,No,Yes,Bank Withdrawal,Yes,32873,No,Q3,Yes,5,No,California,No,No,Yes,32,2723.75,130,853.12,0.0,3706.87,No,No,94526
23,59,1.67,,No,,38,0,Danville,5076,Two Year,United States,2121-JAFOM,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.815459, -121.977203",37.815459,-121.977203,Yes,115.55,Yes,0,1,,Yes,Yes,Yes,Credit Card,Yes,32873,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8312.4,0,120.24,0.0,8432.64,Yes,Yes,94526
19,0,42.49,,No,,31,0,Danville,4535,Two Year,United States,9500-WBGRP,Stayed,No,No,Male,No,,"37.815459, -121.977203",37.815459,-121.977203,No,19.1,No,0,0,Offer A,No,No,Yes,Credit Card,Yes,32873,No,Q3,No,3,No,California,No,No,No,69,1268.85,0,2931.81,0.0,4200.66,Yes,No,94526
21,51,49.29,Other,Yes,Don't know,85,1,Pope Valley,4630,One Year,United States,6769-DCQLI,Churned,No,Yes,Male,Yes,Fiber Optic,"38.672708, -122.403219",38.672708,-122.403219,No,105.0,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,494,Yes,Q3,No,2,No,California,Yes,Yes,Yes,52,5426.85,0,2563.08,0.0,7989.93,Yes,Yes,94567
42,12,0.0,Attitude,Yes,Attitude of support person,93,1,Pope Valley,5434,Month-to-Month,United States,7734-DBOAI,Churned,Yes,No,Female,Yes,DSL,"38.672708, -122.403219",38.672708,-122.403219,Yes,40.1,No,2,1,,No,No,No,Bank Withdrawal,No,494,Yes,Q3,Yes,1,No,California,No,No,Yes,1,40.1,10,0.0,0.0,50.1,No,No,94567
51,10,0.0,Price,Yes,Lack of affordable download/upload speed,90,1,Pope Valley,4359,Month-to-Month,United States,7240-ETPTR,Churned,No,Yes,Female,Yes,DSL,"38.672708, -122.403219",38.672708,-122.403219,Yes,48.75,No,0,1,,No,No,Yes,Bank Withdrawal,No,494,No,Q3,Yes,2,No,California,Yes,Yes,Yes,9,442.2,10,0.0,0.0,452.2,No,No,94567
54,17,6.56,,No,,26,0,Pope Valley,5706,Month-to-Month,United States,2604-XVDAM,Stayed,No,No,Female,Yes,DSL,"38.672708, -122.403219",38.672708,-122.403219,No,43.8,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,494,No,Q3,No,4,No,California,No,No,No,12,540.95,0,78.72,0.0,619.67,No,Yes,94567
62,7,7.28,Other,Yes,Don't know,71,1,Dublin,2445,Month-to-Month,United States,2433-KMEAS,Churned,No,No,Male,Yes,DSL,"37.713926, -121.928425",37.713926,-121.928425,No,54.45,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,29636,No,Q3,No,1,No,California,No,No,No,22,1127.35,0,160.16,0.0,1287.51,No,Yes,94568
25,41,36.07,Competitor,Yes,Competitor had better devices,77,1,Dublin,3086,Month-to-Month,United States,2202-CUYXZ,Churned,No,Yes,Male,Yes,Fiber Optic,"37.713926, -121.928425",37.713926,-121.928425,No,84.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,29636,No,Q3,No,1,No,California,No,Yes,Yes,1,84.85,0,36.07,0.0,120.92,Yes,Yes,94568
48,0,5.32,,No,,43,0,Dublin,3595,Month-to-Month,United States,3717-OFRTN,Joined,No,No,Male,No,,"37.713926, -121.928425",37.713926,-121.928425,No,19.75,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,29636,No,Q3,No,5,No,California,No,No,No,1,19.75,0,5.32,0.0,25.07,No,No,94568
49,23,21.16,,No,,45,0,Dublin,5574,Two Year,United States,2789-CZANW,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.713926, -121.928425",37.713926,-121.928425,Yes,110.3,Yes,1,7,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,29636,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,64,6997.3,0,1354.24,0.0,8351.54,No,Yes,94568
40,23,44.26,Other,Yes,Don't know,90,1,Rodeo,3631,Month-to-Month,United States,2195-ZRVAX,Churned,No,Yes,Female,Yes,Cable,"38.027218, -122.23463",38.027218,-122.23463,Yes,85.3,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,8506,No,Q3,Yes,2,No,California,Yes,Yes,No,47,4045.65,0,2080.22,0.0,6125.87,No,Yes,94572
22,53,5.75,Price,Yes,Price too high,71,1,Rodeo,2774,One Year,United States,6261-RCVNS,Churned,No,Yes,Female,Yes,DSL,"38.027218, -122.23463",38.027218,-122.23463,No,73.9,No,0,0,Offer B,Yes,Yes,No,Credit Card,Yes,8506,Yes,Q3,No,2,No,California,Yes,Yes,No,42,3160.55,0,241.5,0.0,3402.05,Yes,Yes,94572
56,15,4.24,,No,,67,0,Rodeo,6203,Two Year,United States,1206-EHBDD,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.027218, -122.23463",38.027218,-122.23463,Yes,80.3,No,0,9,Offer B,No,Yes,No,Bank Withdrawal,Yes,8506,No,Q3,Yes,3,No,California,No,No,No,56,4513.65,0,237.44,0.0,4751.09,No,Yes,94572
61,19,15.97,,No,,52,0,Rodeo,2452,One Year,United States,7596-LDUXP,Stayed,No,No,Female,Yes,Fiber Optic,"38.027218, -122.23463",38.027218,-122.23463,No,85.15,No,0,0,Offer D,No,Yes,Yes,Credit Card,Yes,8506,No,Q3,No,4,No,California,No,No,Yes,12,979.05,0,191.64,0.0,1170.69,No,Yes,94572
59,26,0.0,Dissatisfaction,Yes,Product dissatisfaction,82,1,Deer Park,5474,Month-to-Month,United States,2011-TRQYE,Churned,No,Yes,Male,Yes,DSL,"38.554383, -122.474773",38.554383,-122.474773,No,33.5,No,0,0,Offer D,Yes,No,Yes,Credit Card,No,223,No,Q3,No,2,No,California,No,No,No,18,600.0,0,0.0,0.0,600.0,No,Yes,94576
28,82,25.27,Other,Yes,Don't know,83,1,Deer Park,5898,Month-to-Month,United States,4489-SNOJF,Churned,Yes,Yes,Female,Yes,DSL,"38.554383, -122.474773",38.554383,-122.474773,Yes,72.25,Yes,2,1,,No,Yes,No,Bank Withdrawal,Yes,223,Yes,Q3,Yes,1,No,California,No,No,Yes,35,2568.55,0,884.45,0.0,3453.0,Yes,Yes,94576
30,0,25.98,,No,,75,0,Deer Park,4386,Two Year,United States,4883-KCPZJ,Stayed,Yes,No,Female,No,,"38.554383, -122.474773",38.554383,-122.474773,Yes,25.25,Yes,3,9,Offer D,No,No,No,Credit Card,Yes,223,No,Q3,Yes,3,No,California,No,No,No,22,555.4,0,571.56,0.0,1126.96,No,No,94576
45,21,1.07,,No,,39,0,Deer Park,5679,Two Year,United States,1414-YADCW,Stayed,No,No,Male,Yes,Fiber Optic,"38.554383, -122.474773",38.554383,-122.474773,Yes,84.6,No,0,3,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,223,Yes,Q3,Yes,3,No,California,No,No,No,70,5706.2,0,74.9,0.0,5781.1,No,Yes,94576
64,23,32.49,Competitor,Yes,Competitor had better devices,67,1,Sunol,5546,Month-to-Month,United States,4873-ILOLJ,Churned,No,No,Male,Yes,Fiber Optic,"37.587494, -121.862856",37.587494,-121.862856,No,90.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,790,No,Q3,No,1,No,California,Yes,Yes,Yes,24,2238.5,0,779.76,0.0,3018.26,No,Yes,94586
21,48,23.52,,No,,27,0,Sunol,4799,Month-to-Month,United States,3234-VKACU,Joined,No,No,Male,Yes,DSL,"37.587494, -121.862856",37.587494,-121.862856,No,70.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,790,Yes,Q3,No,3,No,California,Yes,Yes,Yes,2,132.4,0,47.04,0.0,179.44,Yes,Yes,94586
35,0,42.32,,No,,47,0,Sunol,3146,Two Year,United States,3284-SVCRO,Stayed,No,No,Female,No,,"37.587494, -121.862856",37.587494,-121.862856,Yes,25.5,Yes,0,6,Offer B,No,No,No,Credit Card,Yes,790,No,Q3,Yes,3,No,California,No,No,No,45,1121.05,0,1904.4,0.0,3025.45,No,No,94586
52,26,15.96,,No,,79,0,Sunol,5504,Two Year,United States,7169-YWAMK,Stayed,Yes,No,Male,Yes,DSL,"37.587494, -121.862856",37.587494,-121.862856,Yes,68.4,No,1,7,,Yes,Yes,No,Bank Withdrawal,Yes,790,Yes,Q3,Yes,3,No,California,No,No,Yes,72,4855.35,0,1149.12,0.0,6004.47,No,Yes,94586
26,52,23.06,Attitude,Yes,Attitude of support person,86,1,Vallejo,5460,Month-to-Month,United States,2725-KXXWT,Churned,No,No,Male,Yes,Fiber Optic,"38.161321, -122.271588",38.161321,-122.271588,Yes,90.75,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,42209,No,Q3,No,3,No,California,Yes,Yes,Yes,1,90.75,0,23.06,0.0,113.81,Yes,Yes,94589
42,23,37.23,,No,,44,0,Vallejo,3708,Month-to-Month,United States,8120-JDCAM,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.161321, -122.271588",38.161321,-122.271588,Yes,69.55,No,1,1,,No,No,Yes,Credit Card,Yes,42209,No,Q3,Yes,4,No,California,No,No,No,4,284.9,0,148.92,0.0,433.82,No,Yes,94589
59,22,11.5,,No,,39,0,Vallejo,2283,Month-to-Month,United States,2931-SVLTV,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.161321, -122.271588",38.161321,-122.271588,Yes,110.1,Yes,3,6,Offer B,Yes,Yes,Yes,Credit Card,Yes,42209,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,40,4469.1,0,460.0,0.0,4929.1,No,Yes,94589
38,15,44.2,,No,,21,0,Vallejo,2762,Month-to-Month,United States,6859-RKMZJ,Stayed,No,No,Male,Yes,DSL,"38.161321, -122.271588",38.161321,-122.271588,Yes,55.05,No,0,6,,No,No,Yes,Bank Withdrawal,Yes,42209,No,Q3,Yes,3,No,California,No,No,Yes,11,608.15,0,486.2,0.0,1094.35,No,Yes,94589
44,19,10.33,Price,Yes,Extra data charges,77,1,Oakland,4694,Month-to-Month,United States,8429-XIBUM,Churned,No,No,Male,Yes,Fiber Optic,"37.84551, -122.235181",37.84551,-122.235181,No,101.35,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,15438,No,Q3,No,1,No,California,Yes,Yes,Yes,22,2317.1,0,227.26,0.0,2544.36,No,Yes,94618
27,48,33.63,,No,,70,0,Oakland,5105,One Year,United States,3422-WJOYD,Stayed,No,No,Male,Yes,DSL,"37.84551, -122.235181",37.84551,-122.235181,Yes,54.35,No,0,1,,No,Yes,No,Credit Card,Yes,15438,Yes,Q3,Yes,5,No,California,No,No,No,28,1426.45,30,941.64,0.0,2398.09,Yes,No,94618
49,0,36.28,,No,,76,0,Oakland,2791,Month-to-Month,United States,2700-LUEVA,Joined,No,No,Male,No,,"37.84551, -122.235181",37.84551,-122.235181,No,20.75,No,0,0,,No,No,No,Credit Card,Yes,15438,No,Q3,No,3,No,California,No,No,No,1,20.75,0,36.28,0.0,57.03,No,No,94618
60,0,1.69,,No,,49,0,Oakland,4193,Two Year,United States,0780-XNZFN,Stayed,No,No,Male,No,,"37.84551, -122.235181",37.84551,-122.235181,No,20.65,No,0,0,,No,No,No,Bank Withdrawal,Yes,15438,No,Q3,No,5,No,California,No,No,No,57,1125.6,0,96.33,0.0,1221.93,No,No,94618
24,30,48.64,Dissatisfaction,Yes,Product dissatisfaction,87,1,Berkeley,4013,Month-to-Month,United States,7341-LXCAF,Churned,No,No,Male,Yes,Fiber Optic,"37.858898, -122.240512",37.858898,-122.240512,Yes,74.65,Yes,0,8,,No,No,Yes,Bank Withdrawal,Yes,12448,No,Q3,Yes,1,No,California,No,No,No,4,301.4,0,194.56,0.0,495.96,Yes,Yes,94705
30,69,40.25,,No,,52,0,Berkeley,4510,One Year,United States,6732-FZUGP,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.858898, -122.240512",37.858898,-122.240512,No,94.9,Yes,0,0,Offer B,No,Yes,No,Credit Card,Yes,12448,No,Q3,No,4,No,California,No,No,Yes,47,4615.25,0,1891.75,0.0,6507.0,No,Yes,94705
43,0,39.08,,No,,27,0,Berkeley,6305,Two Year,United States,5743-KHMNA,Stayed,No,No,Male,No,,"37.858898, -122.240512",37.858898,-122.240512,No,25.55,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,12448,No,Q3,No,5,No,California,No,No,No,71,1898.1,0,2774.68,0.0,4672.78,No,No,94705
51,22,0.0,,No,,73,0,Berkeley,2875,Month-to-Month,United States,0212-ISBBF,Stayed,No,No,Female,Yes,Cable,"37.858898, -122.240512",37.858898,-122.240512,No,50.35,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,12448,No,Q3,No,3,No,California,Yes,Yes,Yes,22,1098.85,0,0.0,0.0,1098.85,No,Yes,94705
55,7,1.16,Other,Yes,Don't know,72,1,Richmond,3401,Month-to-Month,United States,1569-TTNYJ,Churned,No,No,Male,Yes,Fiber Optic,"37.941456, -122.320968",37.941456,-122.320968,Yes,78.75,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,13984,No,Q3,Yes,2,No,California,No,No,No,5,412.1,10,5.8,0.0,427.9,No,No,94805
24,51,26.75,Competitor,Yes,Competitor offered more data,68,1,Richmond,4415,One Year,United States,0687-ZVTHB,Churned,No,Yes,Male,Yes,Cable,"37.941456, -122.320968",37.941456,-122.320968,Yes,72.45,Yes,0,1,Offer B,Yes,Yes,No,Credit Card,Yes,13984,No,Q3,Yes,1,No,California,Yes,Yes,No,65,4653.85,0,1738.75,14.23,6378.37,Yes,Yes,94805
61,24,32.59,,No,,59,0,Richmond,5671,Two Year,United States,6445-TNRXS,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.941456, -122.320968",37.941456,-122.320968,Yes,114.7,Yes,1,5,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,13984,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7849.85,0,2216.12,0.0,10065.97,No,Yes,94805
57,21,13.54,,No,,68,0,Richmond,3307,Month-to-Month,United States,4468-YDOVK,Stayed,Yes,No,Male,Yes,DSL,"37.941456, -122.320968",37.941456,-122.320968,No,48.65,No,2,0,,No,No,Yes,Bank Withdrawal,Yes,13984,Yes,Q3,No,5,No,California,No,No,No,5,235.2,0,67.7,0.0,302.9,No,Yes,94805
47,14,46.49,Other,Yes,Don't know,90,1,Inverness,4778,Month-to-Month,United States,4749-VFKVB,Churned,No,No,Female,Yes,DSL,"38.099323, -122.945723",38.099323,-122.945723,No,50.1,Yes,0,0,,No,No,Yes,Credit Card,Yes,1004,No,Q3,No,2,No,California,No,No,No,1,50.1,0,46.49,0.0,96.59,No,Yes,94937
48,53,0.0,,No,,25,0,Inverness,2069,Month-to-Month,United States,3845-JHAMY,Stayed,Yes,No,Female,Yes,Cable,"38.099323, -122.945723",38.099323,-122.945723,Yes,35.5,No,3,1,Offer D,No,No,Yes,Credit Card,No,1004,No,Q3,Yes,5,No,California,Yes,Yes,No,16,552.7,80,0.0,0.0,632.7,No,No,94937
30,85,42.66,,No,,74,0,Inverness,3442,Month-to-Month,United States,0096-BXERS,Stayed,No,No,Female,Yes,Cable,"38.099323, -122.945723",38.099323,-122.945723,Yes,50.35,Yes,0,10,Offer E,No,No,No,Bank Withdrawal,Yes,1004,No,Q3,Yes,3,No,California,No,No,No,6,314.55,0,255.96,0.0,570.51,No,Yes,94937
31,29,0.0,,No,,72,0,Inverness,3884,One Year,United States,2724-FJDYW,Stayed,Yes,Yes,Male,Yes,DSL,"38.099323, -122.945723",38.099323,-122.945723,No,54.85,No,3,0,,No,No,No,Bank Withdrawal,No,1004,Yes,Q3,No,4,No,California,Yes,Yes,Yes,39,2191.7,0,0.0,0.0,2191.7,No,Yes,94937
28,73,32.76,Attitude,Yes,Attitude of service provider,72,1,Mill Valley,3916,Month-to-Month,United States,7938-OUHIO,Churned,No,Yes,Male,Yes,Fiber Optic,"37.901371, -122.572024",37.901371,-122.572024,No,98.7,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,28727,Yes,Q3,No,3,No,California,Yes,Yes,Yes,3,293.65,0,98.28,0.0,391.93,Yes,Yes,94941
47,0,41.33,,No,,47,0,Mill Valley,2691,One Year,United States,3486-NPGST,Stayed,No,No,Female,No,,"37.901371, -122.572024",37.901371,-122.572024,No,19.55,No,0,0,,No,No,No,Credit Card,Yes,28727,No,Q3,No,5,No,California,No,No,No,36,620.75,0,1487.88,0.0,2108.63,No,No,94941
40,19,14.45,,No,,71,0,Mill Valley,5781,Month-to-Month,United States,9133-AYJZG,Stayed,No,No,Female,Yes,Fiber Optic,"37.901371, -122.572024",37.901371,-122.572024,No,98.7,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,28727,No,Q3,No,5,No,California,Yes,Yes,Yes,23,2249.1,0,332.35,0.0,2581.45,No,Yes,94941
20,0,2.68,,No,,31,0,Mill Valley,2360,Month-to-Month,United States,5917-HBSDW,Stayed,Yes,No,Female,No,,"37.901371, -122.572024",37.901371,-122.572024,Yes,19.35,No,2,1,,No,No,No,Bank Withdrawal,Yes,28727,No,Q3,Yes,5,No,California,No,No,No,37,683.75,0,99.16,0.0,782.91,Yes,No,94941
44,20,0.0,Attitude,Yes,Attitude of service provider,66,1,San Juan Bautista,5605,Month-to-Month,United States,2495-INZWQ,Churned,No,No,Male,Yes,Cable,"36.810568, -121.503022",36.810568,-121.503022,No,44.55,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,3402,No,Q3,No,2,No,California,Yes,Yes,Yes,4,174.3,10,0.0,0.0,184.3,No,No,95045
38,9,12.16,,No,,57,0,San Juan Bautista,5928,Month-to-Month,United States,4646-QZXTF,Stayed,No,Yes,Female,Yes,DSL,"36.810568, -121.503022",36.810568,-121.503022,Yes,81.25,No,0,4,,No,Yes,No,Bank Withdrawal,Yes,3402,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,7,580.1,0,85.12,47.36,617.86,No,Yes,95045
20,76,0.0,,No,,52,0,San Juan Bautista,3872,Month-to-Month,United States,5215-LNLDJ,Stayed,Yes,No,Female,Yes,DSL,"36.810568, -121.503022",36.810568,-121.503022,Yes,24.7,No,2,3,,No,No,Yes,Bank Withdrawal,No,3402,No,Q3,Yes,3,No,California,No,Yes,No,7,149.05,0,0.0,0.0,149.05,Yes,Yes,95045
20,69,32.29,,No,,27,0,San Juan Bautista,5468,Two Year,United States,2516-XSJKX,Stayed,Yes,No,Female,Yes,DSL,"36.810568, -121.503022",36.810568,-121.503022,Yes,78.45,No,2,1,,Yes,Yes,No,Bank Withdrawal,Yes,3402,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,41,3126.45,0,1323.89,0.0,4450.34,Yes,Yes,95045
41,23,0.0,Attitude,Yes,Attitude of service provider,77,1,Santa Clara,2067,Month-to-Month,United States,4139-SUGLD,Churned,Yes,No,Male,Yes,DSL,"37.393554, -121.965114",37.393554,-121.965114,Yes,35.4,No,3,1,,No,Yes,No,Bank Withdrawal,No,13031,Yes,Q3,Yes,1,No,California,No,No,No,31,1077.5,0,0.0,0.0,1077.5,No,Yes,95054
53,0,32.54,,No,,57,0,Santa Clara,3965,Month-to-Month,United States,9578-FOMUK,Stayed,Yes,No,Male,No,,"37.393554, -121.965114",37.393554,-121.965114,No,24.8,Yes,3,0,,No,No,Yes,Bank Withdrawal,Yes,13031,No,Q3,No,3,No,California,No,No,No,15,324.15,0,488.1,12.8,799.45,No,No,95054
21,59,27.91,,No,,41,0,Santa Clara,2007,Month-to-Month,United States,1307-ATKGB,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.393554, -121.965114",37.393554,-121.965114,No,89.55,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,13031,No,Q3,No,5,No,California,Yes,Yes,No,24,2187.15,0,669.84,0.0,2856.99,Yes,Yes,95054
56,7,42.33,,No,,42,0,Santa Clara,5395,One Year,United States,8331-ZXFOE,Stayed,No,Yes,Female,Yes,Cable,"37.393554, -121.965114",37.393554,-121.965114,No,71.1,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,13031,Yes,Q3,No,3,No,California,No,No,No,58,4299.2,0,2455.14,0.0,6754.34,No,Yes,95054
45,9,32.33,Attitude,Yes,Attitude of service provider,87,1,Santa Cruz,3473,Month-to-Month,United States,6857-VWJDT,Churned,No,No,Female,Yes,Fiber Optic,"36.993451, -122.098858",36.993451,-122.098858,No,95.65,Yes,0,0,Offer E,No,No,No,Credit Card,Yes,43192,No,Q3,No,2,No,California,Yes,Yes,Yes,1,95.65,0,32.33,0.0,127.98,No,Yes,95060
47,6,26.91,Dissatisfaction,Yes,Product dissatisfaction,91,1,Santa Cruz,4242,Month-to-Month,United States,8417-FMLZI,Churned,No,No,Male,Yes,Fiber Optic,"36.993451, -122.098858",36.993451,-122.098858,Yes,83.55,No,0,1,,Yes,No,Yes,Credit Card,Yes,43192,No,Q3,Yes,1,No,California,Yes,Yes,No,6,477.55,0,161.46,0.0,639.01,No,Yes,95060
21,0,38.6,,No,,70,0,Santa Cruz,3402,Month-to-Month,United States,4712-UYOOI,Stayed,Yes,No,Female,No,,"36.993451, -122.098858",36.993451,-122.098858,Yes,20.0,No,3,4,,No,No,No,Bank Withdrawal,Yes,43192,No,Q3,Yes,3,No,California,No,No,No,20,417.65,0,772.0,9.73,1179.92,Yes,No,95060
62,8,46.49,,No,,60,0,Santa Cruz,5831,Month-to-Month,United States,4003-FUSHP,Stayed,No,No,Male,Yes,Cable,"36.993451, -122.098858",36.993451,-122.098858,No,61.55,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,43192,Yes,Q3,No,3,No,California,No,No,Yes,19,1093.2,0,883.31,0.0,1976.51,No,Yes,95060
54,0,39.84,Other,Yes,Moved,69,1,San Jose,2428,Month-to-Month,United States,5577-OTWWW,Churned,No,No,Female,No,,"37.186141, -121.843554",37.186141,-121.843554,No,19.75,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,37090,No,Q3,No,2,No,California,No,No,No,15,297.3,0,597.6,0.0,894.9,No,No,95120
32,17,15.1,,No,,35,0,San Jose,5386,Two Year,United States,6900-RBKER,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.186141, -121.843554",37.186141,-121.843554,No,89.45,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,37090,No,Q3,No,3,No,California,Yes,Yes,No,52,4577.75,0,785.2,18.89,5344.06,No,Yes,95120
28,48,13.97,,No,,70,0,San Jose,4014,Month-to-Month,United States,4636-JGAAI,Stayed,No,No,Male,Yes,Fiber Optic,"37.186141, -121.843554",37.186141,-121.843554,Yes,88.85,Yes,0,10,,Yes,No,No,Credit Card,Yes,37090,No,Q3,Yes,3,No,California,Yes,Yes,No,34,3000.25,0,474.98,0.0,3475.23,Yes,Yes,95120
50,0,19.23,,No,,62,0,San Jose,5038,One Year,United States,6096-EGVTU,Stayed,Yes,No,Female,No,,"37.186141, -121.843554",37.186141,-121.843554,Yes,24.9,Yes,1,6,,No,No,No,Credit Card,Yes,37090,No,Q3,Yes,4,No,California,No,No,No,64,1595.5,0,1230.72,0.0,2826.22,No,No,95120
42,13,17.71,Other,Yes,Moved,91,1,San Jose,5775,Month-to-Month,United States,6100-QQHEB,Churned,No,No,Male,Yes,Fiber Optic,"37.304681, -121.809955",37.304681,-121.809955,Yes,92.55,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,37127,No,Q3,Yes,3,No,California,Yes,Yes,Yes,17,1515.1,0,301.07,0.0,1816.17,No,Yes,95121
55,21,0.0,Price,Yes,Price too high,90,1,San Jose,4517,Month-to-Month,United States,3797-VTIDR,Churned,No,No,Male,Yes,DSL,"37.304681, -121.809955",37.304681,-121.809955,Yes,23.45,No,0,3,Offer E,No,No,Yes,Bank Withdrawal,No,37127,No,Q3,Yes,2,No,California,No,No,No,1,23.45,0,0.0,0.0,23.45,No,Yes,95121
57,53,30.41,,No,,79,0,San Jose,4275,Month-to-Month,United States,6891-JPYFF,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.304681, -121.809955",37.304681,-121.809955,Yes,105.25,Yes,3,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,37127,No,Q3,Yes,3,No,California,Yes,Yes,Yes,48,4997.5,0,1459.68,1.66,6455.52,No,Yes,95121
44,16,12.17,,No,,23,0,San Jose,4126,One Year,United States,6874-SGLHU,Stayed,No,No,Male,Yes,Fiber Optic,"37.304681, -121.809955",37.304681,-121.809955,No,97.0,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,37127,No,Q3,No,5,No,California,Yes,Yes,Yes,30,3021.3,0,365.1,0.0,3386.4,No,Yes,95121
48,21,1.37,Competitor,Yes,Competitor offered more data,85,1,San Jose,5175,One Year,United States,4404-HIBDJ,Churned,No,Yes,Female,Yes,DSL,"37.387027, -121.897775",37.387027,-121.897775,No,74.3,No,0,0,,Yes,Yes,No,Credit Card,Yes,26389,Yes,Q3,No,1,No,California,No,No,Yes,25,1863.8,0,34.25,0.0,1898.05,No,Yes,95131
26,0,20.66,,No,,39,0,San Jose,3792,Month-to-Month,United States,0098-BOWSO,Stayed,No,No,Male,No,,"37.387027, -121.897775",37.387027,-121.897775,No,19.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,26389,No,Q3,No,5,No,California,No,No,No,27,529.8,0,557.82,0.0,1087.62,Yes,No,95131
26,69,0.0,,No,,24,0,San Jose,4050,Two Year,United States,3891-NLXJB,Stayed,No,No,Male,Yes,DSL,"37.387027, -121.897775",37.387027,-121.897775,No,40.55,No,0,0,,Yes,Yes,Yes,Credit Card,No,26389,Yes,Q3,No,3,No,California,No,Yes,No,37,1390.85,50,0.0,0.0,1440.85,Yes,No,95131
50,6,5.99,,No,,64,0,San Jose,3057,Month-to-Month,United States,5119-KEPFY,Stayed,No,No,Male,Yes,Fiber Optic,"37.387027, -121.897775",37.387027,-121.897775,Yes,95.0,Yes,0,3,,No,No,Yes,Bank Withdrawal,Yes,26389,No,Q3,Yes,5,No,California,Yes,Yes,Yes,36,3440.25,0,215.64,0.0,3655.89,No,Yes,95131
63,28,27.7,Competitor,Yes,Competitor had better devices,84,1,Stockton,5855,Two Year,United States,5013-SBUIH,Churned,No,No,Female,Yes,Fiber Optic,"37.959706, -121.287669",37.959706,-121.287669,No,109.65,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,7071,Yes,Q3,No,1,No,California,Yes,Yes,Yes,50,5551.15,0,1385.0,0.0,6936.15,No,Yes,95202
39,7,31.88,Price,Yes,Long distance charges,71,1,Stockton,3567,Month-to-Month,United States,9837-BMCLM,Churned,No,No,Male,Yes,Fiber Optic,"37.959706, -121.287669",37.959706,-121.287669,No,78.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,7071,No,Q3,No,2,No,California,No,No,Yes,3,242.05,0,95.64,0.0,337.69,No,Yes,95202
19,59,16.71,,No,,42,0,Stockton,5942,Month-to-Month,United States,0774-IFUVM,Stayed,Yes,No,Male,Yes,DSL,"37.959706, -121.287669",37.959706,-121.287669,Yes,65.15,Yes,2,7,,No,Yes,Yes,Bank Withdrawal,Yes,7071,No,Q3,Yes,3,No,California,No,No,Yes,11,723.35,0,183.81,0.0,907.16,Yes,Yes,95202
56,0,12.99,,No,,48,0,Stockton,4565,Two Year,United States,7493-GVFIO,Stayed,No,No,Male,No,,"37.959706, -121.287669",37.959706,-121.287669,No,20.55,No,0,0,Offer B,No,No,No,Credit Card,Yes,7071,No,Q3,No,3,No,California,No,No,No,57,1252.85,0,740.43,0.0,1993.28,No,No,95202
25,41,40.22,Competitor,Yes,Competitor had better devices,83,1,Stockton,2832,Month-to-Month,United States,7209-JCUDS,Churned,No,Yes,Male,Yes,Fiber Optic,"38.049457, -121.21653",38.049457,-121.21653,No,94.9,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,6951,No,Q3,No,1,No,California,Yes,Yes,Yes,10,1048.85,0,402.2,0.0,1451.05,Yes,Yes,95212
29,59,14.79,Dissatisfaction,Yes,Service dissatisfaction,90,1,Stockton,2003,Month-to-Month,United States,4925-LMHOK,Churned,No,No,Male,Yes,DSL,"38.049457, -121.21653",38.049457,-121.21653,No,58.6,Yes,0,0,Offer D,Yes,No,Yes,Credit Card,Yes,6951,Yes,Q3,No,2,No,California,No,No,No,15,939.7,0,221.85,0.0,1161.55,Yes,Yes,95212
46,8,0.0,,No,,74,0,Stockton,3898,One Year,United States,1430-SFQSA,Stayed,No,No,Male,Yes,DSL,"38.049457, -121.21653",38.049457,-121.21653,No,35.6,No,0,0,Offer C,No,Yes,No,Mailed Check,No,6951,Yes,Q3,No,4,No,California,No,No,No,29,1072.6,0,0.0,0.0,1072.6,No,Yes,95212
41,2,11.85,,No,,56,0,Stockton,5472,Two Year,United States,9795-NREXC,Stayed,No,Yes,Female,Yes,DSL,"38.049457, -121.21653",38.049457,-121.21653,Yes,85.0,Yes,0,5,Offer B,No,Yes,Yes,Credit Card,Yes,6951,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,5484.4,0,758.4,0.0,6242.8,No,Yes,95212
53,15,0.0,Competitor,Yes,Competitor offered more data,82,1,Avery,3195,One Year,United States,6158-DWPZT,Churned,No,No,Male,Yes,DSL,"38.208336, -120.339938",38.208336,-120.339938,Yes,24.1,No,0,1,Offer E,No,No,No,Bank Withdrawal,No,115,No,Q3,Yes,2,No,California,No,No,No,9,259.8,0,0.0,0.0,259.8,No,Yes,95224
57,24,5.61,,No,,20,0,Avery,3481,Month-to-Month,United States,4320-QMLLA,Stayed,No,No,Male,Yes,DSL,"38.208336, -120.339938",38.208336,-120.339938,No,54.85,No,0,0,,No,No,No,Mailed Check,Yes,115,No,Q3,No,3,No,California,No,No,Yes,7,370.4,0,39.27,0.0,409.67,No,Yes,95224
38,0,26.64,,No,,72,0,Avery,6146,Two Year,United States,1619-YWUBB,Stayed,No,No,Female,No,,"38.208336, -120.339938",38.208336,-120.339938,Yes,24.95,Yes,0,2,Offer A,No,No,Yes,Credit Card,Yes,115,No,Q3,Yes,5,No,California,No,No,No,68,1614.9,0,1811.52,0.0,3426.42,No,No,95224
32,8,0.0,,No,,31,0,Avery,2675,Month-to-Month,United States,4819-HJPIW,Stayed,No,No,Male,Yes,DSL,"38.208336, -120.339938",38.208336,-120.339938,No,25.15,No,0,0,,No,No,No,Credit Card,No,115,No,Q3,No,3,No,California,No,No,No,18,476.8,0,0.0,0.0,476.8,No,Yes,95224
43,15,40.49,Other,Yes,Don't know,70,1,Mountain Ranch,5150,Month-to-Month,United States,4831-EOBFE,Churned,No,No,Male,Yes,Fiber Optic,"38.264262, -120.515133",38.264262,-120.515133,Yes,94.65,No,0,1,,No,Yes,No,Credit Card,Yes,1692,No,Q3,Yes,1,No,California,Yes,Yes,Yes,29,2649.15,0,1174.21,0.0,3823.36,No,Yes,95246
56,22,49.4,,No,,78,0,Mountain Ranch,2182,Month-to-Month,United States,7129-ACFOG,Stayed,No,No,Female,Yes,Cable,"38.264262, -120.515133",38.264262,-120.515133,No,53.8,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,1692,No,Q3,No,4,No,California,No,No,No,5,283.95,10,247.0,0.0,540.95,No,No,95246
22,46,26.76,,No,,65,0,Mountain Ranch,4300,Month-to-Month,United States,8242-JSVBO,Stayed,No,No,Male,Yes,DSL,"38.264262, -120.515133",38.264262,-120.515133,No,44.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1692,No,Q3,No,4,No,California,No,No,No,7,322.5,0,187.32,0.0,509.82,Yes,Yes,95246
21,0,42.42,,No,,42,0,Mountain Ranch,4947,One Year,United States,7609-NRNCA,Stayed,No,No,Female,No,,"38.264262, -120.515133",38.264262,-120.515133,No,19.55,No,0,0,,No,No,No,Credit Card,Yes,1692,No,Q3,No,3,No,California,No,No,No,17,280.85,0,721.14,0.0,1001.99,Yes,No,95246
41,8,34.88,Competitor,Yes,Competitor had better devices,82,1,Planada,5641,Month-to-Month,United States,0148-DCDOS,Churned,No,No,Male,Yes,Fiber Optic,"37.329725, -120.306399",37.329725,-120.306399,No,94.7,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,4150,No,Q3,No,1,No,California,Yes,Yes,Yes,25,2362.1,0,872.0,0.0,3234.1,No,Yes,95365
64,19,40.15,Price,Yes,Long distance charges,87,1,Planada,5834,Month-to-Month,United States,1260-TTRXI,Churned,No,No,Male,Yes,DSL,"37.329725, -120.306399",37.329725,-120.306399,No,54.3,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,4150,No,Q3,No,2,No,California,Yes,Yes,No,4,195.3,80,160.6,0.0,435.9,No,No,95365
24,52,0.0,,No,,49,0,Planada,2323,Month-to-Month,United States,3055-MJDSB,Stayed,No,No,Male,Yes,DSL,"37.329725, -120.306399",37.329725,-120.306399,No,24.6,No,0,0,Offer E,No,No,Yes,Mailed Check,No,4150,No,Q3,No,5,No,California,No,No,No,9,190.1,0,0.0,0.0,190.1,Yes,Yes,95365
22,85,46.33,,No,,66,0,Planada,3224,Month-to-Month,United States,6578-KRMAW,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.329725, -120.306399",37.329725,-120.306399,No,93.4,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,4150,No,Q3,No,3,No,California,Yes,Yes,No,32,2979.3,0,1482.56,0.0,4461.86,Yes,Yes,95365
39,26,33.88,Other,Yes,Poor expertise of online support,75,1,Santa Rosa,2066,Month-to-Month,United States,0495-RVCBF,Churned,No,No,Female,Yes,Fiber Optic,"38.460517, -122.790335",38.460517,-122.790335,No,79.7,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,36125,No,Q3,No,3,No,California,Yes,Yes,No,1,79.7,0,33.88,0.0,113.58,No,Yes,95401
20,71,29.98,Dissatisfaction,Yes,Service dissatisfaction,89,1,Santa Rosa,5668,Month-to-Month,United States,8111-RKSPX,Churned,No,No,Male,Yes,Fiber Optic,"38.460517, -122.790335",38.460517,-122.790335,No,72.2,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,36125,No,Q3,No,2,No,California,No,Yes,No,4,305.55,0,119.92,0.0,425.47,Yes,Yes,95401
25,51,11.47,,No,,52,0,Santa Rosa,3654,Month-to-Month,United States,0319-QZTCO,Joined,Yes,No,Female,Yes,DSL,"38.460517, -122.790335",38.460517,-122.790335,Yes,58.7,No,2,9,Offer E,Yes,No,Yes,Credit Card,Yes,36125,No,Q3,Yes,3,No,California,No,No,Yes,3,168.6,0,34.41,0.0,203.01,Yes,Yes,95401
27,0,39.53,,No,,72,0,Santa Rosa,2446,One Year,United States,7216-KAOID,Stayed,Yes,No,Male,No,,"38.460517, -122.790335",38.460517,-122.790335,Yes,19.5,No,1,8,Offer B,No,No,No,Bank Withdrawal,Yes,36125,No,Q3,Yes,4,No,California,No,No,No,41,798.2,0,1620.73,0.0,2418.93,Yes,No,95401
46,17,49.43,Dissatisfaction,Yes,Poor expertise of online support,77,1,Santa Rosa,2195,Month-to-Month,United States,7854-EDSSA,Churned,No,No,Male,Yes,Cable,"38.526941, -122.709096",38.526941,-122.709096,No,59.0,Yes,0,0,Offer D,Yes,Yes,No,Bank Withdrawal,Yes,35057,No,Q3,No,3,No,California,No,No,No,22,1254.7,0,1087.46,0.0,2342.16,No,Yes,95404
36,2,46.6,Dissatisfaction,Yes,Lack of self-service on Website,94,1,Santa Rosa,5659,Month-to-Month,United States,1585-MQSSU,Churned,No,No,Male,Yes,Cable,"38.526941, -122.709096",38.526941,-122.709096,No,51.5,No,0,0,Offer D,No,No,No,Mailed Check,Yes,35057,Yes,Q3,No,1,No,California,No,No,No,17,900.5,0,792.2,35.34,1657.36,No,Yes,95404
58,15,2.64,,No,,48,0,Santa Rosa,5039,Month-to-Month,United States,0096-FCPUF,Stayed,No,No,Male,Yes,DSL,"38.526941, -122.709096",38.526941,-122.709096,No,64.5,Yes,0,0,,No,Yes,Yes,Mailed Check,Yes,35057,No,Q3,No,3,No,California,Yes,Yes,No,30,1888.45,0,79.2,0.0,1967.65,No,Yes,95404
45,13,9.82,,No,,64,0,Santa Rosa,3103,Month-to-Month,United States,6145-NNPNO,Joined,No,No,Female,Yes,Cable,"38.526941, -122.709096",38.526941,-122.709096,No,44.15,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,35057,No,Q3,No,4,No,California,No,No,No,1,44.15,0,9.82,0.0,53.97,No,Yes,95404
51,13,33.91,Dissatisfaction,Yes,Poor expertise of phone support,69,1,Santa Rosa,2681,One Year,United States,8869-TORSS,Churned,No,Yes,Female,Yes,DSL,"38.439696, -122.668817",38.439696,-122.668817,No,60.35,No,0,0,,No,Yes,Yes,Credit Card,Yes,22250,Yes,Q3,No,1,No,California,No,No,No,48,2896.4,0,1627.68,0.0,4524.08,No,Yes,95405
28,59,40.63,Competitor,Yes,Competitor had better devices,84,1,Santa Rosa,4154,Month-to-Month,United States,5520-FVEWJ,Churned,No,Yes,Female,Yes,Fiber Optic,"38.439696, -122.668817",38.439696,-122.668817,Yes,84.5,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,22250,No,Q3,Yes,1,No,California,No,Yes,No,12,916.9,0,487.56,0.0,1404.46,Yes,Yes,95405
20,59,0.0,,No,,77,0,Santa Rosa,3766,Month-to-Month,United States,0668-OGMHD,Stayed,No,No,Female,Yes,DSL,"38.439696, -122.668817",38.439696,-122.668817,Yes,28.5,No,0,8,Offer D,No,Yes,No,Bank Withdrawal,No,22250,No,Q3,Yes,4,No,California,No,No,No,21,629.35,0,0.0,0.0,629.35,Yes,Yes,95405
31,0,23.69,,No,,65,0,Santa Rosa,5230,Two Year,United States,0071-NDAFP,Stayed,Yes,No,Male,No,,"38.439696, -122.668817",38.439696,-122.668817,Yes,25.5,Yes,3,1,,No,No,No,Credit Card,Yes,22250,No,Q3,Yes,3,No,California,No,No,No,25,630.6,0,592.25,44.42,1178.43,No,No,95405
52,18,24.91,Dissatisfaction,Yes,Product dissatisfaction,75,1,Clearlake Oaks,4881,Month-to-Month,United States,2115-BFTIW,Churned,No,No,Male,Yes,Fiber Optic,"39.07116, -122.598542",39.07116,-122.598542,No,70.95,No,0,0,,No,No,No,Credit Card,Yes,3684,No,Q3,No,1,No,California,No,No,No,25,1767.35,20,622.75,0.0,2410.1,No,No,95423
58,4,11.75,Other,Yes,Don't know,71,1,Clearlake Oaks,2299,Month-to-Month,United States,3750-CKVKH,Churned,No,No,Male,Yes,Fiber Optic,"39.07116, -122.598542",39.07116,-122.598542,No,67.75,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3684,No,Q3,No,2,No,California,No,No,No,2,116.65,0,23.5,0.0,140.15,No,Yes,95423
62,0,46.59,,No,,64,0,Clearlake Oaks,5820,Month-to-Month,United States,7617-EYGLW,Joined,No,No,Male,No,,"39.07116, -122.598542",39.07116,-122.598542,No,19.45,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,3684,No,Q3,No,3,No,California,No,No,No,1,19.45,0,46.59,0.0,66.04,No,No,95423
53,20,43.48,,No,,72,0,Clearlake Oaks,4302,Two Year,United States,0909-SELIE,Stayed,No,Yes,Male,Yes,DSL,"39.07116, -122.598542",39.07116,-122.598542,Yes,80.8,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,3684,Yes,Q3,Yes,4,No,California,Yes,Yes,No,61,4860.85,0,2652.28,17.17,7495.96,No,Yes,95423
51,16,11.3,Attitude,Yes,Attitude of support person,86,1,Covelo,2421,Month-to-Month,United States,7780-OTDSO,Churned,No,No,Male,Yes,Fiber Optic,"39.83307, -123.178765",39.83307,-123.178765,Yes,99.4,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,2296,No,Q3,Yes,1,No,California,Yes,Yes,Yes,18,1742.95,0,203.4,0.0,1946.35,No,Yes,95428
39,24,10.87,,No,,72,0,Covelo,6361,Two Year,United States,2226-ICFDO,Stayed,No,Yes,Female,Yes,DSL,"39.83307, -123.178765",39.83307,-123.178765,Yes,85.9,Yes,0,9,,No,Yes,Yes,Credit Card,Yes,2296,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6110.75,0,782.64,0.0,6893.39,No,Yes,95428
22,82,30.46,,No,,27,0,Covelo,2993,One Year,United States,2252-ISRNH,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.83307, -123.178765",39.83307,-123.178765,Yes,90.35,Yes,3,9,Offer E,No,No,Yes,Bank Withdrawal,Yes,2296,No,Q3,Yes,3,No,California,No,No,Yes,9,767.9,0,274.14,0.0,1042.04,Yes,Yes,95428
52,14,0.0,,No,,63,0,Covelo,5091,One Year,United States,6537-OTKMY,Stayed,No,Yes,Male,Yes,DSL,"39.83307, -123.178765",39.83307,-123.178765,No,50.75,No,0,0,Offer D,No,No,No,Bank Withdrawal,No,2296,No,Q3,No,5,No,California,Yes,Yes,Yes,15,688.2,0,0.0,32.55,655.65,No,Yes,95428
50,2,3.84,Dissatisfaction,Yes,Network reliability,74,1,Eldridge,4378,Month-to-Month,United States,9747-DDZOS,Churned,No,Yes,Female,Yes,Fiber Optic,"38.348884, -122.51699",38.348884,-122.51699,No,73.5,No,0,0,,No,No,No,Bank Withdrawal,Yes,363,No,Q3,No,2,No,California,No,No,No,1,73.5,0,3.84,0.0,77.34,No,Yes,95431
60,10,49.7,Competitor,Yes,Competitor offered higher download speeds,76,1,Eldridge,3740,Month-to-Month,United States,4547-KQRTM,Churned,No,No,Female,Yes,Fiber Optic,"38.348884, -122.51699",38.348884,-122.51699,No,80.05,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,363,No,Q3,No,1,No,California,No,No,No,10,830.7,0,497.0,0.0,1327.7,No,Yes,95431
45,10,19.22,Dissatisfaction,Yes,Limited range of services,90,1,Guerneville,5007,Month-to-Month,United States,0564-JJHGS,Churned,No,No,Male,Yes,Fiber Optic,"38.52576, -123.013347",38.52576,-123.013347,No,95.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,4913,No,Q3,No,2,No,California,Yes,Yes,Yes,9,829.1,0,172.98,0.0,1002.08,No,Yes,95446
56,21,40.66,,No,,25,0,Guerneville,6349,Two Year,United States,8480-PPONV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.52576, -123.013347",38.52576,-123.013347,Yes,115.55,Yes,3,3,,Yes,Yes,No,Bank Withdrawal,Yes,4913,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,62,7159.05,0,2520.92,0.0,9679.97,No,Yes,95446
51,0,37.11,,No,,41,0,Guerneville,5809,Two Year,United States,6855-VLGOS,Stayed,Yes,No,Male,No,,"38.52576, -123.013347",38.52576,-123.013347,Yes,20.55,No,1,5,,No,No,No,Bank Withdrawal,Yes,4913,No,Q3,Yes,5,No,California,No,No,No,72,1432.55,0,2671.92,0.0,4104.47,No,No,95446
31,24,7.16,,No,,21,0,Guerneville,4890,Two Year,United States,1452-UZOSF,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.52576, -123.013347",38.52576,-123.013347,Yes,106.1,Yes,1,9,Offer A,Yes,Yes,Yes,Credit Card,Yes,4913,Yes,Q3,Yes,3,No,California,No,No,Yes,72,7548.6,0,515.52,23.39,8040.73,No,Yes,95446
20,41,5.4,Price,Yes,Long distance charges,81,1,Jenner,4601,Month-to-Month,United States,1428-GTBJJ,Churned,No,No,Male,Yes,Fiber Optic,"38.505995, -123.187019",38.505995,-123.187019,No,74.55,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,438,No,Q3,No,2,No,California,No,No,No,11,824.75,0,59.4,0.0,884.15,Yes,Yes,95450
20,0,8.04,,No,,79,0,Jenner,4573,Month-to-Month,United States,1257-SXUXQ,Stayed,Yes,No,Male,No,,"38.505995, -123.187019",38.505995,-123.187019,Yes,19.45,No,1,10,,No,No,No,Credit Card,Yes,438,No,Q3,Yes,3,No,California,No,No,No,5,86.05,0,40.2,0.0,126.25,Yes,No,95450
40,0,31.99,,No,,68,0,Jenner,3677,Month-to-Month,United States,3181-MIZBN,Stayed,Yes,No,Male,No,,"38.505995, -123.187019",38.505995,-123.187019,Yes,19.75,No,1,2,,No,No,No,Bank Withdrawal,Yes,438,No,Q3,Yes,4,No,California,No,No,No,16,313.4,0,511.84,0.0,825.24,No,No,95450
31,19,26.62,,No,,65,0,Jenner,5392,One Year,United States,8597-CTXVJ,Stayed,Yes,No,Male,Yes,Cable,"38.505995, -123.187019",38.505995,-123.187019,No,64.95,Yes,1,0,,Yes,Yes,No,Bank Withdrawal,Yes,438,Yes,Q3,No,4,No,California,No,No,No,70,4551.5,0,1863.4,20.87,6394.03,No,Yes,95450
35,15,18.1,Competitor,Yes,Competitor had better devices,75,1,Eureka,2872,Month-to-Month,United States,7410-YTJIK,Churned,No,No,Female,Yes,Fiber Optic,"40.796621, -124.15428",40.796621,-124.15428,No,75.45,Yes,0,0,,No,No,No,Credit Card,Yes,23224,No,Q3,No,1,No,California,No,No,No,7,480.75,0,126.7,0.0,607.45,No,Yes,95501
41,29,26.01,,No,,56,0,Eureka,2934,Two Year,United States,3230-IUALN,Stayed,No,Yes,Female,Yes,Cable,"40.796621, -124.15428",40.796621,-124.15428,Yes,81.0,No,0,10,,No,Yes,Yes,Credit Card,Yes,23224,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,45,3533.6,0,1170.45,0.0,4704.05,No,Yes,95501
50,0,15.04,,No,,65,0,Eureka,5409,Two Year,United States,1734-ZMNTZ,Stayed,Yes,No,Female,No,,"40.796621, -124.15428",40.796621,-124.15428,Yes,25.0,Yes,2,1,,No,No,No,Credit Card,Yes,23224,No,Q3,Yes,4,No,California,No,No,No,11,300.7,0,165.44,0.0,466.14,No,No,95501
55,0,41.36,,No,,48,0,Eureka,3716,Month-to-Month,United States,5066-GFJMM,Joined,No,No,Female,No,,"40.796621, -124.15428",40.796621,-124.15428,Yes,19.9,No,0,4,Offer E,No,No,Yes,Credit Card,Yes,23224,No,Q3,Yes,5,No,California,No,No,No,3,45.75,0,124.08,0.0,169.83,No,No,95501
60,23,15.51,Competitor,Yes,Competitor had better devices,79,1,Eureka,3506,Month-to-Month,United States,4626-GYCZP,Churned,No,No,Male,Yes,Fiber Optic,"40.737431, -124.108897",40.737431,-124.108897,No,93.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,23570,No,Q3,No,1,No,California,Yes,Yes,Yes,7,635.6,0,108.57,0.0,744.17,No,Yes,95503
47,0,38.39,,No,,76,0,Eureka,4131,Two Year,United States,0042-RLHYP,Stayed,Yes,No,Female,No,,"40.737431, -124.108897",40.737431,-124.108897,Yes,19.7,No,3,5,,No,No,No,Bank Withdrawal,Yes,23570,No,Q3,Yes,5,No,California,No,No,No,69,1396.9,0,2648.91,0.0,4045.81,No,No,95503
20,48,41.39,,No,,47,0,Eureka,5824,Month-to-Month,United States,2853-CWQFQ,Joined,Yes,No,Male,Yes,Cable,"40.737431, -124.108897",40.737431,-124.108897,No,59.55,No,1,0,,No,No,Yes,Credit Card,Yes,23570,Yes,Q3,No,3,No,California,Yes,Yes,No,1,59.55,0,41.39,0.0,100.94,Yes,Yes,95503
39,21,27.2,,No,,52,0,Eureka,5053,Two Year,United States,2661-GKBTK,Stayed,Yes,No,Male,Yes,DSL,"40.737431, -124.108897",40.737431,-124.108897,Yes,76.95,No,3,7,,Yes,No,No,Bank Withdrawal,Yes,23570,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,60,4543.95,0,1632.0,0.0,6175.95,No,Yes,95503
35,29,24.72,Price,Yes,Lack of affordable download/upload speed,91,1,West Sacramento,2518,Month-to-Month,United States,2640-PMGFL,Churned,No,No,Male,Yes,Fiber Optic,"38.592745, -121.540036",38.592745,-121.540036,No,79.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,12756,Yes,Q3,No,1,No,California,No,No,No,27,2180.55,0,667.44,0.0,2847.99,No,Yes,95605
43,0,16.67,,No,,28,0,West Sacramento,2606,Month-to-Month,United States,7266-GSSJX,Stayed,Yes,No,Male,No,,"38.592745, -121.540036",38.592745,-121.540036,Yes,20.45,No,2,3,,No,No,Yes,Bank Withdrawal,Yes,12756,No,Q3,Yes,5,No,California,No,No,No,11,250.8,0,183.37,0.0,434.17,No,No,95605
45,5,33.45,,No,,66,0,West Sacramento,2830,One Year,United States,5985-TBABQ,Stayed,No,No,Female,Yes,DSL,"38.592745, -121.540036",38.592745,-121.540036,No,74.75,Yes,0,0,Offer C,No,Yes,No,Credit Card,Yes,12756,No,Q3,No,4,No,California,Yes,Yes,Yes,32,2282.95,0,1070.4,0.0,3353.35,No,Yes,95605
35,0,15.53,,No,,29,0,West Sacramento,4374,Month-to-Month,United States,3043-SUDUA,Stayed,No,No,Female,No,,"38.592745, -121.540036",38.592745,-121.540036,No,19.9,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,12756,No,Q3,No,3,No,California,No,No,No,32,601.55,0,496.96,0.0,1098.51,No,No,95605
44,18,32.35,Competitor,Yes,Competitor had better devices,68,1,Brooks,3123,Month-to-Month,United States,3801-HMYNL,Churned,No,No,Male,Yes,Fiber Optic,"38.809804, -122.241383",38.809804,-122.241383,Yes,89.15,No,0,1,,No,No,No,Mailed Check,Yes,382,No,Q3,Yes,1,No,California,Yes,Yes,Yes,1,89.15,0,32.35,0.0,121.5,No,Yes,95606
38,15,0.0,,No,,21,0,Brooks,4147,Two Year,United States,7722-VJRQD,Stayed,No,Yes,Male,Yes,Cable,"38.809804, -122.241383",38.809804,-122.241383,Yes,60.95,No,0,8,,No,Yes,No,Bank Withdrawal,No,382,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,4549.05,0,0.0,0.0,4549.05,No,Yes,95606
59,58,4.67,,No,,37,0,Brooks,4479,Month-to-Month,United States,9800-ONTFE,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.809804, -122.241383",38.809804,-122.241383,Yes,75.8,Yes,3,3,Offer D,No,No,Yes,Bank Withdrawal,Yes,382,No,Q3,Yes,5,No,California,No,No,No,22,1615.1,0,102.74,0.0,1717.84,No,Yes,95606
32,9,44.77,,No,,73,0,Brooks,3430,Month-to-Month,United States,5442-BHQNG,Joined,No,No,Female,Yes,Fiber Optic,"38.809804, -122.241383",38.809804,-122.241383,No,70.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,382,No,Q3,No,5,No,California,No,No,No,2,139.25,0,89.54,0.0,228.79,No,Yes,95606
45,7,25.96,Dissatisfaction,Yes,Product dissatisfaction,96,1,El Dorado,3190,Month-to-Month,United States,4484-CGXFK,Churned,No,No,Female,Yes,DSL,"38.63153, -120.842609",38.63153,-120.842609,No,55.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,4097,No,Q3,No,1,No,California,Yes,Yes,No,3,196.15,0,77.88,0.0,274.03,No,Yes,95623
63,13,33.93,,No,,43,0,El Dorado,6261,Two Year,United States,1084-MNSMJ,Stayed,No,Yes,Female,Yes,DSL,"38.63153, -120.842609",38.63153,-120.842609,Yes,85.5,No,0,10,Offer B,Yes,Yes,No,Credit Card,Yes,4097,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,51,4421.95,0,1730.43,0.0,6152.38,No,Yes,95623
28,52,32.06,,No,,31,0,El Dorado,5056,Month-to-Month,United States,1791-PQHBB,Joined,Yes,No,Female,Yes,Cable,"38.63153, -120.842609",38.63153,-120.842609,No,61.2,No,2,0,Offer E,No,Yes,Yes,Credit Card,Yes,4097,No,Q3,No,4,No,California,Yes,Yes,No,2,125.95,0,64.12,0.0,190.07,Yes,Yes,95623
56,18,36.74,,No,,60,0,El Dorado,2215,One Year,United States,8845-LWKGE,Stayed,Yes,Yes,Female,Yes,Cable,"38.63153, -120.842609",38.63153,-120.842609,Yes,64.5,No,1,4,Offer C,No,No,Yes,Bank Withdrawal,Yes,4097,Yes,Q3,Yes,5,No,California,No,No,Yes,30,1985.15,0,1102.2,0.0,3087.35,No,Yes,95623
34,7,6.82,Attitude,Yes,Attitude of support person,67,1,Garden Valley,3075,Month-to-Month,United States,6127-ISGTU,Churned,No,No,Female,Yes,Fiber Optic,"38.852544, -120.837669",38.852544,-120.837669,Yes,84.95,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,2536,No,Q3,Yes,3,No,California,No,No,Yes,16,1378.25,0,109.12,0.0,1487.37,No,Yes,95633
34,13,42.89,Dissatisfaction,Yes,Lack of self-service on Website,79,1,Garden Valley,5299,Month-to-Month,United States,3006-XIMLN,Churned,No,No,Female,Yes,Fiber Optic,"38.852544, -120.837669",38.852544,-120.837669,No,94.2,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,2536,No,Q3,No,2,No,California,Yes,Yes,Yes,2,193.8,0,85.78,0.0,279.58,No,Yes,95633
63,3,30.8,,No,,35,0,Garden Valley,3403,Two Year,United States,8999-YPYBV,Stayed,No,Yes,Male,Yes,Cable,"38.852544, -120.837669",38.852544,-120.837669,Yes,84.35,No,0,3,Offer B,Yes,Yes,Yes,Credit Card,Yes,2536,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,45,3858.05,0,1386.0,0.0,5244.05,No,Yes,95633
33,15,22.17,,No,,50,0,Garden Valley,5110,Month-to-Month,United States,9921-QFQUL,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.852544, -120.837669",38.852544,-120.837669,Yes,90.15,Yes,0,2,Offer D,No,No,No,Credit Card,Yes,2536,No,Q3,Yes,4,No,California,Yes,Yes,No,23,2044.95,0,509.91,0.0,2554.86,No,Yes,95633
32,26,38.31,Dissatisfaction,Yes,Network reliability,67,1,Nicolaus,2168,Month-to-Month,United States,5692-FPTAH,Churned,No,No,Female,Yes,Cable,"38.788898, -121.608624",38.788898,-121.608624,No,45.4,No,0,0,,No,No,Yes,Credit Card,Yes,751,No,Q3,No,2,No,California,No,No,No,1,45.4,0,38.31,0.0,83.71,No,Yes,95659
21,0,49.37,,No,,59,0,Nicolaus,3636,One Year,United States,1934-MKPXS,Stayed,No,No,Male,No,,"38.788898, -121.608624",38.788898,-121.608624,Yes,20.1,No,0,3,,No,No,No,Credit Card,Yes,751,No,Q3,Yes,5,No,California,No,No,No,33,620.55,0,1629.21,0.0,2249.76,Yes,No,95659
36,30,30.44,,No,,45,0,Nicolaus,5470,Two Year,United States,9128-CPXKI,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.788898, -121.608624",38.788898,-121.608624,No,95.8,No,0,0,,No,No,No,Bank Withdrawal,Yes,751,No,Q3,No,3,No,California,Yes,Yes,Yes,59,5655.45,0,1795.96,0.0,7451.41,No,Yes,95659
49,30,37.51,,No,,23,0,Nicolaus,5379,Month-to-Month,United States,1025-FALIX,Stayed,No,No,Female,Yes,Fiber Optic,"38.788898, -121.608624",38.788898,-121.608624,No,69.05,No,0,0,,No,No,Yes,Credit Card,Yes,751,No,Q3,No,3,No,California,No,No,No,26,1815.65,0,975.26,0.0,2790.91,No,Yes,95659
62,24,19.08,Price,Yes,Extra data charges,90,1,Rancho Cordova,5283,Month-to-Month,United States,0617-FHSGK,Churned,No,No,Male,Yes,Fiber Optic,"38.602723, -121.279913",38.602723,-121.279913,No,75.2,Yes,0,0,,No,No,No,Credit Card,Yes,49729,No,Q3,No,2,No,California,No,No,No,49,3678.3,20,934.92,0.0,4633.22,No,No,95670
40,24,25.72,,No,,60,0,Rancho Cordova,3026,Month-to-Month,United States,2373-NTKOD,Stayed,No,No,Male,Yes,Cable,"38.602723, -121.279913",38.602723,-121.279913,No,66.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,49729,No,Q3,No,5,No,California,Yes,Yes,Yes,8,546.45,0,205.76,0.0,752.21,No,Yes,95670
35,58,4.76,,No,,44,0,Rancho Cordova,6005,One Year,United States,0961-ZWLVI,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.602723, -121.279913",38.602723,-121.279913,No,109.2,Yes,3,0,,Yes,Yes,Yes,Credit Card,Yes,49729,No,Q3,No,3,No,California,Yes,Yes,Yes,49,5290.45,0,233.24,0.0,5523.69,No,Yes,95670
43,53,13.45,,No,,32,0,Rancho Cordova,4162,Month-to-Month,United States,7148-XZPHA,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.602723, -121.279913",38.602723,-121.279913,Yes,79.4,No,3,9,,Yes,No,No,Bank Withdrawal,Yes,49729,Yes,Q3,Yes,4,No,California,No,No,No,55,4238.45,0,739.75,0.0,4978.2,No,Yes,95670
50,21,24.31,Price,Yes,Price too high,76,1,Rio Oso,5472,One Year,United States,2858-MOFSQ,Churned,No,Yes,Female,Yes,DSL,"38.954144, -121.482536",38.954144,-121.482536,No,55.85,Yes,0,0,,No,No,Yes,Mailed Check,Yes,947,No,Q3,No,2,No,California,No,No,No,17,937.5,0,413.27,0.0,1350.77,No,Yes,95674
64,0,23.81,,No,,56,0,Rio Oso,6019,Two Year,United States,9337-SRRNI,Stayed,Yes,No,Male,No,,"38.954144, -121.482536",38.954144,-121.482536,No,25.3,Yes,3,0,Offer A,No,No,Yes,Credit Card,Yes,947,No,Q3,No,4,No,California,No,No,No,66,1673.8,0,1571.46,0.0,3245.26,No,No,95674
61,10,0.0,,No,,30,0,Rio Oso,2866,Two Year,United States,7816-VGHTO,Stayed,Yes,Yes,Female,Yes,Cable,"38.954144, -121.482536",38.954144,-121.482536,Yes,40.55,No,2,7,Offer E,Yes,No,No,Credit Card,No,947,Yes,Q3,Yes,5,No,California,No,No,No,6,217.5,50,0.0,0.0,267.5,No,No,95674
50,25,41.08,,No,,62,0,Rio Oso,2044,Month-to-Month,United States,6856-RAURS,Joined,No,No,Female,Yes,Fiber Optic,"38.954144, -121.482536",38.954144,-121.482536,No,74.9,Yes,0,0,,No,No,Yes,Credit Card,Yes,947,No,Q3,No,4,No,California,No,No,No,2,136.05,0,82.16,0.0,218.21,No,Yes,95674
53,9,21.97,Dissatisfaction,Yes,Service dissatisfaction,77,1,Thornton,4539,Month-to-Month,United States,7005-CCBKV,Churned,No,No,Male,Yes,Fiber Optic,"38.157794, -121.520223",38.157794,-121.520223,No,84.4,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1472,No,Q3,No,3,No,California,Yes,Yes,No,6,556.35,0,131.82,0.0,688.17,No,Yes,95686
46,22,24.66,Attitude,Yes,Attitude of service provider,69,1,Thornton,2455,Month-to-Month,United States,0362-ZBZWJ,Churned,No,No,Male,Yes,Fiber Optic,"38.157794, -121.520223",38.157794,-121.520223,No,84.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1472,No,Q3,No,1,No,California,Yes,Yes,No,36,3067.2,0,887.76,0.0,3954.96,No,Yes,95686
51,2,9.95,,No,,77,0,Thornton,4986,One Year,United States,5223-UZAVK,Stayed,No,No,Male,Yes,Fiber Optic,"38.157794, -121.520223",38.157794,-121.520223,No,100.3,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,1472,No,Q3,No,5,No,California,Yes,Yes,Yes,64,6603.8,0,636.8,0.0,7240.6,No,Yes,95686
19,0,26.64,,No,,56,0,Thornton,3904,Two Year,United States,1535-VTJOQ,Stayed,No,No,Female,No,,"38.157794, -121.520223",38.157794,-121.520223,No,25.15,Yes,0,0,,No,No,No,Credit Card,Yes,1472,No,Q3,No,5,No,California,No,No,No,24,553.0,0,639.36,0.0,1192.36,Yes,No,95686
48,28,42.8,Other,Yes,Don't know,65,1,Dutch Flat,2140,Month-to-Month,United States,6376-GAHQE,Churned,No,No,Male,Yes,Fiber Optic,"39.197215, -120.83679",39.197215,-120.83679,No,77.85,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,350,No,Q3,No,2,No,California,No,No,Yes,4,299.2,10,171.2,0.0,480.4,No,No,95714
28,85,26.16,Competitor,Yes,Competitor made better offer,91,1,Dutch Flat,2777,Month-to-Month,United States,0702-PGIBZ,Churned,No,No,Male,Yes,Fiber Optic,"39.197215, -120.83679",39.197215,-120.83679,No,101.7,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,350,No,Q3,No,2,No,California,Yes,Yes,Yes,4,364.55,0,104.64,1.48,467.71,Yes,Yes,95714
43,0,47.31,,No,,57,0,Dutch Flat,3586,Two Year,United States,4652-ODEVH,Stayed,Yes,No,Male,No,,"39.197215, -120.83679",39.197215,-120.83679,Yes,24.45,Yes,3,10,,No,No,No,Mailed Check,Yes,350,No,Q3,Yes,5,No,California,No,No,No,45,1088.25,0,2128.95,0.0,3217.2,No,No,95714
62,7,39.0,,No,,31,0,Dutch Flat,2499,Month-to-Month,United States,1319-YLZJG,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.197215, -120.83679",39.197215,-120.83679,Yes,84.6,No,0,9,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,350,No,Q3,Yes,4,No,California,No,No,No,12,959.9,0,468.0,0.0,1427.9,No,Yes,95714
50,14,13.83,Other,Yes,Poor expertise of online support,65,1,Echo Lake,3662,Month-to-Month,United States,5052-PNLOS,Churned,No,Yes,Male,Yes,Fiber Optic,"38.851842, -120.076204",38.851842,-120.076204,No,105.35,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,69,No,Q3,No,3,No,California,Yes,Yes,Yes,3,323.25,0,41.49,0.0,364.74,No,Yes,95721
47,7,34.64,,No,,29,0,Echo Lake,2452,Month-to-Month,United States,6439-LAJXL,Stayed,No,No,Male,Yes,DSL,"38.851842, -120.076204",38.851842,-120.076204,Yes,68.95,No,0,2,Offer E,Yes,Yes,Yes,Mailed Check,Yes,69,Yes,Q3,Yes,3,No,California,No,No,Yes,9,593.85,0,311.76,0.0,905.61,No,Yes,95721
26,76,24.32,,No,,44,0,Echo Lake,4697,Two Year,United States,9298-WGMRW,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.851842, -120.076204",38.851842,-120.076204,Yes,115.5,Yes,0,4,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,69,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8312.75,0,1751.04,0.0,10063.79,Yes,Yes,95721
52,0,43.52,,No,,78,0,Echo Lake,4125,Two Year,United States,3777-XROBG,Stayed,Yes,No,Female,No,,"38.851842, -120.076204",38.851842,-120.076204,Yes,19.55,No,2,4,,No,No,No,Credit Card,Yes,69,No,Q3,Yes,4,No,California,No,No,No,58,1079.65,0,2524.16,0.0,3603.81,No,No,95721
22,73,14.58,Dissatisfaction,Yes,Product dissatisfaction,80,1,Weimar,5094,Month-to-Month,United States,2386-LAHRK,Churned,No,No,Male,Yes,DSL,"39.00978, -120.978273",39.00978,-120.978273,No,53.5,No,0,0,,No,No,Yes,Mailed Check,Yes,31,No,Q3,No,1,No,California,No,No,Yes,1,53.5,0,14.58,0.0,68.08,Yes,Yes,95736
61,6,23.28,,No,,25,0,Weimar,2449,One Year,United States,5777-KJIRB,Stayed,No,Yes,Female,Yes,Cable,"39.00978, -120.978273",39.00978,-120.978273,No,50.25,No,0,0,,No,No,Yes,Credit Card,Yes,31,No,Q3,No,5,No,California,No,No,No,40,2023.55,0,931.2,0.0,2954.75,No,Yes,95736
31,0,23.43,,No,,57,0,Weimar,4626,Two Year,United States,8544-JNBOX,Stayed,No,No,Male,No,,"39.00978, -120.978273",39.00978,-120.978273,No,20.8,No,0,0,Offer A,No,No,Yes,Credit Card,Yes,31,No,Q3,No,5,No,California,No,No,No,72,1521.2,0,1686.96,0.0,3208.16,No,No,95736
60,28,17.52,,No,,52,0,Weimar,3325,One Year,United States,2680-XKKNJ,Stayed,No,No,Female,Yes,DSL,"39.00978, -120.978273",39.00978,-120.978273,No,58.2,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,31,Yes,Q3,No,4,No,California,No,No,No,8,469.25,30,140.16,0.0,639.41,No,No,95736
21,69,3.61,Dissatisfaction,Yes,Network reliability,78,1,Sacramento,5476,Month-to-Month,United States,0516-WJVXC,Churned,No,No,Female,Yes,DSL,"38.556306, -121.495817",38.556306,-121.495817,No,54.2,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,21313,Yes,Q3,No,1,No,California,No,No,No,5,308.25,0,18.05,0.0,326.3,Yes,Yes,95818
51,0,34.87,,No,,58,0,Sacramento,5416,Month-to-Month,United States,1735-XMJVH,Stayed,Yes,No,Male,No,,"38.556306, -121.495817",38.556306,-121.495817,Yes,19.35,No,3,0,Offer E,No,No,Yes,Mailed Check,Yes,21313,No,Q3,No,3,No,California,No,No,No,8,152.6,0,278.96,0.0,431.56,No,No,95818
47,0,22.83,,No,,70,0,Sacramento,4571,Two Year,United States,2072-ZVJJX,Stayed,No,No,Male,No,,"38.556306, -121.495817",38.556306,-121.495817,Yes,25.25,Yes,0,5,Offer A,No,No,No,Bank Withdrawal,Yes,21313,No,Q3,Yes,3,No,California,No,No,No,68,1728.2,0,1552.44,0.0,3280.64,No,No,95818
56,6,0.0,,No,,31,0,Sacramento,5433,Month-to-Month,United States,4450-YOOHP,Stayed,No,Yes,Female,Yes,DSL,"38.556306, -121.495817",38.556306,-121.495817,No,50.65,No,0,0,,No,No,Yes,Credit Card,No,21313,No,Q3,No,4,No,California,Yes,Yes,Yes,39,1905.4,0,0.0,3.51,1901.89,No,Yes,95818
47,23,3.07,Price,Yes,Lack of affordable download/upload speed,83,1,Sacramento,5055,Two Year,United States,8809-RIHDD,Churned,No,Yes,Male,Yes,Fiber Optic,"38.549185, -121.328386",38.549185,-121.328386,Yes,103.4,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,19611,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7372.65,0,221.04,0.0,7593.69,No,Yes,95827
38,21,16.81,,No,,41,0,Sacramento,4616,Two Year,United States,3070-BDOQC,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.549185, -121.328386",38.549185,-121.328386,No,99.65,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,19611,No,Q3,No,4,No,California,Yes,Yes,Yes,60,5941.05,0,1008.6,0.0,6949.65,No,Yes,95827
49,17,40.74,,No,,49,0,Sacramento,6423,Month-to-Month,United States,4001-TSBTV,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.549185, -121.328386",38.549185,-121.328386,Yes,91.55,No,2,5,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,19611,No,Q3,Yes,3,No,California,No,No,Yes,58,5511.65,0,2362.92,0.0,7874.57,No,Yes,95827
55,29,0.0,,No,,41,0,Sacramento,5137,One Year,United States,8224-UAXBZ,Stayed,No,No,Female,Yes,DSL,"38.549185, -121.328386",38.549185,-121.328386,Yes,45.35,No,0,7,,Yes,Yes,Yes,Bank Withdrawal,No,19611,No,Q3,Yes,3,No,California,No,No,Yes,58,2540.1,0,0.0,4.08,2536.02,No,Yes,95827
64,11,0.0,Other,Yes,Don't know,95,1,Chico,4268,Month-to-Month,United States,1142-WACZW,Churned,No,No,Male,Yes,Cable,"39.745712, -121.84333",39.745712,-121.84333,No,29.85,No,0,0,,No,No,No,Bank Withdrawal,No,35808,Yes,Q3,No,2,No,California,No,No,No,2,75.6,0,0.0,0.0,75.6,No,Yes,95926
49,2,32.43,,No,,49,0,Chico,6161,One Year,United States,5035-PGZXH,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.745712, -121.84333",39.745712,-121.84333,No,106.8,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,35808,No,Q3,No,3,No,California,Yes,Yes,Yes,56,5914.4,30,1816.08,0.0,7760.48,No,No,95926
51,0,31.06,,No,,44,0,Chico,3985,Month-to-Month,United States,7808-DVWEP,Joined,No,No,Male,No,,"39.745712, -121.84333",39.745712,-121.84333,Yes,20.0,No,0,3,,No,No,No,Bank Withdrawal,Yes,35808,No,Q3,Yes,3,No,California,No,No,No,3,49.65,0,93.18,0.0,142.83,No,No,95926
56,0,43.83,,No,,54,0,Chico,4883,Month-to-Month,United States,7727-SHVZV,Stayed,No,No,Female,No,,"39.745712, -121.84333",39.745712,-121.84333,No,19.5,No,0,0,,No,No,No,Bank Withdrawal,Yes,35808,No,Q3,No,4,No,California,No,No,No,9,150.35,0,394.47,0.0,544.82,No,No,95926
36,17,24.09,Other,Yes,Moved,90,1,Downieville,4580,Month-to-Month,United States,2919-HBCJO,Churned,No,No,Female,Yes,Fiber Optic,"39.578792, -120.780786",39.578792,-120.780786,No,76.65,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,404,No,Q3,No,1,No,California,No,No,No,4,333.6,0,96.36,0.0,429.96,No,Yes,95936
20,52,8.48,,No,,57,0,Downieville,2278,Month-to-Month,United States,6416-YJTTB,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.578792, -120.780786",39.578792,-120.780786,No,79.5,No,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,404,No,Q3,No,4,No,California,No,No,No,11,795.65,0,93.28,0.0,888.93,Yes,Yes,95936
56,29,5.81,,No,,72,0,Downieville,6254,Two Year,United States,3892-NXAZG,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.578792, -120.780786",39.578792,-120.780786,Yes,114.05,Yes,1,4,Offer A,Yes,Yes,Yes,Credit Card,Yes,404,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8289.2,0,418.32,0.0,8707.52,No,Yes,95936
35,0,17.94,,No,,79,0,Downieville,3718,Month-to-Month,United States,7601-WFVZV,Joined,No,No,Male,No,,"39.578792, -120.780786",39.578792,-120.780786,No,19.55,No,0,0,Offer E,No,No,No,Credit Card,Yes,404,No,Q3,No,4,No,California,No,No,No,1,19.55,0,17.94,0.0,37.49,No,No,95936
40,14,38.37,Competitor,Yes,Competitor had better devices,75,1,Rough And Ready,6216,Month-to-Month,United States,2834-SPCJV,Churned,No,No,Male,Yes,Fiber Optic,"39.225634, -121.156163",39.225634,-121.156163,Yes,84.1,No,0,1,,No,Yes,No,Bank Withdrawal,Yes,1601,No,Q3,Yes,1,No,California,No,No,Yes,52,4348.65,0,1995.24,0.0,6343.89,No,Yes,95975
32,7,10.38,Price,Yes,Extra data charges,77,1,Rough And Ready,4390,Month-to-Month,United States,5419-JPRRN,Churned,No,Yes,Male,Yes,Fiber Optic,"39.225634, -121.156163",39.225634,-121.156163,No,101.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1601,No,Q3,No,1,No,California,Yes,Yes,Yes,1,101.45,0,10.38,0.0,111.83,No,Yes,95975
52,28,17.01,,No,,70,0,Rough And Ready,2813,Month-to-Month,United States,2984-AFWNC,Joined,No,No,Female,Yes,Fiber Optic,"39.225634, -121.156163",39.225634,-121.156163,No,95.4,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,1601,No,Q3,No,3,No,California,Yes,Yes,Yes,3,293.15,0,51.03,0.0,344.18,No,Yes,95975
48,25,14.18,,No,,59,0,Rough And Ready,4544,Two Year,United States,0536-ESJEP,Stayed,No,No,Male,Yes,DSL,"39.225634, -121.156163",39.225634,-121.156163,Yes,74.55,No,0,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,1601,No,Q3,Yes,4,No,California,Yes,Yes,Yes,54,4191.45,0,765.72,0.0,4957.17,No,Yes,95975
22,76,35.04,Competitor,Yes,Competitor offered more data,94,1,Bieber,5922,One Year,United States,3523-QRQLL,Churned,No,No,Female,Yes,DSL,"41.083464, -121.107929",41.083464,-121.107929,Yes,69.5,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,595,No,Q3,Yes,2,No,California,Yes,Yes,Yes,22,1498.2,0,770.88,49.57,2219.51,Yes,Yes,96009
52,21,48.75,,No,,30,0,Bieber,5882,Two Year,United States,5193-QLVZB,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.083464, -121.107929",41.083464,-121.107929,No,104.75,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,595,No,Q3,No,5,No,California,Yes,Yes,Yes,63,6536.5,0,3071.25,0.0,9607.75,No,Yes,96009
50,8,0.0,,No,,59,0,Bieber,5622,One Year,United States,8190-ZTQFB,Stayed,No,Yes,Male,Yes,Cable,"41.083464, -121.107929",41.083464,-121.107929,No,51.35,No,0,0,,No,No,Yes,Bank Withdrawal,No,595,No,Q3,No,5,No,California,Yes,Yes,Yes,41,2075.1,80,0.0,0.0,2155.1,No,No,96009
23,73,25.46,,No,,68,0,Bieber,5027,One Year,United States,4753-PADAS,Stayed,No,Yes,Female,Yes,Fiber Optic,"41.083464, -121.107929",41.083464,-121.107929,Yes,105.7,Yes,0,2,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,595,No,Q3,Yes,4,No,California,Yes,Yes,Yes,67,6816.95,0,1705.82,0.0,8522.77,Yes,Yes,96009
45,28,38.81,Attitude,Yes,Attitude of support person,80,1,Oak Run,5737,Month-to-Month,United States,0461-CVKMU,Churned,No,Yes,Female,Yes,Fiber Optic,"40.689243, -122.037023",40.689243,-122.037023,Yes,83.8,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,829,Yes,Q3,No,1,No,California,No,No,No,23,1900.25,0,892.63,0.0,2792.88,No,Yes,96069
49,22,26.14,Price,Yes,Lack of affordable download/upload speed,71,1,Oak Run,3065,Month-to-Month,United States,5909-ECHUI,Churned,No,No,Female,Yes,DSL,"40.689243, -122.037023",40.689243,-122.037023,No,56.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,829,No,Q3,No,1,No,California,Yes,Yes,No,1,56.25,0,26.14,0.0,82.39,No,Yes,96069
41,0,39.04,,No,,63,0,Oak Run,5279,Month-to-Month,United States,0620-XEFWH,Stayed,Yes,No,Male,No,,"40.689243, -122.037023",40.689243,-122.037023,Yes,18.85,No,1,1,Offer E,No,No,No,Credit Card,Yes,829,No,Q3,Yes,4,No,California,No,No,No,4,84.2,0,156.16,0.0,240.36,No,No,96069
59,16,0.0,,No,,78,0,Oak Run,5825,Month-to-Month,United States,2533-TIBIX,Stayed,Yes,No,Male,Yes,Cable,"40.689243, -122.037023",40.689243,-122.037023,Yes,30.2,No,2,8,,No,Yes,Yes,Bank Withdrawal,No,829,No,Q3,Yes,4,No,California,No,No,No,15,469.65,0,0.0,0.0,469.65,No,Yes,96069
25,51,22.77,Dissatisfaction,Yes,Network reliability,78,1,Old Station,5698,Month-to-Month,United States,8806-EAGWC,Churned,No,No,Male,Yes,DSL,"40.656287, -121.428965",40.656287,-121.428965,No,55.15,No,0,0,Offer E,No,No,No,Credit Card,Yes,182,No,Q3,No,2,No,California,No,Yes,Yes,3,159.15,0,68.31,0.0,227.46,Yes,Yes,96071
62,27,0.0,Competitor,Yes,Competitor had better devices,76,1,Old Station,2088,Month-to-Month,United States,8993-PHFWD,Churned,No,No,Female,Yes,DSL,"40.656287, -121.428965",40.656287,-121.428965,No,25.25,No,0,0,,No,No,No,Bank Withdrawal,No,182,No,Q3,No,1,No,California,No,No,No,3,58.9,0,0.0,0.0,58.9,No,Yes,96071
27,59,21.83,Price,Yes,Long distance charges,69,1,Old Station,3584,Month-to-Month,United States,1309-BXVOQ,Churned,No,Yes,Male,Yes,Fiber Optic,"40.656287, -121.428965",40.656287,-121.428965,Yes,106.1,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,182,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,21,2249.95,0,458.43,0.0,2708.38,Yes,Yes,96071
51,0,2.83,,No,,46,0,Old Station,4535,Two Year,United States,6485-QXWWE,Stayed,Yes,No,Female,No,,"40.656287, -121.428965",40.656287,-121.428965,No,26.0,Yes,3,0,Offer B,No,No,No,Bank Withdrawal,Yes,182,No,Q3,No,3,No,California,No,No,No,62,1638.7,0,175.46,0.0,1814.16,No,No,96071
39,4,40.78,Price,Yes,Extra data charges,91,1,Whitmore,3358,Month-to-Month,United States,5498-TXHLF,Churned,No,Yes,Female,Yes,Fiber Optic,"40.637105, -121.906949",40.637105,-121.906949,Yes,87.45,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,843,No,Q3,Yes,3,No,California,No,No,Yes,34,2874.15,0,1386.52,0.0,4260.67,No,Yes,96096
40,10,9.53,,No,,75,0,Whitmore,4994,Two Year,United States,3399-BMLVW,Stayed,No,No,Male,Yes,DSL,"40.637105, -121.906949",40.637105,-121.906949,Yes,60.5,No,0,5,Offer B,Yes,Yes,No,Credit Card,Yes,843,Yes,Q3,Yes,3,No,California,No,No,No,51,3121.45,0,486.03,0.0,3607.48,No,Yes,96096
61,30,21.84,,No,,25,0,Whitmore,4703,Two Year,United States,0562-FGDCR,Stayed,Yes,No,Female,Yes,DSL,"40.637105, -121.906949",40.637105,-121.906949,Yes,74.55,Yes,3,9,,Yes,Yes,No,Credit Card,Yes,843,Yes,Q3,Yes,3,No,California,No,No,Yes,72,5430.65,0,1572.48,0.0,7003.13,No,Yes,96096
21,71,40.77,,No,,40,0,Whitmore,6116,Two Year,United States,3795-CAWEX,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"40.637105, -121.906949",40.637105,-121.906949,Yes,116.55,Yes,2,5,Offer A,Yes,Yes,Yes,Credit Card,Yes,843,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,8152.3,0,2853.9,0.0,11006.2,Yes,Yes,96096
36,16,11.24,Price,Yes,Price too high,73,1,Blairsden Graeagle,2663,Month-to-Month,United States,9722-UJOJR,Churned,No,No,Male,Yes,Fiber Optic,"39.783747, -120.661032",39.783747,-120.661032,Yes,70.75,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,1839,No,Q3,Yes,1,No,California,No,No,No,29,1974.8,0,325.96,0.0,2300.76,No,Yes,96103
31,0,36.52,,No,,73,0,Blairsden Graeagle,4136,Month-to-Month,United States,3374-PZLXD,Stayed,No,No,Male,No,,"39.783747, -120.661032",39.783747,-120.661032,No,19.7,No,0,0,Offer C,No,No,No,Credit Card,Yes,1839,No,Q3,No,3,No,California,No,No,No,34,675.6,0,1241.68,0.0,1917.28,No,No,96103
48,0,39.87,,No,,35,0,Blairsden Graeagle,3195,Month-to-Month,United States,6040-CGACY,Stayed,No,No,Female,No,,"39.783747, -120.661032",39.783747,-120.661032,No,19.6,No,0,0,,No,No,No,Credit Card,Yes,1839,No,Q3,No,5,No,California,No,No,No,15,299.4,0,598.05,0.0,897.45,No,No,96103
19,0,13.21,,No,,58,0,Blairsden Graeagle,3598,Two Year,United States,2229-DPMBI,Stayed,Yes,No,Female,No,,"39.783747, -120.661032",39.783747,-120.661032,Yes,19.5,No,2,10,,No,No,No,Credit Card,Yes,1839,No,Q3,Yes,5,No,California,No,No,No,8,162.15,0,105.68,0.0,267.83,Yes,No,96103
31,28,9.81,Dissatisfaction,Yes,Service dissatisfaction,83,1,Eagleville,5574,Month-to-Month,United States,6772-KSATR,Churned,No,No,Male,Yes,Fiber Optic,"41.280341, -120.150381",41.280341,-120.150381,No,81.7,Yes,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,132,No,Q3,No,1,No,California,No,No,No,1,81.7,0,9.81,0.0,91.51,No,Yes,96110
47,2,0.0,Price,Yes,Price too high,70,1,Eagleville,3351,Month-to-Month,United States,5378-IKEEG,Churned,No,No,Female,Yes,Cable,"41.280341, -120.150381",41.280341,-120.150381,No,35.75,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,132,No,Q3,No,3,No,California,No,No,Yes,1,35.75,0,0.0,0.0,35.75,No,Yes,96110
51,27,0.0,,No,,22,0,Eagleville,4998,Month-to-Month,United States,6022-KOUQO,Joined,Yes,No,Female,Yes,Cable,"41.280341, -120.150381",41.280341,-120.150381,Yes,29.05,No,2,4,Offer E,No,No,No,Bank Withdrawal,No,132,Yes,Q3,Yes,4,No,California,No,No,No,2,44.75,0,0.0,0.0,44.75,No,Yes,96110
39,0,12.68,,No,,24,0,Eagleville,5074,Month-to-Month,United States,2342-CKIAO,Joined,No,No,Female,No,,"41.280341, -120.150381",41.280341,-120.150381,No,20.3,No,0,0,,No,No,No,Credit Card,Yes,132,No,Q3,No,5,No,California,No,No,No,2,41.2,0,25.36,0.0,66.56,No,No,96110
37,23,28.84,Attitude,Yes,Attitude of support person,91,1,Fort Bidwell,5647,Month-to-Month,United States,7112-OPOTK,Churned,No,No,Male,Yes,Fiber Optic,"41.932207, -120.135941",41.932207,-120.135941,No,68.25,No,0,0,,No,No,No,Bank Withdrawal,Yes,231,No,Q3,No,2,No,California,No,No,No,33,2171.15,0,951.72,0.0,3122.87,No,Yes,96112
27,71,4.01,,No,,22,0,Fort Bidwell,4576,One Year,United States,5966-EMAZU,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.932207, -120.135941",41.932207,-120.135941,Yes,108.5,Yes,0,1,Offer B,No,Yes,Yes,Credit Card,Yes,231,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,64,6880.85,0,256.64,0.0,7137.49,Yes,Yes,96112
50,25,38.58,,No,,70,0,Fort Bidwell,6466,Two Year,United States,6953-PBDIN,Stayed,No,Yes,Male,Yes,DSL,"41.932207, -120.135941",41.932207,-120.135941,Yes,72.95,Yes,0,4,Offer A,Yes,No,No,Bank Withdrawal,Yes,231,Yes,Q3,Yes,4,No,California,No,No,Yes,70,5265.55,60,2700.6,0.0,8026.15,No,No,96112
29,51,5.93,Other,Yes,Poor expertise of online support,73,1,Sierraville,4072,One Year,United States,5828-AVIPD,Churned,No,No,Male,Yes,Fiber Optic,"39.559709, -120.345639",39.559709,-120.345639,Yes,100.95,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,227,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,19,1875.55,0,112.67,0.0,1988.22,Yes,Yes,96126
56,27,37.72,Other,Yes,Don't know,74,1,Sierraville,2320,Month-to-Month,United States,5832-XKAES,Churned,No,No,Male,Yes,Fiber Optic,"39.559709, -120.345639",39.559709,-120.345639,No,69.8,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,227,No,Q3,No,1,No,California,No,No,No,2,134.7,0,75.44,0.0,210.14,No,Yes,96126
58,17,29.51,,No,,67,0,Sierraville,2754,One Year,United States,2988-PLAHS,Joined,No,Yes,Female,Yes,Cable,"39.559709, -120.345639",39.559709,-120.345639,No,69.95,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,227,No,Q3,No,5,No,California,Yes,Yes,Yes,3,220.45,30,88.53,0.0,338.98,No,No,96126
24,0,49.51,,No,,69,0,Sierraville,4480,Month-to-Month,United States,9975-SKRNR,Joined,No,No,Male,No,,"39.559709, -120.345639",39.559709,-120.345639,No,18.9,No,0,0,Offer E,No,No,No,Credit Card,Yes,227,No,Q3,No,4,No,California,No,No,No,1,18.9,0,49.51,0.0,68.41,Yes,No,96126
46,19,16.55,Other,Yes,Don't know,92,1,Westwood,4779,Month-to-Month,United States,1086-LXKFY,Churned,No,No,Female,Yes,Fiber Optic,"40.271535, -121.018087",40.271535,-121.018087,Yes,69.1,No,0,1,Offer E,No,No,Yes,Credit Card,Yes,4158,No,Q3,Yes,1,No,California,No,No,No,1,69.1,0,16.55,0.0,85.65,No,Yes,96137
25,59,21.62,Dissatisfaction,Yes,Limited range of services,88,1,Westwood,3591,Month-to-Month,United States,2612-RRIDN,Churned,No,No,Male,Yes,Fiber Optic,"40.271535, -121.018087",40.271535,-121.018087,No,81.0,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,4158,No,Q3,No,2,No,California,No,Yes,Yes,4,340.85,50,86.48,0.0,477.33,Yes,No,96137
46,0,5.69,,No,,59,0,Westwood,2712,Month-to-Month,United States,1498-DQNRX,Stayed,No,No,Female,No,,"40.271535, -121.018087",40.271535,-121.018087,Yes,19.85,No,0,0,,No,No,No,Mailed Check,Yes,4158,No,Q3,No,4,No,California,No,No,No,29,573.05,0,165.01,0.0,738.06,No,No,96137
61,3,6.45,,No,,54,0,Westwood,5741,Two Year,United States,6169-PGNCD,Stayed,No,Yes,Female,Yes,DSL,"40.271535, -121.018087",40.271535,-121.018087,No,74.3,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,4158,Yes,Q3,No,4,No,California,No,No,Yes,57,4166.35,0,367.65,0.0,4534.0,No,Yes,96137
53,30,9.27,Dissatisfaction,Yes,Poor expertise of phone support,65,1,South Lake Tahoe,5387,One Year,United States,7774-OJSXI,Churned,No,Yes,Male,Yes,Fiber Optic,"38.911577, -120.106169",38.911577,-120.106169,No,103.45,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,33038,No,Q3,No,3,No,California,Yes,Yes,Yes,31,3066.45,0,287.37,0.0,3353.82,No,Yes,96150
47,6,1.13,Price,Yes,Price too high,80,1,South Lake Tahoe,5086,Month-to-Month,United States,9725-SCPZG,Churned,No,No,Male,Yes,Fiber Optic,"38.911577, -120.106169",38.911577,-120.106169,No,90.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,33038,No,Q3,No,3,No,California,Yes,Yes,Yes,1,90.85,0,1.13,0.0,91.98,No,Yes,96150
46,30,0.0,Dissatisfaction,Yes,Service dissatisfaction,69,1,Los Angeles,3797,Month-to-Month,United States,5016-ETTFF,Churned,No,Yes,Male,Yes,DSL,"34.028331, -118.354338",34.028331,-118.354338,No,29.5,No,0,0,Offer D,No,No,No,Credit Card,No,46984,No,Q3,No,3,No,California,No,No,No,10,255.25,40,0.0,0.0,295.25,No,No,90016
27,48,10.4,,No,,75,0,Los Angeles,5822,Month-to-Month,United States,5129-JLPIS,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.028331, -118.354338",34.028331,-118.354338,No,105.5,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,46984,Yes,Q3,No,3,No,California,Yes,Yes,Yes,25,2686.05,0,260.0,0.0,2946.05,Yes,Yes,90016
41,0,15.86,,No,,37,0,Los Angeles,2653,Two Year,United States,8388-DMKAE,Stayed,No,No,Female,No,,"34.028331, -118.354338",34.028331,-118.354338,No,20.25,No,0,0,Offer E,No,No,No,Mailed Check,Yes,46984,No,Q3,No,5,No,California,No,No,No,8,174.65,0,126.88,0.0,301.53,No,No,90016
23,48,0.0,,No,,26,0,Los Angeles,4665,One Year,United States,9795-VOWON,Stayed,No,No,Male,Yes,Cable,"34.028331, -118.354338",34.028331,-118.354338,No,24.35,No,0,0,Offer E,No,No,Yes,Credit Card,No,46984,No,Q3,No,4,No,California,No,No,No,7,150.85,0,0.0,0.0,150.85,Yes,Yes,90016
64,10,26.93,Attitude,Yes,Attitude of support person,72,1,Los Angeles,3257,Month-to-Month,United States,3866-MDTUB,Churned,No,No,Female,Yes,DSL,"34.052842, -118.264495",34.052842,-118.264495,No,70.75,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,20692,No,Q3,No,1,No,California,Yes,Yes,Yes,2,146.9,0,53.86,0.0,200.76,No,Yes,90017
48,3,33.23,,No,,43,0,Los Angeles,5141,Two Year,United States,3655-SNQYZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.052842, -118.264495",34.052842,-118.264495,Yes,113.25,Yes,0,7,Offer A,Yes,Yes,No,Credit Card,Yes,20692,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,7895.15,0,2292.87,0.0,10188.02,No,Yes,90017
40,0,33.5,,No,,22,0,Los Angeles,4527,One Year,United States,4403-BWPAY,Stayed,No,No,Male,No,,"34.052842, -118.264495",34.052842,-118.264495,No,24.8,Yes,0,0,,No,No,Yes,Credit Card,Yes,20692,No,Q3,No,4,No,California,No,No,No,14,321.7,0,469.0,0.0,790.7,No,No,90017
49,0,10.67,,No,,28,0,Los Angeles,2386,Month-to-Month,United States,1237-WIYYZ,Stayed,No,No,Female,No,,"34.052842, -118.264495",34.052842,-118.264495,No,19.55,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,20692,No,Q3,No,4,No,California,No,No,No,18,389.25,0,192.06,0.0,581.31,No,No,90017
39,21,48.22,Price,Yes,Extra data charges,73,1,Los Angeles,3017,Month-to-Month,United States,7593-XFKDI,Churned,No,No,Male,Yes,DSL,"34.085807, -118.206617",34.085807,-118.206617,No,46.3,No,0,0,,No,No,No,Credit Card,Yes,38415,No,Q3,No,1,No,California,No,No,No,1,46.3,0,48.22,0.0,94.52,No,Yes,90031
36,28,10.92,,No,,21,0,Los Angeles,5974,Two Year,United States,5248-YGIJN,Stayed,No,Yes,Male,Yes,DSL,"34.085807, -118.206617",34.085807,-118.206617,Yes,90.25,Yes,0,9,,Yes,Yes,Yes,Credit Card,Yes,38415,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6369.45,0,786.24,0.0,7155.69,No,Yes,90031
64,0,32.93,,No,,78,0,Los Angeles,5623,One Year,United States,5451-MHQOF,Stayed,No,No,Male,No,,"34.085807, -118.206617",34.085807,-118.206617,Yes,24.45,Yes,0,7,,No,No,Yes,Mailed Check,Yes,38415,No,Q3,Yes,3,No,California,No,No,No,56,1431.65,0,1844.08,0.0,3275.73,No,No,90031
27,26,22.08,,No,,80,0,Los Angeles,3048,Month-to-Month,United States,5236-XMZJY,Stayed,No,Yes,Female,Yes,Cable,"34.085807, -118.206617",34.085807,-118.206617,No,59.65,No,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,38415,No,Q3,No,3,No,California,No,No,No,42,2536.55,0,927.36,0.0,3463.91,Yes,Yes,90031
42,26,26.37,,No,,36,0,Los Angeles,5496,One Year,United States,3468-DRVQJ,Stayed,Yes,No,Female,Yes,Cable,"34.085807, -118.206617",34.085807,-118.206617,Yes,70.3,Yes,1,5,,Yes,Yes,No,Bank Withdrawal,Yes,38415,No,Q3,Yes,4,No,California,No,No,Yes,10,676.15,0,263.7,0.0,939.85,No,Yes,90031
28,85,29.24,Attitude,Yes,Attitude of support person,90,1,Los Angeles,4231,Month-to-Month,United States,6347-DCUIK,Churned,No,No,Male,Yes,Fiber Optic,"33.988543, -118.334081",33.988543,-118.334081,No,74.15,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,44764,No,Q3,No,1,No,California,No,Yes,No,10,811.8,0,292.4,0.0,1104.2,Yes,Yes,90043
53,7,26.17,,No,,22,0,Los Angeles,2392,One Year,United States,8865-TNMNX,Stayed,No,No,Male,Yes,DSL,"33.988543, -118.334081",33.988543,-118.334081,Yes,49.55,No,0,6,Offer D,Yes,No,No,Credit Card,Yes,44764,No,Q3,Yes,3,No,California,No,No,No,10,475.7,0,261.7,0.0,737.4,No,Yes,90043
27,48,0.0,,No,,21,0,Los Angeles,4259,One Year,United States,1696-MZVAU,Stayed,No,No,Male,Yes,DSL,"33.988543, -118.334081",33.988543,-118.334081,Yes,25.25,No,0,8,,No,No,Yes,Credit Card,No,44764,No,Q3,Yes,3,No,California,No,No,No,39,947.75,0,0.0,0.0,947.75,Yes,Yes,90043
56,3,45.67,,No,,75,0,Los Angeles,2831,Two Year,United States,3557-HTYWR,Stayed,No,No,Female,Yes,DSL,"33.988543, -118.334081",33.988543,-118.334081,No,74.05,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,44764,Yes,Q3,No,4,No,California,Yes,Yes,No,47,3496.3,0,2146.49,0.0,5642.79,No,Yes,90043
31,0,14.79,,No,,43,0,Los Angeles,2698,Month-to-Month,United States,2164-SOQXL,Stayed,Yes,No,Female,No,,"33.988543, -118.334081",33.988543,-118.334081,Yes,20.05,No,2,10,,No,No,No,Credit Card,Yes,44764,No,Q3,Yes,3,No,California,No,No,No,20,406.05,0,295.8,0.0,701.85,No,No,90043
43,26,31.08,Dissatisfaction,Yes,Network reliability,84,1,Los Angeles,5286,Month-to-Month,United States,0897-FEGMU,Churned,No,Yes,Female,Yes,Fiber Optic,"34.072945, -118.37267",34.072945,-118.37267,Yes,99.5,Yes,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,21739,No,Q3,Yes,3,No,California,Yes,Yes,Yes,11,1056.95,0,341.88,0.0,1398.83,No,Yes,90048
55,23,4.3,Competitor,Yes,Competitor offered more data,73,1,Los Angeles,4539,Month-to-Month,United States,8292-TYSPY,Churned,No,Yes,Male,Yes,Cable,"34.072945, -118.37267",34.072945,-118.37267,No,55.0,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,21739,Yes,Q3,No,2,No,California,No,No,No,19,1046.5,30,81.7,0.0,1158.2,No,No,90048
49,24,27.2,,No,,71,0,Los Angeles,6434,Month-to-Month,United States,3714-NTNFO,Stayed,No,No,Female,Yes,Fiber Optic,"34.072945, -118.37267",34.072945,-118.37267,No,84.5,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,21739,No,Q3,No,5,No,California,Yes,Yes,No,49,3906.7,0,1332.8,0.0,5239.5,No,Yes,90048
58,30,6.33,,No,,64,0,Los Angeles,4626,Two Year,United States,3795-GWTRD,Stayed,No,Yes,Female,Yes,Cable,"34.072945, -118.37267",34.072945,-118.37267,Yes,75.55,No,0,7,,Yes,Yes,No,Credit Card,Yes,21739,Yes,Q3,Yes,4,No,California,No,No,Yes,63,4707.85,0,398.79,0.0,5106.64,No,Yes,90048
35,14,0.0,,No,,67,0,Los Angeles,5463,Month-to-Month,United States,8799-OXZMD,Stayed,No,Yes,Female,Yes,DSL,"34.072945, -118.37267",34.072945,-118.37267,No,29.75,No,0,0,Offer C,No,No,Yes,Credit Card,No,21739,No,Q3,No,5,No,California,No,No,No,28,790.7,0,0.0,0.0,790.7,No,Yes,90048
44,10,8.77,Other,Yes,Don't know,90,1,Los Angeles,4773,Month-to-Month,United States,7663-RGWBC,Churned,No,No,Male,Yes,DSL,"34.091829, -118.491244",34.091829,-118.491244,No,44.15,No,0,0,,No,No,Yes,Credit Card,Yes,33523,No,Q3,No,1,No,California,No,No,No,1,44.15,0,8.77,0.0,52.92,No,Yes,90049
62,11,22.61,Competitor,Yes,Competitor offered higher download speeds,74,1,Los Angeles,3887,Month-to-Month,United States,1925-TIBLE,Churned,No,No,Female,Yes,Fiber Optic,"34.091829, -118.491244",34.091829,-118.491244,Yes,86.5,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,33523,No,Q3,Yes,1,No,California,No,No,Yes,7,582.5,20,158.27,0.0,760.77,No,No,90049
22,71,40.75,,No,,57,0,Los Angeles,3805,Month-to-Month,United States,5948-UJZLF,Joined,No,No,Male,Yes,DSL,"34.091829, -118.491244",34.091829,-118.491244,No,49.25,No,0,0,,Yes,No,No,Credit Card,Yes,33523,No,Q3,No,5,No,California,No,No,No,2,97.0,0,81.5,0.0,178.5,Yes,Yes,90049
40,75,33.67,,No,,43,0,Los Angeles,5952,Two Year,United States,1298-PHBTI,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.091829, -118.491244",34.091829,-118.491244,Yes,84.8,Yes,3,9,,Yes,No,Yes,Bank Withdrawal,Yes,33523,Yes,Q3,Yes,3,No,California,No,No,No,71,6152.4,0,2390.57,0.0,8542.97,No,Yes,90049
19,59,0.0,,No,,73,0,Los Angeles,4479,Two Year,United States,0567-XRHCU,Stayed,Yes,Yes,Female,Yes,DSL,"34.091829, -118.491244",34.091829,-118.491244,Yes,43.95,No,1,7,,No,Yes,Yes,Credit Card,No,33523,No,Q3,Yes,3,No,California,Yes,Yes,No,69,2960.1,0,0.0,0.0,2960.1,Yes,Yes,90049
22,27,31.03,Price,Yes,Price too high,91,1,Los Angeles,2318,Month-to-Month,United States,9124-LHCJQ,Churned,No,No,Female,Yes,Fiber Optic,"34.061918, -118.277939",34.061918,-118.277939,No,85.45,Yes,0,0,,No,No,Yes,Credit Card,Yes,44004,No,Q3,No,1,No,California,Yes,Yes,No,1,85.45,0,31.03,0.0,116.48,Yes,Yes,90057
23,73,29.16,,No,,49,0,Los Angeles,4142,Two Year,United States,7639-LIAYI,Stayed,No,No,Male,Yes,Cable,"34.061918, -118.277939",34.061918,-118.277939,No,79.75,Yes,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,44004,Yes,Q3,No,4,No,California,Yes,Yes,Yes,52,4217.8,0,1516.32,0.0,5734.12,Yes,Yes,90057
27,0,6.61,,No,,72,0,Los Angeles,4342,Two Year,United States,6961-MJKBO,Stayed,No,No,Male,No,,"34.061918, -118.277939",34.061918,-118.277939,No,20.45,No,0,0,,No,No,No,Bank Withdrawal,Yes,44004,No,Q3,No,4,No,California,No,No,No,47,943.0,0,310.67,0.0,1253.67,Yes,No,90057
41,21,8.6,,No,,55,0,Los Angeles,5455,Month-to-Month,United States,2067-QYTCF,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.061918, -118.277939",34.061918,-118.277939,Yes,111.15,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,44004,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,6953.4,0,550.4,0.0,7503.8,No,Yes,90057
39,0,11.86,,No,,66,0,Los Angeles,5019,Two Year,United States,4779-ZGICK,Stayed,Yes,No,Male,No,,"34.061918, -118.277939",34.061918,-118.277939,Yes,23.55,Yes,1,0,Offer B,No,No,No,Credit Card,Yes,44004,No,Q3,No,3,No,California,No,No,No,48,1173.35,0,569.28,0.0,1742.63,No,No,90057
57,16,1.21,Dissatisfaction,Yes,Limited range of services,91,1,Los Angeles,3769,Month-to-Month,United States,5519-YLDGW,Churned,No,Yes,Female,Yes,Fiber Optic,"34.052917, -118.255178",34.052917,-118.255178,Yes,103.9,Yes,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,21,No,Q3,Yes,1,No,California,Yes,Yes,Yes,21,2254.2,0,25.41,0.0,2279.61,No,Yes,90071
57,0,6.17,Price,Yes,Long distance charges,91,1,Los Angeles,3799,Month-to-Month,United States,4140-WJAWW,Churned,No,No,Female,No,,"34.052917, -118.255178",34.052917,-118.255178,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,21,No,Q3,No,1,No,California,No,No,No,5,108.05,0,30.85,0.0,138.9,No,No,90071
34,14,38.15,,No,,70,0,Los Angeles,4488,Month-to-Month,United States,0434-CSFON,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.052917, -118.255178",34.052917,-118.255178,Yes,100.5,Yes,0,3,Offer B,No,No,Yes,Bank Withdrawal,Yes,21,No,Q3,Yes,3,No,California,Yes,Yes,Yes,47,4707.1,0,1793.05,0.0,6500.15,No,Yes,90071
28,69,39.35,,No,,55,0,Los Angeles,5481,One Year,United States,6303-KFWSL,Stayed,No,No,Female,Yes,DSL,"34.052917, -118.255178",34.052917,-118.255178,No,55.25,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,21,No,Q3,No,4,No,California,No,No,No,29,1620.2,0,1141.15,0.0,2761.35,Yes,Yes,90071
22,27,23.95,,No,,47,0,Los Angeles,2511,Month-to-Month,United States,2832-KJCRD,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.052917, -118.255178",34.052917,-118.255178,No,103.65,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,21,Yes,Q3,No,5,No,California,Yes,Yes,Yes,38,3988.5,140,910.1,0.0,5038.6,Yes,No,90071
35,0,29.01,Attitude,Yes,Attitude of support person,69,1,Compton,5638,Month-to-Month,United States,4946-EDSEW,Churned,Yes,No,Female,No,,"33.885811, -118.206459",33.885811,-118.206459,Yes,19.25,No,3,1,Offer D,No,No,Yes,Credit Card,Yes,51387,No,Q3,Yes,1,No,California,No,No,No,11,180.3,0,319.11,0.0,499.41,No,No,90221
57,11,15.92,Dissatisfaction,Yes,Service dissatisfaction,88,1,Compton,5963,Month-to-Month,United States,6653-CBBOM,Churned,No,No,Female,Yes,Fiber Optic,"33.885811, -118.206459",33.885811,-118.206459,No,70.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,51387,No,Q3,No,1,No,California,No,No,No,1,70.3,0,15.92,0.0,86.22,No,Yes,90221
61,27,25.57,,No,,78,0,Compton,4984,Two Year,United States,3410-YOQBQ,Stayed,No,Yes,Female,Yes,DSL,"33.885811, -118.206459",33.885811,-118.206459,No,79.2,No,0,0,,Yes,No,No,Credit Card,Yes,51387,Yes,Q3,No,5,No,California,Yes,Yes,Yes,31,2497.2,70,792.67,0.0,3359.87,No,No,90221
42,28,12.66,,No,,70,0,Compton,5653,Month-to-Month,United States,2081-VEYEH,Joined,No,Yes,Male,Yes,Fiber Optic,"33.885811, -118.206459",33.885811,-118.206459,No,107.95,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,51387,Yes,Q3,No,3,No,California,Yes,Yes,Yes,3,318.6,0,37.98,0.0,356.58,No,Yes,90221
55,9,29.27,,No,,71,0,Compton,3566,One Year,United States,4186-ZBUEW,Stayed,No,No,Female,Yes,DSL,"33.885811, -118.206459",33.885811,-118.206459,No,70.7,Yes,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,51387,Yes,Q3,No,3,No,California,Yes,Yes,No,36,2511.95,60,1053.72,0.0,3625.67,No,No,90221
39,25,44.71,Attitude,Yes,Attitude of support person,89,1,Lawndale,2577,Month-to-Month,United States,7526-BEZQB,Churned,No,No,Male,Yes,Cable,"33.88856, -118.351813",33.88856,-118.351813,No,96.05,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,33300,No,Q3,No,1,No,California,Yes,Yes,Yes,12,1148.1,0,536.52,0.0,1684.62,No,Yes,90260
56,21,29.04,Price,Yes,Lack of affordable download/upload speed,91,1,Lawndale,5082,Month-to-Month,United States,8943-URTMR,Churned,No,No,Female,Yes,Fiber Optic,"33.88856, -118.351813",33.88856,-118.351813,No,79.65,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,33300,No,Q3,No,2,No,California,No,No,Yes,2,152.7,0,58.08,0.0,210.78,No,Yes,90260
23,41,0.0,,No,,28,0,Lawndale,3443,Month-to-Month,United States,8108-UXRQN,Stayed,Yes,No,Female,Yes,Cable,"33.88856, -118.351813",33.88856,-118.351813,Yes,50.55,No,1,1,,No,Yes,No,Bank Withdrawal,No,33300,No,Q3,Yes,3,No,California,Yes,Yes,Yes,11,565.35,0,0.0,0.0,565.35,Yes,Yes,90260
46,0,5.02,,No,,59,0,Lawndale,5279,Month-to-Month,United States,1015-OWJKI,Joined,No,No,Male,No,,"33.88856, -118.351813",33.88856,-118.351813,No,19.05,No,0,0,,No,No,No,Credit Card,Yes,33300,No,Q3,No,4,No,California,No,No,No,1,19.05,0,5.02,0.0,24.07,No,No,90260
20,52,20.41,,No,,46,0,Lawndale,5427,One Year,United States,8561-NMTBD,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.88856, -118.351813",33.88856,-118.351813,Yes,112.35,Yes,3,3,,Yes,No,Yes,Credit Card,Yes,33300,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,67,7388.45,0,1367.47,0.0,8755.92,Yes,Yes,90260
30,51,48.32,Dissatisfaction,Yes,Network reliability,72,1,Inglewood,5948,Month-to-Month,United States,4951-UKAAQ,Churned,No,No,Female,Yes,Fiber Optic,"33.975332, -118.355252",33.975332,-118.355252,No,88.95,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,30779,No,Q3,No,1,No,California,Yes,Yes,No,4,355.2,40,193.28,0.0,588.48,No,No,90302
62,0,28.3,,No,,66,0,Inglewood,4158,Two Year,United States,3212-KXOCR,Stayed,No,No,Male,No,,"33.975332, -118.355252",33.975332,-118.355252,No,21.0,No,0,0,,No,No,No,Bank Withdrawal,Yes,30779,No,Q3,No,4,No,California,No,No,No,52,1107.2,0,1471.6,0.0,2578.8,No,No,90302
63,26,29.8,,No,,45,0,Inglewood,5306,Two Year,United States,4137-JOPHL,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.975332, -118.355252",33.975332,-118.355252,No,89.7,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,30779,Yes,Q3,No,4,No,California,Yes,Yes,No,50,4304.5,0,1490.0,0.0,5794.5,No,Yes,90302
45,27,17.41,,No,,45,0,Inglewood,6309,One Year,United States,6094-ZIVKX,Stayed,No,Yes,Female,Yes,Cable,"33.975332, -118.355252",33.975332,-118.355252,No,54.45,No,0,0,Offer A,No,Yes,Yes,Credit Card,Yes,30779,No,Q3,No,4,No,California,No,No,No,68,3674.95,0,1183.88,0.0,4858.83,No,Yes,90302
55,0,2.38,,No,,80,0,Inglewood,4050,Month-to-Month,United States,7878-RTCZG,Joined,No,No,Female,No,,"33.975332, -118.355252",33.975332,-118.355252,No,19.9,No,0,0,,No,No,No,Credit Card,Yes,30779,No,Q3,No,4,No,California,No,No,No,1,19.9,0,2.38,0.0,22.28,No,No,90302
23,82,47.68,Other,Yes,Don't know,65,1,Santa Monica,2755,Month-to-Month,United States,4918-QLLIW,Churned,No,No,Male,Yes,DSL,"34.005439, -118.477507",34.005439,-118.477507,No,53.4,No,0,0,,No,No,No,Credit Card,Yes,26099,No,Q3,No,2,No,California,No,Yes,Yes,3,188.7,0,143.04,0.0,331.74,Yes,Yes,90405
50,13,0.0,Dissatisfaction,Yes,Lack of self-service on Website,67,1,Santa Monica,5632,Month-to-Month,United States,2911-UREFD,Churned,No,Yes,Female,Yes,DSL,"34.005439, -118.477507",34.005439,-118.477507,Yes,55.9,No,0,3,,No,Yes,No,Bank Withdrawal,No,26099,No,Q3,Yes,1,No,California,Yes,Yes,Yes,39,2184.35,0,0.0,0.0,2184.35,No,Yes,90405
25,59,25.82,,No,,21,0,Santa Monica,4594,One Year,United States,6728-DKUCO,Stayed,No,No,Female,Yes,Fiber Optic,"34.005439, -118.477507",34.005439,-118.477507,Yes,104.15,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,26099,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7303.05,0,1859.04,0.0,9162.09,Yes,Yes,90405
49,0,2.83,,No,,63,0,Santa Monica,5740,Two Year,United States,5848-FHRFC,Stayed,No,No,Female,No,,"34.005439, -118.477507",34.005439,-118.477507,No,20.05,No,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,26099,No,Q3,No,4,No,California,No,No,No,68,1386.9,0,192.44,0.0,1579.34,No,No,90405
29,41,44.43,,No,,80,0,Santa Monica,5985,Month-to-Month,United States,7315-WYOAW,Stayed,No,No,Male,Yes,Fiber Optic,"34.005439, -118.477507",34.005439,-118.477507,No,100.75,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,26099,Yes,Q3,No,3,No,California,Yes,Yes,Yes,13,1313.25,120,577.59,0.0,2010.84,Yes,No,90405
42,5,44.24,Dissatisfaction,Yes,Product dissatisfaction,86,1,Torrance,4714,One Year,United States,1625-JAIIY,Churned,No,No,Female,Yes,Fiber Optic,"33.807882, -118.347957",33.807882,-118.347957,Yes,83.0,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,34873,No,Q3,Yes,1,No,California,No,No,Yes,68,5685.8,0,3008.32,0.0,8694.12,No,Yes,90505
35,5,33.84,,No,,28,0,Torrance,6078,One Year,United States,4549-ZDQYY,Stayed,No,Yes,Female,Yes,DSL,"33.807882, -118.347957",33.807882,-118.347957,No,57.95,No,0,0,,No,Yes,No,Credit Card,Yes,34873,Yes,Q3,No,3,No,California,No,No,No,52,3042.25,0,1759.68,0.0,4801.93,No,Yes,90505
31,13,10.81,,No,,45,0,Torrance,4964,Month-to-Month,United States,6519-CFDBX,Joined,No,No,Female,Yes,Cable,"33.807882, -118.347957",33.807882,-118.347957,No,45.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,34873,No,Q3,No,3,No,California,No,No,No,2,80.95,0,21.62,0.0,102.57,No,Yes,90505
47,17,16.48,,No,,80,0,Torrance,4631,Month-to-Month,United States,5018-LXQQG,Stayed,Yes,No,Female,Yes,DSL,"33.807882, -118.347957",33.807882,-118.347957,Yes,66.3,No,2,1,Offer C,No,Yes,No,Bank Withdrawal,Yes,34873,Yes,Q3,Yes,3,No,California,Yes,Yes,No,30,1923.5,0,494.4,0.0,2417.9,No,Yes,90505
62,0,40.04,,No,,24,0,Torrance,4413,Two Year,United States,2509-TFPJU,Stayed,No,No,Male,No,,"33.807882, -118.347957",33.807882,-118.347957,Yes,25.75,Yes,0,1,,No,No,No,Credit Card,Yes,34873,No,Q3,Yes,5,No,California,No,No,No,72,1864.2,0,2882.88,0.0,4747.08,No,No,90505
44,23,34.62,Price,Yes,Lack of affordable download/upload speed,66,1,Santa Fe Springs,4766,Month-to-Month,United States,2430-USGXP,Churned,No,Yes,Male,Yes,Fiber Optic,"33.933565, -118.062611",33.933565,-118.062611,Yes,101.05,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,16271,No,Q3,Yes,1,No,California,Yes,Yes,Yes,24,2391.8,0,830.88,0.0,3222.68,No,Yes,90670
46,0,1.86,,No,,59,0,Santa Fe Springs,5901,Two Year,United States,6734-PSBAW,Stayed,No,No,Male,No,,"33.933565, -118.062611",33.933565,-118.062611,Yes,23.55,Yes,0,1,Offer A,No,No,Yes,Bank Withdrawal,Yes,16271,No,Q3,Yes,3,No,California,No,No,No,72,1723.95,0,133.92,0.0,1857.87,No,No,90670
36,12,46.78,,No,,52,0,Santa Fe Springs,2686,Month-to-Month,United States,5091-HFAZW,Joined,No,No,Female,Yes,Fiber Optic,"33.933565, -118.062611",33.933565,-118.062611,No,91.15,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,16271,No,Q3,No,3,No,California,No,No,Yes,2,168.5,10,93.56,0.0,272.06,No,No,90670
30,48,29.14,,No,,43,0,Santa Fe Springs,5807,Month-to-Month,United States,7136-IHZJA,Stayed,Yes,No,Female,Yes,DSL,"33.933565, -118.062611",33.933565,-118.062611,Yes,71.35,No,2,4,,Yes,Yes,Yes,Credit Card,Yes,16271,Yes,Q3,Yes,4,No,California,Yes,Yes,No,40,2847.2,0,1165.6,0.0,4012.8,No,Yes,90670
24,51,48.08,,No,,38,0,Santa Fe Springs,4135,Two Year,United States,6365-HITVU,Stayed,Yes,Yes,Female,Yes,Cable,"33.933565, -118.062611",33.933565,-118.062611,Yes,87.25,No,2,5,,Yes,Yes,No,Credit Card,Yes,16271,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,6328.7,0,3413.68,0.0,9742.38,Yes,Yes,90670
58,22,38.09,Dissatisfaction,Yes,Service dissatisfaction,82,1,Long Beach,4910,Month-to-Month,United States,0311-UNPFF,Churned,No,No,Female,Yes,Fiber Optic,"33.830099, -118.182239",33.830099,-118.182239,No,88.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,31556,No,Q3,No,2,No,California,Yes,Yes,Yes,26,2274.35,50,990.34,0.0,3314.69,No,No,90807
60,14,48.93,Other,Yes,Don't know,91,1,Long Beach,2220,Month-to-Month,United States,9863-JZAIC,Churned,No,No,Male,Yes,Cable,"33.830099, -118.182239",33.830099,-118.182239,No,55.0,No,0,0,,No,No,No,Credit Card,Yes,31556,No,Q3,No,1,No,California,No,No,Yes,35,2010.55,0,1712.55,0.0,3723.1,No,Yes,90807
29,0,5.52,,No,,43,0,Long Beach,4293,Month-to-Month,United States,3077-RSNTJ,Stayed,Yes,No,Female,No,,"33.830099, -118.182239",33.830099,-118.182239,Yes,19.7,No,3,9,,No,No,No,Credit Card,Yes,31556,No,Q3,Yes,3,No,California,No,No,No,6,113.5,0,33.12,0.0,146.62,Yes,No,90807
48,0,34.79,,No,,45,0,Long Beach,3040,Two Year,United States,8966-KZXXA,Stayed,Yes,No,Male,No,,"33.830099, -118.182239",33.830099,-118.182239,Yes,25.1,Yes,1,9,,No,No,No,Credit Card,Yes,31556,No,Q3,Yes,3,No,California,No,No,No,36,930.95,0,1252.44,0.0,2183.39,No,No,90807
22,41,17.3,,No,,61,0,Long Beach,5777,Month-to-Month,United States,8541-QVFKM,Stayed,No,No,Female,Yes,Fiber Optic,"33.830099, -118.182239",33.830099,-118.182239,No,73.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,31556,No,Q3,No,3,No,California,No,No,No,8,632.2,0,138.4,0.0,770.6,Yes,Yes,90807
36,20,39.9,Other,Yes,Don't know,91,1,Pasadena,3443,Month-to-Month,United States,8229-TNIQA,Churned,No,No,Female,Yes,Cable,"34.13946, -118.166649",34.13946,-118.166649,No,45.3,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,10253,No,Q3,No,2,No,California,No,No,No,4,196.95,0,159.6,0.0,356.55,No,Yes,91105
19,59,11.24,Competitor,Yes,Competitor offered higher download speeds,87,1,Pasadena,5606,Month-to-Month,United States,5980-NOPLP,Churned,No,No,Female,Yes,Fiber Optic,"34.13946, -118.166649",34.13946,-118.166649,Yes,96.1,Yes,0,4,,No,No,Yes,Bank Withdrawal,Yes,10253,No,Q3,Yes,2,No,California,Yes,Yes,Yes,44,4364.1,0,494.56,0.0,4858.66,Yes,Yes,91105
49,0,11.52,,No,,72,0,Pasadena,3421,Month-to-Month,United States,1744-JHKYS,Stayed,No,No,Female,No,,"34.13946, -118.166649",34.13946,-118.166649,Yes,24.7,Yes,0,5,Offer C,No,No,No,Bank Withdrawal,Yes,10253,No,Q3,Yes,4,No,California,No,No,No,34,780.2,0,391.68,0.0,1171.88,No,No,91105
54,18,0.0,,No,,64,0,Pasadena,3937,Month-to-Month,United States,2959-EEXWB,Stayed,Yes,No,Female,Yes,DSL,"34.13946, -118.166649",34.13946,-118.166649,Yes,50.9,No,2,10,Offer B,No,Yes,Yes,Bank Withdrawal,No,10253,No,Q3,Yes,3,No,California,Yes,Yes,Yes,45,2333.85,0,0.0,0.0,2333.85,No,Yes,91105
59,11,0.0,,No,,29,0,Pasadena,3461,Two Year,United States,9867-XOBQA,Stayed,Yes,Yes,Female,Yes,DSL,"34.13946, -118.166649",34.13946,-118.166649,No,53.15,No,1,0,,Yes,Yes,No,Credit Card,No,10253,Yes,Q3,No,4,No,California,No,No,Yes,21,1183.2,0,0.0,19.13,1164.07,No,Yes,91105
63,5,14.21,Dissatisfaction,Yes,Service dissatisfaction,95,1,Canoga Park,2445,Month-to-Month,United States,5569-KGJHX,Churned,No,No,Female,Yes,Fiber Optic,"34.19829, -118.602203",34.19829,-118.602203,Yes,85.35,Yes,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,23519,No,Q3,Yes,3,No,California,No,No,Yes,9,754.65,50,127.89,0.0,932.54,No,No,91303
24,51,48.1,,No,,23,0,Canoga Park,4106,One Year,United States,7100-FQPRV,Stayed,No,No,Male,Yes,DSL,"34.19829, -118.602203",34.19829,-118.602203,Yes,71.9,Yes,0,5,Offer B,No,Yes,Yes,Credit Card,Yes,23519,Yes,Q3,Yes,3,No,California,Yes,Yes,No,43,3173.35,0,2068.3,0.0,5241.65,Yes,Yes,91303
61,6,10.36,,No,,28,0,Canoga Park,2185,Month-to-Month,United States,6959-GQEGV,Stayed,No,Yes,Male,Yes,DSL,"34.19829, -118.602203",34.19829,-118.602203,No,75.95,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,23519,No,Q3,No,4,No,California,Yes,Yes,Yes,45,3273.8,0,466.2,0.0,3740.0,No,Yes,91303
31,10,5.84,,No,,41,0,Canoga Park,3157,Month-to-Month,United States,3797-FKOGQ,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.19829, -118.602203",34.19829,-118.602203,No,86.2,Yes,2,0,,No,No,No,Bank Withdrawal,Yes,23519,No,Q3,No,5,No,California,Yes,Yes,No,11,893.2,30,64.24,0.0,987.44,No,No,91303
40,28,26.13,,No,,56,0,Canoga Park,2992,Month-to-Month,United States,7562-UXTPG,Stayed,No,No,Female,Yes,Fiber Optic,"34.19829, -118.602203",34.19829,-118.602203,No,70.15,No,0,0,,No,No,Yes,Credit Card,Yes,23519,No,Q3,No,4,No,California,No,No,No,13,886.7,0,339.69,8.53,1217.86,No,Yes,91303
63,11,34.0,Dissatisfaction,Yes,Network reliability,68,1,Chatsworth,4673,Month-to-Month,United States,7730-IUTDZ,Churned,No,No,Male,Yes,Fiber Optic,"34.294142, -118.603883",34.294142,-118.603883,No,75.2,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,35325,No,Q3,No,1,No,California,No,No,No,43,3198.6,0,1462.0,0.0,4660.6,No,Yes,91311
33,0,25.57,,No,,28,0,Chatsworth,4149,Two Year,United States,2146-EGVDT,Stayed,No,No,Male,No,,"34.294142, -118.603883",34.294142,-118.603883,Yes,19.3,No,0,3,Offer B,No,No,No,Credit Card,Yes,35325,No,Q3,Yes,3,No,California,No,No,No,59,1192.7,0,1508.63,0.0,2701.33,No,No,91311
62,0,17.17,,No,,43,0,Chatsworth,2916,One Year,United States,7369-TRPFD,Stayed,No,No,Male,No,,"34.294142, -118.603883",34.294142,-118.603883,No,18.8,No,0,0,Offer D,No,No,No,Credit Card,Yes,35325,No,Q3,No,3,No,California,No,No,No,19,279.2,0,326.23,0.0,605.43,No,No,91311
38,0,32.86,,No,,26,0,Chatsworth,4158,Month-to-Month,United States,7017-VFULY,Joined,No,No,Female,No,,"34.294142, -118.603883",34.294142,-118.603883,Yes,20.1,No,0,9,,No,No,No,Bank Withdrawal,Yes,35325,No,Q3,Yes,3,No,California,No,No,No,2,43.15,0,65.72,0.0,108.87,No,No,91311
50,25,24.73,,No,,70,0,Chatsworth,3027,Month-to-Month,United States,5626-MGTUK,Stayed,No,No,Female,Yes,Fiber Optic,"34.294142, -118.603883",34.294142,-118.603883,No,89.1,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,35325,No,Q3,No,3,No,California,No,No,Yes,20,1879.25,30,494.6,15.43,2388.42,No,No,91311
54,0,15.51,Dissatisfaction,Yes,Limited range of services,90,1,Encino,5527,Month-to-Month,United States,0426-TIRNE,Churned,No,No,Female,No,,"34.150354, -118.518292",34.150354,-118.518292,No,20.9,No,0,0,Offer E,No,No,No,Credit Card,Yes,27614,No,Q3,No,3,No,California,No,No,No,1,20.9,0,15.51,0.0,36.41,No,No,91316
32,15,28.57,,No,,36,0,Encino,4382,Month-to-Month,United States,2604-IJPDU,Stayed,No,No,Female,Yes,Fiber Optic,"34.150354, -118.518292",34.150354,-118.518292,Yes,96.55,No,0,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,27614,Yes,Q3,No,3,No,California,No,No,Yes,20,1901.65,0,571.4,0.0,2473.05,No,Yes,91316
24,0,27.75,,No,,23,0,Encino,5366,Two Year,United States,1098-KFQEC,Stayed,Yes,No,Female,No,,"34.150354, -118.518292",34.150354,-118.518292,Yes,19.4,No,2,8,,No,No,No,Credit Card,Yes,27614,No,Q3,Yes,5,No,California,No,No,No,55,1083.0,0,1526.25,0.0,2609.25,Yes,No,91316
57,0,2.46,,No,,40,0,Encino,3746,Month-to-Month,United States,5562-YJQGT,Joined,No,No,Female,No,,"34.150354, -118.518292",34.150354,-118.518292,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,27614,No,Q3,No,5,No,California,No,No,No,2,35.1,0,4.92,0.0,40.02,No,No,91316
59,25,42.22,,No,,30,0,Encino,5884,One Year,United States,5681-LLOEI,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.150354, -118.518292",34.150354,-118.518292,Yes,91.25,Yes,1,11,,No,Yes,Yes,Credit Card,Yes,27614,Yes,Q3,Yes,3,No,California,No,No,No,43,4013.8,0,1815.46,25.49,5803.77,No,Yes,91316
35,0,5.74,Price,Yes,Long distance charges,82,1,Sherman Oaks,3438,Month-to-Month,United States,2332-EFBJY,Churned,No,No,Male,No,,"34.147149, -118.463365",34.147149,-118.463365,No,19.7,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,22085,No,Q3,No,1,No,California,No,No,No,16,342.4,0,91.84,0.0,434.24,No,No,91403
53,0,16.72,,No,,57,0,Sherman Oaks,4451,One Year,United States,5961-VUSRV,Stayed,No,No,Female,No,,"34.147149, -118.463365",34.147149,-118.463365,No,19.35,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,22085,No,Q3,No,5,No,California,No,No,No,12,219.35,0,200.64,0.0,419.99,No,No,91403
21,85,20.93,,No,,72,0,Sherman Oaks,4977,One Year,United States,3946-JEWRQ,Stayed,No,No,Male,Yes,Fiber Optic,"34.147149, -118.463365",34.147149,-118.463365,Yes,95.2,Yes,0,1,,No,No,Yes,Credit Card,Yes,22085,No,Q3,Yes,5,No,California,Yes,Yes,Yes,47,4563.0,80,983.71,0.0,5626.71,Yes,No,91403
38,28,0.0,,No,,40,0,Sherman Oaks,4146,Two Year,United States,0361-HJRDX,Stayed,No,Yes,Female,Yes,DSL,"34.147149, -118.463365",34.147149,-118.463365,No,64.35,No,0,0,Offer A,Yes,Yes,No,Credit Card,No,22085,Yes,Q3,No,3,No,California,Yes,Yes,Yes,68,4539.6,130,0.0,0.0,4669.6,No,No,91403
48,0,43.71,,No,,64,0,Sherman Oaks,4254,Two Year,United States,9173-IVZVP,Stayed,Yes,No,Female,No,,"34.147149, -118.463365",34.147149,-118.463365,Yes,20.9,No,3,1,,No,No,No,Credit Card,Yes,22085,No,Q3,Yes,5,No,California,No,No,No,53,1146.05,0,2316.63,0.0,3462.68,No,No,91403
57,3,7.62,Competitor,Yes,Competitor had better devices,91,1,Mira Loma,2504,Month-to-Month,United States,1670-SVOWZ,Churned,No,No,Female,Yes,Fiber Optic,"33.999992, -117.535395",33.999992,-117.535395,Yes,89.65,No,0,1,Offer D,Yes,No,Yes,Credit Card,Yes,18980,Yes,Q3,Yes,1,No,California,Yes,Yes,No,14,1208.35,120,106.68,0.0,1435.03,No,No,91752
35,10,0.0,,No,,67,0,Mira Loma,2539,Two Year,United States,7605-BDWDC,Stayed,No,No,Female,Yes,DSL,"33.999992, -117.535395",33.999992,-117.535395,No,49.85,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,18980,Yes,Q3,No,3,No,California,Yes,Yes,No,31,1520.1,0,0.0,0.0,1520.1,No,Yes,91752
45,2,2.33,,No,,23,0,Mira Loma,2515,Month-to-Month,United States,3221-CJMSG,Stayed,No,No,Male,Yes,DSL,"33.999992, -117.535395",33.999992,-117.535395,No,51.1,No,0,0,,No,No,Yes,Credit Card,Yes,18980,Yes,Q3,No,5,No,California,No,No,No,24,1269.6,0,55.92,0.0,1325.52,No,Yes,91752
55,0,1.48,,No,,52,0,Mira Loma,5370,Month-to-Month,United States,3976-NLDEZ,Joined,No,No,Male,No,,"33.999992, -117.535395",33.999992,-117.535395,No,20.6,No,0,0,Offer E,No,No,No,Credit Card,Yes,18980,No,Q3,No,3,No,California,No,No,No,1,20.6,0,1.48,0.0,22.08,No,No,91752
60,30,29.23,,No,,57,0,Mira Loma,6212,Month-to-Month,United States,4070-OKWVH,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.999992, -117.535395",33.999992,-117.535395,Yes,94.6,Yes,0,0,Offer B,Yes,No,No,Bank Withdrawal,Yes,18980,No,Q3,No,3,No,California,No,No,Yes,52,5025.8,0,1519.96,0.0,6545.76,No,Yes,91752
30,85,13.04,Competitor,Yes,Competitor offered higher download speeds,75,1,Bonita,2899,Month-to-Month,United States,9540-JYROE,Churned,No,No,Male,Yes,Fiber Optic,"32.67117, -117.00232",32.67117,-117.00232,No,70.1,No,0,0,,No,No,Yes,Credit Card,Yes,17389,No,Q3,No,1,No,California,No,No,No,8,551.35,10,104.32,0.0,665.67,No,No,91902
64,30,33.53,,No,,34,0,Bonita,2168,Month-to-Month,United States,9261-WDCAF,Joined,No,No,Male,Yes,DSL,"32.67117, -117.00232",32.67117,-117.00232,No,54.65,No,0,0,,No,No,No,Mailed Check,Yes,17389,No,Q3,No,5,No,California,Yes,Yes,No,3,189.1,0,100.59,0.0,289.69,No,Yes,91902
32,0,26.85,,No,,67,0,Bonita,5219,Two Year,United States,5902-WBLSE,Stayed,Yes,No,Female,No,,"32.67117, -117.00232",32.67117,-117.00232,Yes,20.15,No,1,0,,No,No,Yes,Credit Card,Yes,17389,No,Q3,No,3,No,California,No,No,No,70,1411.2,0,1879.5,0.0,3290.7,No,No,91902
49,2,48.72,,No,,79,0,Bonita,5157,Month-to-Month,United States,2363-BJLSL,Stayed,No,Yes,Male,Yes,DSL,"32.67117, -117.00232",32.67117,-117.00232,No,80.4,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,17389,Yes,Q3,No,5,No,California,Yes,Yes,Yes,62,4981.15,0,3020.64,0.0,8001.79,No,Yes,91902
34,16,19.52,Competitor,Yes,Competitor made better offer,81,1,Guatay,3843,Month-to-Month,United States,1501-SGHBW,Churned,No,No,Male,Yes,Cable,"32.857946, -116.561917",32.857946,-116.561917,No,45.85,No,0,0,,No,No,No,Credit Card,Yes,796,No,Q3,No,1,No,California,No,No,No,2,81.0,0,39.04,0.0,120.04,No,Yes,91931
25,41,40.78,Attitude,Yes,Attitude of support person,69,1,Guatay,3407,Month-to-Month,United States,1041-RXHRA,Churned,No,No,Female,Yes,Fiber Optic,"32.857946, -116.561917",32.857946,-116.561917,No,70.25,No,0,0,,No,No,No,Bank Withdrawal,Yes,796,No,Q3,No,3,No,California,No,Yes,No,41,2868.05,0,1671.98,0.0,4540.03,Yes,Yes,91931
27,59,4.05,,No,,48,0,Guatay,4253,Month-to-Month,United States,8735-IJJEG,Stayed,No,Yes,Male,Yes,DSL,"32.857946, -116.561917",32.857946,-116.561917,Yes,50.2,No,0,6,,No,No,No,Credit Card,Yes,796,No,Q3,Yes,3,No,California,No,No,No,14,668.85,0,56.7,0.0,725.55,Yes,Yes,91931
30,59,38.78,,No,,63,0,Guatay,2421,Month-to-Month,United States,8486-AYEQH,Stayed,No,No,Female,Yes,Fiber Optic,"32.857946, -116.561917",32.857946,-116.561917,No,76.05,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,796,No,Q3,No,5,No,California,No,No,No,31,2227.8,0,1202.18,0.0,3429.98,No,Yes,91931
64,5,36.17,Competitor,Yes,Competitor made better offer,96,1,La Mesa,4696,Month-to-Month,United States,3208-YPIOE,Churned,No,No,Male,Yes,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,No,75.25,Yes,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,24005,No,Q3,No,3,No,California,No,No,No,39,3017.65,0,1410.63,0.0,4428.28,No,Yes,91942
44,13,1.27,,No,,55,0,La Mesa,3571,Month-to-Month,United States,2240-HSJQD,Stayed,Yes,No,Male,Yes,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,No,81.85,Yes,2,0,,Yes,No,Yes,Credit Card,Yes,24005,No,Q3,No,5,No,California,No,No,No,38,3141.7,0,48.26,0.0,3189.96,No,Yes,91942
32,16,2.25,,No,,53,0,La Mesa,5513,Two Year,United States,0019-EFAEP,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,No,101.3,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,24005,No,Q3,No,3,No,California,No,No,Yes,72,7261.25,0,162.0,0.0,7423.25,No,Yes,91942
26,85,16.76,,No,,44,0,La Mesa,4460,Month-to-Month,United States,2495-KZNFB,Stayed,No,No,Female,Yes,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,No,90.65,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,24005,No,Q3,No,4,No,California,Yes,Yes,No,33,2989.6,0,553.08,0.0,3542.68,Yes,Yes,91942
35,14,11.5,,No,,69,0,La Mesa,4867,Month-to-Month,United States,2215-ZAFGX,Stayed,No,No,Male,Yes,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,No,85.5,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,24005,No,Q3,No,5,No,California,No,No,Yes,9,791.7,0,103.5,0.0,895.2,No,Yes,91942
53,52,0.0,Dissatisfaction,Yes,Lack of self-service on Website,91,1,Carlsbad,2635,Month-to-Month,United States,2933-FILNV,Churned,Yes,No,Female,Yes,DSL,"33.098018, -117.258203",33.098018,-117.258203,Yes,24.4,No,3,0,,No,No,Yes,Credit Card,No,43161,No,Q3,No,3,No,California,No,No,No,2,36.55,0,0.0,0.0,36.55,No,Yes,92009
61,4,0.0,,No,,39,0,Carlsbad,4173,Two Year,United States,5110-CHOPY,Stayed,No,Yes,Female,Yes,Cable,"33.098018, -117.258203",33.098018,-117.258203,No,53.6,No,0,0,,No,Yes,No,Bank Withdrawal,No,43161,No,Q3,No,3,No,California,Yes,Yes,Yes,60,3237.05,0,0.0,0.0,3237.05,No,Yes,92009
64,0,11.47,,No,,23,0,Carlsbad,4554,Two Year,United States,7673-BQGKU,Stayed,Yes,No,Female,No,,"33.098018, -117.258203",33.098018,-117.258203,Yes,20.15,No,3,6,,No,No,No,Bank Withdrawal,Yes,43161,No,Q3,Yes,4,No,California,No,No,No,69,1337.5,0,791.43,0.0,2128.93,No,No,92009
36,0,14.27,,No,,31,0,Carlsbad,3977,One Year,United States,6508-NJYRO,Stayed,No,No,Male,No,,"33.098018, -117.258203",33.098018,-117.258203,Yes,18.8,No,0,5,,No,No,No,Credit Card,Yes,43161,No,Q3,Yes,4,No,California,No,No,No,15,294.95,0,214.05,0.0,509.0,No,No,92009
37,0,8.91,Attitude,Yes,Attitude of support person,91,1,Oceanside,3361,Month-to-Month,United States,4083-EUGRJ,Churned,No,No,Male,No,,"33.254497, -117.285879",33.254497,-117.285879,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,46893,No,Q3,No,1,No,California,No,No,No,9,178.5,0,80.19,0.0,258.69,No,No,92057
58,7,5.55,,No,,53,0,Oceanside,4785,One Year,United States,3642-GKTCT,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.254497, -117.285879",33.254497,-117.285879,No,115.1,Yes,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,46893,Yes,Q3,No,4,No,California,Yes,Yes,Yes,61,6993.65,0,338.55,0.0,7332.2,No,Yes,92057
25,59,0.0,,No,,22,0,Oceanside,5024,One Year,United States,2405-LBMUW,Stayed,Yes,No,Female,Yes,DSL,"33.254497, -117.285879",33.254497,-117.285879,Yes,50.7,No,1,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,46893,Yes,Q3,Yes,4,No,California,Yes,Yes,No,61,3088.75,20,0.0,0.0,3108.75,Yes,No,92057
38,2,15.62,Dissatisfaction,Yes,Product dissatisfaction,73,1,San Diego,3757,Month-to-Month,United States,6410-LEFEN,Churned,No,No,Female,Yes,DSL,"32.774046, -117.142454",32.774046,-117.142454,No,45.15,No,0,0,,No,No,No,Bank Withdrawal,Yes,11650,No,Q3,No,1,No,California,No,No,No,9,416.45,0,140.58,0.0,557.03,No,Yes,92108
21,46,0.0,,No,,30,0,San Diego,4858,Two Year,United States,2535-PBCGC,Stayed,No,Yes,Female,Yes,Cable,"32.774046, -117.142454",32.774046,-117.142454,Yes,64.55,No,0,5,Offer A,Yes,Yes,No,Bank Withdrawal,No,11650,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,4504.9,0,0.0,46.06,4458.84,Yes,Yes,92108
40,76,0.0,,No,,41,0,San Diego,5409,One Year,United States,6598-KELSS,Stayed,Yes,No,Male,Yes,DSL,"32.774046, -117.142454",32.774046,-117.142454,No,43.05,No,3,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,11650,No,Q3,No,3,No,California,No,No,Yes,50,2208.05,0,0.0,0.0,2208.05,No,Yes,92108
59,17,35.33,Competitor,Yes,Competitor had better devices,80,1,San Diego,5135,Month-to-Month,United States,3194-ORPIK,Churned,No,No,Female,Yes,Fiber Optic,"32.697098, -117.116587",32.697098,-117.116587,Yes,84.4,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,47431,No,Q3,Yes,1,No,California,No,No,Yes,50,4116.15,0,1766.5,0.0,5882.65,No,Yes,92113
52,13,47.82,Attitude,Yes,Attitude of support person,73,1,San Diego,3622,Month-to-Month,United States,8083-YTZES,Churned,No,No,Male,Yes,Fiber Optic,"32.697098, -117.116587",32.697098,-117.116587,No,74.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,47431,No,Q3,No,1,No,California,No,No,No,4,265.35,0,191.28,0.0,456.63,No,Yes,92113
61,18,18.37,,No,,30,0,San Diego,5232,One Year,United States,0104-PPXDV,Stayed,No,Yes,Male,Yes,DSL,"32.697098, -117.116587",32.697098,-117.116587,Yes,50.3,No,0,10,,No,No,No,Credit Card,Yes,47431,No,Q3,Yes,5,No,California,No,No,No,58,2878.55,0,1065.46,10.23,3933.78,No,Yes,92113
56,56,28.15,,No,,47,0,San Diego,4749,Month-to-Month,United States,4418-LZMSV,Stayed,Yes,Yes,Male,Yes,Cable,"32.697098, -117.116587",32.697098,-117.116587,Yes,61.8,No,3,8,,Yes,No,No,Bank Withdrawal,Yes,47431,Yes,Q3,Yes,3,No,California,No,No,No,13,750.1,0,365.95,0.0,1116.05,No,Yes,92113
26,59,19.76,,No,,42,0,San Diego,4343,Two Year,United States,2498-XLDZR,Stayed,Yes,Yes,Female,Yes,DSL,"32.697098, -117.116587",32.697098,-117.116587,Yes,73.6,No,1,1,,Yes,Yes,No,Credit Card,Yes,47431,Yes,Q3,Yes,4,No,California,Yes,Yes,No,32,2316.85,0,632.32,12.66,2936.51,Yes,Yes,92113
50,12,42.1,Dissatisfaction,Yes,Network reliability,95,1,San Diego,4596,One Year,United States,9378-FXTIZ,Churned,No,No,Female,Yes,DSL,"32.802959, -117.027095",32.802959,-117.027095,Yes,70.15,Yes,0,1,,No,No,Yes,Credit Card,Yes,21866,No,Q3,Yes,3,No,California,Yes,Yes,Yes,54,3715.65,0,2273.4,0.0,5989.05,No,Yes,92119
60,10,34.72,,No,,28,0,San Diego,5101,One Year,United States,9571-EDEBV,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.802959, -117.027095",32.802959,-117.027095,Yes,98.65,Yes,0,8,,No,No,Yes,Credit Card,Yes,21866,No,Q3,Yes,5,No,California,Yes,Yes,Yes,71,6962.85,0,2465.12,0.0,9427.97,No,Yes,92119
28,85,10.4,,No,,59,0,San Diego,5211,One Year,United States,2546-KZAAT,Stayed,No,No,Male,Yes,DSL,"32.802959, -117.027095",32.802959,-117.027095,Yes,75.4,No,0,9,,Yes,Yes,Yes,Credit Card,Yes,21866,No,Q3,Yes,5,No,California,Yes,Yes,Yes,52,3865.45,0,540.8,0.0,4406.25,Yes,Yes,92119
28,85,7.52,,No,,51,0,San Diego,3398,One Year,United States,7901-IIDQV,Stayed,No,No,Male,Yes,Cable,"32.802959, -117.027095",32.802959,-117.027095,No,54.6,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,21866,Yes,Q3,No,3,No,California,No,No,No,24,1242.25,0,180.48,28.42,1394.31,Yes,Yes,92119
22,59,6.41,,No,,48,0,San Diego,6489,Two Year,United States,5130-YPIRV,Stayed,No,Yes,Female,Yes,Cable,"32.802959, -117.027095",32.802959,-117.027095,Yes,72.0,No,0,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,21866,No,Q3,Yes,4,No,California,No,No,Yes,62,4284.2,0,397.42,0.0,4681.62,Yes,Yes,92119
64,16,18.79,Other,Yes,Don't know,66,1,San Diego,5545,Month-to-Month,United States,1723-HKXJQ,Churned,No,No,Male,Yes,Fiber Optic,"32.807867, -117.060993",32.807867,-117.060993,No,101.75,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,25569,No,Q3,No,2,No,California,Yes,Yes,Yes,42,4273.45,0,789.18,0.0,5062.63,No,Yes,92120
47,14,17.3,,No,,70,0,San Diego,6486,Two Year,United States,3520-FJGCV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.807867, -117.060993",32.807867,-117.060993,Yes,112.6,Yes,1,2,,Yes,Yes,Yes,Credit Card,Yes,25569,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8126.65,0,1245.6,0.0,9372.25,No,Yes,92120
42,20,1.76,,No,,43,0,San Diego,5298,Two Year,United States,0181-RITDD,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.807867, -117.060993",32.807867,-117.060993,Yes,108.15,No,3,2,,Yes,Yes,No,Credit Card,Yes,25569,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,6825.65,0,109.12,0.0,6934.77,No,Yes,92120
27,0,41.21,,No,,54,0,San Diego,3629,One Year,United States,2690-DVRVK,Stayed,Yes,No,Male,No,,"32.807867, -117.060993",32.807867,-117.060993,Yes,20.55,No,2,1,,No,No,No,Bank Withdrawal,Yes,25569,No,Q3,Yes,3,No,California,No,No,No,5,99.45,0,206.05,0.0,305.5,Yes,No,92120
21,59,3.72,,No,,38,0,San Diego,2911,Month-to-Month,United States,2843-CQMEG,Stayed,No,No,Male,Yes,Cable,"32.807867, -117.060993",32.807867,-117.060993,No,49.7,No,0,0,Offer C,Yes,No,Yes,Mailed Check,Yes,25569,No,Q3,No,3,No,California,No,No,No,24,1218.25,0,89.28,0.0,1307.53,Yes,Yes,92120
63,0,40.83,Price,Yes,Long distance charges,95,1,San Diego,4933,Month-to-Month,United States,1240-KNSEZ,Churned,No,No,Male,No,,"33.017518, -117.118456",33.017518,-117.118456,No,20.1,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,20046,No,Q3,No,3,No,California,No,No,No,1,20.1,0,40.83,0.0,60.93,No,No,92127
29,53,2.49,,No,,5,0,San Diego,2319,One Year,United States,7156-MXBJE,Stayed,No,Yes,Female,Yes,DSL,"33.017518, -117.118456",33.017518,-117.118456,No,85.1,Yes,0,0,,Yes,No,No,Credit Card,Yes,20046,Yes,Q3,No,3,No,California,Yes,Yes,Yes,43,3662.25,30,107.07,0.0,3799.32,Yes,No,92127
33,0,32.86,,No,,39,0,San Diego,3573,One Year,United States,3778-FOAQW,Stayed,No,No,Female,No,,"33.017518, -117.118456",33.017518,-117.118456,Yes,20.15,No,0,1,Offer C,No,No,No,Credit Card,Yes,20046,No,Q3,Yes,3,No,California,No,No,No,24,456.85,0,788.64,0.0,1245.49,No,No,92127
19,59,0.0,,No,,68,0,San Diego,4896,Two Year,United States,5583-EJXRD,Stayed,Yes,Yes,Male,Yes,Cable,"33.017518, -117.118456",33.017518,-117.118456,Yes,54.05,No,2,1,,Yes,Yes,Yes,Credit Card,No,20046,Yes,Q3,Yes,4,No,California,Yes,Yes,No,44,2375.2,0,0.0,47.45,2327.75,Yes,Yes,92127
23,76,19.96,,No,,28,0,San Diego,2061,Month-to-Month,United States,6633-SYEUS,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.017518, -117.118456",33.017518,-117.118456,No,83.2,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,20046,Yes,Q3,No,3,No,California,No,No,No,23,2032.3,0,459.08,23.79,2467.59,Yes,Yes,92127
64,26,0.0,Competitor,Yes,Competitor had better devices,91,1,San Diego,4800,Month-to-Month,United States,0836-SEYLU,Churned,No,No,Male,Yes,DSL,"33.000269, -117.072093",33.000269,-117.072093,Yes,40.65,No,0,2,Offer E,No,No,No,Mailed Check,No,42733,Yes,Q3,Yes,1,No,California,No,No,Yes,9,328.95,0,0.0,0.0,328.95,No,Yes,92128
31,13,0.0,,No,,51,0,San Diego,4193,Month-to-Month,United States,6158-HDPXZ,Joined,No,No,Male,Yes,DSL,"33.000269, -117.072093",33.000269,-117.072093,No,25.35,No,0,0,,No,No,No,Credit Card,No,42733,No,Q3,No,4,No,California,No,No,No,1,25.35,0,0.0,0.0,25.35,No,Yes,92128
64,0,39.49,,No,,38,0,San Diego,2722,Two Year,United States,4452-ROHMO,Stayed,No,No,Female,No,,"33.000269, -117.072093",33.000269,-117.072093,No,19.6,No,0,0,Offer D,No,No,No,Credit Card,Yes,42733,No,Q3,No,3,No,California,No,No,No,15,331.6,0,592.35,0.0,923.95,No,No,92128
55,5,26.35,,No,,40,0,San Diego,5774,One Year,United States,4565-EVZMJ,Stayed,No,No,Female,Yes,Cable,"33.000269, -117.072093",33.000269,-117.072093,No,58.9,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,42733,Yes,Q3,No,4,No,California,No,No,No,47,2813.05,0,1238.45,0.0,4051.5,No,Yes,92128
20,51,0.0,,No,,65,0,San Diego,4242,Month-to-Month,United States,6447-GORXK,Stayed,Yes,No,Male,Yes,Cable,"33.000269, -117.072093",33.000269,-117.072093,No,25.0,No,3,0,Offer C,No,No,No,Credit Card,No,42733,No,Q3,No,4,No,California,No,No,No,31,789.2,0,0.0,22.4,766.8,Yes,Yes,92128
56,20,43.95,Competitor,Yes,Competitor offered more data,71,1,Indio,2608,One Year,United States,6849-OYAMU,Churned,No,No,Male,Yes,Fiber Optic,"33.713891, -116.237257",33.713891,-116.237257,Yes,100.0,No,0,1,,Yes,No,No,Bank Withdrawal,Yes,56307,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,19,1888.65,0,835.05,0.0,2723.7,No,Yes,92201
53,12,29.66,Attitude,Yes,Attitude of support person,95,1,Indio,5335,Month-to-Month,United States,3585-ISXZP,Churned,No,No,Female,Yes,Fiber Optic,"33.713891, -116.237257",33.713891,-116.237257,No,95.65,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,56307,No,Q3,No,3,No,California,Yes,Yes,Yes,8,778.1,0,237.28,0.0,1015.38,No,Yes,92201
26,30,5.6,,No,,55,0,Indio,4205,Month-to-Month,United States,8100-HZZLJ,Stayed,Yes,No,Female,Yes,Cable,"33.713891, -116.237257",33.713891,-116.237257,No,63.95,No,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,56307,No,Q3,No,3,No,California,Yes,Yes,No,43,2737.05,0,240.8,0.0,2977.85,Yes,Yes,92201
63,19,21.72,,No,,21,0,Indio,3409,Month-to-Month,United States,3370-GQEAL,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.713891, -116.237257",33.713891,-116.237257,Yes,85.45,Yes,2,9,,No,No,No,Bank Withdrawal,Yes,56307,No,Q3,Yes,3,No,California,No,No,Yes,30,2509.95,120,651.6,23.13,3258.42,No,No,92201
36,10,7.89,Competitor,Yes,Competitor offered more data,88,1,Palm Springs,5750,Month-to-Month,United States,6688-UZPWD,Churned,No,No,Female,Yes,Fiber Optic,"33.839989, -116.659215",33.839989,-116.659215,Yes,102.0,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,24924,No,Q3,Yes,1,No,California,Yes,Yes,Yes,11,1145.35,0,86.79,0.0,1232.14,No,Yes,92262
62,17,5.39,,No,,80,0,Palm Springs,3483,Month-to-Month,United States,5233-AOZUF,Stayed,No,No,Female,Yes,Fiber Optic,"33.839989, -116.659215",33.839989,-116.659215,Yes,74.95,Yes,0,3,,No,No,Yes,Bank Withdrawal,Yes,24924,No,Q3,Yes,5,No,California,No,No,No,29,2149.05,0,156.31,0.0,2305.36,No,Yes,92262
57,0,21.14,,No,,50,0,Palm Springs,5203,One Year,United States,7061-OVMIM,Stayed,No,No,Female,No,,"33.839989, -116.659215",33.839989,-116.659215,Yes,19.55,No,0,1,,No,No,No,Bank Withdrawal,Yes,24924,No,Q3,Yes,3,No,California,No,No,No,30,608.5,0,634.2,0.0,1242.7,No,No,92262
39,0,25.33,,No,,73,0,Palm Springs,3101,Month-to-Month,United States,9837-FWLCH,Stayed,Yes,No,Male,No,,"33.839989, -116.659215",33.839989,-116.659215,Yes,19.2,No,1,2,,No,No,Yes,Bank Withdrawal,Yes,24924,No,Q3,Yes,3,No,California,No,No,No,12,239.0,0,303.96,45.46,497.5,No,No,92262
40,27,26.04,Dissatisfaction,Yes,Lack of self-service on Website,83,1,Big Bear City,5858,Month-to-Month,United States,2391-SOORI,Churned,Yes,No,Male,Yes,DSL,"34.278967, -116.773825",34.278967,-116.773825,No,49.35,No,1,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,9899,No,Q3,No,1,No,California,No,No,No,4,219.65,0,104.16,0.0,323.81,No,Yes,92314
59,15,14.65,,No,,32,0,Big Bear City,2962,Month-to-Month,United States,3577-AMVUX,Joined,No,Yes,Male,Yes,Cable,"34.278967, -116.773825",34.278967,-116.773825,No,55.05,No,0,0,,No,No,No,Credit Card,Yes,9899,Yes,Q3,No,4,No,California,No,No,No,1,55.05,0,14.65,0.0,69.7,No,Yes,92314
40,0,18.95,,No,,27,0,Big Bear City,4263,Two Year,United States,8957-THMOA,Stayed,Yes,No,Female,No,,"34.278967, -116.773825",34.278967,-116.773825,No,20.15,No,3,0,,No,No,No,Credit Card,Yes,9899,No,Q3,No,3,No,California,No,No,No,50,970.85,0,947.5,0.0,1918.35,No,No,92314
64,13,21.65,Dissatisfaction,Yes,Limited range of services,75,1,Calimesa,5644,Month-to-Month,United States,4806-HIPDW,Churned,No,No,Female,Yes,Fiber Optic,"33.982787, -117.057627",33.982787,-117.057627,Yes,68.95,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,7334,No,Q3,Yes,2,No,California,No,No,No,1,68.95,0,21.65,0.0,90.6,No,Yes,92320
63,26,11.4,,No,,67,0,Calimesa,4488,One Year,United States,0206-TBWLC,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.982787, -117.057627",33.982787,-117.057627,Yes,114.65,Yes,0,7,Offer B,Yes,Yes,Yes,Credit Card,Yes,7334,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,54,6049.5,0,615.6,0.0,6665.1,No,Yes,92320
44,0,18.2,,No,,20,0,Calimesa,4333,Month-to-Month,United States,1057-FOGLZ,Stayed,No,No,Female,No,,"33.982787, -117.057627",33.982787,-117.057627,No,19.65,No,0,0,Offer D,No,No,No,Credit Card,Yes,7334,No,Q3,No,3,No,California,No,No,No,18,391.7,0,327.6,0.0,719.3,No,No,92320
58,0,1.97,,No,,67,0,Calimesa,4064,Month-to-Month,United States,3936-QQFLL,Joined,No,No,Male,No,,"33.982787, -117.057627",33.982787,-117.057627,No,19.75,No,0,0,,No,No,No,Credit Card,Yes,7334,No,Q3,No,4,No,California,No,No,No,2,39.3,0,3.94,0.0,43.24,No,No,92320
35,17,36.84,Price,Yes,Price too high,91,1,Green Valley Lake,4154,Month-to-Month,United States,7479-NITWS,Churned,No,Yes,Male,Yes,Fiber Optic,"34.244411, -117.072654",34.244411,-117.072654,No,89.35,Yes,0,0,,No,No,Yes,Credit Card,Yes,317,No,Q3,No,1,No,California,No,No,Yes,7,631.85,60,257.88,0.0,949.73,No,No,92341
48,4,38.79,,No,,61,0,Green Valley Lake,5813,Month-to-Month,United States,8313-NDOIA,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.244411, -117.072654",34.244411,-117.072654,No,104.15,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,317,No,Q3,No,5,No,California,Yes,Yes,Yes,24,2494.65,40,930.96,0.0,3465.61,No,No,92341
35,7,31.76,,No,,40,0,Green Valley Lake,3348,Month-to-Month,United States,7422-WNBTY,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.244411, -117.072654",34.244411,-117.072654,Yes,93.35,Yes,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,317,No,Q3,Yes,4,No,California,Yes,Yes,No,33,3092.0,0,1048.08,0.0,4140.08,No,Yes,92341
60,13,32.43,Dissatisfaction,Yes,Product dissatisfaction,65,1,Hinkley,4167,Month-to-Month,United States,2959-MJHIC,Churned,No,No,Male,Yes,Fiber Optic,"34.983808, -117.239306",34.983808,-117.239306,Yes,80.35,No,0,3,,No,No,Yes,Bank Withdrawal,Yes,1933,No,Q3,Yes,1,No,California,No,No,Yes,4,307.4,0,129.72,0.0,437.12,No,Yes,92347
61,28,4.53,,No,,28,0,Hinkley,4120,Month-to-Month,United States,1452-VOQCH,Joined,No,No,Male,Yes,Fiber Optic,"34.983808, -117.239306",34.983808,-117.239306,No,75.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1933,No,Q3,No,3,No,California,No,No,No,1,75.1,0,4.53,0.0,79.63,No,Yes,92347
58,0,40.0,,No,,70,0,Hinkley,3047,Two Year,United States,3373-DIUUN,Stayed,Yes,No,Male,No,,"34.983808, -117.239306",34.983808,-117.239306,Yes,21.25,No,3,6,,No,No,No,Credit Card,Yes,1933,No,Q3,Yes,3,No,California,No,No,No,30,711.9,0,1200.0,0.0,1911.9,No,No,92347
40,20,38.32,,No,,65,0,Hinkley,5877,Month-to-Month,United States,1310-QRITU,Stayed,No,No,Female,Yes,DSL,"34.983808, -117.239306",34.983808,-117.239306,No,50.3,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1933,No,Q3,No,3,No,California,No,No,No,18,913.3,0,689.76,0.0,1603.06,No,Yes,92347
56,0,15.79,Price,Yes,Long distance charges,94,1,San Bernardino,2279,One Year,United States,6598-RFFVI,Churned,No,No,Male,No,,"34.142747, -117.300864",34.142747,-117.300864,No,19.3,No,0,0,,No,No,No,Credit Card,Yes,24644,No,Q3,No,3,No,California,No,No,No,2,28.3,0,31.58,0.0,59.88,No,No,92405
64,28,32.07,,No,,65,0,San Bernardino,2565,Month-to-Month,United States,9094-AZPHK,Stayed,No,No,Female,Yes,Fiber Optic,"34.142747, -117.300864",34.142747,-117.300864,No,100.15,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,24644,No,Q3,No,3,No,California,Yes,Yes,Yes,15,1415.0,0,481.05,0.0,1896.05,No,No,92405
21,76,28.17,,No,,57,0,San Bernardino,5077,Two Year,United States,6288-CHQJB,Stayed,No,Yes,Female,Yes,DSL,"34.142747, -117.300864",34.142747,-117.300864,Yes,69.95,No,0,3,Offer B,No,Yes,No,Bank Withdrawal,Yes,24644,Yes,Q3,Yes,4,No,California,Yes,Yes,No,54,3871.85,0,1521.18,0.0,5393.03,Yes,Yes,92405
62,0,32.05,,No,,54,0,San Bernardino,4673,Two Year,United States,2481-SBOYW,Stayed,Yes,No,Female,No,,"34.142747, -117.300864",34.142747,-117.300864,No,25.0,Yes,1,0,Offer B,No,No,Yes,Credit Card,Yes,24644,No,Q3,No,4,No,California,No,No,No,61,1498.35,0,1955.05,0.0,3453.4,No,No,92405
46,7,36.65,Dissatisfaction,Yes,Network reliability,81,1,Irvine,4669,One Year,United States,2325-ZUSFD,Churned,No,No,Female,Yes,DSL,"33.720359, -117.733655",33.720359,-117.733655,Yes,70.1,No,0,1,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,2762,No,Q3,Yes,1,No,California,Yes,Yes,Yes,57,3913.3,0,2089.05,0.0,6002.35,No,Yes,92602
51,0,20.6,,No,,46,0,Irvine,4368,Two Year,United States,8067-NIOYM,Stayed,Yes,No,Female,No,,"33.720359, -117.733655",33.720359,-117.733655,Yes,21.1,No,3,9,Offer C,No,No,Yes,Credit Card,Yes,2762,No,Q3,Yes,5,No,California,No,No,No,24,490.65,0,494.4,0.0,985.05,No,No,92602
38,19,42.16,,No,,55,0,Irvine,4478,Two Year,United States,2530-FMFXO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.720359, -117.733655",33.720359,-117.733655,Yes,103.2,Yes,1,3,Offer B,No,No,Yes,Bank Withdrawal,Yes,2762,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,56,5873.75,0,2360.96,0.0,8234.71,No,Yes,92602
60,26,18.54,,No,,44,0,Irvine,5418,Two Year,United States,7609-YBPXG,Stayed,No,Yes,Male,Yes,DSL,"33.720359, -117.733655",33.720359,-117.733655,No,87.1,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,2762,Yes,Q3,No,3,No,California,Yes,Yes,Yes,54,4735.2,80,1001.16,0.0,5816.36,No,No,92602
50,30,33.65,Competitor,Yes,Competitor had better devices,71,1,Costa Mesa,4479,Month-to-Month,United States,0004-TLHLJ,Churned,No,Yes,Male,Yes,Fiber Optic,"33.645672, -117.922613",33.645672,-117.922613,No,73.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,62069,No,Q3,No,1,No,California,No,No,No,4,280.85,0,134.6,0.0,415.45,No,Yes,92627
57,5,0.0,Other,Yes,Moved,67,1,Costa Mesa,5375,One Year,United States,7614-QVWQL,Churned,No,No,Male,Yes,DSL,"33.645672, -117.922613",33.645672,-117.922613,Yes,51.8,No,0,2,,Yes,No,Yes,Bank Withdrawal,No,62069,No,Q3,Yes,2,No,California,Yes,Yes,Yes,49,2541.25,50,0.0,0.0,2591.25,No,No,92627
52,10,24.57,,No,,21,0,Costa Mesa,3880,Month-to-Month,United States,2782-LFZVW,Stayed,No,No,Female,Yes,Cable,"33.645672, -117.922613",33.645672,-117.922613,No,58.95,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,62069,No,Q3,No,4,No,California,Yes,Yes,No,11,601.6,70,270.27,0.0,941.87,No,No,92627
38,0,48.63,,No,,23,0,Costa Mesa,6473,One Year,United States,6922-NCEDI,Stayed,No,No,Male,No,,"33.645672, -117.922613",33.645672,-117.922613,No,21.2,No,0,0,Offer B,No,No,Yes,Mailed Check,Yes,62069,No,Q3,No,4,No,California,No,No,No,56,1238.65,0,2723.28,0.0,3961.93,No,No,92627
39,24,27.99,Dissatisfaction,Yes,Product dissatisfaction,89,1,Huntington Beach,6424,Two Year,United States,5089-IFSDP,Churned,No,Yes,Female,Yes,Fiber Optic,"33.723579, -118.005441",33.723579,-118.005441,Yes,109.45,Yes,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,58764,No,Q3,Yes,1,No,California,Yes,Yes,Yes,58,6144.55,0,1623.42,0.0,7767.97,No,Yes,92647
59,12,3.54,,No,,43,0,Huntington Beach,2074,One Year,United States,7129-AZJDE,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.723579, -118.005441",33.723579,-118.005441,Yes,78.95,No,1,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,58764,No,Q3,Yes,3,No,California,Yes,Yes,No,34,2647.2,0,120.36,0.0,2767.56,No,Yes,92647
21,69,7.67,,No,,72,0,Huntington Beach,5956,Month-to-Month,United States,8548-AWOFC,Stayed,No,No,Male,Yes,DSL,"33.723579, -118.005441",33.723579,-118.005441,Yes,63.85,Yes,0,4,,No,No,No,Bank Withdrawal,Yes,58764,Yes,Q3,Yes,3,No,California,Yes,Yes,No,66,4264.6,0,506.22,0.0,4770.82,Yes,Yes,92647
48,11,0.0,,No,,33,0,Huntington Beach,4580,Month-to-Month,United States,4987-GQWPO,Stayed,No,No,Male,Yes,DSL,"33.723579, -118.005441",33.723579,-118.005441,No,25.1,No,0,0,,No,No,No,Credit Card,No,58764,No,Q3,No,4,No,California,No,No,No,17,382.8,0,0.0,0.0,382.8,No,Yes,92647
21,82,11.73,Dissatisfaction,Yes,Service dissatisfaction,90,1,Silverado,3598,Month-to-Month,United States,4817-VYYWS,Churned,No,No,Female,Yes,Fiber Optic,"33.782346, -117.635263",33.782346,-117.635263,No,100.2,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,1859,No,Q3,No,1,No,California,Yes,Yes,Yes,30,2983.8,0,351.9,0.0,3335.7,Yes,Yes,92676
39,13,9.98,Competitor,Yes,Competitor had better devices,83,1,Silverado,3865,Month-to-Month,United States,6923-EFPNL,Churned,No,No,Male,Yes,DSL,"33.782346, -117.635263",33.782346,-117.635263,No,51.75,Yes,0,0,,No,No,No,Credit Card,Yes,1859,No,Q3,No,1,No,California,No,No,No,4,201.1,0,39.92,0.0,241.02,No,Yes,92676
53,25,14.43,,No,,70,0,Silverado,5800,One Year,United States,6815-ABQFQ,Stayed,No,No,Male,Yes,Fiber Optic,"33.782346, -117.635263",33.782346,-117.635263,Yes,107.25,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,1859,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,56,6033.3,0,808.08,0.0,6841.38,No,Yes,92676
58,0,15.71,,No,,80,0,Silverado,5039,One Year,United States,8076-FEZKJ,Stayed,No,No,Male,No,,"33.782346, -117.635263",33.782346,-117.635263,No,19.5,No,0,0,,No,No,No,Credit Card,Yes,1859,No,Q3,No,3,No,California,No,No,No,10,225.85,0,157.1,0.0,382.95,No,No,92676
36,28,24.24,Attitude,Yes,Attitude of support person,90,1,Tustin,3531,Month-to-Month,United States,7359-PTSXY,Churned,No,No,Male,Yes,DSL,"33.735802, -117.818805",33.735802,-117.818805,No,45.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,55062,No,Q3,No,1,No,California,No,No,No,1,45.75,0,24.24,0.0,69.99,No,Yes,92780
26,51,20.34,,No,,20,0,Tustin,4072,Two Year,United States,9548-LIGTA,Stayed,No,No,Male,Yes,Cable,"33.735802, -117.818805",33.735802,-117.818805,Yes,81.05,No,0,2,,Yes,Yes,Yes,Credit Card,Yes,55062,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,61,4747.65,0,1240.74,0.0,5988.39,Yes,No,92780
54,0,27.93,,No,,72,0,Tustin,4801,One Year,United States,0788-DXBFY,Stayed,No,No,Male,No,,"33.735802, -117.818805",33.735802,-117.818805,Yes,19.55,No,0,3,Offer B,No,No,Yes,Bank Withdrawal,Yes,55062,No,Q3,Yes,3,No,California,No,No,No,58,1108.8,0,1619.94,0.0,2728.74,No,No,92780
39,19,0.0,,No,,68,0,Tustin,4112,One Year,United States,2137-DQMEV,Stayed,Yes,No,Male,Yes,DSL,"33.735802, -117.818805",33.735802,-117.818805,Yes,44.8,No,2,1,Offer A,Yes,Yes,No,Credit Card,No,55062,No,Q3,Yes,3,No,California,No,No,Yes,68,2983.65,0,0.0,0.0,2983.65,No,Yes,92780
41,29,25.24,Attitude,Yes,Attitude of support person,76,1,Anaheim,4251,Month-to-Month,United States,4503-BDXBD,Churned,No,No,Male,Yes,Fiber Optic,"33.850452, -117.726668",33.850452,-117.726668,No,74.95,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,19629,No,Q3,No,1,No,California,No,No,No,11,815.5,0,277.64,0.0,1093.14,No,Yes,92808
62,0,28.28,,No,,44,0,Anaheim,2400,Month-to-Month,United States,1423-BMPBQ,Joined,Yes,No,Female,No,,"33.850452, -117.726668",33.850452,-117.726668,Yes,19.0,No,1,1,Offer E,No,No,Yes,Credit Card,Yes,19629,No,Q3,Yes,4,No,California,No,No,No,1,19.0,0,28.28,0.0,47.28,No,No,92808
28,26,18.84,,No,,44,0,Anaheim,2894,One Year,United States,9917-KWRBE,Stayed,No,Yes,Female,Yes,Cable,"33.850452, -117.726668",33.850452,-117.726668,Yes,78.35,Yes,0,8,Offer B,Yes,Yes,Yes,Credit Card,Yes,19629,No,Q3,Yes,3,No,California,No,No,Yes,41,3211.2,0,772.44,0.0,3983.64,Yes,Yes,92808
37,0,37.4,,No,,61,0,Anaheim,2233,One Year,United States,4632-PAOYU,Stayed,Yes,No,Male,No,,"33.850452, -117.726668",33.850452,-117.726668,Yes,19.95,No,1,1,Offer D,No,No,No,Credit Card,Yes,19629,No,Q3,Yes,3,No,California,No,No,No,22,433.5,0,822.8,0.0,1256.3,No,No,92808
57,11,31.13,Competitor,Yes,Competitor had better devices,90,1,Fullerton,4261,One Year,United States,3886-CERTZ,Churned,No,Yes,Female,Yes,Fiber Optic,"33.879983, -117.895482",33.879983,-117.895482,Yes,109.25,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,34592,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,72,8109.8,0,2241.36,0.0,10351.16,No,Yes,92831
56,10,46.24,,No,,43,0,Fullerton,6471,Two Year,United States,4568-KNYWR,Stayed,No,No,Male,Yes,Cable,"33.879983, -117.895482",33.879983,-117.895482,No,63.25,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,34592,No,Q3,No,4,No,California,No,No,Yes,52,3342.45,130,2404.48,0.0,5876.93,No,No,92831
50,14,2.7,,No,,23,0,Fullerton,3270,Month-to-Month,United States,1393-IMKZG,Joined,No,No,Female,Yes,Fiber Optic,"33.879983, -117.895482",33.879983,-117.895482,No,95.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,34592,Yes,Q3,No,4,No,California,Yes,Yes,Yes,1,95.85,0,2.7,0.0,98.55,No,Yes,92831
41,23,3.2,,No,,31,0,Fullerton,5037,Two Year,United States,2990-OGYTD,Stayed,No,Yes,Female,Yes,DSL,"33.879983, -117.895482",33.879983,-117.895482,Yes,86.15,Yes,0,1,Offer A,Yes,No,No,Bank Withdrawal,Yes,34592,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,67,5883.85,0,214.4,0.0,6098.25,No,Yes,92831
31,3,20.86,Other,Yes,Deceased,75,1,Corona,4028,Month-to-Month,United States,0991-BRRFB,Churned,No,No,Male,Yes,DSL,"33.762351, -117.488725",33.762351,-117.488725,No,49.4,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,13188,No,Q3,No,1,No,California,No,No,No,18,874.8,0,375.48,0.0,1250.28,No,Yes,92883
48,20,36.59,,No,,56,0,Corona,4138,One Year,United States,8672-OAUPW,Stayed,No,No,Male,Yes,DSL,"33.762351, -117.488725",33.762351,-117.488725,No,47.85,No,0,0,,No,No,No,Credit Card,Yes,13188,Yes,Q3,No,4,No,California,No,No,No,51,2356.75,0,1866.09,18.39,4204.45,No,Yes,92883
31,0,11.46,,No,,23,0,Corona,4249,Two Year,United States,9030-QGZNL,Stayed,No,No,Female,No,,"33.762351, -117.488725",33.762351,-117.488725,No,20.85,No,0,0,,No,No,No,Credit Card,Yes,13188,No,Q3,No,5,No,California,No,No,No,8,161.65,0,91.68,0.0,253.33,No,No,92883
35,0,32.54,,No,,75,0,Corona,5535,Month-to-Month,United States,4397-FRLTA,Stayed,No,No,Female,No,,"33.762351, -117.488725",33.762351,-117.488725,No,20.15,No,0,0,Offer E,No,No,No,Credit Card,Yes,13188,No,Q3,No,4,No,California,No,No,No,4,84.5,0,130.16,0.0,214.66,No,No,92883
42,5,43.8,Other,Yes,Moved,71,1,Carpinteria,5617,Month-to-Month,United States,9025-AOMKI,Churned,No,No,Female,Yes,Fiber Optic,"34.441398, -119.513163",34.441398,-119.513163,No,93.55,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,17409,No,Q3,No,2,No,California,Yes,Yes,Yes,6,536.4,0,262.8,0.0,799.2,No,Yes,93013
64,19,13.58,,No,,78,0,Carpinteria,3762,Month-to-Month,United States,9396-ZSFLL,Stayed,No,No,Female,Yes,DSL,"34.441398, -119.513163",34.441398,-119.513163,No,48.85,Yes,0,0,,No,No,No,Credit Card,Yes,17409,No,Q3,No,4,No,California,No,No,No,15,631.4,0,203.7,32.09,803.01,No,Yes,93013
25,47,24.85,,No,,79,0,Carpinteria,6469,Two Year,United States,9239-GZHZE,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.441398, -119.513163",34.441398,-119.513163,Yes,113.65,Yes,0,6,Offer A,Yes,Yes,Yes,Credit Card,Yes,17409,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8124.2,0,1789.2,0.0,9913.4,Yes,Yes,93013
36,5,27.88,,No,,24,0,Carpinteria,6432,One Year,United States,9107-UKCKY,Stayed,No,Yes,Male,Yes,DSL,"34.441398, -119.513163",34.441398,-119.513163,Yes,79.8,Yes,0,7,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,17409,No,Q3,Yes,5,No,California,Yes,Yes,Yes,61,4914.8,70,1700.68,0.0,6685.48,No,No,93013
23,58,27.44,Competitor,Yes,Competitor offered more data,90,1,Frazier Park,4163,Month-to-Month,United States,4587-VVTOX,Churned,No,Yes,Female,Yes,Fiber Optic,"34.907911, -119.234281",34.907911,-119.234281,Yes,105.3,Yes,0,1,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,1526,No,Q3,Yes,1,No,California,Yes,Yes,Yes,6,545.2,0,164.64,0.0,709.84,Yes,Yes,93222
37,0,11.75,,No,,65,0,Frazier Park,4517,Two Year,United States,5845-BZZIB,Stayed,Yes,No,Male,No,,"34.907911, -119.234281",34.907911,-119.234281,Yes,20.1,No,3,7,,No,No,No,Credit Card,Yes,1526,No,Q3,Yes,3,No,California,No,No,No,35,655.3,0,411.25,38.61,1027.94,No,No,93222
40,23,31.41,,No,,31,0,Frazier Park,4078,One Year,United States,8402-EIVQS,Stayed,No,No,Male,Yes,Fiber Optic,"34.907911, -119.234281",34.907911,-119.234281,Yes,100.9,No,0,8,Offer A,Yes,Yes,Yes,Credit Card,Yes,1526,No,Q3,Yes,3,No,California,Yes,Yes,Yes,67,6733.15,0,2104.47,0.0,8837.62,No,Yes,93222
51,12,19.63,,No,,43,0,Frazier Park,4977,One Year,United States,9705-ZJBCG,Stayed,Yes,No,Female,Yes,DSL,"34.907911, -119.234281",34.907911,-119.234281,Yes,54.15,No,1,5,Offer D,No,Yes,No,Bank Withdrawal,Yes,1526,Yes,Q3,Yes,3,No,California,No,No,No,13,701.05,0,255.19,0.0,956.24,No,Yes,93222
61,0,19.75,Competitor,Yes,Competitor made better offer,94,1,Lemoore,4931,Two Year,United States,8515-OCTJS,Churned,No,No,Female,No,,"36.303666, -119.825657",36.303666,-119.825657,No,24.75,Yes,0,0,Offer C,No,No,No,Credit Card,Yes,30419,No,Q3,No,3,No,California,No,No,No,25,692.1,0,493.75,0.0,1185.85,No,No,93245
22,58,0.0,,No,,42,0,Lemoore,5214,Month-to-Month,United States,5533-RJFTJ,Stayed,No,Yes,Male,Yes,Cable,"36.303666, -119.825657",36.303666,-119.825657,No,30.2,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,No,30419,No,Q3,No,4,No,California,No,No,No,49,1453.1,0,0.0,0.0,1453.1,Yes,Yes,93245
44,19,38.48,,No,,65,0,Lemoore,2004,Month-to-Month,United States,7928-VJYAB,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.303666, -119.825657",36.303666,-119.825657,Yes,90.6,No,1,9,Offer D,No,No,No,Bank Withdrawal,Yes,30419,No,Q3,Yes,5,No,California,Yes,Yes,Yes,11,1020.2,0,423.28,0.0,1443.48,No,Yes,93245
26,73,34.49,,No,,67,0,Lemoore,3355,Month-to-Month,United States,9115-YQHGA,Stayed,No,No,Male,Yes,DSL,"36.303666, -119.825657",36.303666,-119.825657,No,51.1,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,30419,Yes,Q3,No,5,No,California,No,No,No,40,2092.9,0,1379.6,0.0,3472.5,Yes,Yes,93245
64,7,0.0,Dissatisfaction,Yes,Lack of self-service on Website,85,1,Sequoia National Park,2846,Month-to-Month,United States,1334-FJSVR,Churned,No,No,Male,Yes,DSL,"36.527243, -118.594938",36.527243,-118.594938,No,24.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,56,No,Q3,No,1,No,California,No,No,No,1,24.25,0,0.0,0.0,24.25,No,Yes,93262
64,19,1.59,,No,,55,0,Sequoia National Park,5602,Month-to-Month,United States,2826-UWHIS,Stayed,No,No,Male,Yes,Fiber Optic,"36.527243, -118.594938",36.527243,-118.594938,Yes,81.4,Yes,0,4,Offer B,Yes,No,No,Bank Withdrawal,Yes,56,No,Q3,Yes,5,No,California,No,No,No,45,3775.85,0,71.55,0.0,3847.4,No,Yes,93262
56,0,3.6,,No,,78,0,Sequoia National Park,3428,One Year,United States,2809-ILCYT,Stayed,No,No,Female,No,,"36.527243, -118.594938",36.527243,-118.594938,Yes,26.8,Yes,0,10,,No,No,Yes,Credit Card,Yes,56,No,Q3,Yes,5,No,California,No,No,No,25,733.55,0,90.0,0.0,823.55,No,No,93262
60,16,39.83,,No,,53,0,Sequoia National Park,5722,Month-to-Month,United States,2087-QAREY,Stayed,No,Yes,Female,Yes,Cable,"36.527243, -118.594938",36.527243,-118.594938,Yes,54.7,No,0,1,Offer D,Yes,No,Yes,Credit Card,Yes,56,No,Q3,Yes,3,No,California,No,No,No,22,1178.75,0,876.26,0.0,2055.01,No,Yes,93262
60,5,44.28,Price,Yes,Long distance charges,91,1,Wasco,5392,Month-to-Month,United States,0618-XWMSS,Churned,No,No,Male,Yes,Fiber Optic,"35.652242, -119.4464",35.652242,-119.4464,No,74.9,No,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,22760,No,Q3,No,1,No,California,No,No,No,28,2068.55,0,1239.84,0.0,3308.39,No,Yes,93280
55,22,29.06,,No,,43,0,Wasco,4258,One Year,United States,6663-JOCQO,Stayed,No,No,Male,Yes,DSL,"35.652242, -119.4464",35.652242,-119.4464,Yes,75.25,Yes,0,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,22760,Yes,Q3,Yes,3,No,California,Yes,Yes,No,31,2344.5,0,900.86,1.99,3243.37,No,Yes,93280
61,7,2.66,,No,,39,0,Wasco,4047,Month-to-Month,United States,2637-FKFSY,Joined,No,No,Female,Yes,DSL,"35.652242, -119.4464",35.652242,-119.4464,Yes,46.1,No,0,2,,No,No,Yes,Mailed Check,Yes,22760,No,Q3,Yes,4,No,California,No,No,No,3,130.15,0,7.98,0.0,138.13,No,Yes,93280
29,53,31.88,,No,,53,0,Wasco,2333,Month-to-Month,United States,7502-BNYGS,Stayed,No,No,Female,Yes,DSL,"35.652242, -119.4464",35.652242,-119.4464,Yes,69.1,No,0,7,Offer B,Yes,No,Yes,Credit Card,Yes,22760,No,Q3,Yes,5,No,California,Yes,Yes,Yes,46,3168.0,0,1466.48,0.0,4634.48,Yes,Yes,93280
21,0,20.26,Price,Yes,Price too high,67,1,Bakersfield,3162,Month-to-Month,United States,2565-JSLRY,Churned,No,No,Male,No,,"35.449881, -118.841442",35.449881,-118.841442,No,24.05,Yes,0,0,,No,No,Yes,Mailed Check,Yes,53481,No,Q3,No,2,No,California,No,No,No,1,24.05,0,20.26,0.0,44.31,Yes,No,93306
52,6,41.21,,No,,65,0,Bakersfield,2332,Month-to-Month,United States,9450-TRJUU,Stayed,No,No,Male,Yes,Fiber Optic,"35.449881, -118.841442",35.449881,-118.841442,No,83.15,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,53481,No,Q3,No,4,No,California,No,No,Yes,35,2848.45,0,1442.35,18.84,4271.96,No,Yes,93306
60,26,49.63,,No,,51,0,Bakersfield,4203,Month-to-Month,United States,2789-HQBOU,Joined,No,No,Male,Yes,Fiber Optic,"35.449881, -118.841442",35.449881,-118.841442,No,80.35,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,53481,No,Q3,No,5,No,California,Yes,Yes,No,3,253.8,0,148.89,0.0,402.69,No,Yes,93306
42,16,34.17,,No,,40,0,Bakersfield,4477,Month-to-Month,United States,3096-GKWEB,Stayed,No,No,Male,Yes,Fiber Optic,"35.449881, -118.841442",35.449881,-118.841442,Yes,94.75,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,53481,No,Q3,Yes,4,No,California,Yes,Yes,Yes,18,1691.9,0,615.06,0.0,2306.96,No,Yes,93306
47,0,34.57,Price,Yes,Long distance charges,76,1,Casmalia,2398,Month-to-Month,United States,4255-DDUOU,Churned,Yes,No,Female,No,,"34.866032, -120.536546",34.866032,-120.536546,Yes,20.5,No,3,0,,No,No,Yes,Mailed Check,Yes,210,No,Q3,No,1,No,California,No,No,No,1,20.5,0,34.57,0.0,55.07,No,No,93429
51,28,37.04,,No,,26,0,Casmalia,2383,Month-to-Month,United States,9944-AEXBM,Stayed,No,No,Male,Yes,Fiber Optic,"34.866032, -120.536546",34.866032,-120.536546,No,85.65,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,210,No,Q3,No,3,No,California,Yes,Yes,No,32,2664.3,0,1185.28,0.0,3849.58,No,Yes,93429
38,14,36.54,,No,,59,0,Casmalia,5213,Two Year,United States,9570-KYEUA,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.866032, -120.536546",34.866032,-120.536546,No,99.25,Yes,0,0,Offer B,No,Yes,No,Credit Card,Yes,210,Yes,Q3,No,4,No,California,Yes,Yes,No,64,6549.45,0,2338.56,0.0,8888.01,No,Yes,93429
49,0,23.04,,No,,43,0,Casmalia,5018,One Year,United States,6260-XLACS,Stayed,No,No,Male,No,,"34.866032, -120.536546",34.866032,-120.536546,No,19.7,No,0,0,,No,No,No,Credit Card,Yes,210,No,Q3,No,3,No,California,No,No,No,4,117.8,0,92.16,0.0,209.96,No,No,93429
51,29,7.26,Dissatisfaction,Yes,Network reliability,71,1,Guadalupe,5882,Month-to-Month,United States,2984-MIIZL,Churned,No,Yes,Male,Yes,Fiber Optic,"34.936, -120.594655",34.936,-120.594655,No,74.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,5726,No,Q3,No,1,No,California,No,No,No,4,321.9,0,29.04,0.0,350.94,No,Yes,93434
24,0,46.76,,No,,36,0,Guadalupe,4446,Two Year,United States,8434-VGEQQ,Stayed,No,No,Male,No,,"34.936, -120.594655",34.936,-120.594655,Yes,20.55,No,0,0,Offer B,No,No,No,Credit Card,Yes,5726,No,Q3,No,4,No,California,No,No,No,61,1305.95,0,2852.36,0.0,4158.31,Yes,No,93434
34,27,48.11,,No,,59,0,Guadalupe,5232,One Year,United States,5498-IBWPI,Stayed,Yes,No,Female,Yes,Cable,"34.936, -120.594655",34.936,-120.594655,Yes,49.4,No,2,1,Offer A,No,No,Yes,Credit Card,Yes,5726,Yes,Q3,Yes,3,No,California,No,No,No,66,3251.85,0,3175.26,0.0,6427.11,No,Yes,93434
46,24,12.97,,No,,26,0,Guadalupe,3387,One Year,United States,2896-TBNBE,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.936, -120.594655",34.936,-120.594655,Yes,80.8,No,0,5,Offer B,Yes,No,No,Bank Withdrawal,Yes,5726,No,Q3,Yes,3,No,California,No,No,No,40,3132.75,0,518.8,0.0,3651.55,No,Yes,93434
34,21,43.26,Competitor,Yes,Competitor offered more data,90,1,Lake Hughes,3074,Month-to-Month,United States,3045-XETSH,Churned,No,Yes,Female,Yes,Fiber Optic,"34.659579, -118.584212",34.659579,-118.584212,No,94.85,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2771,No,Q3,No,3,No,California,Yes,Yes,No,10,953.45,0,432.6,0.0,1386.05,No,Yes,93532
22,73,27.69,Attitude,Yes,Attitude of service provider,69,1,Lake Hughes,2541,Month-to-Month,United States,0363-QJVFX,Churned,No,No,Male,Yes,Fiber Optic,"34.659579, -118.584212",34.659579,-118.584212,No,108.15,Yes,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,2771,Yes,Q3,No,1,No,California,Yes,Yes,Yes,32,3432.9,0,886.08,0.0,4318.98,Yes,Yes,93532
41,25,9.6,,No,,49,0,Lake Hughes,5794,Two Year,United States,5684-FJVYR,Stayed,No,No,Female,Yes,Fiber Optic,"34.659579, -118.584212",34.659579,-118.584212,Yes,90.35,Yes,0,9,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,2771,Yes,Q3,Yes,3,No,California,No,No,No,72,6563.4,0,691.2,0.0,7254.6,No,Yes,93532
28,85,49.96,,No,,41,0,Lake Hughes,4104,Two Year,United States,6901-GOGZG,Stayed,Yes,Yes,Male,Yes,DSL,"34.659579, -118.584212",34.659579,-118.584212,No,84.95,Yes,1,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,2771,Yes,Q3,No,3,No,California,Yes,Yes,Yes,60,4984.85,0,2997.6,0.0,7982.45,Yes,Yes,93532
42,19,45.6,Competitor,Yes,Competitor had better devices,90,1,Palmdale,2881,Month-to-Month,United States,7683-CBDKJ,Churned,Yes,No,Male,Yes,Cable,"34.536232, -118.082935",34.536232,-118.082935,Yes,65.45,No,1,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,67232,No,Q3,Yes,1,No,California,No,No,Yes,14,937.6,0,638.4,0.0,1576.0,No,Yes,93550
32,11,45.35,,No,,70,0,Palmdale,3546,One Year,United States,3137-NYQQI,Stayed,No,No,Male,Yes,DSL,"34.536232, -118.082935",34.536232,-118.082935,Yes,64.8,No,0,2,Offer D,Yes,Yes,No,Credit Card,Yes,67232,No,Q3,Yes,4,No,California,Yes,Yes,No,17,1175.6,0,770.95,0.0,1946.55,No,Yes,93550
19,58,0.0,,No,,69,0,Palmdale,6270,Month-to-Month,United States,3893-JRNFS,Stayed,No,Yes,Male,Yes,DSL,"34.536232, -118.082935",34.536232,-118.082935,No,39.9,No,0,0,,No,No,Yes,Bank Withdrawal,No,67232,No,Q3,No,4,No,California,Yes,Yes,No,68,2796.35,0,0.0,0.0,2796.35,Yes,Yes,93550
22,0,43.69,,No,,78,0,Palmdale,5231,Two Year,United States,9648-BCHKM,Stayed,Yes,No,Female,No,,"34.536232, -118.082935",34.536232,-118.082935,Yes,24.65,Yes,3,9,,No,No,Yes,Credit Card,Yes,67232,No,Q3,Yes,3,No,California,No,No,No,18,471.35,0,786.42,0.0,1257.77,Yes,No,93550
61,10,39.55,Competitor,Yes,Competitor offered higher download speeds,73,1,Valyermo,6452,One Year,United States,0112-QWPNC,Churned,No,Yes,Male,Yes,Cable,"34.39583, -117.734568",34.39583,-117.734568,Yes,84.35,Yes,0,1,Offer B,No,Yes,No,Bank Withdrawal,Yes,413,Yes,Q3,Yes,2,No,California,Yes,Yes,Yes,49,4059.35,0,1937.95,0.0,5997.3,No,Yes,93563
20,48,41.15,,No,,51,0,Valyermo,4620,One Year,United States,3758-CKOQL,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.39583, -117.734568",34.39583,-117.734568,Yes,107.0,Yes,0,7,Offer B,Yes,Yes,Yes,Credit Card,Yes,413,Yes,Q3,Yes,4,No,California,Yes,Yes,No,59,6152.3,0,2427.85,0.0,8580.15,Yes,No,93563
35,24,47.06,,No,,70,0,Valyermo,5445,Two Year,United States,1821-BUCWY,Stayed,No,Yes,Male,Yes,Cable,"34.39583, -117.734568",34.39583,-117.734568,No,55.65,No,0,0,Offer C,No,Yes,Yes,Mailed Check,Yes,413,No,Q3,No,3,No,California,No,No,No,30,1653.85,0,1411.8,0.0,3065.65,No,Yes,93563
45,19,2.75,,No,,52,0,Valyermo,6044,Two Year,United States,6408-WHTEF,Stayed,Yes,Yes,Male,Yes,DSL,"34.39583, -117.734568",34.39583,-117.734568,Yes,89.4,Yes,2,7,,Yes,Yes,Yes,Credit Card,Yes,413,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6376.55,0,198.0,0.0,6574.55,No,Yes,93563
23,59,0.0,Dissatisfaction,Yes,Lack of self-service on Website,66,1,Sanger,4917,Month-to-Month,United States,4628-CTTLA,Churned,No,No,Male,Yes,DSL,"36.819628, -119.440414",36.819628,-119.440414,No,39.3,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,No,28991,No,Q3,No,1,No,California,No,Yes,Yes,57,2111.45,80,0.0,0.0,2191.45,Yes,No,93657
55,0,8.23,,No,,34,0,Sanger,6201,Two Year,United States,4335-BSMJS,Stayed,No,No,Female,No,,"36.819628, -119.440414",36.819628,-119.440414,No,25.8,Yes,0,0,,No,No,Yes,Credit Card,Yes,28991,No,Q3,No,3,No,California,No,No,No,62,1563.95,0,510.26,0.0,2074.21,No,No,93657
41,7,48.37,,No,,70,0,Sanger,5345,Two Year,United States,9135-MGVPY,Stayed,No,Yes,Male,Yes,DSL,"36.819628, -119.440414",36.819628,-119.440414,Yes,84.7,No,0,10,,Yes,Yes,Yes,Credit Card,Yes,28991,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,69,5878.9,0,3337.53,0.0,9216.43,No,Yes,93657
38,0,20.44,,No,,22,0,Sanger,6050,One Year,United States,1722-LDZJS,Stayed,Yes,No,Male,No,,"36.819628, -119.440414",36.819628,-119.440414,Yes,20.2,No,3,1,,No,No,No,Credit Card,Yes,28991,No,Q3,Yes,4,No,California,No,No,No,53,1068.15,0,1083.32,0.0,2151.47,No,No,93657
64,22,8.31,Price,Yes,Extra data charges,70,1,Fresno,4203,Month-to-Month,United States,4822-YCXMX,Churned,No,No,Male,Yes,Fiber Optic,"36.78724, -119.827813",36.78724,-119.827813,No,84.8,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,35451,No,Q3,No,1,No,California,Yes,Yes,No,25,2043.45,0,207.75,0.0,2251.2,No,Yes,93705
36,0,1.4,,No,,55,0,Fresno,2404,Two Year,United States,4625-LAMOB,Stayed,No,No,Male,No,,"36.78724, -119.827813",36.78724,-119.827813,No,20.4,No,0,0,,No,No,No,Credit Card,Yes,35451,No,Q3,No,5,No,California,No,No,No,44,905.55,0,61.6,0.0,967.15,No,No,93705
37,0,5.95,,No,,69,0,Fresno,2127,Month-to-Month,United States,1552-TKMXS,Stayed,No,No,Female,No,,"36.78724, -119.827813",36.78724,-119.827813,Yes,20.35,No,0,0,Offer B,No,No,No,Credit Card,Yes,35451,No,Q3,No,3,No,California,No,No,No,42,869.9,0,249.9,0.0,1119.8,No,No,93705
55,30,17.17,,No,,66,0,Fresno,4111,Month-to-Month,United States,7048-GXDAY,Stayed,No,No,Male,Yes,Fiber Optic,"36.78724, -119.827813",36.78724,-119.827813,No,106.4,Yes,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,35451,No,Q3,No,4,No,California,Yes,Yes,Yes,39,4040.65,0,669.63,0.0,4710.28,No,Yes,93705
49,11,6.32,Dissatisfaction,Yes,Service dissatisfaction,87,1,Salinas,4160,Month-to-Month,United States,4229-CZMLL,Churned,No,No,Male,Yes,Fiber Optic,"36.64152, -121.622188",36.64152,-121.622188,No,74.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,35739,No,Q3,No,1,No,California,No,No,No,6,469.8,0,37.92,0.0,507.72,No,Yes,93901
31,0,29.81,Attitude,Yes,Attitude of support person,66,1,Salinas,2843,Month-to-Month,United States,7854-EKTJL,Churned,Yes,No,Female,No,,"36.64152, -121.622188",36.64152,-121.622188,No,19.6,No,5,0,,No,No,Yes,Bank Withdrawal,Yes,35739,No,Q3,No,3,No,California,No,No,No,2,35.85,0,59.62,0.0,95.47,No,No,93901
57,24,12.29,,No,,39,0,Salinas,5841,Two Year,United States,6007-TCTST,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"36.64152, -121.622188",36.64152,-121.622188,Yes,115.8,Yes,2,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,35739,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8476.5,0,884.88,0.0,9361.38,No,Yes,93901
35,0,31.33,,No,,21,0,Salinas,4467,One Year,United States,9067-YGSCA,Stayed,No,No,Female,No,,"36.64152, -121.622188",36.64152,-121.622188,No,26.05,Yes,0,0,,No,No,No,Credit Card,Yes,35739,No,Q3,No,5,No,California,No,No,No,70,1856.4,0,2193.1,0.0,4049.5,No,No,93901
59,0,49.74,Attitude,Yes,Attitude of support person,78,1,Pacific Grove,5403,Month-to-Month,United States,9025-ZRPVR,Churned,No,No,Male,No,,"36.618337, -121.926417",36.618337,-121.926417,No,18.95,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,15449,No,Q3,No,3,No,California,No,No,No,9,185.6,0,447.66,0.0,633.26,No,No,93950
44,0,24.61,,No,,53,0,Pacific Grove,5263,Month-to-Month,United States,2732-ISEZX,Stayed,No,No,Female,No,,"36.618337, -121.926417",36.618337,-121.926417,No,20.5,No,0,0,,No,No,Yes,Credit Card,Yes,15449,No,Q3,No,3,No,California,No,No,No,5,104.3,0,123.05,0.0,227.35,No,No,93950
39,20,49.41,,No,,32,0,Pacific Grove,4889,Month-to-Month,United States,4927-WWOOZ,Joined,No,Yes,Male,Yes,Fiber Optic,"36.618337, -121.926417",36.618337,-121.926417,Yes,91.45,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,15449,No,Q3,No,5,No,California,No,No,Yes,2,171.45,10,98.82,0.0,280.27,No,No,93950
43,0,33.92,,No,,44,0,Pacific Grove,5555,Month-to-Month,United States,9867-NNXLC,Stayed,No,No,Female,No,,"36.618337, -121.926417",36.618337,-121.926417,No,20.05,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,15449,No,Q3,No,5,No,California,No,No,No,22,470.2,0,746.24,0.0,1216.44,No,No,93950
31,10,0.0,Other,Yes,Don't know,82,1,Seaside,4429,Month-to-Month,United States,3285-UCQVC,Churned,No,No,Female,Yes,DSL,"36.625114, -121.823565",36.625114,-121.823565,No,28.6,No,0,0,,No,No,No,Credit Card,No,38244,Yes,Q3,No,2,No,California,No,No,No,37,973.55,0,0.0,0.0,973.55,No,Yes,93955
30,52,23.63,Attitude,Yes,Attitude of support person,77,1,Seaside,3492,Month-to-Month,United States,9507-EXLTT,Churned,No,No,Female,Yes,Fiber Optic,"36.625114, -121.823565",36.625114,-121.823565,Yes,79.35,No,0,2,Offer E,No,No,Yes,Bank Withdrawal,Yes,38244,No,Q3,Yes,2,No,California,No,No,Yes,1,79.35,0,23.63,0.0,102.98,No,Yes,93955
32,3,25.48,,No,,75,0,Seaside,4332,Two Year,United States,1937-OTUKY,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.625114, -121.823565",36.625114,-121.823565,Yes,98.2,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,38244,Yes,Q3,Yes,3,No,California,No,No,Yes,72,7015.9,0,1834.56,0.0,8850.46,No,Yes,93955
43,56,31.86,,No,,73,0,Seaside,5052,One Year,United States,0661-KBKPA,Stayed,Yes,Yes,Male,Yes,DSL,"36.625114, -121.823565",36.625114,-121.823565,Yes,78.75,Yes,3,7,,No,No,Yes,Credit Card,Yes,38244,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,53,3942.45,0,1688.58,0.0,5631.03,No,Yes,93955
51,12,21.91,Competitor,Yes,Competitor offered higher download speeds,88,1,San Francisco,4713,Month-to-Month,United States,3683-QKIUE,Churned,No,No,Female,Yes,DSL,"37.768881, -122.395521",37.768881,-122.395521,No,50.8,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,17372,Yes,Q3,No,2,No,California,No,No,No,6,288.05,0,131.46,0.0,419.51,No,Yes,94107
29,53,41.92,,No,,54,0,San Francisco,4361,Two Year,United States,0835-JKADZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.768881, -122.395521",37.768881,-122.395521,No,111.25,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,17372,Yes,Q3,No,4,No,California,Yes,Yes,Yes,71,7984.15,0,2976.32,0.0,10960.47,Yes,Yes,94107
43,17,15.73,,No,,74,0,San Francisco,4305,Two Year,United States,3230-JCNZS,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.768881, -122.395521",37.768881,-122.395521,Yes,99.0,Yes,2,4,Offer A,Yes,Yes,Yes,Credit Card,Yes,17372,No,Q3,Yes,3,No,California,No,No,Yes,71,7061.65,0,1116.83,0.0,8178.48,No,Yes,94107
35,0,11.77,,No,,56,0,San Francisco,5867,Month-to-Month,United States,2621-UDNLU,Joined,No,No,Female,No,,"37.768881, -122.395521",37.768881,-122.395521,Yes,20.85,No,0,9,,No,No,No,Credit Card,Yes,17372,No,Q3,Yes,3,No,California,No,No,No,3,72.0,0,35.31,0.0,107.31,No,No,94107
59,14,23.89,Dissatisfaction,Yes,Product dissatisfaction,71,1,San Mateo,2632,Month-to-Month,United States,1567-DSCIC,Churned,No,Yes,Male,Yes,Fiber Optic,"37.590421, -122.306467",37.590421,-122.306467,No,94.0,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,32488,No,Q3,No,1,No,California,No,No,Yes,8,773.65,0,191.12,0.0,964.77,No,Yes,94401
40,5,31.09,,No,,45,0,San Mateo,2048,Two Year,United States,5709-LVOEQ,Stayed,No,Yes,Female,Yes,DSL,"37.590421, -122.306467",37.590421,-122.306467,Yes,80.85,No,0,8,,Yes,Yes,No,Mailed Check,Yes,32488,No,Q3,Yes,3,No,California,Yes,Yes,Yes,10,808.5,0,310.9,0.0,1119.4,No,Yes,94401
52,6,20.9,,No,,48,0,San Mateo,2907,Month-to-Month,United States,5780-INQIK,Stayed,No,No,Female,Yes,DSL,"37.590421, -122.306467",37.590421,-122.306467,No,49.4,No,0,0,,No,No,No,Bank Withdrawal,Yes,32488,Yes,Q3,No,4,No,California,No,No,No,8,408.25,0,167.2,0.0,575.45,No,Yes,94401
38,23,49.04,,No,,45,0,San Mateo,4292,Month-to-Month,United States,2709-UQGNP,Stayed,No,No,Male,Yes,Cable,"37.590421, -122.306467",37.590421,-122.306467,No,51.65,No,0,0,,No,Yes,Yes,Credit Card,Yes,32488,No,Q3,No,4,No,California,No,No,No,10,524.5,0,490.4,0.0,1014.9,No,Yes,94401
20,82,41.22,Dissatisfaction,Yes,Network reliability,89,1,Calistoga,4800,One Year,United States,2157-MXBJS,Churned,No,Yes,Male,Yes,Cable,"38.629618, -122.593216",38.629618,-122.593216,Yes,75.3,Yes,0,1,Offer D,No,No,Yes,Credit Card,Yes,7384,No,Q3,Yes,3,No,California,Yes,Yes,Yes,13,989.45,0,535.86,0.0,1525.31,Yes,Yes,94515
64,17,11.2,,No,,31,0,Calistoga,2934,Month-to-Month,United States,8584-KMVXD,Stayed,No,No,Female,Yes,Fiber Optic,"38.629618, -122.593216",38.629618,-122.593216,No,75.6,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,7384,No,Q3,No,3,No,California,No,No,No,8,535.55,10,89.6,0.0,635.15,No,No,94515
56,5,48.37,,No,,69,0,Calistoga,4589,Two Year,United States,0164-APGRB,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.629618, -122.593216",38.629618,-122.593216,No,114.9,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,7384,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,8496.7,0,3482.64,0.0,11979.34,No,Yes,94515
54,9,42.95,,No,,57,0,Calistoga,4427,Month-to-Month,United States,0082-LDZUE,Joined,No,No,Male,Yes,DSL,"38.629618, -122.593216",38.629618,-122.593216,No,44.3,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,7384,No,Q3,No,5,No,California,No,No,No,1,44.3,0,42.95,0.0,87.25,No,Yes,94515
19,0,13.2,Dissatisfaction,Yes,Service dissatisfaction,79,1,Hayward,6484,Two Year,United States,1043-YCUTE,Churned,No,No,Male,No,,"37.639215, -122.037554",37.639215,-122.037554,Yes,25.15,Yes,0,1,Offer B,No,No,Yes,Credit Card,Yes,72993,No,Q3,Yes,3,No,California,No,No,No,56,1327.15,0,739.2,0.0,2066.35,Yes,No,94544
48,28,18.2,,No,,61,0,Hayward,4846,Two Year,United States,3429-IFLEM,Stayed,No,Yes,Female,Yes,DSL,"37.639215, -122.037554",37.639215,-122.037554,No,77.35,No,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,72993,Yes,Q3,No,3,No,California,No,No,Yes,71,5550.1,0,1292.2,0.0,6842.3,No,Yes,94544
22,48,48.68,,No,,47,0,Hayward,5993,Month-to-Month,United States,7799-DSEWS,Stayed,No,Yes,Male,Yes,DSL,"37.639215, -122.037554",37.639215,-122.037554,No,68.35,No,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,72993,Yes,Q3,No,3,No,California,No,No,Yes,18,1299.8,0,876.24,0.0,2176.04,Yes,Yes,94544
55,0,11.15,,No,,40,0,Hayward,6403,Two Year,United States,2236-HILPA,Stayed,Yes,No,Male,No,,"37.639215, -122.037554",37.639215,-122.037554,Yes,20.65,No,2,9,Offer B,No,No,No,Credit Card,Yes,72993,No,Q3,Yes,5,No,California,No,No,No,62,1218.45,0,691.3,0.0,1909.75,No,No,94544
26,26,21.28,Dissatisfaction,Yes,Network reliability,78,1,Lafayette,3599,Month-to-Month,United States,1226-UDFZR,Churned,No,No,Female,Yes,Cable,"37.907777, -122.127161",37.907777,-122.127161,No,49.6,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,23996,No,Q3,No,1,No,California,No,No,No,2,114.7,0,42.56,0.0,157.26,Yes,Yes,94549
26,69,47.47,,No,,58,0,Lafayette,4474,Two Year,United States,0556-FJEGU,Stayed,No,Yes,Male,Yes,DSL,"37.907777, -122.127161",37.907777,-122.127161,No,70.1,No,0,0,Offer B,Yes,No,No,Bank Withdrawal,Yes,23996,Yes,Q3,No,4,No,California,No,No,Yes,58,4048.95,0,2753.26,0.0,6802.21,Yes,Yes,94549
48,53,29.87,,No,,46,0,Lafayette,2814,Month-to-Month,United States,0820-FNRNX,Stayed,Yes,Yes,Male,Yes,DSL,"37.907777, -122.127161",37.907777,-122.127161,Yes,66.7,Yes,3,1,Offer D,Yes,No,Yes,Mailed Check,Yes,23996,Yes,Q3,Yes,3,No,California,No,No,No,17,1077.05,0,507.79,0.0,1584.84,No,Yes,94549
44,0,25.4,,No,,22,0,Lafayette,6108,Two Year,United States,1830-IPXVJ,Stayed,Yes,No,Female,No,,"37.907777, -122.127161",37.907777,-122.127161,Yes,19.75,No,2,6,Offer B,No,No,No,Credit Card,Yes,23996,No,Q3,Yes,3,No,California,No,No,No,61,1311.6,0,1549.4,0.0,2861.0,No,No,94549
44,14,40.26,Other,Yes,Moved,68,1,Oakland,3553,One Year,United States,3707-LRWZD,Churned,No,No,Female,Yes,Fiber Optic,"37.828416, -122.216005",37.828416,-122.216005,No,84.05,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,36517,No,Q3,No,2,No,California,No,No,Yes,32,2781.85,0,1288.32,0.0,4070.17,No,Yes,94611
25,52,19.23,Dissatisfaction,Yes,Poor expertise of online support,90,1,Oakland,3807,Month-to-Month,United States,1522-VVDMG,Churned,No,No,Male,Yes,Fiber Optic,"37.828416, -122.216005",37.828416,-122.216005,Yes,89.75,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,36517,Yes,Q3,Yes,2,No,California,No,No,Yes,7,608.8,0,134.61,26.02,717.39,Yes,Yes,94611
33,0,13.98,,No,,42,0,Oakland,5652,Month-to-Month,United States,9391-TTOYH,Stayed,No,No,Female,No,,"37.828416, -122.216005",37.828416,-122.216005,No,19.5,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,36517,No,Q3,No,4,No,California,No,No,No,23,470.2,0,321.54,0.0,791.74,No,No,94611
25,73,22.73,,No,,66,0,Oakland,4551,Month-to-Month,United States,4191-XOVOM,Stayed,No,No,Male,Yes,Fiber Optic,"37.828416, -122.216005",37.828416,-122.216005,No,105.4,Yes,0,0,Offer B,Yes,No,No,Bank Withdrawal,Yes,36517,Yes,Q3,No,4,No,California,Yes,Yes,Yes,63,6713.2,130,1431.99,0.0,8275.19,Yes,No,94611
35,0,34.79,Competitor,Yes,Competitor made better offer,84,1,Bolinas,5890,Month-to-Month,United States,6121-VZNQB,Churned,No,No,Female,No,,"37.943087, -122.72379",37.943087,-122.72379,No,19.1,No,0,0,,No,No,Yes,Credit Card,Yes,1573,No,Q3,No,2,No,California,No,No,No,1,19.1,0,34.79,0.0,53.89,No,No,94924
37,27,42.78,,No,,69,0,Bolinas,2237,One Year,United States,3354-OADJP,Stayed,No,No,Female,Yes,DSL,"37.943087, -122.72379",37.943087,-122.72379,No,54.25,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,1573,Yes,Q3,No,3,No,California,No,No,No,8,447.75,0,342.24,0.0,789.99,No,Yes,94924
21,58,0.0,,No,,45,0,Bolinas,5278,Two Year,United States,5472-CVMDX,Stayed,No,Yes,Female,Yes,DSL,"37.943087, -122.72379",37.943087,-122.72379,No,38.9,No,0,0,,No,Yes,No,Credit Card,No,1573,Yes,Q3,No,3,No,California,No,No,No,68,2719.2,0,0.0,0.0,2719.2,Yes,Yes,94924
23,0,22.65,,No,,34,0,Bolinas,4279,One Year,United States,9503-XJUME,Stayed,Yes,No,Male,No,,"37.943087, -122.72379",37.943087,-122.72379,No,19.65,No,2,0,,No,No,No,Credit Card,Yes,1573,No,Q3,No,4,No,California,No,No,No,52,928.4,0,1177.8,0.0,2106.2,Yes,No,94924
25,26,28.86,Competitor,Yes,Competitor had better devices,65,1,Capitola,3039,Month-to-Month,United States,8642-GVWRF,Churned,No,Yes,Female,Yes,Fiber Optic,"36.977025, -121.952864",36.977025,-121.952864,Yes,79.7,No,0,1,,Yes,No,No,Bank Withdrawal,Yes,9673,No,Q3,Yes,1,No,California,No,No,No,2,165.0,0,57.72,0.0,222.72,Yes,Yes,95010
50,0,14.91,,No,,20,0,Capitola,3398,Two Year,United States,0301-KOBTQ,Stayed,No,No,Male,No,,"36.977025, -121.952864",36.977025,-121.952864,No,20.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,9673,No,Q3,No,5,No,California,No,No,No,32,614.45,0,477.12,9.73,1081.84,No,No,95010
51,0,30.79,,No,,65,0,Capitola,4929,Month-to-Month,United States,9929-PLVPA,Stayed,Yes,No,Female,No,,"36.977025, -121.952864",36.977025,-121.952864,No,20.4,No,3,0,Offer E,No,No,No,Credit Card,Yes,9673,No,Q3,No,3,No,California,No,No,No,4,94.5,0,123.16,0.0,217.66,No,No,95010
43,25,6.68,,No,,59,0,Capitola,4135,One Year,United States,8008-ESFLK,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.977025, -121.952864",36.977025,-121.952864,Yes,110.5,No,0,1,,Yes,Yes,No,Bank Withdrawal,Yes,9673,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,53,5835.5,0,354.04,0.0,6189.54,No,Yes,95010
28,48,8.8,Competitor,Yes,Competitor offered more data,69,1,Cupertino,5463,Two Year,United States,3400-ESFUW,Churned,No,No,Male,Yes,DSL,"37.306612, -122.080621",37.306612,-122.080621,Yes,57.55,No,0,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,54431,Yes,Q3,Yes,1,No,California,No,No,No,55,3046.4,60,484.0,0.0,3590.4,Yes,No,95014
21,48,16.78,Price,Yes,Price too high,73,1,Cupertino,5947,Two Year,United States,1555-DJEQW,Churned,No,Yes,Female,Yes,Fiber Optic,"37.306612, -122.080621",37.306612,-122.080621,Yes,114.2,Yes,0,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,54431,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,70,7723.9,0,1174.6,48.54,8849.96,Yes,Yes,95014
39,0,22.83,,No,,48,0,Cupertino,4950,Two Year,United States,4367-NUYAO,Stayed,Yes,No,Male,No,,"37.306612, -122.080621",37.306612,-122.080621,Yes,25.75,Yes,1,5,,No,No,No,Credit Card,Yes,54431,No,Q3,Yes,5,No,California,No,No,No,10,257.5,0,228.3,0.0,485.8,No,No,95014
46,0,28.62,,No,,33,0,Cupertino,4032,Month-to-Month,United States,2371-JUNGC,Stayed,No,No,Male,No,,"37.306612, -122.080621",37.306612,-122.080621,No,20.25,No,0,0,Offer D,No,No,No,Credit Card,Yes,54431,No,Q3,No,4,No,California,No,No,No,11,208.0,0,314.82,0.0,522.82,No,No,95014
42,27,37.2,Competitor,Yes,Competitor made better offer,86,1,Milpitas,4283,Month-to-Month,United States,5502-RLUYV,Churned,No,Yes,Female,Yes,Fiber Optic,"37.441931, -121.878502",37.441931,-121.878502,Yes,103.95,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,62848,No,Q3,Yes,2,No,California,Yes,Yes,Yes,69,7446.9,0,2566.8,0.0,10013.7,No,Yes,95035
30,27,3.69,,No,,77,0,Milpitas,4422,One Year,United States,5832-TRLPB,Stayed,No,Yes,Male,Yes,Cable,"37.441931, -121.878502",37.441931,-121.878502,No,75.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,62848,Yes,Q3,No,3,No,California,Yes,Yes,Yes,29,2243.9,0,107.01,2.24,2348.67,No,Yes,95035
51,29,46.89,,No,,67,0,Milpitas,6103,Two Year,United States,2323-ARSVR,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.441931, -121.878502",37.441931,-121.878502,Yes,111.05,No,0,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,62848,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,67,7321.05,0,3141.63,0.0,10462.68,No,Yes,95035
56,4,14.32,,No,,44,0,Milpitas,2731,Month-to-Month,United States,0708-LGSMF,Stayed,No,No,Male,Yes,DSL,"37.441931, -121.878502",37.441931,-121.878502,Yes,65.85,Yes,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,62848,No,Q3,Yes,3,No,California,Yes,Yes,No,13,902.25,0,186.16,0.0,1088.41,No,Yes,95035
27,48,0.0,Price,Yes,Price too high,80,1,Santa Clara,3080,Month-to-Month,United States,9039-RBEEE,Churned,No,No,Male,Yes,Cable,"37.351214, -121.952417",37.351214,-121.952417,No,48.95,No,0,0,,Yes,Yes,Yes,Credit Card,No,36349,Yes,Q3,No,1,No,California,No,No,Yes,39,1880.85,0,0.0,0.0,1880.85,Yes,Yes,95050
39,27,24.51,Dissatisfaction,Yes,Limited range of services,86,1,Santa Clara,4544,Month-to-Month,United States,9445-SZLCH,Churned,No,Yes,Female,Yes,Fiber Optic,"37.351214, -121.952417",37.351214,-121.952417,Yes,97.35,Yes,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,36349,No,Q3,Yes,2,No,California,No,No,Yes,36,3457.9,0,882.36,4.96,4335.3,No,Yes,95050
60,11,18.29,,No,,69,0,Santa Clara,6194,One Year,United States,9742-XOKTS,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.351214, -121.952417",37.351214,-121.952417,Yes,89.55,Yes,1,10,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,36349,Yes,Q3,Yes,3,No,California,No,No,No,67,6038.55,0,1225.43,33.76,7230.22,No,Yes,95050
33,0,2.78,,No,,32,0,Santa Clara,2787,One Year,United States,1179-INLAT,Joined,No,No,Male,No,,"37.351214, -121.952417",37.351214,-121.952417,No,19.45,No,0,0,,No,No,Yes,Credit Card,Yes,36349,No,Q3,No,4,No,California,No,No,No,3,69.25,0,8.34,0.0,77.59,No,No,95050
31,21,17.22,Dissatisfaction,Yes,Network reliability,88,1,San Jose,4026,One Year,United States,0378-XSZPU,Churned,No,Yes,Male,Yes,Cable,"37.311088, -121.961786",37.311088,-121.961786,Yes,60.3,No,0,1,Offer B,Yes,Yes,No,Credit Card,Yes,29914,No,Q3,Yes,2,No,California,No,No,No,58,3563.8,0,998.76,0.0,4562.56,No,Yes,95117
33,9,47.89,,No,,61,0,San Jose,3981,Month-to-Month,United States,3312-UUMZW,Stayed,No,No,Male,Yes,Fiber Optic,"37.311088, -121.961786",37.311088,-121.961786,Yes,98.85,Yes,0,3,,Yes,No,Yes,Credit Card,Yes,29914,No,Q3,Yes,4,No,California,Yes,Yes,Yes,32,3145.9,0,1532.48,0.0,4678.38,No,Yes,95117
37,29,46.44,,No,,45,0,San Jose,5189,One Year,United States,1229-RCALF,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.311088, -121.961786",37.311088,-121.961786,Yes,115.0,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,29914,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,7396.15,0,2972.16,0.0,10368.31,No,Yes,95117
27,41,32.96,,No,,40,0,San Jose,4151,Two Year,United States,6013-BHCAW,Stayed,Yes,Yes,Male,Yes,DSL,"37.311088, -121.961786",37.311088,-121.961786,Yes,81.0,Yes,3,1,,No,No,Yes,Bank Withdrawal,Yes,29914,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,61,4976.15,0,2010.56,0.0,6986.71,Yes,Yes,95117
56,57,0.0,Competitor,Yes,Competitor had better devices,96,1,San Jose,3001,Month-to-Month,United States,4729-XKASR,Churned,Yes,No,Male,Yes,DSL,"37.238758, -121.828375",37.238758,-121.828375,No,24.75,No,3,0,,No,No,No,Bank Withdrawal,No,59632,No,Q3,No,1,No,California,No,No,No,1,24.75,0,0.0,0.0,24.75,No,Yes,95123
56,26,3.8,,No,,59,0,San Jose,5790,Month-to-Month,United States,1047-NNCBF,Stayed,No,No,Male,Yes,Fiber Optic,"37.238758, -121.828375",37.238758,-121.828375,No,70.55,No,0,0,,No,No,No,Credit Card,Yes,59632,No,Q3,No,3,No,California,No,No,No,20,1493.55,0,76.0,17.6,1551.95,No,No,95123
49,16,43.01,,No,,35,0,San Jose,4188,Two Year,United States,3470-OBUET,Stayed,Yes,No,Female,Yes,Cable,"37.238758, -121.828375",37.238758,-121.828375,Yes,74.0,Yes,2,5,,Yes,Yes,No,Credit Card,Yes,59632,Yes,Q3,Yes,3,No,California,No,No,Yes,67,4868.4,0,2881.67,0.0,7750.07,No,Yes,95123
55,19,19.25,,No,,36,0,San Jose,6354,One Year,United States,2580-ATZSQ,Stayed,Yes,Yes,Female,Yes,DSL,"37.238758, -121.828375",37.238758,-121.828375,Yes,61.35,No,2,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,59632,No,Q3,No,3,No,California,No,No,No,65,3874.1,0,1251.25,0.0,5125.35,No,Yes,95123
39,17,23.7,Dissatisfaction,Yes,Network reliability,69,1,Arnold,2806,Month-to-Month,United States,8280-MQRQN,Churned,No,Yes,Female,Yes,Cable,"38.32153, -120.236358",38.32153,-120.236358,No,50.45,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,5159,No,Q3,No,3,No,California,No,No,No,1,50.45,0,23.7,0.0,74.15,No,Yes,95223
59,0,7.8,,No,,37,0,Arnold,5084,Month-to-Month,United States,8992-CEUEN,Joined,No,No,Female,No,,"38.32153, -120.236358",38.32153,-120.236358,No,18.85,No,0,0,,No,No,No,Bank Withdrawal,Yes,5159,No,Q3,No,4,No,California,No,No,No,1,18.85,0,7.8,0.0,26.65,No,No,95223
44,0,6.71,,No,,41,0,Arnold,3678,Two Year,United States,1985-MBRYP,Stayed,No,No,Female,No,,"38.32153, -120.236358",38.32153,-120.236358,No,19.65,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,5159,No,Q3,No,3,No,California,No,No,No,43,779.25,0,288.53,0.0,1067.78,No,No,95223
44,0,27.08,,No,,21,0,Arnold,5916,Month-to-Month,United States,6286-SUUWT,Joined,No,No,Male,No,,"38.32153, -120.236358",38.32153,-120.236358,No,19.95,No,0,0,Offer E,No,No,No,Credit Card,Yes,5159,No,Q3,No,4,No,California,No,No,No,1,19.95,0,27.08,0.0,47.03,No,No,95223
25,30,49.7,Other,Yes,Don't know,71,1,Campo Seco,3498,Month-to-Month,United States,2037-SGXHH,Churned,No,Yes,Male,Yes,Fiber Optic,"38.233879, -120.861666",38.233879,-120.861666,Yes,94.65,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,75,No,Q3,Yes,2,No,California,No,No,Yes,38,3624.3,0,1888.6,0.0,5512.9,Yes,Yes,95226
48,0,20.11,,No,,67,0,Campo Seco,3043,Two Year,United States,8292-ITGYJ,Stayed,Yes,No,Female,No,,"38.233879, -120.861666",38.233879,-120.861666,Yes,24.65,Yes,1,7,Offer B,No,No,Yes,Bank Withdrawal,Yes,75,No,Q3,Yes,4,No,California,No,No,No,45,1138.8,0,904.95,0.0,2043.75,No,No,95226
38,2,22.14,,No,,33,0,Campo Seco,5666,Two Year,United States,3259-QMXUN,Stayed,No,Yes,Male,Yes,DSL,"38.233879, -120.861666",38.233879,-120.861666,Yes,86.1,Yes,0,3,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,75,No,Q3,Yes,3,No,California,Yes,Yes,Yes,58,4890.5,110,1284.12,0.0,6284.62,No,No,95226
20,48,8.3,,No,,32,0,Campo Seco,3652,Month-to-Month,United States,5438-QMDDL,Stayed,No,No,Female,Yes,DSL,"38.233879, -120.861666",38.233879,-120.861666,Yes,59.8,No,0,3,,Yes,No,Yes,Credit Card,Yes,75,No,Q3,Yes,3,No,California,Yes,Yes,No,19,1130.85,0,157.7,0.0,1288.55,Yes,Yes,95226
45,17,20.23,Other,Yes,Don't know,91,1,Clements,5797,Month-to-Month,United States,3178-FESZO,Churned,No,No,Female,Yes,Fiber Optic,"38.227285, -121.02789",38.227285,-121.02789,No,100.25,Yes,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,722,No,Q3,No,1,No,California,Yes,Yes,Yes,1,100.25,0,20.23,0.0,120.48,No,Yes,95227
55,9,33.37,,No,,67,0,Clements,5115,Two Year,United States,6870-ZWMNX,Stayed,No,Yes,Male,Yes,DSL,"38.227285, -121.02789",38.227285,-121.02789,Yes,76.1,Yes,0,4,Offer A,Yes,No,No,Credit Card,Yes,722,Yes,Q3,Yes,4,No,California,No,No,Yes,70,5264.25,110,2335.9,0.0,7710.15,No,No,95227
47,0,49.16,,No,,29,0,Clements,5084,One Year,United States,1015-JPFYW,Stayed,Yes,No,Male,No,,"38.227285, -121.02789",38.227285,-121.02789,No,19.45,No,2,0,,No,No,No,Credit Card,Yes,722,No,Q3,No,3,No,California,No,No,No,7,136.75,0,344.12,0.0,480.87,No,No,95227
50,20,33.66,,No,,31,0,Clements,4294,Month-to-Month,United States,9812-GHVRI,Stayed,No,No,Female,Yes,Fiber Optic,"38.227285, -121.02789",38.227285,-121.02789,No,83.85,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,722,No,Q3,No,4,No,California,Yes,Yes,No,40,3532.25,0,1346.4,0.0,4878.65,No,Yes,95227
27,46,43.06,Competitor,Yes,Competitor had better devices,77,1,Lockeford,4669,Month-to-Month,United States,4806-KEXQR,Churned,No,No,Male,Yes,Fiber Optic,"38.166791, -121.14207",38.166791,-121.14207,No,79.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,3205,No,Q3,No,1,No,California,Yes,Yes,No,4,324.3,0,172.24,0.0,496.54,Yes,Yes,95237
63,9,5.39,,No,,50,0,Lockeford,4910,One Year,United States,9359-UGBTK,Stayed,No,Yes,Female,Yes,Cable,"38.166791, -121.14207",38.166791,-121.14207,No,72.35,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,3205,Yes,Q3,No,3,No,California,Yes,Yes,No,67,4991.5,0,361.13,0.0,5352.63,No,Yes,95237
32,26,0.0,,No,,26,0,Lockeford,5453,Two Year,United States,7599-NTMDP,Stayed,Yes,No,Female,Yes,Cable,"38.166791, -121.14207",38.166791,-121.14207,Yes,48.7,No,2,6,Offer B,Yes,Yes,No,Bank Withdrawal,No,3205,Yes,Q3,Yes,3,No,California,No,No,Yes,62,3008.55,120,0.0,0.0,3128.55,No,No,95237
60,27,36.49,,No,,55,0,Lockeford,4886,Two Year,United States,9924-JPRMC,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.166791, -121.14207",38.166791,-121.14207,No,118.2,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,3205,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,8547.15,0,2627.28,0.0,11174.43,No,Yes,95237
57,23,21.82,Competitor,Yes,Competitor offered more data,66,1,Lathrop,2825,Month-to-Month,United States,9658-WYUFB,Churned,No,No,Female,Yes,Fiber Optic,"37.80821, -121.308401",37.80821,-121.308401,No,94.4,Yes,0,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,10834,No,Q3,No,1,No,California,No,No,Yes,17,1617.5,0,370.94,0.0,1988.44,No,Yes,95330
53,0,31.76,Competitor,Yes,Competitor made better offer,90,1,Lathrop,3864,Month-to-Month,United States,4903-UYAVB,Churned,No,No,Male,No,,"37.80821, -121.308401",37.80821,-121.308401,Yes,19.35,No,0,0,Offer E,No,No,No,Mailed Check,Yes,10834,No,Q3,No,1,No,California,No,No,No,5,126.05,0,158.8,0.0,284.85,No,No,95330
53,4,21.15,,No,,38,0,Lathrop,2362,Month-to-Month,United States,7126-RBHSD,Stayed,No,No,Female,Yes,Fiber Optic,"37.80821, -121.308401",37.80821,-121.308401,Yes,78.9,Yes,0,1,Offer D,No,Yes,No,Bank Withdrawal,Yes,10834,No,Q3,Yes,3,No,California,No,No,No,17,1348.95,0,359.55,0.0,1708.5,No,Yes,95330
44,19,37.0,,No,,43,0,Lathrop,5240,Two Year,United States,1897-OKVMW,Stayed,Yes,Yes,Female,Yes,DSL,"37.80821, -121.308401",37.80821,-121.308401,Yes,90.6,Yes,1,3,,Yes,Yes,Yes,Mailed Check,Yes,10834,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,5817.45,0,2368.0,0.0,8185.45,No,Yes,95330
52,0,8.03,Price,Yes,Long distance charges,76,1,Modesto,4860,Month-to-Month,United States,3506-LCJDC,Churned,Yes,No,Male,No,,"37.612612, -121.108568",37.612612,-121.108568,Yes,19.95,No,3,1,,No,No,No,Bank Withdrawal,Yes,30668,No,Q3,Yes,1,No,California,No,No,No,1,19.95,0,8.03,0.0,27.98,No,No,95358
42,19,22.03,Dissatisfaction,Yes,Network reliability,92,1,Modesto,2457,Month-to-Month,United States,6379-RXJRQ,Churned,No,No,Male,Yes,Fiber Optic,"37.612612, -121.108568",37.612612,-121.108568,Yes,70.1,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,30668,No,Q3,Yes,2,No,California,No,No,No,10,659.65,0,220.3,34.69,845.26,No,Yes,95358
42,0,19.7,,No,,60,0,Modesto,6393,Two Year,United States,0040-HALCW,Stayed,Yes,No,Male,No,,"37.612612, -121.108568",37.612612,-121.108568,Yes,20.4,No,3,3,,No,No,No,Credit Card,Yes,30668,No,Q3,Yes,4,No,California,No,No,No,54,1090.6,0,1063.8,0.0,2154.4,No,No,95358
48,13,40.35,,No,,64,0,Modesto,3178,Month-to-Month,United States,5226-NOZFC,Stayed,No,No,Male,Yes,Fiber Optic,"37.612612, -121.108568",37.612612,-121.108568,No,85.75,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,30668,No,Q3,No,3,No,California,No,No,Yes,26,2146.5,0,1049.1,0.0,3195.6,No,Yes,95358
33,7,19.2,Dissatisfaction,Yes,Service dissatisfaction,76,1,Pinecrest,5338,Month-to-Month,United States,3934-HXCFZ,Churned,No,Yes,Male,Yes,Fiber Optic,"38.224869, -119.755729",38.224869,-119.755729,Yes,99.25,Yes,0,1,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,235,No,Q3,Yes,1,No,California,No,No,Yes,23,2186.4,0,441.6,0.0,2628.0,No,Yes,95364
47,25,49.13,Price,Yes,Lack of affordable download/upload speed,91,1,Pinecrest,5107,Month-to-Month,United States,0475-RIJEP,Churned,No,No,Male,Yes,Fiber Optic,"38.224869, -119.755729",38.224869,-119.755729,No,77.85,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,235,No,Q3,No,1,No,California,No,No,No,43,3365.85,0,2112.59,0.0,5478.44,No,Yes,95364
47,5,47.45,,No,,63,0,Pinecrest,3921,Month-to-Month,United States,0872-JCPIB,Stayed,No,No,Male,Yes,DSL,"38.224869, -119.755729",38.224869,-119.755729,No,65.75,Yes,0,0,Offer D,No,Yes,No,Bank Withdrawal,Yes,235,No,Q3,No,4,No,California,Yes,Yes,No,17,1111.2,0,806.65,0.0,1917.85,No,Yes,95364
47,0,13.95,,No,,24,0,Pinecrest,4650,Two Year,United States,8148-NLEGT,Stayed,Yes,No,Female,No,,"38.224869, -119.755729",38.224869,-119.755729,Yes,22.95,Yes,3,1,,No,No,No,Bank Withdrawal,Yes,235,No,Q3,Yes,5,No,California,No,No,No,42,1014.25,0,585.9,0.0,1600.15,No,No,95364
42,21,42.83,Dissatisfaction,Yes,Limited range of services,65,1,Stevinson,2813,Month-to-Month,United States,2154-KVJFF,Churned,No,No,Female,Yes,Fiber Optic,"37.316807, -120.855753",37.316807,-120.855753,No,79.75,Yes,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,1960,No,Q3,No,3,No,California,No,No,No,15,1111.85,0,642.45,0.0,1754.3,No,Yes,95374
56,10,44.81,,No,,53,0,Stevinson,5417,Month-to-Month,United States,2040-VZIKE,Stayed,No,No,Female,Yes,Fiber Optic,"37.316807, -120.855753",37.316807,-120.855753,Yes,100.85,Yes,0,3,,No,Yes,Yes,Mailed Check,Yes,1960,No,Q3,Yes,3,No,California,Yes,Yes,Yes,49,4847.35,0,2195.69,0.0,7043.04,No,Yes,95374
23,41,40.06,,No,,71,0,Stevinson,2968,Month-to-Month,United States,2187-PKZAY,Stayed,No,No,Male,Yes,Fiber Optic,"37.316807, -120.855753",37.316807,-120.855753,No,79.95,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,1960,No,Q3,No,5,No,California,Yes,Yes,No,12,1043.4,0,480.72,0.0,1524.12,Yes,Yes,95374
40,3,6.6,,No,,26,0,Stevinson,5590,Month-to-Month,United States,3413-CSSTH,Stayed,No,Yes,Male,Yes,Cable,"37.316807, -120.855753",37.316807,-120.855753,No,55.7,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1960,No,Q3,No,4,No,California,No,No,No,41,2237.55,0,270.6,0.0,2508.15,No,Yes,95374
64,22,39.74,Competitor,Yes,Competitor had better devices,91,1,Turlock,4664,Month-to-Month,United States,9647-ERGBE,Churned,No,Yes,Female,Yes,Fiber Optic,"37.474396, -120.875917",37.474396,-120.875917,Yes,100.05,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,40545,No,Q3,Yes,1,No,California,Yes,Yes,Yes,30,3046.15,0,1192.2,0.0,4238.35,No,Yes,95380
64,29,12.6,,No,,80,0,Turlock,2120,Month-to-Month,United States,0384-RVBPI,Stayed,No,Yes,Male,Yes,DSL,"37.474396, -120.875917",37.474396,-120.875917,No,64.4,No,0,0,Offer D,No,Yes,No,Credit Card,Yes,40545,No,Q3,No,3,No,California,Yes,Yes,No,20,1398.6,0,252.0,0.0,1650.6,No,Yes,95380
36,0,26.83,,No,,26,0,Turlock,5434,Two Year,United States,7225-IILWY,Stayed,Yes,No,Male,No,,"37.474396, -120.875917",37.474396,-120.875917,Yes,25.75,Yes,1,10,,No,No,No,Mailed Check,Yes,40545,No,Q3,Yes,4,No,California,No,No,No,68,1686.15,0,1824.44,0.0,3510.59,No,No,95380
30,0,2.87,,No,,32,0,Turlock,3899,Two Year,United States,0224-NIJLP,Stayed,Yes,No,Male,No,,"37.474396, -120.875917",37.474396,-120.875917,Yes,20.15,No,3,1,Offer E,No,No,No,Credit Card,Yes,40545,No,Q3,Yes,4,No,California,No,No,No,8,165.5,0,22.96,0.0,188.46,No,No,95380
20,73,10.6,Competitor,Yes,Competitor had better devices,89,1,Vernalis,5641,Month-to-Month,United States,0378-TOVMS,Churned,No,No,Female,Yes,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,No,85.8,No,0,0,,No,No,No,Bank Withdrawal,Yes,274,Yes,Q3,No,1,No,California,Yes,Yes,No,3,272.2,0,31.8,0.0,304.0,Yes,Yes,95385
24,69,35.77,Dissatisfaction,Yes,Product dissatisfaction,85,1,Vernalis,2734,Month-to-Month,United States,2867-UIMSS,Churned,No,No,Male,Yes,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,No,80.5,No,0,0,,No,No,No,Bank Withdrawal,Yes,274,No,Q3,No,1,No,California,Yes,Yes,No,1,80.5,0,35.77,0.0,116.27,Yes,Yes,95385
58,11,20.93,,No,,35,0,Vernalis,5915,One Year,United States,4525-VZCZG,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,No,105.85,No,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,274,Yes,Q3,No,4,No,California,Yes,Yes,Yes,54,5826.65,10,1130.22,0.0,6966.87,No,No,95385
30,48,22.88,,No,,62,0,Vernalis,5926,Month-to-Month,United States,3170-GWYKC,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,No,104.95,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,274,Yes,Q3,No,4,No,California,Yes,Yes,Yes,60,6236.75,0,1372.8,0.0,7609.55,No,Yes,95385
25,73,43.67,Competitor,Yes,Competitor had better devices,91,1,Santa Rosa,4273,Month-to-Month,United States,0318-QUUOB,Churned,No,No,Male,Yes,Fiber Optic,"38.488431, -122.752839",38.488431,-122.752839,Yes,80.55,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,40270,No,Q3,Yes,1,No,California,No,Yes,Yes,1,80.55,0,43.67,0.0,124.22,Yes,No,95403
43,0,17.64,,No,,58,0,Santa Rosa,3848,Month-to-Month,United States,2120-SMPEX,Stayed,No,No,Male,No,,"38.488431, -122.752839",38.488431,-122.752839,No,20.15,No,0,0,Offer C,No,No,Yes,Mailed Check,Yes,40270,No,Q3,No,5,No,California,No,No,No,25,536.35,0,441.0,0.0,977.35,No,No,95403
32,0,39.61,,No,,51,0,Santa Rosa,2664,Month-to-Month,United States,2668-TZSPS,Joined,No,No,Male,No,,"38.488431, -122.752839",38.488431,-122.752839,No,20.45,No,0,0,,No,No,No,Mailed Check,Yes,40270,No,Q3,No,5,No,California,No,No,No,1,20.45,0,39.61,0.0,60.06,No,No,95403
27,73,5.71,,No,,30,0,Santa Rosa,5798,Two Year,United States,2988-QRAJY,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.488431, -122.752839",38.488431,-122.752839,No,110.05,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,40270,No,Q3,No,3,No,California,Yes,Yes,Yes,69,7430.75,0,393.99,23.16,7801.58,Yes,Yes,95403
26,59,5.16,Competitor,Yes,Competitor offered higher download speeds,87,1,Sonoma,3722,Month-to-Month,United States,3440-JPSCL,Churned,No,Yes,Female,Yes,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,No,99.95,No,0,0,,No,No,Yes,Mailed Check,Yes,34314,Yes,Q3,No,2,No,California,Yes,Yes,Yes,6,547.65,0,30.96,0.0,578.61,Yes,Yes,95476
19,47,40.96,,No,,71,0,Sonoma,6060,Two Year,United States,3022-BEXHZ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,Yes,111.2,Yes,1,6,,Yes,No,Yes,Bank Withdrawal,Yes,34314,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,67,7530.8,0,2744.32,0.0,10275.12,Yes,Yes,95476
58,6,21.11,,No,,30,0,Sonoma,4990,Month-to-Month,United States,3987-KQDDU,Stayed,No,No,Male,Yes,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,No,75.6,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,34314,No,Q3,No,3,No,California,No,No,No,9,661.55,0,189.99,0.0,851.54,No,Yes,95476
39,14,6.97,,No,,36,0,Sonoma,5203,Month-to-Month,United States,7823-JSOAG,Joined,No,No,Male,Yes,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,No,74.5,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,34314,No,Q3,No,3,No,California,No,No,No,3,217.45,0,20.91,0.0,238.36,No,Yes,95476
44,10,19.49,Competitor,Yes,Competitor offered more data,94,1,Hoopa,5811,Month-to-Month,United States,0325-XBFAC,Churned,No,Yes,Male,Yes,Fiber Optic,"41.163637, -123.704841",41.163637,-123.704841,No,94.7,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3041,No,Q3,No,1,No,California,Yes,Yes,Yes,8,740.3,80,155.92,0.0,976.22,No,No,95546
42,76,43.37,,No,,52,0,Hoopa,5288,One Year,United States,8947-YRTDV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"41.163637, -123.704841",41.163637,-123.704841,Yes,94.8,No,3,1,,Yes,Yes,No,Credit Card,Yes,3041,No,Q3,Yes,4,No,California,Yes,Yes,No,32,3131.55,40,1387.84,0.0,4559.39,No,No,95546
24,51,0.0,,No,,67,0,Hoopa,6412,Two Year,United States,9443-JUBUO,Stayed,Yes,Yes,Male,Yes,DSL,"41.163637, -123.704841",41.163637,-123.704841,Yes,65.25,No,3,9,Offer A,Yes,Yes,Yes,Credit Card,No,3041,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,4478.85,80,0.0,0.0,4558.85,Yes,No,95546
44,0,46.64,,No,,68,0,Hoopa,3205,One Year,United States,5003-OKNNK,Stayed,Yes,No,Female,No,,"41.163637, -123.704841",41.163637,-123.704841,Yes,20.35,No,3,10,Offer D,No,No,No,Credit Card,Yes,3041,No,Q3,Yes,3,No,California,No,No,No,15,335.95,0,699.6,0.0,1035.55,No,No,95546
54,0,28.73,Competitor,Yes,Competitor made better offer,84,1,Myers Flat,2865,Month-to-Month,United States,4760-XOHVN,Churned,Yes,No,Female,No,,"40.267158, -123.805913",40.267158,-123.805913,Yes,19.45,No,2,1,,No,No,No,Mailed Check,Yes,644,No,Q3,Yes,2,No,California,No,No,No,1,19.45,0,28.73,0.0,48.18,No,No,95554
47,4,38.93,,No,,49,0,Myers Flat,5140,Month-to-Month,United States,6475-VHUIZ,Stayed,No,Yes,Female,Yes,Cable,"40.267158, -123.805913",40.267158,-123.805913,Yes,54.25,No,0,6,Offer D,No,No,No,Bank Withdrawal,Yes,644,Yes,Q3,Yes,5,No,California,No,No,No,23,1221.55,0,895.39,0.0,2116.94,No,Yes,95554
39,0,6.75,,No,,42,0,Myers Flat,4118,Two Year,United States,5598-IKHQQ,Stayed,No,No,Female,No,,"40.267158, -123.805913",40.267158,-123.805913,No,25.45,Yes,0,0,Offer A,No,No,No,Credit Card,Yes,644,No,Q3,No,4,No,California,No,No,No,72,1866.45,0,486.0,0.0,2352.45,No,No,95554
46,23,18.12,,No,,73,0,Myers Flat,4861,Month-to-Month,United States,2985-FMWYF,Stayed,No,No,Female,Yes,Fiber Optic,"40.267158, -123.805913",40.267158,-123.805913,No,93.5,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,644,No,Q3,No,3,No,California,Yes,Yes,Yes,23,2341.55,0,416.76,0.0,2758.31,No,Yes,95554
38,4,38.8,Price,Yes,Price too high,85,1,Samoa,2485,Month-to-Month,United States,1853-UDXBW,Churned,No,No,Male,Yes,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,Yes,70.0,No,0,1,,No,No,Yes,Bank Withdrawal,Yes,395,No,Q3,Yes,2,No,California,No,No,No,1,70.0,0,38.8,0.0,108.8,No,Yes,95564
22,71,30.09,,No,,67,0,Samoa,4891,Month-to-Month,United States,3733-LSYCE,Stayed,No,No,Female,Yes,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,Yes,75.35,No,0,6,,Yes,No,No,Bank Withdrawal,Yes,395,No,Q3,Yes,5,No,California,No,No,No,15,1114.55,0,451.35,0.0,1565.9,Yes,Yes,95564
20,73,6.89,,No,,25,0,Samoa,6181,Two Year,United States,6295-OSINB,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,Yes,109.65,Yes,0,2,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,395,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7880.25,10,496.08,0.0,8386.33,Yes,No,95564
62,75,17.29,,No,,64,0,Samoa,5434,One Year,United States,0327-WFZSY,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,Yes,100.0,Yes,3,9,Offer C,No,No,No,Bank Withdrawal,Yes,395,No,Q3,Yes,3,No,California,Yes,Yes,Yes,39,3835.55,0,674.31,0.0,4509.86,No,Yes,95564
21,59,20.03,Dissatisfaction,Yes,Lack of self-service on Website,90,1,Zenia,5829,Month-to-Month,United States,3540-RZJYU,Churned,No,No,Female,Yes,Fiber Optic,"40.170357, -123.417298",40.170357,-123.417298,No,86.2,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,259,No,Q3,No,1,No,California,No,Yes,Yes,15,1270.2,100,300.45,0.0,1670.65,Yes,No,95595
58,0,19.1,,No,,50,0,Zenia,2831,Two Year,United States,5469-NUJUR,Stayed,No,No,Male,No,,"40.170357, -123.417298",40.170357,-123.417298,No,19.95,No,0,0,,No,No,Yes,Credit Card,Yes,259,No,Q3,No,4,No,California,No,No,No,19,373.5,0,362.9,0.0,736.4,No,No,95595
43,0,4.7,,No,,32,0,Zenia,2276,Month-to-Month,United States,1038-RQOST,Stayed,Yes,No,Male,No,,"40.170357, -123.417298",40.170357,-123.417298,Yes,20.6,No,2,6,Offer D,No,No,No,Credit Card,Yes,259,No,Q3,Yes,3,No,California,No,No,No,19,414.95,0,89.3,0.0,504.25,No,No,95595
32,22,29.78,,No,,42,0,Zenia,5044,Two Year,United States,6308-CQRBU,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.170357, -123.417298",40.170357,-123.417298,Yes,109.25,Yes,0,7,,Yes,No,No,Bank Withdrawal,Yes,259,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7707.7,0,2114.38,0.0,9822.08,No,Yes,95595
23,0,28.02,Dissatisfaction,Yes,Limited range of services,82,1,Clarksburg,2484,Month-to-Month,United States,0883-EIBTI,Churned,No,No,Female,No,,"38.384648, -121.578701",38.384648,-121.578701,No,19.5,No,0,0,,No,No,No,Mailed Check,Yes,1417,No,Q3,No,3,No,California,No,No,No,2,31.55,0,56.04,0.0,87.59,Yes,No,95612
31,26,49.98,Dissatisfaction,Yes,Product dissatisfaction,87,1,Clarksburg,4406,One Year,United States,7055-VKGDA,Churned,No,No,Male,Yes,Fiber Optic,"38.384648, -121.578701",38.384648,-121.578701,No,105.4,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,1417,Yes,Q3,No,1,No,California,Yes,Yes,Yes,54,5643.4,0,2698.92,0.0,8342.32,No,Yes,95612
59,28,9.27,,No,,68,0,Clarksburg,5841,Month-to-Month,United States,0196-JTUQI,Stayed,No,No,Female,Yes,Fiber Optic,"38.384648, -121.578701",38.384648,-121.578701,No,75.2,Yes,0,0,,No,No,Yes,Credit Card,Yes,1417,No,Q3,No,5,No,California,No,No,No,9,633.85,0,83.43,0.0,717.28,No,Yes,95612
31,0,46.49,,No,,53,0,Clarksburg,3731,One Year,United States,8084-OIVBS,Stayed,No,No,Female,No,,"38.384648, -121.578701",38.384648,-121.578701,No,20.0,No,0,0,Offer D,No,No,No,Credit Card,Yes,1417,No,Q3,No,4,No,California,No,No,No,11,211.95,0,511.39,0.0,723.34,No,No,95612
58,12,43.28,Dissatisfaction,Yes,Service dissatisfaction,69,1,Galt,4243,Month-to-Month,United States,8443-WVPSS,Churned,No,No,Male,Yes,Fiber Optic,"38.274451, -121.259201",38.274451,-121.259201,Yes,99.85,No,0,5,,Yes,No,Yes,Bank Withdrawal,Yes,24194,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,10,990.9,0,432.8,0.0,1423.7,No,Yes,95632
63,0,29.1,,No,,75,0,Galt,4840,Month-to-Month,United States,4291-HPAXL,Joined,Yes,No,Male,No,,"38.274451, -121.259201",38.274451,-121.259201,No,19.85,No,2,0,,No,No,No,Credit Card,Yes,24194,No,Q3,No,3,No,California,No,No,No,1,19.85,0,29.1,0.0,48.95,No,No,95632
54,0,14.54,,No,,52,0,Galt,6066,Two Year,United States,6651-RLGGM,Stayed,Yes,No,Male,No,,"38.274451, -121.259201",38.274451,-121.259201,Yes,26.3,Yes,2,2,Offer A,No,No,No,Credit Card,Yes,24194,No,Q3,Yes,5,No,California,No,No,No,67,1688.9,0,974.18,0.0,2663.08,No,No,95632
20,82,5.86,,No,,24,0,Galt,4190,Two Year,United States,6603-QWSPR,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.274451, -121.259201",38.274451,-121.259201,No,104.4,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,24194,Yes,Q3,No,4,No,California,Yes,Yes,Yes,46,4904.2,0,269.56,0.0,5173.76,Yes,Yes,95632
50,24,2.52,Attitude,Yes,Attitude of service provider,91,1,Hood,4254,One Year,United States,6305-YLBMM,Churned,No,Yes,Male,Yes,Fiber Optic,"38.375325, -121.507935",38.375325,-121.507935,No,104.05,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,213,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,7262.0,0,173.88,0.0,7435.88,No,Yes,95639
41,21,41.57,,No,,64,0,Hood,4000,One Year,United States,1131-SUEKT,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.375325, -121.507935",38.375325,-121.507935,Yes,98.45,No,1,4,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,213,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,61,6145.2,0,2535.77,0.0,8680.97,No,Yes,95639
50,0,39.34,,No,,29,0,Hood,5347,Two Year,United States,5696-EXCYS,Stayed,No,No,Male,No,,"38.375325, -121.507935",38.375325,-121.507935,No,19.45,No,0,0,Offer D,No,No,No,Credit Card,Yes,213,No,Q3,No,4,No,California,No,No,No,17,369.05,0,668.78,0.0,1037.83,No,No,95639
59,22,49.95,,No,,65,0,Hood,4133,Month-to-Month,United States,8647-SDTWQ,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.375325, -121.507935",38.375325,-121.507935,Yes,74.3,Yes,2,4,Offer B,No,No,Yes,Bank Withdrawal,Yes,213,No,Q3,Yes,5,No,California,No,No,No,57,4018.35,70,2847.15,0.0,6935.5,No,No,95639
56,11,4.8,Other,Yes,Deceased,66,1,Walnut Grove,5633,Month-to-Month,United States,4274-OWWYO,Churned,No,No,Male,Yes,Fiber Optic,"38.240419, -121.587535",38.240419,-121.587535,No,74.35,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2344,No,Q3,No,3,No,California,No,No,No,1,74.35,0,4.8,0.0,79.15,No,Yes,95690
31,8,39.66,Competitor,Yes,Competitor had better devices,69,1,Walnut Grove,5996,Month-to-Month,United States,9894-EZEWG,Churned,No,No,Female,Yes,Fiber Optic,"38.240419, -121.587535",38.240419,-121.587535,No,74.3,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,2344,No,Q3,No,1,No,California,No,No,No,1,74.3,0,39.66,0.0,113.96,No,Yes,95690
59,0,30.1,,No,,38,0,Walnut Grove,6373,Two Year,United States,3498-LZGQZ,Stayed,Yes,No,Male,No,,"38.240419, -121.587535",38.240419,-121.587535,Yes,19.15,No,3,2,,No,No,Yes,Mailed Check,Yes,2344,No,Q3,Yes,5,No,California,No,No,No,63,1177.05,0,1896.3,0.0,3073.35,No,No,95690
30,48,11.74,,No,,30,0,Walnut Grove,3413,Two Year,United States,9224-VTYID,Stayed,Yes,Yes,Male,Yes,DSL,"38.240419, -121.587535",38.240419,-121.587535,Yes,90.5,Yes,3,10,Offer B,Yes,Yes,Yes,Mailed Check,Yes,2344,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,47,4318.35,0,551.78,0.0,4870.13,No,Yes,95690
42,9,35.7,Other,Yes,Moved,76,1,Emigrant Gap,2704,One Year,United States,4106-HADHQ,Churned,No,Yes,Male,Yes,DSL,"39.23754, -120.720196",39.23754,-120.720196,Yes,80.0,No,0,1,,No,Yes,No,Credit Card,Yes,185,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,39,3182.95,0,1392.3,0.0,4575.25,No,Yes,95715
21,0,43.77,,No,,46,0,Emigrant Gap,4402,One Year,United States,6510-UPNKS,Stayed,No,No,Female,No,,"39.23754, -120.720196",39.23754,-120.720196,No,24.8,Yes,0,0,,No,No,No,Credit Card,Yes,185,No,Q3,No,3,No,California,No,No,No,23,615.35,0,1006.71,0.0,1622.06,Yes,No,95715
59,3,9.85,,No,,42,0,Emigrant Gap,5233,One Year,United States,3401-URHDA,Stayed,No,No,Male,Yes,Cable,"39.23754, -120.720196",39.23754,-120.720196,No,59.9,Yes,0,0,,No,Yes,No,Credit Card,Yes,185,Yes,Q3,No,3,No,California,No,No,No,51,3043.6,0,502.35,0.0,3545.95,No,Yes,95715
25,27,21.21,,No,,28,0,Emigrant Gap,5940,Two Year,United States,6656-GULJQ,Stayed,Yes,Yes,Male,Yes,DSL,"39.23754, -120.720196",39.23754,-120.720196,Yes,83.55,Yes,2,4,,No,Yes,Yes,Credit Card,Yes,185,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6093.3,90,1527.12,0.0,7710.42,Yes,No,95715
30,30,17.22,Other,Yes,Don't know,80,1,Elk Grove,5944,Month-to-Month,United States,0637-KVDLV,Churned,No,No,Male,Yes,Fiber Optic,"38.35363, -121.44195",38.35363,-121.44195,No,76.5,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,47065,No,Q3,No,1,No,California,No,No,No,2,162.45,0,34.44,0.0,196.89,No,Yes,95758
60,12,47.34,Competitor,Yes,Competitor offered higher download speeds,81,1,Elk Grove,4072,Two Year,United States,3259-FDWOY,Churned,No,Yes,Male,Yes,Fiber Optic,"38.35363, -121.44195",38.35363,-121.44195,Yes,106.0,Yes,0,3,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,47065,No,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7723.7,0,3361.14,0.0,11084.84,No,Yes,95758
31,19,7.99,,No,,29,0,Elk Grove,4811,One Year,United States,3253-HKOKL,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.35363, -121.44195",38.35363,-121.44195,Yes,100.3,No,2,7,,No,Yes,No,Bank Withdrawal,Yes,47065,No,Q3,Yes,3,No,California,Yes,Yes,Yes,52,5244.45,0,415.48,0.0,5659.93,No,Yes,95758
23,58,48.17,,No,,46,0,Elk Grove,5662,One Year,United States,1898-JSNDC,Stayed,No,No,Female,Yes,DSL,"38.35363, -121.44195",38.35363,-121.44195,No,58.6,No,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,47065,No,Q3,No,4,No,California,No,No,Yes,39,2224.5,0,1878.63,0.0,4103.13,Yes,Yes,95758
47,18,7.31,Competitor,Yes,Competitor offered more data,73,1,Woodland,4336,Month-to-Month,United States,6633-MPWBS,Churned,No,No,Male,Yes,DSL,"38.694081, -121.694431",38.694081,-121.694431,No,49.2,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,15022,Yes,Q3,No,1,No,California,No,No,No,5,216.9,0,36.55,0.0,253.45,No,Yes,95776
43,16,26.04,Competitor,Yes,Competitor offered higher download speeds,90,1,Woodland,4412,Month-to-Month,United States,0807-ZABDG,Churned,Yes,No,Female,Yes,Cable,"38.694081, -121.694431",38.694081,-121.694431,No,55.1,No,2,0,Offer E,No,Yes,Yes,Mailed Check,Yes,15022,Yes,Q3,No,1,No,California,No,No,No,3,154.65,0,78.12,0.0,232.77,No,Yes,95776
26,59,23.22,,No,,42,0,Woodland,3300,Month-to-Month,United States,3211-AAPKX,Stayed,No,No,Male,Yes,Fiber Optic,"38.694081, -121.694431",38.694081,-121.694431,No,98.55,Yes,0,0,,No,No,Yes,Mailed Check,Yes,15022,Yes,Q3,No,3,No,California,Yes,Yes,Yes,20,2031.95,0,464.4,0.0,2496.35,Yes,Yes,95776
42,0,49.53,,No,,77,0,Woodland,3000,Month-to-Month,United States,2410-CIYFZ,Joined,Yes,No,Male,No,,"38.694081, -121.694431",38.694081,-121.694431,No,20.4,No,2,0,,No,No,No,Mailed Check,Yes,15022,No,Q3,No,3,No,California,No,No,No,2,42.9,0,99.06,0.0,141.96,No,No,95776
26,85,23.63,Competitor,Yes,Competitor had better devices,88,1,Sacramento,5654,Month-to-Month,United States,1582-RAFML,Churned,No,No,Male,Yes,Cable,"38.625096, -121.383658",38.625096,-121.383658,No,60.1,Yes,0,0,Offer E,Yes,No,No,Mailed Check,Yes,35426,Yes,Q3,No,1,No,California,No,No,No,1,60.1,0,23.63,0.0,83.73,Yes,Yes,95821
56,18,45.92,,No,,42,0,Sacramento,3949,Month-to-Month,United States,5899-OUVKV,Stayed,No,No,Male,Yes,Fiber Optic,"38.625096, -121.383658",38.625096,-121.383658,No,94.5,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,35426,No,Q3,No,3,No,California,Yes,Yes,Yes,31,2979.2,0,1423.52,0.0,4402.72,No,Yes,95821
36,8,44.11,,No,,54,0,Sacramento,2752,Month-to-Month,United States,4429-WYGFR,Stayed,No,No,Male,Yes,DSL,"38.625096, -121.383658",38.625096,-121.383658,No,49.15,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,35426,Yes,Q3,No,4,No,California,No,No,No,26,1237.3,0,1146.86,0.0,2384.16,No,Yes,95821
39,0,14.97,,No,,74,0,Sacramento,5594,One Year,United States,3653-NCRDJ,Stayed,Yes,No,Male,No,,"38.625096, -121.383658",38.625096,-121.383658,Yes,19.2,No,1,10,,No,No,Yes,Credit Card,Yes,35426,No,Q3,Yes,4,No,California,No,No,No,43,776.25,0,643.71,9.48,1410.48,No,No,95821
63,28,44.96,Competitor,Yes,Competitor offered more data,69,1,Sacramento,4811,Month-to-Month,United States,5480-TBGPH,Churned,No,Yes,Female,Yes,Fiber Optic,"38.687367, -121.34848",38.687367,-121.34848,Yes,99.3,No,0,0,,Yes,No,Yes,Credit Card,Yes,31373,No,Q3,No,3,No,California,Yes,Yes,Yes,24,2431.35,0,1079.04,0.0,3510.39,No,Yes,95842
46,12,29.77,,No,,48,0,Sacramento,4821,Month-to-Month,United States,9777-WJJPR,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.687367, -121.34848",38.687367,-121.34848,Yes,88.65,Yes,0,9,,No,No,No,Credit Card,Yes,31373,No,Q3,Yes,4,No,California,No,No,Yes,31,2683.2,0,922.87,0.0,3606.07,No,Yes,95842
43,27,27.43,,No,,54,0,Sacramento,5596,Month-to-Month,United States,6692-YQHXC,Stayed,No,No,Male,Yes,Fiber Optic,"38.687367, -121.34848",38.687367,-121.34848,No,69.95,No,0,0,,No,No,Yes,Credit Card,Yes,31373,No,Q3,No,5,No,California,No,No,No,16,1205.5,0,438.88,0.0,1644.38,No,Yes,95842
46,0,36.76,,No,,47,0,Sacramento,4982,Two Year,United States,6000-UKLWI,Stayed,No,No,Male,No,,"38.687367, -121.34848",38.687367,-121.34848,No,20.15,No,0,0,,No,No,No,Credit Card,Yes,31373,No,Q3,No,3,No,California,No,No,No,41,802.35,0,1507.16,29.95,2279.56,No,No,95842
58,7,38.87,Competitor,Yes,Competitor offered more data,95,1,Browns Valley,3788,Month-to-Month,United States,8854-CCVSQ,Churned,No,No,Male,Yes,Fiber Optic,"39.292334, -121.320597",39.292334,-121.320597,No,80.65,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,1477,No,Q3,No,2,No,California,No,No,No,18,1451.9,30,699.66,0.0,2181.56,No,No,95918
53,15,0.0,,No,,30,0,Browns Valley,4969,Two Year,United States,9242-TKFSV,Stayed,No,Yes,Male,Yes,DSL,"39.292334, -121.320597",39.292334,-121.320597,Yes,65.1,No,0,7,Offer A,Yes,Yes,Yes,Credit Card,No,1477,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,4754.3,0,0.0,0.0,4754.3,No,Yes,95918
19,41,0.0,,No,,69,0,Browns Valley,4042,One Year,United States,3181-VTHOE,Stayed,No,Yes,Male,Yes,DSL,"39.292334, -121.320597",39.292334,-121.320597,Yes,51.05,No,0,10,,Yes,No,Yes,Bank Withdrawal,No,1477,Yes,Q3,Yes,4,No,California,Yes,Yes,No,70,3635.15,120,0.0,0.0,3755.15,Yes,No,95918
20,0,31.58,,No,,79,0,Browns Valley,5396,Two Year,United States,2995-YWTCD,Stayed,Yes,No,Female,No,,"39.292334, -121.320597",39.292334,-121.320597,Yes,24.9,Yes,1,1,,No,No,Yes,Bank Withdrawal,Yes,1477,No,Q3,Yes,3,No,California,No,No,No,19,467.7,0,600.02,0.0,1067.72,Yes,No,95918
25,0,37.85,Price,Yes,Price too high,78,1,Crescent Mills,4166,One Year,United States,6532-YLWSI,Churned,No,No,Female,No,,"40.080342, -120.957805",40.080342,-120.957805,Yes,20.8,No,0,1,Offer B,No,No,No,Bank Withdrawal,Yes,178,No,Q3,Yes,3,No,California,No,No,No,53,1021.8,0,2006.05,0.0,3027.85,Yes,No,95934
21,0,5.1,,No,,31,0,Crescent Mills,5750,Month-to-Month,United States,8605-ITULD,Joined,No,No,Female,No,,"40.080342, -120.957805",40.080342,-120.957805,No,19.55,No,0,0,,No,No,No,Credit Card,Yes,178,No,Q3,No,3,No,California,No,No,No,1,19.55,0,5.1,0.0,24.65,Yes,No,95934
33,23,13.77,,No,,46,0,Crescent Mills,2862,Month-to-Month,United States,5924-IFQTT,Stayed,Yes,Yes,Male,Yes,DSL,"40.080342, -120.957805",40.080342,-120.957805,Yes,72.8,Yes,2,4,,Yes,No,Yes,Bank Withdrawal,Yes,178,Yes,Q3,Yes,4,No,California,No,No,Yes,13,930.05,0,179.01,0.0,1109.06,No,Yes,95934
62,3,35.13,,No,,43,0,Crescent Mills,4807,One Year,United States,8782-NUUOL,Stayed,No,Yes,Male,Yes,DSL,"40.080342, -120.957805",40.080342,-120.957805,No,79.0,No,0,0,,No,Yes,No,Credit Card,Yes,178,Yes,Q3,No,3,No,California,Yes,Yes,Yes,60,4801.1,0,2107.8,0.0,6908.9,No,Yes,95934
60,23,12.19,Dissatisfaction,Yes,Limited range of services,95,1,Maxwell,4739,Month-to-Month,United States,7270-BDIOA,Churned,No,No,Female,Yes,Fiber Optic,"39.281194, -122.226568",39.281194,-122.226568,No,90.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1146,Yes,Q3,No,2,No,California,No,No,Yes,22,1993.8,0,268.18,0.0,2261.98,No,Yes,95955
22,41,18.04,,No,,20,0,Maxwell,5228,Two Year,United States,7898-PDWQE,Stayed,No,Yes,Male,Yes,DSL,"39.281194, -122.226568",39.281194,-122.226568,Yes,80.4,Yes,0,2,Offer A,Yes,Yes,No,Credit Card,Yes,1146,Yes,Q3,Yes,3,No,California,Yes,Yes,No,71,5727.15,0,1280.84,0.0,7007.99,Yes,Yes,95955
54,4,13.76,,No,,77,0,Maxwell,3349,Month-to-Month,United States,6429-SHBCB,Stayed,No,No,Male,Yes,DSL,"39.281194, -122.226568",39.281194,-122.226568,No,69.6,Yes,0,0,Offer D,No,No,No,Mailed Check,Yes,1146,No,Q3,No,4,No,California,Yes,Yes,Yes,19,1394.55,0,261.44,0.0,1655.99,No,Yes,95955
63,20,4.38,,No,,49,0,Maxwell,2643,Month-to-Month,United States,3094-JOJAI,Stayed,No,No,Male,Yes,Fiber Optic,"39.281194, -122.226568",39.281194,-122.226568,No,74.15,Yes,0,0,,No,No,No,Credit Card,Yes,1146,No,Q3,No,5,No,California,No,No,No,18,1387.0,0,78.84,0.0,1465.84,No,Yes,95955
62,0,26.21,Price,Yes,Long distance charges,66,1,Olivehurst,6265,Two Year,United States,0607-DAAHE,Churned,No,No,Male,No,,"39.082568, -121.55325",39.082568,-121.55325,No,19.75,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,6439,No,Q3,No,3,No,California,No,No,No,53,1052.35,0,1389.13,0.0,2441.48,No,No,95961
36,30,36.93,,No,,34,0,Olivehurst,4572,One Year,United States,1921-KYSAY,Stayed,No,Yes,Female,Yes,DSL,"39.082568, -121.55325",39.082568,-121.55325,No,68.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,6439,Yes,Q3,No,4,No,California,Yes,Yes,No,41,2877.05,0,1514.13,0.0,4391.18,No,Yes,95961
23,42,18.03,,No,,80,0,Olivehurst,4781,Two Year,United States,5148-ORICT,Stayed,No,Yes,Female,Yes,Cable,"39.082568, -121.55325",39.082568,-121.55325,Yes,74.35,No,0,2,,Yes,Yes,Yes,Mailed Check,Yes,6439,Yes,Q3,Yes,3,No,California,Yes,Yes,No,64,4759.55,0,1153.92,0.0,5913.47,Yes,Yes,95961
56,0,28.06,,No,,63,0,Olivehurst,4458,One Year,United States,0859-YGKFW,Stayed,Yes,No,Male,No,,"39.082568, -121.55325",39.082568,-121.55325,Yes,20.05,No,3,1,Offer D,No,No,No,Bank Withdrawal,Yes,6439,No,Q3,Yes,5,No,California,No,No,No,18,345.9,0,505.08,0.0,850.98,No,No,95961
44,10,46.45,Other,Yes,Don't know,92,1,Bella Vista,5435,Month-to-Month,United States,5380-AFSSK,Churned,No,No,Female,Yes,Fiber Optic,"40.722733, -122.109666",40.722733,-122.109666,No,93.9,Yes,0,0,,No,No,Yes,Mailed Check,Yes,899,No,Q3,No,1,No,California,Yes,Yes,Yes,5,486.85,0,232.25,0.0,719.1,No,Yes,96008
53,6,23.16,,No,,29,0,Bella Vista,4715,Month-to-Month,United States,3794-NFNCH,Stayed,No,Yes,Male,Yes,DSL,"40.722733, -122.109666",40.722733,-122.109666,Yes,50.0,No,0,10,Offer C,No,No,Yes,Credit Card,Yes,899,No,Q3,Yes,4,No,California,No,No,No,30,1474.9,0,694.8,0.0,2169.7,No,Yes,96008
60,0,1.47,,No,,31,0,Bella Vista,4331,One Year,United States,4393-OBCRR,Joined,No,No,Female,No,,"40.722733, -122.109666",40.722733,-122.109666,No,20.25,No,0,0,,No,No,No,Mailed Check,Yes,899,No,Q3,No,3,No,California,No,No,No,3,71.2,0,4.41,0.0,75.61,No,No,96008
34,4,0.0,,No,,25,0,Bella Vista,2991,Two Year,United States,9236-NDUCW,Stayed,No,No,Female,Yes,DSL,"40.722733, -122.109666",40.722733,-122.109666,No,35.1,No,0,0,Offer D,No,Yes,No,Credit Card,No,899,Yes,Q3,No,4,No,California,No,No,No,21,770.4,0,0.0,0.0,770.4,No,Yes,96008
39,13,38.67,Dissatisfaction,Yes,Poor expertise of online support,83,1,Castella,5219,Month-to-Month,United States,8714-EUHJO,Churned,No,No,Female,Yes,Cable,"41.121108, -122.336613",41.121108,-122.336613,Yes,91.15,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,228,No,Q3,Yes,2,No,California,Yes,Yes,No,31,2995.45,0,1198.77,0.0,4194.22,No,No,96017
25,27,6.84,Competitor,Yes,Competitor had better devices,95,1,Castella,5458,Month-to-Month,United States,8708-XPXHZ,Churned,No,No,Female,Yes,Fiber Optic,"41.121108, -122.336613",41.121108,-122.336613,Yes,94.2,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,228,No,Q3,Yes,1,No,California,Yes,Yes,Yes,42,4186.3,0,287.28,0.0,4473.58,Yes,Yes,96017
58,2,28.52,,No,,24,0,Castella,3491,Two Year,United States,2245-ADZFJ,Stayed,No,No,Female,Yes,DSL,"41.121108, -122.336613",41.121108,-122.336613,Yes,80.55,Yes,0,9,Offer C,Yes,No,No,Bank Withdrawal,Yes,228,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,31,2471.6,0,884.12,0.0,3355.72,No,Yes,96017
58,0,26.41,,No,,59,0,Castella,3200,One Year,United States,6772-WFQRD,Stayed,Yes,No,Male,No,,"41.121108, -122.336613",41.121108,-122.336613,No,20.4,No,3,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,228,No,Q3,No,5,No,California,No,No,No,40,854.9,0,1056.4,32.55,1878.75,No,No,96017
26,48,36.18,Competitor,Yes,Competitor offered higher download speeds,82,1,Happy Camp,2157,Month-to-Month,United States,1193-RTSLK,Churned,No,Yes,Female,Yes,Fiber Optic,"41.831901, -123.487478",41.831901,-123.487478,No,83.9,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,1294,No,Q3,No,1,No,California,No,Yes,No,38,3233.6,0,1374.84,0.0,4608.44,Yes,Yes,96039
42,3,18.97,Competitor,Yes,Competitor offered more data,82,1,Happy Camp,5585,One Year,United States,3190-XFANI,Churned,No,No,Male,Yes,Fiber Optic,"41.831901, -123.487478",41.831901,-123.487478,No,100.6,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1294,Yes,Q3,No,2,No,California,Yes,Yes,Yes,49,5069.65,0,929.53,0.0,5999.18,No,Yes,96039
48,0,39.59,,No,,33,0,Happy Camp,4698,Two Year,United States,3070-FNFZQ,Stayed,Yes,No,Female,No,,"41.831901, -123.487478",41.831901,-123.487478,Yes,20.4,No,1,1,Offer D,No,No,No,Bank Withdrawal,Yes,1294,No,Q3,Yes,4,No,California,No,No,No,23,478.75,0,910.57,0.0,1389.32,No,No,96039
56,17,5.08,,No,,26,0,Happy Camp,4370,Month-to-Month,United States,6817-WTYHE,Joined,No,No,Male,Yes,DSL,"41.831901, -123.487478",41.831901,-123.487478,No,44.9,No,0,0,,No,No,No,Bank Withdrawal,Yes,1294,No,Q3,No,4,No,California,No,No,No,2,111.05,0,10.16,0.0,121.21,No,Yes,96039
23,69,44.11,Competitor,Yes,Competitor offered more data,75,1,Paynes Creek,4692,Month-to-Month,United States,3765-JXVKY,Churned,No,No,Female,Yes,Fiber Optic,"40.343213, -121.815412",40.343213,-121.815412,No,74.7,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,433,No,Q3,No,1,No,California,No,Yes,No,1,74.7,0,44.11,0.0,118.81,Yes,Yes,96075
33,18,6.1,,No,,38,0,Paynes Creek,2613,Two Year,United States,5327-CNLUQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.343213, -121.815412",40.343213,-121.815412,Yes,96.9,Yes,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,433,No,Q3,Yes,4,No,California,No,No,Yes,48,4473.45,0,292.8,0.0,4766.25,No,Yes,96075
30,59,5.74,,No,,41,0,Paynes Creek,2530,Month-to-Month,United States,4324-BZCKL,Stayed,Yes,Yes,Female,Yes,DSL,"40.343213, -121.815412",40.343213,-121.815412,Yes,55.55,No,2,6,,Yes,No,Yes,Credit Card,Yes,433,No,Q3,Yes,5,No,California,No,No,No,10,551.3,0,57.4,0.0,608.7,No,Yes,96075
46,26,0.0,,No,,20,0,Paynes Creek,5063,Two Year,United States,4891-NLUBA,Stayed,Yes,Yes,Female,Yes,DSL,"40.343213, -121.815412",40.343213,-121.815412,Yes,61.45,No,3,8,Offer B,Yes,No,Yes,Bank Withdrawal,No,433,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,61,3751.15,0,0.0,0.0,3751.15,No,Yes,96075
33,0,15.12,Price,Yes,Long distance charges,79,1,Susanville,4323,Month-to-Month,United States,1449-XQEMT,Churned,No,No,Male,No,,"40.559177, -120.612113",40.559177,-120.612113,No,19.8,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,19440,No,Q3,No,1,No,California,No,No,No,3,58.15,0,45.36,0.0,103.51,No,No,96130
30,42,0.0,Attitude,Yes,Attitude of service provider,69,1,Susanville,6041,Month-to-Month,United States,4701-AHWMW,Churned,No,Yes,Male,Yes,DSL,"40.559177, -120.612113",40.559177,-120.612113,Yes,54.55,No,0,1,,No,No,Yes,Bank Withdrawal,No,19440,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,55,2978.3,50,0.0,0.0,3028.3,No,No,96130
45,15,0.0,,No,,55,0,Susanville,5112,One Year,United States,4999-IEZLT,Stayed,No,No,Male,Yes,Cable,"40.559177, -120.612113",40.559177,-120.612113,No,29.45,No,0,0,,No,No,No,Credit Card,No,19440,Yes,Q3,No,3,No,California,No,No,No,66,1983.15,0,0.0,0.0,1983.15,No,Yes,96130
33,10,18.72,,No,,27,0,Susanville,5984,Month-to-Month,United States,9626-VFRGG,Stayed,Yes,No,Female,Yes,Fiber Optic,"40.559177, -120.612113",40.559177,-120.612113,No,88.5,Yes,2,0,,Yes,No,Yes,Bank Withdrawal,Yes,19440,No,Q3,No,3,No,California,No,No,Yes,41,3645.05,0,767.52,0.0,4412.57,No,Yes,96130
55,57,8.58,Dissatisfaction,Yes,Network reliability,69,1,Termo,5691,Month-to-Month,United States,2626-URJFX,Churned,Yes,No,Male,Yes,DSL,"41.027281, -120.669427",41.027281,-120.669427,Yes,50.9,Yes,3,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,72,No,Q3,Yes,3,No,California,No,No,No,4,225.6,0,34.32,0.0,259.92,No,Yes,96132
44,30,24.94,,No,,34,0,Termo,5045,Two Year,United States,8883-ANODQ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"41.027281, -120.669427",41.027281,-120.669427,Yes,84.4,Yes,1,3,,Yes,No,Yes,Credit Card,Yes,72,No,Q3,Yes,5,No,California,No,No,No,68,5746.75,0,1695.92,0.0,7442.67,No,Yes,96132
46,26,0.0,,No,,70,0,Termo,3523,Month-to-Month,United States,7075-BNDVQ,Stayed,No,Yes,Female,Yes,DSL,"41.027281, -120.669427",41.027281,-120.669427,No,35.0,No,0,0,,No,Yes,No,Credit Card,No,72,No,Q3,No,4,No,California,No,No,No,4,135.75,50,0.0,0.0,185.75,No,No,96132
27,0,9.19,,No,,32,0,Termo,5728,Month-to-Month,United States,8317-BVKSO,Stayed,No,No,Male,No,,"41.027281, -120.669427",41.027281,-120.669427,No,20.05,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,72,No,Q3,No,5,No,California,No,No,No,14,299.3,0,128.66,0.0,427.96,Yes,No,96132
55,27,40.17,Competitor,Yes,Competitor had better devices,91,1,Carnelian Bay,4997,Month-to-Month,United States,4735-ASGMA,Churned,No,Yes,Male,Yes,Fiber Optic,"39.227434, -120.091806",39.227434,-120.091806,No,98.35,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,1943,No,Q3,No,1,No,California,Yes,Yes,Yes,26,2515.3,0,1044.42,0.0,3559.72,No,Yes,96140
26,52,43.56,Other,Yes,Don't know,75,1,Carnelian Bay,2973,Month-to-Month,United States,0023-XUOPT,Churned,No,Yes,Female,Yes,Fiber Optic,"39.227434, -120.091806",39.227434,-120.091806,Yes,94.1,Yes,0,1,,Yes,No,No,Bank Withdrawal,Yes,1943,No,Q3,Yes,1,No,California,No,No,Yes,13,1215.6,0,566.28,0.0,1781.88,Yes,Yes,96140
56,22,6.99,,No,,76,0,Carnelian Bay,3347,Month-to-Month,United States,9469-WEJBT,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.227434, -120.091806",39.227434,-120.091806,Yes,90.35,No,0,4,,No,No,Yes,Bank Withdrawal,Yes,1943,Yes,Q3,Yes,3,No,California,Yes,Yes,No,37,3419.3,150,258.63,0.0,3827.93,No,No,96140
39,23,49.12,,No,,24,0,Carnelian Bay,6087,Two Year,United States,4900-MSOMT,Stayed,Yes,Yes,Female,Yes,DSL,"39.227434, -120.091806",39.227434,-120.091806,Yes,80.2,Yes,3,7,,Yes,Yes,No,Bank Withdrawal,Yes,1943,Yes,Q3,Yes,4,No,California,No,No,Yes,72,5714.2,0,3536.64,0.0,9250.84,No,Yes,96140
55,14,21.81,Price,Yes,Extra data charges,90,1,Kings Beach,2140,Month-to-Month,United States,6892-EZDTG,Churned,No,No,Female,Yes,Fiber Optic,"39.246654, -120.029273",39.246654,-120.029273,Yes,91.65,Yes,0,1,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,4806,No,Q3,Yes,2,No,California,No,No,Yes,4,365.4,0,87.24,0.0,452.64,No,Yes,96143
57,25,14.49,,No,,35,0,Kings Beach,5631,One Year,United States,2581-VKIRT,Stayed,No,No,Female,Yes,Cable,"39.246654, -120.029273",39.246654,-120.029273,Yes,65.5,Yes,0,6,,Yes,Yes,No,Mailed Check,Yes,4806,Yes,Q3,Yes,3,No,California,No,No,No,59,3801.3,0,854.91,0.0,4656.21,No,Yes,96143
33,0,25.8,,No,,30,0,Kings Beach,4596,Month-to-Month,United States,1336-EZFZY,Stayed,No,No,Female,No,,"39.246654, -120.029273",39.246654,-120.029273,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,4806,No,Q3,No,4,No,California,No,No,No,4,83.3,0,103.2,0.0,186.5,No,No,96143
51,23,29.42,,No,,52,0,Kings Beach,2004,Month-to-Month,United States,4657-FWVFY,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.246654, -120.029273",39.246654,-120.029273,Yes,96.35,Yes,2,4,,Yes,No,Yes,Credit Card,Yes,4806,No,Q3,Yes,5,No,California,No,No,Yes,40,3915.4,0,1176.8,0.0,5092.2,No,Yes,96143
38,6,0.0,Competitor,Yes,Competitor had better devices,82,1,Los Angeles,4883,Month-to-Month,United States,8008-HAWED,Churned,No,Yes,Male,Yes,Cable,"34.127194, -118.295647",34.127194,-118.295647,No,50.75,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,No,48727,No,Q3,No,1,No,California,Yes,Yes,Yes,14,712.75,10,0.0,0.0,722.75,No,No,90027
33,25,13.61,Competitor,Yes,Competitor had better devices,69,1,Los Angeles,2016,Month-to-Month,United States,4415-IJZTP,Churned,No,No,Female,Yes,Fiber Optic,"34.127194, -118.295647",34.127194,-118.295647,No,74.5,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,48727,No,Q3,No,1,No,California,No,No,No,1,74.5,0,13.61,0.0,88.11,No,Yes,90027
25,27,19.41,,No,,65,0,Los Angeles,2725,Month-to-Month,United States,6865-JZNKO,Stayed,No,No,Female,Yes,Cable,"34.127194, -118.295647",34.127194,-118.295647,No,55.3,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,48727,No,Q3,No,4,No,California,No,No,No,30,1530.6,0,582.3,0.0,2112.9,Yes,Yes,90027
58,0,31.73,,No,,52,0,Los Angeles,2882,Two Year,United States,3283-WCWXT,Stayed,Yes,No,Male,No,,"34.127194, -118.295647",34.127194,-118.295647,Yes,25.4,Yes,3,8,Offer E,No,No,No,Mailed Check,Yes,48727,No,Q3,Yes,3,No,California,No,No,No,6,153.3,0,190.38,0.0,343.68,No,No,90027
42,17,35.96,,No,,67,0,Los Angeles,3740,Month-to-Month,United States,5366-OBVMR,Stayed,No,No,Female,Yes,DSL,"34.127194, -118.295647",34.127194,-118.295647,Yes,50.3,No,0,4,Offer D,No,No,Yes,Credit Card,Yes,48727,Yes,Q3,Yes,3,No,California,No,No,No,18,908.75,0,647.28,0.0,1556.03,No,Yes,90027
53,17,16.58,Dissatisfaction,Yes,Network reliability,91,1,El Segundo,3469,Month-to-Month,United States,6101-IMRMM,Churned,No,Yes,Male,Yes,Fiber Optic,"33.917145, -118.401554",33.917145,-118.401554,No,94.5,No,0,0,Offer E,No,No,No,Mailed Check,Yes,16041,No,Q3,No,2,No,California,Yes,Yes,Yes,6,575.45,10,99.48,0.0,684.93,No,No,90245
51,56,39.55,,No,,54,0,El Segundo,5613,Month-to-Month,United States,5630-AHZIL,Joined,Yes,No,Female,Yes,DSL,"33.917145, -118.401554",33.917145,-118.401554,No,64.5,No,3,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,16041,Yes,Q3,No,3,No,California,Yes,Yes,No,3,177.4,60,118.65,0.0,356.05,No,No,90245
62,8,5.56,,No,,45,0,El Segundo,3712,Month-to-Month,United States,1958-RNRKS,Stayed,No,No,Male,Yes,DSL,"33.917145, -118.401554",33.917145,-118.401554,Yes,49.9,Yes,0,4,,No,No,No,Bank Withdrawal,Yes,16041,No,Q3,Yes,4,No,California,No,No,No,30,1441.95,100,166.8,0.0,1708.75,No,No,90245
35,26,35.06,,No,,50,0,El Segundo,6297,Two Year,United States,5766-FTRTS,Stayed,No,Yes,Male,Yes,DSL,"33.917145, -118.401554",33.917145,-118.401554,Yes,84.45,No,0,8,Offer A,Yes,Yes,No,Credit Card,Yes,16041,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6033.1,0,2524.32,0.0,8557.42,No,Yes,90245
47,20,3.08,,No,,56,0,El Segundo,4452,Two Year,United States,9589-ABEPT,Stayed,No,No,Male,Yes,Fiber Optic,"33.917145, -118.401554",33.917145,-118.401554,Yes,92.45,Yes,0,9,,Yes,No,Yes,Credit Card,Yes,16041,Yes,Q3,Yes,3,No,California,No,No,Yes,69,6460.55,0,212.52,0.0,6673.07,No,Yes,90245
48,0,43.52,Price,Yes,Price too high,91,1,Topanga,3061,Month-to-Month,United States,2955-PSXOE,Churned,No,No,Female,No,,"34.115192, -118.61017",34.115192,-118.61017,No,20.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,5451,No,Q3,No,2,No,California,No,No,No,1,20.2,0,43.52,0.0,63.72,No,No,90290
50,14,41.78,,No,,38,0,Topanga,5261,Month-to-Month,United States,6067-NGCEU,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.115192, -118.61017",34.115192,-118.61017,No,111.05,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,5451,No,Q3,No,4,No,California,Yes,Yes,Yes,65,7107.0,0,2715.7,0.0,9822.7,No,Yes,90290
58,0,48.56,,No,,59,0,Topanga,4681,Two Year,United States,2418-TPEUN,Stayed,Yes,No,Female,No,,"34.115192, -118.61017",34.115192,-118.61017,Yes,19.8,No,1,2,Offer B,No,No,Yes,Credit Card,Yes,5451,No,Q3,Yes,3,No,California,No,No,No,56,1119.9,0,2719.36,0.0,3839.26,No,No,90290
45,5,15.65,,No,,77,0,Topanga,4113,Two Year,United States,1642-HMARX,Stayed,No,Yes,Female,Yes,DSL,"34.115192, -118.61017",34.115192,-118.61017,Yes,91.7,Yes,0,10,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,5451,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,6424.7,0,1064.2,0.0,7488.9,No,Yes,90290
39,13,7.73,,No,,50,0,Topanga,3411,One Year,United States,0516-OOHAR,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.115192, -118.61017",34.115192,-118.61017,Yes,100.35,No,2,8,,Yes,No,No,Bank Withdrawal,Yes,5451,No,Q3,Yes,3,No,California,Yes,Yes,Yes,28,2799.0,0,216.44,0.0,3015.44,No,Yes,90290
30,52,23.51,Dissatisfaction,Yes,Product dissatisfaction,83,1,Venice,5602,Two Year,United States,7762-URZQH,Churned,No,Yes,Male,Yes,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,Yes,106.05,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,31021,No,Q3,No,2,No,California,Yes,Yes,Yes,66,6981.35,0,1551.66,0.0,8533.01,No,Yes,90291
52,12,24.53,,No,,54,0,Venice,5781,Two Year,United States,9848-JQJTX,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,No,100.9,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,31021,No,Q3,No,3,No,California,Yes,Yes,Yes,72,7459.05,0,1766.16,0.0,9225.21,No,Yes,90291
25,51,48.52,,No,,20,0,Venice,5567,Two Year,United States,3963-RYFNS,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,No,116.45,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,31021,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,8013.55,90,3493.44,0.0,11596.99,Yes,No,90291
60,19,18.26,,No,,57,0,Venice,4804,One Year,United States,3096-WPXBT,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,Yes,100.7,Yes,1,5,Offer B,Yes,Yes,Yes,Credit Card,Yes,31021,No,Q3,Yes,3,No,California,Yes,Yes,No,61,6018.65,90,1113.86,0.0,7222.51,No,No,90291
45,28,28.04,,No,,63,0,Venice,5968,Month-to-Month,United States,2027-CWDNU,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,Yes,85.6,No,3,1,,No,No,Yes,Bank Withdrawal,Yes,31021,Yes,Q3,Yes,4,No,California,Yes,Yes,No,18,1601.5,0,504.72,0.0,2106.22,No,Yes,90291
34,8,0.0,Other,Yes,Don't know,86,1,Torrance,3620,Month-to-Month,United States,5673-TIYIB,Churned,No,Yes,Male,Yes,DSL,"33.833181, -118.292062",33.833181,-118.292062,No,40.4,No,0,0,Offer E,Yes,No,Yes,Credit Card,No,17058,Yes,Q3,No,3,No,California,No,No,No,2,77.15,0,0.0,0.0,77.15,No,Yes,90502
55,24,16.29,Dissatisfaction,Yes,Lack of self-service on Website,69,1,Torrance,5657,Month-to-Month,United States,9850-OWRHQ,Churned,No,No,Female,Yes,Fiber Optic,"33.833181, -118.292062",33.833181,-118.292062,Yes,74.1,Yes,0,1,,No,No,Yes,Credit Card,Yes,17058,No,Q3,Yes,1,No,California,No,No,No,3,228.0,0,48.87,0.0,276.87,No,Yes,90502
50,7,41.22,,No,,53,0,Torrance,5845,One Year,United States,8597-CWYHH,Stayed,No,No,Male,Yes,Fiber Optic,"33.833181, -118.292062",33.833181,-118.292062,No,94.35,Yes,0,0,,No,No,No,Credit Card,Yes,17058,No,Q3,No,3,No,California,Yes,Yes,Yes,43,3921.3,0,1772.46,0.0,5693.76,No,Yes,90502
46,6,10.33,,No,,41,0,Torrance,4322,One Year,United States,2511-MORQY,Stayed,No,Yes,Male,Yes,DSL,"33.833181, -118.292062",33.833181,-118.292062,Yes,54.9,Yes,0,4,Offer B,No,No,No,Bank Withdrawal,Yes,17058,No,Q3,Yes,4,No,California,No,No,No,50,2614.1,0,516.5,0.0,3130.6,No,Yes,90502
49,53,42.55,,No,,61,0,Torrance,5613,Two Year,United States,4854-SSLTN,Joined,Yes,No,Male,Yes,DSL,"33.833181, -118.292062",33.833181,-118.292062,Yes,59.5,No,4,8,Offer E,Yes,Yes,No,Mailed Check,Yes,17058,Yes,Q3,Yes,4,No,California,No,No,No,2,130.5,0,85.1,0.0,215.6,No,Yes,90502
40,15,29.63,Competitor,Yes,Competitor had better devices,70,1,Long Beach,4238,Month-to-Month,United States,4759-TRPLW,Churned,No,No,Male,Yes,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,No,70.4,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,425,No,Q3,No,1,No,California,No,No,No,1,70.4,0,29.63,0.0,100.03,No,Yes,90822
63,10,27.04,,No,,22,0,Long Beach,5156,Month-to-Month,United States,8992-VONJD,Stayed,Yes,No,Female,Yes,DSL,"33.778436, -118.118648",33.778436,-118.118648,No,56.0,No,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,425,No,Q3,No,3,No,California,No,No,No,13,764.55,0,351.52,0.0,1116.07,No,Yes,90822
33,5,28.83,,No,,37,0,Long Beach,5228,One Year,United States,2085-BOJKI,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,Yes,96.65,No,0,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,425,No,Q3,Yes,5,No,California,Yes,Yes,Yes,17,1588.25,0,490.11,0.0,2078.36,No,Yes,90822
64,9,12.03,,No,,56,0,Long Beach,4283,Month-to-Month,United States,0410-IPFTY,Stayed,No,No,Female,Yes,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,Yes,83.85,No,0,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,425,No,Q3,Yes,3,No,California,Yes,Yes,No,31,2674.15,0,372.93,11.37,3035.71,No,Yes,90822
58,16,33.37,,No,,47,0,Long Beach,6009,Two Year,United States,9739-JLPQJ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,Yes,117.5,Yes,1,9,,Yes,Yes,No,Credit Card,Yes,425,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8670.1,0,2402.64,47.55,11025.19,No,Yes,90822
24,85,36.14,Competitor,Yes,Competitor offered higher download speeds,75,1,Duarte,5651,One Year,United States,8563-IIOXK,Churned,No,No,Male,Yes,DSL,"34.145695, -117.95982",34.145695,-117.95982,Yes,49.75,No,0,4,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,27414,No,Q3,Yes,1,No,California,No,Yes,No,7,331.3,0,252.98,0.0,584.28,Yes,Yes,91010
46,14,46.21,Dissatisfaction,Yes,Poor expertise of phone support,83,1,Duarte,3818,One Year,United States,7931-PXHFC,Churned,No,Yes,Male,Yes,Cable,"34.145695, -117.95982",34.145695,-117.95982,No,62.3,No,0,0,,No,No,Yes,Credit Card,Yes,27414,Yes,Q3,No,3,No,California,Yes,Yes,No,38,2354.8,0,1755.98,0.0,4110.78,No,Yes,91010
21,0,1.92,,No,,29,0,Duarte,4047,One Year,United States,2907-ILJBN,Stayed,No,No,Female,No,,"34.145695, -117.95982",34.145695,-117.95982,Yes,20.6,No,0,7,,No,No,No,Credit Card,Yes,27414,No,Q3,Yes,3,No,California,No,No,No,11,233.9,0,21.12,0.0,255.02,Yes,No,91010
33,0,35.88,,No,,44,0,Duarte,4629,Month-to-Month,United States,1663-MHLHE,Joined,No,No,Male,No,,"34.145695, -117.95982",34.145695,-117.95982,No,19.2,No,0,0,,No,No,No,Credit Card,Yes,27414,No,Q3,No,3,No,California,No,No,No,1,19.2,0,35.88,0.0,55.08,No,No,91010
37,0,34.28,,No,,43,0,Duarte,2004,Month-to-Month,United States,0247-SLUJI,Joined,Yes,No,Male,No,,"34.145695, -117.95982",34.145695,-117.95982,Yes,19.7,No,3,2,,No,No,No,Credit Card,Yes,27414,No,Q3,Yes,5,No,California,No,No,No,1,19.7,0,34.28,0.0,53.98,No,No,91010
55,4,0.0,Competitor,Yes,Competitor had better devices,94,1,Pasadena,4549,Month-to-Month,United States,4625-EWPTF,Churned,No,No,Male,Yes,Cable,"34.165383, -118.123752",34.165383,-118.123752,No,30.45,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,No,38460,No,Q3,No,1,No,California,No,No,No,8,226.45,0,0.0,0.0,226.45,No,No,91104
61,0,35.97,,No,,77,0,Pasadena,5358,One Year,United States,5918-VUKWP,Stayed,No,No,Female,No,,"34.165383, -118.123752",34.165383,-118.123752,No,20.55,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,38460,No,Q3,No,3,No,California,No,No,No,32,654.55,0,1151.04,0.0,1805.59,No,No,91104
52,2,19.84,,No,,70,0,Pasadena,6358,Month-to-Month,United States,6908-VVYHM,Stayed,No,No,Male,Yes,Fiber Optic,"34.165383, -118.123752",34.165383,-118.123752,Yes,90.65,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,38460,No,Q3,Yes,5,No,California,Yes,Yes,No,65,5931.0,110,1289.6,0.0,7330.6,No,No,91104
43,12,48.88,,No,,47,0,Pasadena,3127,One Year,United States,7673-LPRNY,Stayed,No,Yes,Female,Yes,DSL,"34.165383, -118.123752",34.165383,-118.123752,No,78.55,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,38460,No,Q3,No,3,No,California,Yes,Yes,Yes,23,1843.05,0,1124.24,19.63,2947.66,No,Yes,91104
64,21,2.95,,No,,60,0,Pasadena,4467,Month-to-Month,United States,1596-OQSPS,Stayed,No,No,Female,Yes,DSL,"34.165383, -118.123752",34.165383,-118.123752,No,51.1,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,38460,No,Q3,No,4,No,California,No,No,No,11,531.15,0,32.45,0.0,563.6,No,Yes,91104
21,42,39.21,Competitor,Yes,Competitor made better offer,75,1,Woodland Hills,3949,Month-to-Month,United States,0947-IDHRQ,Churned,No,No,Female,Yes,Fiber Optic,"34.178068, -118.615714",34.178068,-118.615714,No,80.3,No,0,0,,No,No,Yes,Mailed Check,Yes,36123,No,Q3,No,2,No,California,No,Yes,Yes,7,526.7,10,274.47,0.0,811.17,Yes,No,91367
51,16,41.57,,No,,33,0,Woodland Hills,5256,Two Year,United States,2040-LDIWQ,Stayed,No,Yes,Male,Yes,DSL,"34.178068, -118.615714",34.178068,-118.615714,Yes,84.2,Yes,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,36123,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,65,5324.5,0,2702.05,0.0,8026.55,No,Yes,91367
50,4,16.34,,No,,31,0,Woodland Hills,3173,Month-to-Month,United States,3566-HJGPK,Joined,No,No,Male,Yes,DSL,"34.178068, -118.615714",34.178068,-118.615714,No,45.55,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,36123,No,Q3,No,4,No,California,No,No,No,1,45.55,0,16.34,0.0,61.89,No,Yes,91367
31,0,43.68,,No,,24,0,Woodland Hills,5137,One Year,United States,0969-RGKCU,Stayed,Yes,No,Male,No,,"34.178068, -118.615714",34.178068,-118.615714,Yes,19.8,No,1,1,,No,No,No,Credit Card,Yes,36123,No,Q3,Yes,4,No,California,No,No,No,37,677.05,0,1616.16,29.21,2264.0,No,No,91367
49,0,27.04,,No,,76,0,Woodland Hills,3027,Month-to-Month,United States,7976-CICYS,Stayed,No,No,Male,No,,"34.178068, -118.615714",34.178068,-118.615714,No,20.7,No,0,0,,No,No,Yes,Credit Card,Yes,36123,No,Q3,No,4,No,California,No,No,No,4,83.75,0,108.16,0.0,191.91,No,No,91367
58,30,29.0,Price,Yes,Long distance charges,85,1,Rancho Cucamonga,2656,Month-to-Month,United States,8382-SHQEH,Churned,No,No,Female,Yes,Fiber Optic,"34.133809, -117.523724",34.133809,-117.523724,Yes,84.9,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,12937,No,Q3,Yes,1,No,California,Yes,Yes,No,8,764.95,0,232.0,0.0,996.95,No,Yes,91739
19,52,0.0,,No,,56,0,Rancho Cucamonga,4478,Two Year,United States,4111-BNXIF,Stayed,No,Yes,Female,Yes,DSL,"34.133809, -117.523724",34.133809,-117.523724,Yes,59.55,No,0,1,,Yes,No,Yes,Bank Withdrawal,No,12937,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,67,4103.9,0,0.0,0.0,4103.9,Yes,Yes,91739
44,13,3.34,,No,,47,0,Rancho Cucamonga,3601,Month-to-Month,United States,2272-UOINI,Stayed,No,No,Female,Yes,Cable,"34.133809, -117.523724",34.133809,-117.523724,No,78.5,No,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,Yes,12937,Yes,Q3,No,4,No,California,Yes,Yes,Yes,7,571.05,0,23.38,0.0,594.43,No,Yes,91739
27,0,47.65,,No,,58,0,Rancho Cucamonga,2176,Two Year,United States,5171-EPLKN,Stayed,No,No,Male,No,,"34.133809, -117.523724",34.133809,-117.523724,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,12937,No,Q3,No,4,No,California,No,No,No,27,470.0,0,1286.55,0.0,1756.55,Yes,No,91739
35,13,44.72,,No,,76,0,Rancho Cucamonga,4077,One Year,United States,0657-DOGUM,Stayed,No,No,Female,Yes,DSL,"34.133809, -117.523724",34.133809,-117.523724,Yes,60.6,Yes,0,1,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,12937,Yes,Q3,Yes,4,No,California,No,No,No,48,2985.25,100,2146.56,0.0,5231.81,No,No,91739
49,22,48.89,Dissatisfaction,Yes,Lack of self-service on Website,88,1,San Diego,4248,Month-to-Month,United States,1213-NGCUN,Churned,No,No,Female,Yes,DSL,"32.805518, -117.169052",32.805518,-117.169052,No,49.65,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,46828,Yes,Q3,No,2,No,California,No,No,No,6,267.35,0,293.34,0.0,560.69,No,Yes,92111
22,0,19.85,Attitude,Yes,Attitude of support person,84,1,San Diego,3731,Month-to-Month,United States,4745-LSPLO,Churned,No,No,Male,No,,"32.805518, -117.169052",32.805518,-117.169052,No,20.5,No,0,0,,No,No,No,Credit Card,Yes,46828,No,Q3,No,2,No,California,No,No,No,1,20.5,0,19.85,0.0,40.35,Yes,No,92111
64,2,10.26,,No,,69,0,San Diego,5584,Two Year,United States,5229-DTFYB,Stayed,No,No,Female,Yes,Fiber Optic,"32.805518, -117.169052",32.805518,-117.169052,No,98.8,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,46828,Yes,Q3,No,4,No,California,Yes,Yes,Yes,41,3959.15,0,420.66,27.09,4352.72,No,Yes,92111
63,0,33.71,,No,,30,0,San Diego,3086,One Year,United States,7328-OWMOM,Stayed,No,No,Female,No,,"32.805518, -117.169052",32.805518,-117.169052,No,20.1,No,0,0,Offer C,No,No,No,Credit Card,Yes,46828,No,Q3,No,3,No,California,No,No,No,31,589.25,0,1045.01,0.0,1634.26,No,No,92111
50,6,44.06,,No,,31,0,San Diego,5295,Two Year,United States,1545-JFUML,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.805518, -117.169052",32.805518,-117.169052,Yes,99.0,Yes,0,5,,Yes,Yes,Yes,Bank Withdrawal,Yes,46828,No,Q3,Yes,3,No,California,No,No,Yes,71,6994.6,40,3128.26,0.0,10162.86,No,No,92111
19,82,0.0,Competitor,Yes,Competitor had better devices,93,1,San Diego,5024,Month-to-Month,United States,2894-QOJRX,Churned,No,No,Female,Yes,Cable,"32.827238, -117.089287",32.827238,-117.089287,Yes,34.0,No,0,1,Offer C,No,No,Yes,Bank Withdrawal,No,30206,No,Q3,Yes,1,No,California,No,No,Yes,25,853.0,0,0.0,0.0,853.0,Yes,Yes,92124
45,19,20.53,,No,,68,0,San Diego,5926,One Year,United States,2805-EDJPQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.827238, -117.089287",32.827238,-117.089287,Yes,99.75,Yes,0,9,,Yes,No,Yes,Credit Card,Yes,30206,Yes,Q3,Yes,4,No,California,Yes,Yes,No,56,5608.4,0,1149.68,0.0,6758.08,No,Yes,92124
63,14,31.83,,No,,33,0,San Diego,4055,Two Year,United States,1488-PBLJN,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.827238, -117.089287",32.827238,-117.089287,Yes,116.85,Yes,1,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,30206,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8477.7,0,2291.76,0.0,10769.46,No,Yes,92124
60,9,0.0,,No,,57,0,San Diego,5565,Month-to-Month,United States,6656-JWRQX,Joined,No,No,Female,Yes,DSL,"32.827238, -117.089287",32.827238,-117.089287,No,30.55,No,0,0,,No,No,No,Credit Card,No,30206,Yes,Q3,No,4,No,California,No,No,No,1,30.55,40,0.0,0.0,70.55,No,No,92124
36,16,37.37,,No,,80,0,San Diego,5227,Month-to-Month,United States,5568-DMXZS,Stayed,No,No,Female,Yes,Cable,"32.827238, -117.089287",32.827238,-117.089287,No,65.45,No,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,30206,Yes,Q3,No,5,No,California,No,No,Yes,8,554.45,0,298.96,0.0,853.41,No,Yes,92124
57,24,42.67,Dissatisfaction,Yes,Product dissatisfaction,85,1,San Bernardino,5591,Two Year,United States,3512-IZIKN,Churned,No,Yes,Female,Yes,DSL,"34.183286, -117.221722",34.183286,-117.221722,Yes,65.3,Yes,0,1,Offer A,No,Yes,No,Credit Card,Yes,53636,Yes,Q3,Yes,1,No,California,No,No,No,70,4759.75,0,2986.9,0.0,7746.65,No,Yes,92404
62,20,44.0,,No,,50,0,San Bernardino,6202,Two Year,United States,7971-HLVXI,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.183286, -117.221722",34.183286,-117.221722,Yes,84.5,Yes,2,4,Offer A,No,No,Yes,Credit Card,Yes,53636,No,Q3,Yes,5,No,California,Yes,Yes,No,72,6130.85,0,3168.0,0.0,9298.85,No,Yes,92404
55,0,44.12,,No,,71,0,San Bernardino,2219,Two Year,United States,8612-GXIDD,Stayed,Yes,No,Male,No,,"34.183286, -117.221722",34.183286,-117.221722,Yes,25.4,Yes,3,8,Offer D,No,No,Yes,Bank Withdrawal,Yes,53636,No,Q3,Yes,3,No,California,No,No,No,12,313.0,0,529.44,0.0,842.44,No,No,92404
56,0,40.74,,No,,63,0,San Bernardino,2788,Month-to-Month,United States,0310-VQXAM,Stayed,No,No,Male,No,,"34.183286, -117.221722",34.183286,-117.221722,No,19.85,No,0,0,,No,No,No,Credit Card,Yes,53636,No,Q3,No,3,No,California,No,No,No,9,178.8,0,366.66,0.0,545.46,No,No,92404
43,0,17.25,Dissatisfaction,Yes,Service dissatisfaction,69,1,San Bernardino,5717,Month-to-Month,United States,6141-OOXUQ,Churned,No,No,Male,No,,"34.122501, -117.320138",34.122501,-117.320138,No,19.65,No,0,0,Offer E,No,No,No,Mailed Check,Yes,23146,No,Q3,No,2,No,California,No,No,No,1,19.65,0,17.25,0.0,36.9,No,No,92411
42,76,40.73,,No,,20,0,San Bernardino,4046,Two Year,United States,3552-CTCYF,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.122501, -117.320138",34.122501,-117.320138,Yes,104.8,Yes,3,4,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,23146,No,Q3,Yes,5,No,California,Yes,Yes,Yes,63,6597.25,0,2565.99,0.0,9163.24,No,Yes,92411
55,15,30.88,,No,,51,0,San Bernardino,3302,One Year,United States,4223-BKEOR,Stayed,No,Yes,Female,Yes,DSL,"34.122501, -117.320138",34.122501,-117.320138,No,64.85,No,0,0,Offer D,No,Yes,No,Mailed Check,Yes,23146,No,Q3,No,3,No,California,Yes,Yes,No,21,1336.8,0,648.48,0.0,1985.28,No,Yes,92411
36,8,19.0,,No,,47,0,San Bernardino,4099,Month-to-Month,United States,4280-DLSHD,Stayed,No,Yes,Male,Yes,Cable,"34.122501, -117.320138",34.122501,-117.320138,Yes,54.75,No,0,10,Offer E,Yes,No,Yes,Credit Card,Yes,23146,No,Q3,Yes,3,No,California,No,No,No,8,445.85,0,152.0,0.0,597.85,No,Yes,92411
25,51,22.3,Dissatisfaction,Yes,Lack of self-service on Website,79,1,Riverside,4261,Month-to-Month,United States,7503-ZGUZJ,Churned,No,No,Male,Yes,Fiber Optic,"33.920907, -117.489426",33.920907,-117.489426,No,84.65,Yes,0,0,,No,No,Yes,Mailed Check,Yes,38446,No,Q3,No,1,No,California,No,No,Yes,1,84.65,40,22.3,0.0,146.95,Yes,No,92505
31,0,17.81,,No,,46,0,Riverside,2968,Month-to-Month,United States,6579-JPICP,Joined,No,No,Male,No,,"33.920907, -117.489426",33.920907,-117.489426,No,20.4,No,0,0,,No,No,No,Mailed Check,Yes,38446,No,Q3,No,5,No,California,No,No,No,1,20.4,0,17.81,0.0,38.21,No,No,92505
39,13,36.84,,No,,43,0,Riverside,6494,One Year,United States,8894-JVDCV,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.920907, -117.489426",33.920907,-117.489426,No,115.05,Yes,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,38446,Yes,Q3,No,4,No,California,Yes,Yes,Yes,62,7133.45,0,2284.08,0.0,9417.53,No,Yes,92505
48,13,25.69,,No,,33,0,Riverside,3286,Month-to-Month,United States,2800-QQUSO,Stayed,No,No,Male,Yes,Fiber Optic,"33.920907, -117.489426",33.920907,-117.489426,No,100.3,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,38446,Yes,Q3,No,5,No,California,Yes,Yes,Yes,42,4222.95,0,1078.98,0.0,5301.93,No,Yes,92505
46,16,0.0,Other,Yes,Don't know,90,1,Lake Elsinore,5131,Month-to-Month,United States,8718-PTMEZ,Churned,No,No,Female,Yes,Cable,"33.655421, -117.391751",33.655421,-117.391751,No,31.05,No,0,0,,Yes,No,Yes,Bank Withdrawal,No,38519,No,Q3,No,2,No,California,No,No,No,13,347.25,0,0.0,0.0,347.25,No,Yes,92530
64,13,22.41,,No,,22,0,Lake Elsinore,4022,One Year,United States,4374-YMUSQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.655421, -117.391751",33.655421,-117.391751,No,116.25,Yes,0,0,Offer C,Yes,Yes,No,Credit Card,Yes,38519,Yes,Q3,No,3,No,California,Yes,Yes,Yes,34,3899.05,0,761.94,0.0,4660.99,No,Yes,92530
19,51,29.13,,No,,57,0,Lake Elsinore,5617,Month-to-Month,United States,0248-IPDFW,Joined,No,No,Female,Yes,Cable,"33.655421, -117.391751",33.655421,-117.391751,No,50.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,38519,No,Q3,No,4,No,California,No,No,No,1,50.1,0,29.13,0.0,79.23,Yes,Yes,92530
43,22,15.6,,No,,65,0,Lake Elsinore,5739,Month-to-Month,United States,9773-PEQBZ,Stayed,No,No,Male,Yes,Fiber Optic,"33.655421, -117.391751",33.655421,-117.391751,No,79.85,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,38519,No,Q3,No,5,No,California,No,No,No,10,797.25,0,156.0,0.0,953.25,No,Yes,92530
43,16,6.7,Other,Yes,Don't know,84,1,San Jacinto,5282,Month-to-Month,United States,1114-CENIM,Churned,Yes,No,Male,Yes,Cable,"33.806708, -117.02007",33.806708,-117.02007,No,55.0,Yes,2,0,,Yes,No,Yes,Credit Card,Yes,4456,No,Q3,No,1,No,California,No,No,No,54,3092.65,0,361.8,0.0,3454.45,No,Yes,92582
34,0,38.96,,No,,56,0,San Jacinto,4996,Month-to-Month,United States,7531-GQHME,Stayed,No,No,Male,No,,"33.806708, -117.02007",33.806708,-117.02007,No,20.05,No,0,0,Offer D,No,No,No,Credit Card,Yes,4456,No,Q3,No,4,No,California,No,No,No,12,265.45,0,467.52,0.0,732.97,No,No,92582
28,82,15.25,,No,,54,0,San Jacinto,3796,Month-to-Month,United States,3995-WFCSM,Joined,No,Yes,Female,Yes,DSL,"33.806708, -117.02007",33.806708,-117.02007,No,60.85,No,0,0,,No,No,No,Bank Withdrawal,Yes,4456,No,Q3,No,5,No,California,Yes,Yes,No,2,111.4,0,30.5,0.0,141.9,Yes,Yes,92582
24,85,39.61,,No,,33,0,San Jacinto,5091,Two Year,United States,9065-ZCPQX,Stayed,No,Yes,Male,Yes,DSL,"33.806708, -117.02007",33.806708,-117.02007,Yes,78.85,Yes,0,2,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,4456,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,5763.15,0,2851.92,0.0,8615.07,Yes,Yes,92582
35,6,32.31,Other,Yes,Moved,81,1,Capistrano Beach,4437,Month-to-Month,United States,8837-VVWLQ,Churned,No,No,Female,Yes,Fiber Optic,"33.458754, -117.665104",33.458754,-117.665104,No,84.95,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,7465,No,Q3,No,1,No,California,No,No,Yes,8,668.4,0,258.48,0.0,926.88,No,Yes,92624
32,11,46.87,,No,,45,0,Capistrano Beach,5251,One Year,United States,8905-IAZPF,Stayed,No,No,Female,Yes,Fiber Optic,"33.458754, -117.665104",33.458754,-117.665104,Yes,95.65,No,0,4,,Yes,No,Yes,Credit Card,Yes,7465,No,Q3,Yes,3,No,California,Yes,Yes,Yes,69,6744.2,0,3234.03,0.0,9978.23,No,Yes,92624
32,30,15.12,,No,,33,0,Capistrano Beach,4753,Two Year,United States,5003-XZWWO,Stayed,No,Yes,Male,Yes,DSL,"33.458754, -117.665104",33.458754,-117.665104,Yes,84.2,Yes,0,4,,Yes,No,No,Credit Card,Yes,7465,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,5956.85,0,1073.52,0.0,7030.37,No,Yes,92624
21,26,18.42,,No,,75,0,Capistrano Beach,4235,Month-to-Month,United States,1194-HVAIF,Stayed,No,No,Female,Yes,Fiber Optic,"33.458754, -117.665104",33.458754,-117.665104,Yes,95.0,Yes,0,1,Offer C,No,No,No,Credit Card,Yes,7465,No,Q3,Yes,4,No,California,Yes,Yes,Yes,27,2462.55,0,497.34,0.0,2959.89,Yes,Yes,92624
34,6,2.24,Competitor,Yes,Competitor offered higher download speeds,96,1,Mission Viejo,3208,Month-to-Month,United States,2619-WFQWU,Churned,No,No,Female,Yes,Fiber Optic,"33.60693, -117.644253",33.60693,-117.644253,No,70.15,No,0,0,,No,No,Yes,Mailed Check,Yes,46227,No,Q3,No,3,No,California,No,No,No,1,70.15,0,2.24,0.0,72.39,No,Yes,92692
23,30,2.12,,No,,28,0,Mission Viejo,3707,One Year,United States,6967-QIQRV,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.60693, -117.644253",33.60693,-117.644253,Yes,101.9,No,1,8,,No,Yes,No,Bank Withdrawal,Yes,46227,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,15,1667.25,120,31.8,0.0,1819.05,Yes,No,92692
40,23,38.22,,No,,72,0,Mission Viejo,5770,Two Year,United States,5494-WOZRZ,Stayed,No,Yes,Female,Yes,DSL,"33.60693, -117.644253",33.60693,-117.644253,Yes,82.0,No,0,0,,No,Yes,Yes,Credit Card,Yes,46227,Yes,Q3,No,3,No,California,Yes,Yes,Yes,71,5999.85,0,2713.62,0.0,8713.47,No,Yes,92692
58,11,0.0,,No,,69,0,Mission Viejo,4897,One Year,United States,1099-BTKWT,Stayed,No,Yes,Female,Yes,DSL,"33.60693, -117.644253",33.60693,-117.644253,Yes,54.4,No,0,8,Offer A,No,Yes,Yes,Bank Withdrawal,No,46227,No,Q3,Yes,4,No,California,Yes,Yes,Yes,68,3723.65,0,0.0,25.62,3698.03,No,Yes,92692
40,7,30.18,Price,Yes,Price too high,86,1,Garden Grove,4330,Month-to-Month,United States,0329-GTIAJ,Churned,No,No,Female,Yes,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,No,97.9,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,23481,Yes,Q3,No,3,No,California,Yes,Yes,Yes,3,315.3,0,90.54,0.0,405.84,No,Yes,92844
52,20,24.73,,No,,66,0,Garden Grove,5393,Month-to-Month,United States,0215-BQKGS,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,No,84.3,No,0,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,23481,No,Q3,No,4,No,California,No,No,No,30,2438.6,130,741.9,0.0,3310.5,No,No,92844
51,6,14.69,,No,,34,0,Garden Grove,5268,Two Year,United States,6050-FFXES,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,Yes,105.35,Yes,0,3,,No,No,No,Bank Withdrawal,Yes,23481,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,69,7240.65,50,1013.61,0.0,8304.26,No,No,92844
53,10,36.82,,No,,65,0,Garden Grove,4017,Two Year,United States,8015-IHCGW,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,Yes,115.5,Yes,1,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,23481,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8425.15,0,2651.04,42.29,11033.9,No,Yes,92844
62,22,48.22,Dissatisfaction,Yes,Product dissatisfaction,79,1,Orange,4629,Month-to-Month,United States,6629-CZTTH,Churned,No,No,Male,Yes,Cable,"33.828779, -117.848299",33.828779,-117.848299,No,55.7,No,0,0,,No,No,Yes,Credit Card,Yes,18058,No,Q3,No,1,No,California,Yes,Yes,No,1,55.7,0,48.22,0.0,103.92,No,Yes,92865
22,59,13.31,,No,,46,0,Orange,5707,Month-to-Month,United States,5172-MIGPM,Stayed,No,No,Male,Yes,Cable,"33.828779, -117.848299",33.828779,-117.848299,No,65.55,Yes,0,0,,No,No,No,Credit Card,Yes,18058,Yes,Q3,No,4,No,California,Yes,Yes,No,4,237.2,0,53.24,0.0,290.44,Yes,Yes,92865
38,12,47.61,,No,,75,0,Orange,5541,Month-to-Month,United States,5527-ACHSO,Stayed,No,No,Female,Yes,DSL,"33.828779, -117.848299",33.828779,-117.848299,No,70.5,No,0,0,,No,No,No,Credit Card,Yes,18058,Yes,Q3,No,3,No,California,Yes,Yes,Yes,11,829.3,0,523.71,0.0,1353.01,No,Yes,92865
60,30,21.71,,No,,59,0,Orange,4469,Two Year,United States,2773-OVBPK,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.828779, -117.848299",33.828779,-117.848299,Yes,111.3,Yes,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,18058,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,67,7567.2,0,1454.57,36.66,8985.11,No,Yes,92865
61,3,30.88,Dissatisfaction,Yes,Service dissatisfaction,75,1,Orange,5067,Month-to-Month,United States,5364-EVNIB,Churned,No,Yes,Male,Yes,Fiber Optic,"33.787796, -117.875928",33.787796,-117.875928,No,79.8,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,23172,No,Q3,No,2,No,California,No,No,No,13,973.45,0,401.44,0.0,1374.89,No,Yes,92868
21,82,38.32,,No,,70,0,Orange,2893,Month-to-Month,United States,5839-SUYVZ,Stayed,No,No,Male,Yes,Fiber Optic,"33.787796, -117.875928",33.787796,-117.875928,No,74.55,No,0,0,,No,No,Yes,Credit Card,Yes,23172,Yes,Q3,No,3,No,California,No,No,No,16,1170.5,0,613.12,0.0,1783.62,Yes,Yes,92868
47,0,23.25,,No,,31,0,Orange,5384,One Year,United States,1813-JLKWR,Stayed,No,No,Female,No,,"33.787796, -117.875928",33.787796,-117.875928,Yes,19.8,No,0,7,,No,No,No,Bank Withdrawal,Yes,23172,No,Q3,Yes,5,No,California,No,No,No,64,1336.65,0,1488.0,0.0,2824.65,No,No,92868
44,0,44.54,,No,,64,0,Orange,4985,Month-to-Month,United States,4803-LBYPN,Stayed,Yes,No,Male,No,,"33.787796, -117.875928",33.787796,-117.875928,Yes,20.8,No,1,1,Offer C,No,No,No,Credit Card,Yes,23172,No,Q3,Yes,3,No,California,No,No,No,34,635.9,0,1514.36,46.07,2104.19,No,No,92868
60,8,4.18,Dissatisfaction,Yes,Lack of self-service on Website,90,1,Santa Barbara,5338,Month-to-Month,United States,1660-HSOOQ,Churned,No,Yes,Male,Yes,DSL,"34.037342, -119.80079",34.037342,-119.80079,No,49.65,No,0,0,,No,No,Yes,Credit Card,Yes,25771,No,Q3,No,3,No,California,No,No,No,1,49.65,40,4.18,0.0,93.83,No,No,93105
41,9,26.96,,No,,50,0,Santa Barbara,6046,Two Year,United States,1775-KWJKQ,Stayed,No,Yes,Male,Yes,DSL,"34.037342, -119.80079",34.037342,-119.80079,Yes,89.85,Yes,0,5,,Yes,Yes,No,Credit Card,Yes,25771,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6562.9,0,1941.12,12.55,8491.47,No,Yes,93105
20,69,33.28,,No,,36,0,Santa Barbara,4648,Month-to-Month,United States,8963-JLGJT,Joined,Yes,Yes,Male,Yes,Cable,"34.037342, -119.80079",34.037342,-119.80079,No,55.9,No,1,0,Offer E,No,Yes,No,Credit Card,Yes,25771,No,Q3,No,4,No,California,No,Yes,No,3,157.55,0,99.84,0.0,257.39,Yes,Yes,93105
45,24,32.31,,No,,40,0,Santa Barbara,4366,Month-to-Month,United States,0701-TJSEF,Stayed,No,Yes,Male,Yes,Cable,"34.037342, -119.80079",34.037342,-119.80079,No,68.25,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,25771,Yes,Q3,No,3,No,California,Yes,Yes,No,9,576.95,0,290.79,0.0,867.74,No,Yes,93105
22,52,6.54,Dissatisfaction,Yes,Poor expertise of phone support,83,1,Corcoran,4207,Month-to-Month,United States,1794-HBQTJ,Churned,No,No,Female,Yes,Cable,"36.04533, -119.532424",36.04533,-119.532424,No,48.6,No,0,0,Offer E,No,Yes,Yes,Credit Card,Yes,23506,No,Q3,No,1,No,California,No,No,No,1,48.6,0,6.54,0.0,55.14,Yes,Yes,93212
25,58,14.32,,No,,27,0,Corcoran,4706,One Year,United States,2391-IPLOP,Stayed,No,Yes,Male,Yes,Cable,"36.04533, -119.532424",36.04533,-119.532424,Yes,69.65,Yes,0,6,Offer B,No,No,Yes,Bank Withdrawal,Yes,23506,Yes,Q3,Yes,4,No,California,No,No,Yes,50,3442.15,0,716.0,0.0,4158.15,Yes,Yes,93212
58,5,13.03,,No,,48,0,Corcoran,4975,Two Year,United States,6177-PEVRA,Stayed,No,No,Female,Yes,DSL,"36.04533, -119.532424",36.04533,-119.532424,No,55.5,No,0,0,,Yes,Yes,No,Credit Card,Yes,23506,No,Q3,No,4,No,California,No,No,No,48,2627.35,0,625.44,0.0,3252.79,No,Yes,93212
40,2,39.35,,No,,49,0,Corcoran,4408,Two Year,United States,5915-ANOEI,Stayed,No,Yes,Male,Yes,DSL,"36.04533, -119.532424",36.04533,-119.532424,Yes,79.15,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,23506,Yes,Q3,Yes,4,No,California,No,No,Yes,70,5536.5,0,2754.5,0.0,8291.0,No,Yes,93212
29,47,26.03,Attitude,Yes,Attitude of support person,83,1,Farmersville,5189,Month-to-Month,United States,4818-DRBQT,Churned,No,No,Male,Yes,Fiber Optic,"36.29878, -119.201028",36.29878,-119.201028,Yes,80.15,Yes,0,1,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,8644,No,Q3,Yes,3,No,California,No,No,No,29,2265.25,0,754.87,0.0,3020.12,Yes,Yes,93223
64,0,9.84,,No,,66,0,Farmersville,5208,Month-to-Month,United States,1140-UKVZG,Stayed,No,No,Female,No,,"36.29878, -119.201028",36.29878,-119.201028,No,24.8,Yes,0,0,Offer D,No,No,No,Credit Card,Yes,8644,No,Q3,No,5,No,California,No,No,No,17,475.25,0,167.28,37.06,605.47,No,No,93223
28,52,42.74,,No,,39,0,Farmersville,5789,Month-to-Month,United States,4947-DSMXK,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.29878, -119.201028",36.29878,-119.201028,Yes,97.7,Yes,2,9,,Yes,No,Yes,Bank Withdrawal,Yes,8644,No,Q3,Yes,3,No,California,Yes,Yes,Yes,34,3410.0,0,1453.16,0.0,4863.16,Yes,Yes,93223
35,22,2.72,,No,,29,0,Farmersville,4004,Two Year,United States,2019-HDCZY,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.29878, -119.201028",36.29878,-119.201028,Yes,102.6,Yes,0,4,,No,No,No,Bank Withdrawal,Yes,8644,No,Q3,Yes,5,No,California,Yes,Yes,Yes,63,6296.75,0,171.36,0.0,6468.11,No,Yes,93223
39,13,35.18,Competitor,Yes,Competitor had better devices,65,1,Lebec,3972,Month-to-Month,United States,6424-ELEYH,Churned,No,No,Female,Yes,Fiber Optic,"34.845861, -118.885163",34.845861,-118.885163,Yes,74.75,Yes,0,1,Offer E,No,No,Yes,Credit Card,Yes,1247,No,Q3,Yes,1,No,California,No,No,No,3,229.5,0,105.54,0.0,335.04,No,Yes,93243
48,4,12.5,,No,,21,0,Lebec,3319,Month-to-Month,United States,2800-VEQXM,Joined,No,Yes,Female,Yes,Fiber Optic,"34.845861, -118.885163",34.845861,-118.885163,No,74.75,No,0,0,,No,No,Yes,Mailed Check,Yes,1247,No,Q3,No,3,No,California,No,No,No,3,238.1,0,37.5,38.84,236.76,No,Yes,93243
23,0,33.65,,No,,35,0,Lebec,5616,Two Year,United States,6770-UAYGJ,Stayed,Yes,No,Female,No,,"34.845861, -118.885163",34.845861,-118.885163,Yes,25.25,Yes,2,8,,No,No,No,Credit Card,Yes,1247,No,Q3,Yes,3,No,California,No,No,No,49,1211.65,0,1648.85,0.0,2860.5,Yes,No,93243
46,14,11.45,,No,,62,0,Lebec,5133,Month-to-Month,United States,2920-RNCEZ,Joined,Yes,No,Male,Yes,Fiber Optic,"34.845861, -118.885163",34.845861,-118.885163,Yes,69.95,No,1,10,,No,No,Yes,Credit Card,Yes,1247,No,Q3,Yes,3,No,California,No,No,No,1,69.95,0,11.45,0.0,81.4,No,Yes,93243
33,0,7.49,Attitude,Yes,Attitude of service provider,73,1,Richgrove,4633,Month-to-Month,United States,2320-JRSDE,Churned,Yes,No,Female,No,,"35.809921, -119.127437",35.809921,-119.127437,Yes,19.9,No,1,1,,No,No,Yes,Bank Withdrawal,Yes,2956,No,Q3,Yes,3,No,California,No,No,No,1,19.9,0,7.49,0.0,27.39,No,No,93261
57,22,47.5,,No,,77,0,Richgrove,3449,Month-to-Month,United States,5760-IFJOZ,Joined,No,Yes,Male,Yes,Fiber Optic,"35.809921, -119.127437",35.809921,-119.127437,No,107.95,Yes,0,0,,Yes,No,No,Mailed Check,Yes,2956,No,Q3,No,4,No,California,Yes,Yes,Yes,3,313.6,0,142.5,0.0,456.1,No,Yes,93261
52,19,9.31,,No,,48,0,Richgrove,2434,Month-to-Month,United States,1104-FEJAM,Stayed,Yes,No,Male,Yes,DSL,"35.809921, -119.127437",35.809921,-119.127437,Yes,64.4,Yes,2,2,,Yes,No,No,Bank Withdrawal,Yes,2956,No,Q3,Yes,3,No,California,Yes,Yes,No,28,1802.15,0,260.68,0.0,2062.83,No,Yes,93261
36,0,4.89,,No,,60,0,Richgrove,4155,Two Year,United States,9365-CSLBQ,Stayed,Yes,No,Male,No,,"35.809921, -119.127437",35.809921,-119.127437,No,24.35,Yes,3,0,,No,No,No,Credit Card,Yes,2956,No,Q3,No,4,No,California,No,No,No,71,1654.6,0,347.19,0.0,2001.79,No,No,93261
53,14,35.15,Other,Yes,Don't know,83,1,Tulare,5973,Month-to-Month,United States,9444-JTXHZ,Churned,No,Yes,Male,Yes,Fiber Optic,"36.185471, -119.375243",36.185471,-119.375243,Yes,76.2,No,0,1,,No,No,No,Bank Withdrawal,Yes,56101,No,Q3,Yes,3,No,California,No,No,No,1,76.2,50,35.15,0.0,161.35,No,No,93274
42,14,0.0,,No,,51,0,Tulare,6290,One Year,United States,0946-FKYTX,Stayed,No,No,Male,Yes,Cable,"36.185471, -119.375243",36.185471,-119.375243,No,30.1,No,0,0,Offer B,Yes,No,No,Mailed Check,No,56101,No,Q3,No,3,No,California,No,No,No,52,1623.4,0,0.0,11.72,1611.68,No,Yes,93274
43,22,0.0,,No,,21,0,Tulare,5269,One Year,United States,0234-TEVTT,Stayed,Yes,Yes,Female,Yes,DSL,"36.185471, -119.375243",36.185471,-119.375243,Yes,45.0,No,3,3,,No,Yes,No,Credit Card,No,56101,No,Q3,Yes,3,No,California,Yes,Yes,No,48,2196.3,0,0.0,0.0,2196.3,No,Yes,93274
44,10,16.93,,No,,45,0,Tulare,4180,Two Year,United States,2987-BJXIK,Stayed,No,Yes,Female,Yes,DSL,"36.185471, -119.375243",36.185471,-119.375243,No,84.7,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,56101,No,Q3,No,4,No,California,Yes,Yes,Yes,70,5991.05,0,1185.1,0.0,7176.15,No,Yes,93274
63,2,26.09,Attitude,Yes,Attitude of support person,92,1,Visalia,3735,Month-to-Month,United States,7638-QVMVY,Churned,No,No,Female,Yes,Fiber Optic,"36.37559, -119.211689",36.37559,-119.211689,No,79.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,30395,No,Q3,No,2,No,California,No,No,Yes,7,522.95,0,182.63,0.0,705.58,No,Yes,93292
31,24,8.51,,No,,35,0,Visalia,4461,Two Year,United States,9548-ZMVTX,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.37559, -119.211689",36.37559,-119.211689,Yes,90.45,Yes,3,7,Offer A,Yes,No,No,Bank Withdrawal,Yes,30395,Yes,Q3,Yes,3,No,California,No,No,No,72,6565.85,0,612.72,0.0,7178.57,No,Yes,93292
62,27,7.48,,No,,38,0,Visalia,4221,Two Year,United States,7446-KQISO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.37559, -119.211689",36.37559,-119.211689,Yes,109.75,Yes,3,2,,Yes,No,Yes,Bank Withdrawal,Yes,30395,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,45,4900.65,0,336.6,0.0,5237.25,No,Yes,93292
27,59,23.0,Competitor,Yes,Competitor had better devices,89,1,Bakersfield,4133,Month-to-Month,United States,3244-DCJWY,Churned,No,No,Female,Yes,Fiber Optic,"35.392599, -119.245341",35.392599,-119.245341,No,70.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,40836,No,Q3,No,1,No,California,No,No,No,1,70.25,0,23.0,0.0,93.25,Yes,Yes,93312
19,76,43.29,,No,,75,0,Bakersfield,4372,Two Year,United States,7596-ZYWBB,Stayed,No,No,Female,Yes,DSL,"35.392599, -119.245341",35.392599,-119.245341,No,59.6,No,0,0,Offer B,Yes,Yes,Yes,Mailed Check,Yes,40836,Yes,Q3,No,4,No,California,No,No,No,65,3739.8,120,2813.85,0.0,6673.65,Yes,No,93312
54,0,3.28,,No,,28,0,Bakersfield,4888,One Year,United States,6974-DAFLI,Stayed,No,No,Female,No,,"35.392599, -119.245341",35.392599,-119.245341,Yes,19.7,No,0,8,Offer B,No,No,No,Bank Withdrawal,Yes,40836,No,Q3,Yes,3,No,California,No,No,No,55,1140.05,0,180.4,0.0,1320.45,No,No,93312
29,0,45.91,,No,,21,0,Bakersfield,2152,Month-to-Month,United States,3727-JEZTU,Joined,No,No,Female,No,,"35.392599, -119.245341",35.392599,-119.245341,No,20.4,No,0,0,,No,No,No,Credit Card,Yes,40836,No,Q3,No,5,No,California,No,No,No,1,20.4,0,45.91,0.0,66.31,Yes,No,93312
64,16,43.48,Attitude,Yes,Attitude of service provider,93,1,Lompoc,4531,Month-to-Month,United States,4797-AXPXK,Churned,Yes,No,Female,Yes,DSL,"34.601055, -120.382917",34.601055,-120.382917,No,60.0,No,2,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,Yes,51737,Yes,Q3,No,1,No,California,No,No,No,1,60.0,10,43.48,0.0,113.48,No,No,93436
32,0,15.16,,No,,56,0,Lompoc,3954,Month-to-Month,United States,9101-NTIXF,Joined,No,No,Male,No,,"34.601055, -120.382917",34.601055,-120.382917,No,19.4,No,0,0,Offer E,No,No,No,Credit Card,Yes,51737,No,Q3,No,5,No,California,No,No,No,2,50.6,0,30.32,0.0,80.92,No,No,93436
43,13,15.94,,No,,70,0,Lompoc,5879,Two Year,United States,0266-GMEAO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.601055, -120.382917",34.601055,-120.382917,Yes,114.3,Yes,1,1,,Yes,Yes,Yes,Credit Card,Yes,51737,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8058.55,0,1147.68,0.0,9206.23,No,Yes,93436
48,21,27.24,Attitude,Yes,Attitude of service provider,87,1,Solvang,5102,Month-to-Month,United States,0156-FVPTA,Churned,No,No,Male,Yes,DSL,"34.624399, -120.137875",34.624399,-120.137875,Yes,54.2,No,0,1,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,7958,Yes,Q3,Yes,2,No,California,No,No,No,22,1152.7,0,599.28,0.0,1751.98,No,Yes,93463
38,13,35.75,,No,,40,0,Solvang,3286,Two Year,United States,4381-MHQDC,Stayed,No,Yes,Female,Yes,DSL,"34.624399, -120.137875",34.624399,-120.137875,No,65.0,Yes,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,7958,Yes,Q3,No,3,No,California,No,No,No,47,2879.9,0,1680.25,0.0,4560.15,No,No,93463
38,27,25.41,,No,,77,0,Solvang,2927,Month-to-Month,United States,3771-PZOBW,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.624399, -120.137875",34.624399,-120.137875,No,90.7,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,7958,No,Q3,No,4,No,California,No,No,Yes,20,1781.35,0,508.2,0.0,2289.55,No,Yes,93463
53,24,9.28,,No,,32,0,Solvang,4032,Two Year,United States,2126-GSEGL,Stayed,No,Yes,Female,Yes,DSL,"34.624399, -120.137875",34.624399,-120.137875,Yes,84.8,Yes,0,7,,Yes,No,Yes,Bank Withdrawal,Yes,7958,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,5917.55,120,649.6,0.0,6687.15,No,No,93463
45,3,42.65,Attitude,Yes,Attitude of support person,77,1,Mojave,3796,Month-to-Month,United States,0654-HMSHN,Churned,No,Yes,Male,Yes,Fiber Optic,"35.097323, -118.171288",35.097323,-118.171288,Yes,104.4,Yes,0,1,Offer D,Yes,No,No,Bank Withdrawal,Yes,4882,No,Q3,Yes,2,No,California,Yes,Yes,Yes,21,2157.95,0,895.65,0.0,3053.6,No,Yes,93501
44,10,41.34,,No,,38,0,Mojave,5466,One Year,United States,8231-BSWXX,Stayed,No,No,Male,Yes,Fiber Optic,"35.097323, -118.171288",35.097323,-118.171288,No,79.05,Yes,0,0,Offer A,Yes,No,Yes,Credit Card,Yes,4882,No,Q3,No,4,No,California,No,No,No,71,5552.5,0,2935.14,0.0,8487.64,No,Yes,93501
64,22,18.42,,No,,42,0,Mojave,5790,Month-to-Month,United States,0440-QEXBZ,Stayed,No,No,Female,Yes,DSL,"35.097323, -118.171288",35.097323,-118.171288,No,50.15,Yes,0,0,Offer B,No,No,Yes,Credit Card,Yes,4882,No,Q3,No,3,No,California,No,No,No,44,2139.1,0,810.48,0.0,2949.58,No,Yes,93501
56,0,47.26,Price,Yes,Long distance charges,90,1,Badger,3618,Month-to-Month,United States,5049-GLYVG,Churned,No,No,Male,No,,"36.64545, -118.924982",36.64545,-118.924982,No,20.6,No,0,0,Offer E,No,No,No,Credit Card,Yes,273,No,Q3,No,1,No,California,No,No,No,1,20.6,0,47.26,0.0,67.86,No,No,93603
54,53,36.19,,No,,41,0,Badger,3519,Month-to-Month,United States,0285-INHLN,Stayed,Yes,No,Male,Yes,DSL,"36.64545, -118.924982",36.64545,-118.924982,Yes,54.75,No,6,5,,Yes,Yes,Yes,Credit Card,Yes,273,No,Q3,Yes,3,No,California,No,No,No,27,1510.3,0,977.13,0.0,2487.43,No,Yes,93603
44,0,30.34,,No,,31,0,Badger,4943,Month-to-Month,United States,1465-WCZVT,Joined,Yes,No,Female,No,,"36.64545, -118.924982",36.64545,-118.924982,Yes,19.65,No,3,1,,No,No,No,Credit Card,Yes,273,No,Q3,Yes,4,No,California,No,No,No,3,60.65,0,91.02,0.0,151.67,No,No,93603
21,59,22.41,,No,,79,0,Badger,4288,Two Year,United States,2235-EZAIK,Stayed,No,Yes,Female,Yes,DSL,"36.64545, -118.924982",36.64545,-118.924982,Yes,79.2,Yes,0,9,Offer A,Yes,Yes,No,Credit Card,Yes,273,Yes,Q3,Yes,4,No,California,No,No,Yes,72,5401.9,20,1613.52,0.0,7035.42,Yes,No,93603
29,71,4.48,Attitude,Yes,Attitude of service provider,73,1,Riverdale,2767,One Year,United States,2237-ZFSMY,Churned,No,Yes,Female,Yes,Fiber Optic,"36.452211, -119.94575",36.452211,-119.94575,No,95.55,No,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,5729,Yes,Q3,No,1,No,California,No,Yes,Yes,39,3692.85,0,174.72,0.0,3867.57,Yes,Yes,93656
38,5,13.96,,No,,42,0,Riverdale,3099,Month-to-Month,United States,0295-QVKPB,Stayed,No,Yes,Male,Yes,DSL,"36.452211, -119.94575",36.452211,-119.94575,No,63.95,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,5729,Yes,Q3,No,4,No,California,No,No,Yes,5,318.1,0,69.8,0.0,387.9,No,Yes,93656
46,13,43.57,,No,,23,0,Riverdale,4754,Two Year,United States,0320-DWVTU,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.452211, -119.94575",36.452211,-119.94575,No,99.5,No,0,0,Offer B,Yes,Yes,No,Credit Card,Yes,5729,Yes,Q3,No,3,No,California,Yes,Yes,No,53,5424.25,0,2309.21,0.0,7733.46,No,Yes,93656
48,0,22.47,,No,,79,0,Riverdale,4262,Two Year,United States,8626-XHBIE,Stayed,Yes,No,Male,No,,"36.452211, -119.94575",36.452211,-119.94575,No,24.8,Yes,3,0,Offer B,No,No,Yes,Credit Card,Yes,5729,No,Q3,No,3,No,California,No,No,No,56,1424.2,0,1258.32,0.0,2682.52,No,No,93656
57,19,18.84,Attitude,Yes,Attitude of support person,89,1,Carmel By The Sea,4207,Month-to-Month,United States,3422-LYEPQ,Churned,No,No,Male,Yes,Fiber Optic,"36.554618, -121.922239",36.554618,-121.922239,Yes,71.0,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,2966,No,Q3,Yes,2,No,California,No,No,No,1,71.0,0,18.84,0.0,89.84,No,Yes,93921
22,71,48.36,,No,,33,0,Carmel By The Sea,5965,Two Year,United States,8374-UULRV,Stayed,No,No,Male,Yes,DSL,"36.554618, -121.922239",36.554618,-121.922239,No,86.05,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,2966,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,6309.65,20,3481.92,0.0,9811.57,Yes,No,93921
42,24,5.68,,No,,64,0,Carmel By The Sea,5718,Two Year,United States,9405-GPBBG,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.554618, -121.922239",36.554618,-121.922239,No,110.5,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,2966,Yes,Q3,No,5,No,California,Yes,Yes,Yes,64,7069.25,60,363.52,0.0,7492.77,No,No,93921
24,76,49.61,,No,,79,0,Carmel By The Sea,4705,One Year,United States,5049-MUBWG,Stayed,No,No,Male,Yes,DSL,"36.554618, -121.922239",36.554618,-121.922239,No,75.0,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,2966,Yes,Q3,No,3,No,California,Yes,Yes,Yes,26,1908.35,0,1289.86,0.0,3198.21,Yes,Yes,93921
29,52,7.14,Attitude,Yes,Attitude of service provider,82,1,Greenfield,4067,Month-to-Month,United States,4361-JEIVL,Churned,Yes,No,Male,Yes,DSL,"36.248708, -121.386617",36.248708,-121.386617,No,44.4,No,3,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,14204,No,Q3,No,3,No,California,No,Yes,No,1,44.4,0,7.14,0.0,51.54,Yes,Yes,93927
53,11,30.82,,No,,42,0,Greenfield,6249,Two Year,United States,9777-IQHWP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.248708, -121.386617",36.248708,-121.386617,Yes,93.4,Yes,1,2,,No,Yes,No,Bank Withdrawal,Yes,14204,No,Q3,Yes,3,No,California,Yes,Yes,No,64,5822.3,0,1972.48,0.0,7794.78,No,Yes,93927
19,0,40.76,,No,,78,0,Greenfield,4203,Two Year,United States,9565-AXSMR,Stayed,Yes,No,Male,No,,"36.248708, -121.386617",36.248708,-121.386617,Yes,19.2,No,3,10,,No,No,No,Credit Card,Yes,14204,No,Q3,Yes,5,No,California,No,No,No,52,1054.75,0,2119.52,0.0,3174.27,Yes,No,93927
37,12,43.37,,No,,47,0,Greenfield,2684,Month-to-Month,United States,9741-YLNTD,Stayed,No,No,Male,Yes,Fiber Optic,"36.248708, -121.386617",36.248708,-121.386617,No,87.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,14204,Yes,Q3,No,3,No,California,Yes,Yes,No,6,522.35,0,260.22,0.0,782.57,No,Yes,93927
31,10,37.76,Other,Yes,Moved,81,1,Sunnyvale,2928,Month-to-Month,United States,4512-ZUIYL,Churned,No,No,Female,Yes,Fiber Optic,"37.421633, -122.009613",37.421633,-122.009613,No,70.0,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,16985,No,Q3,No,3,No,California,No,No,No,2,153.05,0,75.52,0.0,228.57,No,Yes,94089
60,18,45.25,,No,,51,0,Sunnyvale,4219,Two Year,United States,0379-DJQHR,Stayed,No,Yes,Male,Yes,DSL,"37.421633, -122.009613",37.421633,-122.009613,Yes,81.35,No,0,1,,Yes,Yes,No,Credit Card,Yes,16985,No,Q3,Yes,3,No,California,Yes,Yes,Yes,67,5398.6,0,3031.75,0.0,8430.35,No,Yes,94089
49,15,22.8,,No,,44,0,Sunnyvale,3289,Month-to-Month,United States,8868-GAGIO,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.421633, -122.009613",37.421633,-122.009613,Yes,84.55,Yes,0,8,,No,Yes,Yes,Credit Card,Yes,16985,No,Q3,Yes,3,No,California,No,No,No,45,3713.95,0,1026.0,0.0,4739.95,No,Yes,94089
23,42,0.0,,No,,63,0,Sunnyvale,5683,One Year,United States,9955-QOPOY,Stayed,No,Yes,Male,Yes,DSL,"37.421633, -122.009613",37.421633,-122.009613,Yes,60.8,No,0,7,,Yes,No,Yes,Credit Card,No,16985,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,4263.4,0,0.0,0.0,4263.4,Yes,Yes,94089
34,0,40.05,Other,Yes,Moved,83,1,San Francisco,2102,Month-to-Month,United States,0568-ONFPC,Churned,Yes,No,Male,No,,"37.720498, -122.443119",37.720498,-122.443119,Yes,25.9,Yes,1,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,73117,No,Q3,Yes,1,No,California,No,No,No,5,135.0,0,200.25,0.0,335.25,No,No,94112
22,0,28.06,,No,,62,0,San Francisco,6499,Two Year,United States,6024-RUGGH,Stayed,Yes,No,Male,No,,"37.720498, -122.443119",37.720498,-122.443119,Yes,25.2,Yes,2,1,,No,No,Yes,Bank Withdrawal,Yes,73117,No,Q3,Yes,3,No,California,No,No,No,72,1798.9,0,2020.32,0.0,3819.22,Yes,No,94112
52,26,10.11,,No,,26,0,San Francisco,4921,Two Year,United States,3227-WLKLI,Stayed,Yes,Yes,Female,Yes,Cable,"37.720498, -122.443119",37.720498,-122.443119,Yes,91.55,Yes,3,1,,Yes,Yes,No,Bank Withdrawal,Yes,73117,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,65,5963.95,0,657.15,0.0,6621.1,No,Yes,94112
26,0,45.13,,No,,54,0,San Francisco,4868,Month-to-Month,United States,9027-YFHQJ,Stayed,No,No,Male,No,,"37.720498, -122.443119",37.720498,-122.443119,No,25.05,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,73117,No,Q3,No,5,No,California,No,No,No,7,152.95,0,315.91,0.0,468.86,Yes,No,94112
53,9,49.63,Competitor,Yes,Competitor offered higher download speeds,69,1,Palo Alto,5732,Month-to-Month,United States,8610-WFCJF,Churned,No,No,Female,Yes,Fiber Optic,"37.45809, -122.115398",37.45809,-122.115398,Yes,95.6,Yes,0,2,,No,No,Yes,Bank Withdrawal,Yes,45499,No,Q3,Yes,1,No,California,Yes,Yes,Yes,49,4783.5,0,2431.87,0.0,7215.37,No,Yes,94303
54,0,2.61,,No,,42,0,Palo Alto,4035,Two Year,United States,5787-KXGIY,Stayed,No,No,Male,No,,"37.45809, -122.115398",37.45809,-122.115398,Yes,19.3,No,0,3,,No,No,No,Credit Card,Yes,45499,No,Q3,Yes,3,No,California,No,No,No,72,1304.8,0,187.92,0.0,1492.72,No,No,94303
47,20,40.16,,No,,64,0,Palo Alto,5912,Month-to-Month,United States,3969-JQABI,Stayed,No,No,Female,Yes,DSL,"37.45809, -122.115398",37.45809,-122.115398,Yes,65.25,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,45499,No,Q3,No,3,No,California,No,No,Yes,58,3791.6,110,2329.28,0.0,6230.88,No,No,94303
58,0,38.84,,No,,48,0,Palo Alto,2732,Month-to-Month,United States,2542-HYGIQ,Joined,No,No,Female,No,,"37.45809, -122.115398",37.45809,-122.115398,No,19.95,No,0,0,,No,No,No,Credit Card,Yes,45499,No,Q3,No,5,No,California,No,No,No,1,19.95,0,38.84,0.0,58.79,No,No,94303
52,23,0.0,Competitor,Yes,Competitor offered more data,80,1,Angwin,3627,Month-to-Month,United States,0117-LFRMW,Churned,Yes,Yes,Male,Yes,DSL,"38.542448, -122.419923",38.542448,-122.419923,Yes,40.2,No,1,1,,Yes,Yes,No,Bank Withdrawal,No,3641,No,Q3,Yes,2,No,California,No,No,No,37,1448.8,0,0.0,0.0,1448.8,No,Yes,94508
62,76,42.35,,No,,57,0,Angwin,5795,Month-to-Month,United States,6353-BRMMA,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.542448, -122.419923",38.542448,-122.419923,Yes,104.1,Yes,3,3,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,3641,No,Q3,Yes,4,No,California,Yes,Yes,Yes,54,5645.8,0,2286.9,0.0,7932.7,No,Yes,94508
63,30,35.72,,No,,25,0,Angwin,2845,One Year,United States,5837-LXSDN,Stayed,Yes,No,Female,Yes,Cable,"38.542448, -122.419923",38.542448,-122.419923,Yes,58.85,No,3,1,,Yes,No,Yes,Credit Card,Yes,3641,No,Q3,Yes,4,No,California,No,No,Yes,21,1215.45,0,750.12,0.0,1965.57,No,Yes,94508
63,20,2.8,,No,,63,0,Angwin,6161,Month-to-Month,United States,1020-JPQOW,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.542448, -122.419923",38.542448,-122.419923,Yes,90.55,Yes,0,1,,Yes,No,No,Bank Withdrawal,Yes,3641,Yes,Q3,Yes,4,No,California,No,No,No,56,5116.6,40,156.8,0.0,5313.4,No,No,94508
45,0,11.25,Competitor,Yes,Competitor made better offer,91,1,Clayton,5418,Month-to-Month,United States,4786-UKSNZ,Churned,No,No,Male,No,,"37.881842, -121.848111",37.881842,-121.848111,No,20.2,No,0,0,Offer E,No,No,No,Credit Card,Yes,14239,No,Q3,No,2,No,California,No,No,No,1,20.2,0,11.25,0.0,31.45,No,No,94517
62,15,37.11,,No,,62,0,Clayton,2729,Month-to-Month,United States,8467-WYNSR,Stayed,No,No,Male,Yes,DSL,"37.881842, -121.848111",37.881842,-121.848111,No,55.1,No,0,0,,No,Yes,No,Mailed Check,Yes,14239,Yes,Q3,No,3,No,California,No,No,No,22,1253.15,0,816.42,0.0,2069.57,No,Yes,94517
33,12,10.67,,No,,53,0,Clayton,4847,Month-to-Month,United States,6481-ESCNL,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.881842, -121.848111",37.881842,-121.848111,No,100.55,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,14239,No,Q3,No,4,No,California,Yes,Yes,Yes,29,2878.75,0,309.43,0.0,3188.18,No,Yes,94517
44,0,14.15,,No,,76,0,Clayton,6170,Two Year,United States,8207-VVMYB,Stayed,No,No,Female,No,,"37.881842, -121.848111",37.881842,-121.848111,Yes,26.0,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,14239,No,Q3,Yes,4,No,California,No,No,No,70,2006.95,0,990.5,0.0,2997.45,No,No,94517
57,22,42.58,Other,Yes,Don't know,94,1,Oakland,4149,One Year,United States,9033-EOXWV,Churned,No,No,Female,Yes,DSL,"37.739113, -122.175602",37.739113,-122.175602,No,74.05,Yes,0,0,,No,No,No,Credit Card,Yes,31392,Yes,Q3,No,3,No,California,Yes,Yes,Yes,12,872.65,0,510.96,48.61,1335.0,No,Yes,94603
41,3,30.8,,No,,66,0,Oakland,5017,Month-to-Month,United States,7426-RHZGU,Stayed,No,No,Male,Yes,Fiber Optic,"37.739113, -122.175602",37.739113,-122.175602,No,95.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,31392,Yes,Q3,No,3,No,California,Yes,Yes,Yes,9,827.45,0,277.2,0.0,1104.65,No,Yes,94603
19,59,15.76,,No,,27,0,Oakland,4262,One Year,United States,6242-SGYTS,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.739113, -122.175602",37.739113,-122.175602,Yes,94.95,Yes,3,6,Offer B,Yes,Yes,Yes,Credit Card,Yes,31392,No,Q3,Yes,4,No,California,No,Yes,Yes,62,5791.85,0,977.12,0.0,6768.97,Yes,Yes,94603
42,22,47.43,,No,,55,0,Oakland,6487,Two Year,United States,8413-YNHNV,Stayed,No,Yes,Male,Yes,DSL,"37.739113, -122.175602",37.739113,-122.175602,No,90.65,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,31392,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,6322.1,0,3272.67,0.0,9594.77,No,Yes,94603
27,59,20.44,Competitor,Yes,Competitor offered higher download speeds,73,1,Richmond,2827,Month-to-Month,United States,8063-RJYNF,Churned,No,No,Male,Yes,Fiber Optic,"37.921034, -122.341798",37.921034,-122.341798,No,94.25,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,39089,No,Q3,No,1,No,California,Yes,Yes,Yes,16,1483.25,140,327.04,0.0,1950.29,Yes,No,94804
39,0,49.13,,No,,48,0,Richmond,6025,Two Year,United States,1767-CJKBA,Stayed,No,No,Male,No,,"37.921034, -122.341798",37.921034,-122.341798,No,25.1,Yes,0,0,Offer A,No,No,No,Credit Card,Yes,39089,No,Q3,No,4,No,California,No,No,No,66,1697.7,0,3242.58,0.0,4940.28,No,No,94804
26,59,45.24,,No,,66,0,Richmond,2448,Month-to-Month,United States,5213-TWWJU,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.921034, -122.341798",37.921034,-122.341798,No,91.0,No,0,0,,No,No,No,Bank Withdrawal,Yes,39089,Yes,Q3,No,3,No,California,Yes,Yes,No,28,2626.15,0,1266.72,0.0,3892.87,Yes,Yes,94804
34,16,32.11,,No,,23,0,Richmond,4487,One Year,United States,6992-TKNYO,Stayed,No,Yes,Male,Yes,DSL,"37.921034, -122.341798",37.921034,-122.341798,Yes,69.0,Yes,0,2,Offer C,No,No,No,Credit Card,Yes,39089,Yes,Q3,Yes,4,No,California,Yes,Yes,No,38,2669.45,0,1220.18,0.0,3889.63,No,Yes,94804
34,28,8.59,Competitor,Yes,Competitor had better devices,78,1,Rohnert Park,4458,Month-to-Month,United States,3727-RJMEO,Churned,No,No,Male,Yes,Fiber Optic,"38.34719, -122.697822",38.34719,-122.697822,Yes,82.85,Yes,0,3,,No,No,Yes,Bank Withdrawal,Yes,42544,No,Q3,Yes,1,No,California,No,No,Yes,6,460.25,0,51.54,48.95,462.84,No,Yes,94928
31,21,21.38,,No,,39,0,Rohnert Park,5806,One Year,United States,0810-DHDBD,Stayed,No,Yes,Female,Yes,Cable,"38.34719, -122.697822",38.34719,-122.697822,No,74.0,Yes,0,0,,No,Yes,No,Credit Card,Yes,42544,Yes,Q3,No,3,No,California,No,No,Yes,52,3877.65,0,1111.76,0.0,4989.41,No,Yes,94928
27,0,27.47,,No,,64,0,Rohnert Park,3300,Month-to-Month,United States,8150-QUDFX,Joined,No,No,Male,No,,"38.34719, -122.697822",38.34719,-122.697822,No,19.85,No,0,0,Offer E,No,No,No,Credit Card,Yes,42544,No,Q3,No,3,No,California,No,No,No,2,51.6,0,54.94,0.0,106.54,Yes,No,94928
23,51,48.49,,No,,28,0,Rohnert Park,2422,Month-to-Month,United States,1518-OMDIK,Stayed,No,No,Male,Yes,DSL,"38.34719, -122.697822",38.34719,-122.697822,Yes,44.55,No,0,6,Offer C,No,No,Yes,Credit Card,Yes,42544,No,Q3,Yes,4,No,California,No,No,No,33,1462.6,0,1600.17,0.0,3062.77,Yes,Yes,94928
24,73,21.74,Competitor,Yes,Competitor offered higher download speeds,65,1,Olema,4454,One Year,United States,4250-ZBWLV,Churned,No,Yes,Male,Yes,Fiber Optic,"38.052209, -122.775567",38.052209,-122.775567,No,108.45,Yes,0,0,Offer A,Yes,No,No,Bank Withdrawal,Yes,248,Yes,Q3,No,3,No,California,Yes,Yes,Yes,68,7176.55,0,1478.32,9.68,8645.19,Yes,Yes,94950
49,0,45.28,,No,,29,0,Olema,2403,One Year,United States,6100-FJZDG,Stayed,No,No,Male,No,,"38.052209, -122.775567",38.052209,-122.775567,Yes,20.05,No,0,10,,No,No,Yes,Bank Withdrawal,Yes,248,No,Q3,Yes,5,No,California,No,No,No,26,505.9,0,1177.28,0.0,1683.18,No,No,94950
47,8,0.0,,No,,59,0,Olema,5369,Month-to-Month,United States,5133-VRSAB,Stayed,No,No,Male,Yes,Cable,"38.052209, -122.775567",38.052209,-122.775567,No,29.35,No,0,0,Offer E,No,Yes,No,Credit Card,No,248,No,Q3,No,4,No,California,No,No,No,8,216.45,10,0.0,0.0,226.45,No,No,94950
50,26,31.34,,No,,74,0,Olema,5554,Two Year,United States,6741-QRLUP,Stayed,No,Yes,Female,Yes,DSL,"38.052209, -122.775567",38.052209,-122.775567,No,80.3,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,248,Yes,Q3,No,3,No,California,Yes,Yes,No,63,4995.35,0,1974.42,0.0,6969.77,No,Yes,94950
57,18,18.26,Competitor,Yes,Competitor offered more data,87,1,Woodacre,4306,Month-to-Month,United States,1871-MOWRM,Churned,No,No,Male,Yes,Fiber Optic,"38.005839, -122.638155",38.005839,-122.638155,Yes,80.85,No,0,3,,No,Yes,No,Bank Withdrawal,Yes,1449,Yes,Q3,Yes,1,No,California,No,No,No,12,866.45,0,219.12,23.72,1061.85,No,Yes,94973
62,19,0.0,,No,,55,0,Woodacre,4574,Two Year,United States,7771-ZONAT,Stayed,No,Yes,Male,Yes,DSL,"38.005839, -122.638155",38.005839,-122.638155,No,56.75,No,0,0,,No,No,No,Bank Withdrawal,No,1449,Yes,Q3,No,4,No,California,Yes,Yes,Yes,22,1304.85,0,0.0,0.0,1304.85,No,Yes,94973
28,0,47.96,,No,,32,0,Woodacre,4803,One Year,United States,4636-TVXVG,Stayed,Yes,No,Male,No,,"38.005839, -122.638155",38.005839,-122.638155,Yes,19.95,No,2,9,,No,No,No,Bank Withdrawal,Yes,1449,No,Q3,Yes,4,No,California,No,No,No,62,1244.8,0,2973.52,0.0,4218.32,Yes,No,94973
27,47,1.03,,No,,64,0,Woodacre,4868,One Year,United States,0853-NWIFK,Stayed,No,No,Female,Yes,Fiber Optic,"38.005839, -122.638155",38.005839,-122.638155,No,100.3,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,1449,No,Q3,No,3,No,California,Yes,Yes,Yes,45,4483.95,0,46.35,0.0,4530.3,Yes,Yes,94973
64,12,0.0,Competitor,Yes,Competitor offered more data,92,1,Aptos,4044,Month-to-Month,United States,2027-OAQQC,Churned,No,Yes,Female,Yes,DSL,"37.013471, -121.877877",37.013471,-121.877877,No,49.05,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,No,24227,No,Q3,No,1,No,California,Yes,Yes,Yes,43,2076.2,0,0.0,20.29,2055.91,No,Yes,95003
31,0,18.81,,No,,52,0,Aptos,2810,Month-to-Month,United States,2111-DWYHN,Joined,No,No,Male,No,,"37.013471, -121.877877",37.013471,-121.877877,No,21.1,No,0,0,,No,No,No,Credit Card,Yes,24227,No,Q3,No,5,No,California,No,No,No,1,21.1,0,18.81,0.0,39.91,No,No,95003
42,0,8.55,,No,,56,0,Aptos,2924,Two Year,United States,9392-XBGTD,Stayed,Yes,No,Male,No,,"37.013471, -121.877877",37.013471,-121.877877,No,20.6,No,2,0,,No,No,No,Credit Card,Yes,24227,No,Q3,No,4,No,California,No,No,No,27,581.85,0,230.85,0.0,812.7,No,No,95003
57,0,7.91,,No,,71,0,Aptos,5972,One Year,United States,6980-CDGFC,Stayed,No,No,Female,No,,"37.013471, -121.877877",37.013471,-121.877877,Yes,20.85,No,0,5,Offer A,No,No,Yes,Bank Withdrawal,Yes,24227,No,Q3,Yes,5,No,California,No,No,No,67,1327.4,0,529.97,0.0,1857.37,No,No,95003
34,18,0.0,Competitor,Yes,Competitor had better devices,69,1,Watsonville,4954,Month-to-Month,United States,7568-PODML,Churned,No,No,Male,Yes,DSL,"36.931654, -121.752383",36.931654,-121.752383,No,45.3,No,0,0,,No,No,Yes,Mailed Check,No,81141,No,Q3,No,1,No,California,Yes,Yes,Yes,1,45.3,0,0.0,0.0,45.3,No,Yes,95076
24,0,36.5,,No,,66,0,Watsonville,5294,Two Year,United States,9397-TZSHA,Stayed,No,No,Female,No,,"36.931654, -121.752383",36.931654,-121.752383,No,24.6,Yes,0,0,Offer A,No,No,No,Credit Card,Yes,81141,No,Q3,No,5,No,California,No,No,No,69,1678.05,0,2518.5,28.42,4168.13,Yes,No,95076
28,0,31.53,,No,,79,0,Watsonville,2194,One Year,United States,9534-NSXEM,Stayed,No,No,Male,No,,"36.931654, -121.752383",36.931654,-121.752383,No,20.65,No,0,0,Offer C,No,No,Yes,Credit Card,Yes,81141,No,Q3,No,3,No,California,No,No,No,26,595.5,0,819.78,0.0,1415.28,Yes,No,95076
40,0,32.22,,No,,48,0,Watsonville,4163,One Year,United States,8042-RNLKO,Stayed,No,No,Male,No,,"36.931654, -121.752383",36.931654,-121.752383,No,25.45,Yes,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,81141,No,Q3,No,3,No,California,No,No,No,66,1699.15,0,2126.52,0.0,3825.67,No,No,95076
61,2,26.05,Competitor,Yes,Competitor had better devices,87,1,San Jose,4493,Month-to-Month,United States,5349-IECLD,Churned,No,Yes,Male,Yes,Fiber Optic,"37.284265, -121.827673",37.284265,-121.827673,No,94.95,No,0,0,,No,No,No,Bank Withdrawal,Yes,57748,No,Q3,No,1,No,California,Yes,Yes,Yes,2,178.1,0,52.1,0.0,230.2,No,Yes,95111
38,25,0.0,,No,,32,0,San Jose,5544,Two Year,United States,0343-QLUZP,Stayed,No,Yes,Male,Yes,DSL,"37.284265, -121.827673",37.284265,-121.827673,No,39.6,No,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,No,57748,No,Q3,No,3,No,California,No,No,No,60,2424.5,0,0.0,38.46,2386.04,No,Yes,95111
21,51,4.94,,No,,23,0,San Jose,3847,Two Year,United States,8929-KSWIH,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.284265, -121.827673",37.284265,-121.827673,No,99.3,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,57748,Yes,Q3,No,4,No,California,Yes,Yes,Yes,25,2513.5,0,123.5,0.0,2637.0,Yes,Yes,95111
38,0,8.68,,No,,39,0,San Jose,2143,Month-to-Month,United States,5372-FBKBN,Stayed,Yes,No,Female,No,,"37.284265, -121.827673",37.284265,-121.827673,No,20.75,No,2,0,Offer D,No,No,No,Credit Card,Yes,57748,No,Q3,No,3,No,California,No,No,No,21,452.2,0,182.28,0.0,634.48,No,No,95111
35,8,48.42,Competitor,Yes,Competitor offered more data,90,1,Groveland,5932,Month-to-Month,United States,4009-ALQFH,Churned,No,Yes,Female,Yes,Fiber Optic,"37.902968, -119.667544",37.902968,-119.667544,No,99.5,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,3680,No,Q3,No,3,No,California,Yes,Yes,Yes,25,2369.05,0,1210.5,19.5,3560.05,No,Yes,95321
47,26,4.34,,No,,35,0,Groveland,2709,One Year,United States,6807-SIWJI,Stayed,No,No,Male,Yes,Fiber Optic,"37.902968, -119.667544",37.902968,-119.667544,No,104.85,Yes,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,3680,No,Q3,No,4,No,California,Yes,Yes,Yes,38,3887.25,0,164.92,0.0,4052.17,No,Yes,95321
19,30,0.0,,No,,30,0,Groveland,2682,Month-to-Month,United States,1215-VFYVK,Stayed,No,Yes,Female,Yes,Cable,"37.902968, -119.667544",37.902968,-119.667544,No,48.25,No,0,0,Offer E,No,Yes,No,Mailed Check,No,3680,Yes,Q3,No,3,No,California,Yes,Yes,No,4,202.25,10,0.0,0.0,212.25,Yes,No,95321
46,26,13.72,,No,,43,0,Groveland,5828,Month-to-Month,United States,0225-ZORZP,Joined,No,No,Male,Yes,Fiber Optic,"37.902968, -119.667544",37.902968,-119.667544,No,84.3,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,3680,No,Q3,No,5,No,California,Yes,Yes,No,3,235.05,0,41.16,0.0,276.21,No,Yes,95321
40,7,40.76,Competitor,Yes,Competitor made better offer,75,1,Jamestown,5497,Month-to-Month,United States,7562-GSUHK,Churned,No,Yes,Female,Yes,Fiber Optic,"37.84771, -120.486589",37.84771,-120.486589,No,93.2,No,0,0,,Yes,No,Yes,Credit Card,Yes,9559,No,Q3,No,1,No,California,Yes,Yes,No,16,1573.7,0,652.16,35.7,2190.16,No,Yes,95327
58,21,42.85,,No,,38,0,Jamestown,5012,Two Year,United States,0455-ENTCR,Stayed,No,No,Male,Yes,DSL,"37.84771, -120.486589",37.84771,-120.486589,Yes,85.25,Yes,0,1,,Yes,Yes,No,Bank Withdrawal,Yes,9559,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,66,5538.35,0,2828.1,0.0,8366.45,No,Yes,95327
33,53,2.31,,No,,52,0,Jamestown,3607,One Year,United States,7508-KBIMB,Stayed,Yes,Yes,Male,Yes,Cable,"37.84771, -120.486589",37.84771,-120.486589,Yes,56.25,No,3,7,,No,Yes,Yes,Credit Card,Yes,9559,No,Q3,Yes,4,No,California,No,No,No,24,1454.25,0,55.44,0.0,1509.69,No,Yes,95327
37,19,43.08,,No,,28,0,Jamestown,4079,One Year,United States,2830-LEWOA,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.84771, -120.486589",37.84771,-120.486589,Yes,103.9,No,1,3,Offer B,Yes,No,No,Credit Card,Yes,9559,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,61,6449.15,0,2627.88,0.0,9077.03,No,Yes,95327
29,0,32.01,Price,Yes,Price too high,93,1,Livingston,2158,Month-to-Month,United States,6776-TLWOI,Churned,No,No,Male,No,,"37.361987, -120.748394",37.361987,-120.748394,No,19.85,No,0,0,Offer E,No,No,No,Mailed Check,Yes,12672,No,Q3,No,1,No,California,No,No,No,3,64.55,0,96.03,0.0,160.58,Yes,No,95334
20,48,17.14,,No,,70,0,Livingston,5007,Month-to-Month,United States,6789-HJBWG,Stayed,No,No,Female,Yes,DSL,"37.361987, -120.748394",37.361987,-120.748394,No,49.4,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,12672,No,Q3,No,3,No,California,No,No,No,12,611.65,90,205.68,0.0,907.33,Yes,No,95334
24,48,15.29,,No,,49,0,Livingston,5687,One Year,United States,0233-FTHAV,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.361987, -120.748394",37.361987,-120.748394,No,79.2,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,12672,No,Q3,No,3,No,California,No,No,No,60,4765.0,0,917.4,0.0,5682.4,Yes,Yes,95334
60,0,26.98,,No,,20,0,Livingston,5374,Two Year,United States,6917-FIJHC,Stayed,No,No,Female,No,,"37.361987, -120.748394",37.361987,-120.748394,Yes,26.0,Yes,0,8,Offer A,No,No,Yes,Credit Card,Yes,12672,No,Q3,Yes,4,No,California,No,No,No,72,1776.0,0,1942.56,0.0,3718.56,No,No,95334
49,5,19.98,Dissatisfaction,Yes,Service dissatisfaction,83,1,Modesto,5533,Month-to-Month,United States,2868-MZAGQ,Churned,No,No,Male,Yes,Fiber Optic,"37.639029, -120.964772",37.639029,-120.964772,No,79.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,27135,No,Q3,No,1,No,California,Yes,Yes,No,1,79.25,0,19.98,0.0,99.23,No,Yes,95354
25,52,8.95,,No,,71,0,Modesto,4704,Month-to-Month,United States,4291-SHSBH,Stayed,No,No,Male,Yes,Fiber Optic,"37.639029, -120.964772",37.639029,-120.964772,No,69.55,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,27135,No,Q3,No,3,No,California,No,No,No,7,521.35,0,62.65,0.0,584.0,Yes,Yes,95354
53,11,3.03,,No,,59,0,Modesto,2624,Month-to-Month,United States,1564-HJUVY,Stayed,No,No,Male,Yes,DSL,"37.639029, -120.964772",37.639029,-120.964772,No,63.75,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,27135,Yes,Q3,No,5,No,California,No,No,Yes,4,226.2,0,12.12,0.0,238.32,No,Yes,95354
59,53,44.61,,No,,43,0,Modesto,5341,Two Year,United States,4077-HWUYD,Stayed,Yes,Yes,Male,Yes,DSL,"37.639029, -120.964772",37.639029,-120.964772,Yes,87.55,Yes,3,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,27135,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6463.15,0,3211.92,0.0,9675.07,No,Yes,95354
42,17,19.02,Price,Yes,Price too high,90,1,Tuolumne,3344,One Year,United States,4789-KWMXN,Churned,No,Yes,Male,Yes,Fiber Optic,"37.939768, -120.188002",37.939768,-120.188002,Yes,110.85,Yes,0,1,Offer B,No,Yes,Yes,Credit Card,Yes,3979,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,47,5275.8,0,893.94,4.93,6164.81,No,Yes,95379
54,13,1.09,,No,,76,0,Tuolumne,3760,Month-to-Month,United States,0178-SZBHO,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.939768, -120.188002",37.939768,-120.188002,Yes,87.2,Yes,1,7,,Yes,No,No,Bank Withdrawal,Yes,3979,No,Q3,Yes,3,No,California,No,No,Yes,47,4017.45,0,51.23,0.0,4068.68,No,Yes,95379
42,17,13.56,,No,,80,0,Tuolumne,2775,Month-to-Month,United States,6652-YFFJO,Stayed,No,No,Female,Yes,Cable,"37.939768, -120.188002",37.939768,-120.188002,No,64.9,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,3979,No,Q3,No,5,No,California,Yes,Yes,Yes,11,716.1,0,149.16,0.0,865.26,No,Yes,95379
32,17,49.19,,No,,45,0,Tuolumne,5289,Month-to-Month,United States,2607-FBDFF,Joined,No,No,Male,Yes,DSL,"37.939768, -120.188002",37.939768,-120.188002,No,49.0,No,0,0,,No,No,No,Credit Card,Yes,3979,Yes,Q3,No,3,No,California,No,No,No,1,49.0,0,49.19,0.0,98.19,No,Yes,95379
34,14,17.57,Other,Yes,Don't know,74,1,Annapolis,5353,One Year,United States,8559-CIZFV,Churned,No,No,Male,Yes,Cable,"38.731055, -123.316553",38.731055,-123.316553,Yes,77.5,Yes,0,1,Offer D,Yes,Yes,No,Mailed Check,Yes,747,Yes,Q3,Yes,2,No,California,No,No,Yes,21,1625.0,80,368.97,18.39,2055.58,No,No,95412
63,20,47.48,,No,,22,0,Annapolis,5915,Month-to-Month,United States,9408-HRXRK,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.731055, -123.316553",38.731055,-123.316553,Yes,105.15,Yes,1,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,747,No,Q3,Yes,4,No,California,Yes,Yes,Yes,45,4730.9,0,2136.6,0.0,6867.5,No,Yes,95412
21,52,0.0,,No,,48,0,Annapolis,3909,Two Year,United States,6505-OZNPG,Stayed,No,Yes,Female,Yes,Cable,"38.731055, -123.316553",38.731055,-123.316553,No,63.4,No,0,0,,Yes,Yes,Yes,Mailed Check,No,747,Yes,Q3,No,4,No,California,Yes,Yes,Yes,6,348.8,10,0.0,0.0,358.8,Yes,No,95412
37,0,2.57,,No,,36,0,Annapolis,5098,Two Year,United States,4625-XMOYM,Stayed,Yes,No,Female,No,,"38.731055, -123.316553",38.731055,-123.316553,Yes,26.25,Yes,1,8,,No,No,Yes,Bank Withdrawal,Yes,747,No,Q3,Yes,4,No,California,No,No,No,72,1988.05,0,185.04,0.0,2173.09,No,No,95412
25,73,8.95,Attitude,Yes,Attitude of service provider,65,1,Graton,5672,Month-to-Month,United States,2575-GFSOE,Churned,No,No,Female,Yes,Fiber Optic,"38.434362, -122.86891",38.434362,-122.86891,Yes,69.0,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,Yes,390,No,Q3,Yes,2,No,California,No,Yes,No,7,506.9,0,62.65,0.0,569.55,Yes,Yes,95444
47,20,6.59,,No,,26,0,Graton,4222,Two Year,United States,2612-PHGOX,Stayed,No,Yes,Male,Yes,Cable,"38.434362, -122.86891",38.434362,-122.86891,Yes,76.1,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,390,Yes,Q3,Yes,4,No,California,No,No,Yes,64,4818.8,0,421.76,0.0,5240.56,No,Yes,95444
22,27,0.0,,No,,29,0,Graton,4283,Two Year,United States,1936-CZAKF,Stayed,No,No,Male,Yes,Cable,"38.434362, -122.86891",38.434362,-122.86891,Yes,49.65,No,0,8,,Yes,No,No,Credit Card,No,390,No,Q3,Yes,4,No,California,Yes,Yes,Yes,49,2409.9,0,0.0,0.0,2409.9,Yes,Yes,95444
51,28,43.49,,No,,33,0,Graton,5456,Month-to-Month,United States,0599-XNYDO,Stayed,No,No,Female,Yes,Fiber Optic,"38.434362, -122.86891",38.434362,-122.86891,Yes,69.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,390,No,Q3,No,5,No,California,No,No,No,20,1540.35,0,869.8,0.0,2410.15,No,Yes,95444
27,52,29.69,Attitude,Yes,Attitude of service provider,72,1,Hopland,4662,Month-to-Month,United States,2842-JTCCU,Churned,No,No,Male,Yes,Cable,"38.93706, -123.118111",38.93706,-123.118111,No,46.05,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,1373,No,Q3,No,3,No,California,No,Yes,No,2,80.35,10,59.38,0.0,149.73,Yes,No,95449
34,25,0.0,,No,,28,0,Hopland,5183,One Year,United States,4598-ZADCK,Stayed,No,Yes,Female,Yes,DSL,"38.93706, -123.118111",38.93706,-123.118111,No,53.6,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,1373,Yes,Q3,No,3,No,California,No,No,Yes,53,2879.2,0,0.0,0.0,2879.2,No,Yes,95449
55,24,27.17,,No,,67,0,Hopland,4980,Month-to-Month,United States,4402-FTBXC,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.93706, -123.118111",38.93706,-123.118111,No,89.8,No,0,0,,No,Yes,No,Credit Card,Yes,1373,No,Q3,No,3,No,California,No,No,Yes,54,4667.0,0,1467.18,0.0,6134.18,No,Yes,95449
64,0,3.69,,No,,43,0,Hopland,3962,Month-to-Month,United States,8746-OQQRW,Stayed,No,No,Male,No,,"38.93706, -123.118111",38.93706,-123.118111,No,25.25,Yes,0,0,Offer E,No,No,No,Credit Card,Yes,1373,No,Q3,No,5,No,California,No,No,No,4,101.9,0,14.76,0.0,116.66,No,No,95449
59,30,7.99,Other,Yes,Moved,65,1,Navarro,2578,Month-to-Month,United States,6521-YYTYI,Churned,No,No,Male,Yes,Fiber Optic,"39.182916, -123.552571",39.182916,-123.552571,No,93.3,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,148,No,Q3,No,3,No,California,Yes,Yes,Yes,1,93.3,0,7.99,0.0,101.29,No,Yes,95463
50,0,41.19,,No,,59,0,Navarro,6144,Two Year,United States,8711-LOBKY,Stayed,Yes,No,Male,No,,"39.182916, -123.552571",39.182916,-123.552571,Yes,19.85,No,1,2,,No,No,No,Credit Card,Yes,148,No,Q3,Yes,3,No,California,No,No,No,59,1188.25,0,2430.21,0.0,3618.46,No,No,95463
42,29,32.78,,No,,52,0,Navarro,3655,Month-to-Month,United States,3352-ALMCK,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.182916, -123.552571",39.182916,-123.552571,No,102.65,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,148,No,Q3,No,4,No,California,Yes,Yes,Yes,40,4108.15,0,1311.2,0.0,5419.35,No,Yes,95463
41,22,10.34,,No,,76,0,Navarro,4639,Month-to-Month,United States,2105-PHWON,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.182916, -123.552571",39.182916,-123.552571,Yes,95.0,Yes,0,1,,No,No,Yes,Credit Card,Yes,148,Yes,Q3,Yes,3,No,California,Yes,Yes,No,33,3008.15,60,341.22,0.0,3409.37,No,No,95463
43,25,17.37,Competitor,Yes,Competitor had better devices,84,1,Burnt Ranch,3706,Month-to-Month,United States,0328-GRPMV,Churned,No,No,Female,Yes,Fiber Optic,"40.854512, -123.450097",40.854512,-123.450097,No,70.1,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,485,No,Q3,No,1,No,California,No,No,No,1,70.1,0,17.37,0.0,87.47,No,Yes,95527
32,26,0.0,,No,,71,0,Burnt Ranch,3844,One Year,United States,3941-XTSKM,Stayed,No,Yes,Male,Yes,DSL,"40.854512, -123.450097",40.854512,-123.450097,Yes,45.1,No,0,6,,Yes,No,Yes,Credit Card,No,485,No,Q3,Yes,4,No,California,Yes,Yes,No,42,2049.05,0,0.0,0.0,2049.05,No,Yes,95527
57,0,25.69,,No,,43,0,Burnt Ranch,5854,One Year,United States,4707-YNOQA,Stayed,Yes,No,Female,No,,"40.854512, -123.450097",40.854512,-123.450097,Yes,25.6,Yes,1,6,,No,No,Yes,Credit Card,Yes,485,No,Q3,Yes,4,No,California,No,No,No,34,917.15,0,873.46,0.0,1790.61,No,No,95527
45,26,15.23,,No,,30,0,Burnt Ranch,4675,Two Year,United States,9499-XPZXM,Stayed,No,No,Female,Yes,DSL,"40.854512, -123.450097",40.854512,-123.450097,Yes,64.75,Yes,0,7,,Yes,Yes,No,Bank Withdrawal,Yes,485,Yes,Q3,Yes,3,No,California,No,No,No,72,4804.75,0,1096.56,0.0,5901.31,No,Yes,95527
36,20,14.3,Competitor,Yes,Competitor offered higher download speeds,85,1,Petrolia,5869,Month-to-Month,United States,3223-WZWJM,Churned,No,No,Male,Yes,Fiber Optic,"40.274302, -124.210902",40.274302,-124.210902,No,83.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,300,No,Q3,No,1,No,California,Yes,Yes,No,26,2254.2,0,371.8,0.0,2626.0,No,Yes,95558
19,52,0.0,,No,,45,0,Petrolia,3513,Month-to-Month,United States,7537-RBWEA,Joined,No,No,Female,Yes,Cable,"40.274302, -124.210902",40.274302,-124.210902,No,25.15,No,0,0,,No,No,Yes,Credit Card,No,300,No,Q3,No,5,No,California,No,No,No,1,25.15,0,0.0,0.0,25.15,Yes,Yes,95558
57,27,31.33,,No,,57,0,Petrolia,4444,Two Year,United States,4674-HGNUA,Stayed,Yes,Yes,Male,Yes,Cable,"40.274302, -124.210902",40.274302,-124.210902,Yes,89.9,Yes,3,6,Offer A,Yes,Yes,No,Credit Card,Yes,300,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6457.15,0,2224.43,0.0,8681.58,No,Yes,95558
42,0,3.01,,No,,29,0,Petrolia,3556,Two Year,United States,9068-FHQHD,Stayed,Yes,No,Female,No,,"40.274302, -124.210902",40.274302,-124.210902,Yes,20.15,No,3,1,,No,No,No,Bank Withdrawal,Yes,300,No,Q3,Yes,5,No,California,No,No,No,40,777.35,0,120.4,0.0,897.75,No,No,95558
63,18,37.43,Competitor,Yes,Competitor had better devices,66,1,Cool,3790,Month-to-Month,United States,0754-UKWQP,Churned,No,Yes,Male,Yes,Fiber Optic,"38.880622, -120.973865",38.880622,-120.973865,No,95.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3674,No,Q3,No,1,No,California,Yes,Yes,Yes,2,197.7,0,74.86,0.0,272.56,No,Yes,95614
28,59,22.36,,No,,74,0,Cool,2319,Month-to-Month,United States,7130-YXBRO,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.880622, -120.973865",38.880622,-120.973865,Yes,111.45,Yes,0,9,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,3674,No,Q3,Yes,3,No,California,Yes,Yes,Yes,48,5315.1,0,1073.28,0.0,6388.38,Yes,Yes,95614
41,0,3.39,,No,,53,0,Cool,2371,Month-to-Month,United States,8896-BQTTI,Joined,No,No,Male,No,,"38.880622, -120.973865",38.880622,-120.973865,No,25.0,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,3674,No,Q3,No,3,No,California,No,No,No,1,25.0,0,3.39,0.0,28.39,No,No,95614
30,51,33.24,,No,,46,0,Cool,5650,Two Year,United States,9415-ZNBSX,Stayed,Yes,Yes,Female,Yes,DSL,"38.880622, -120.973865",38.880622,-120.973865,Yes,89.0,Yes,1,3,,Yes,Yes,Yes,Bank Withdrawal,Yes,3674,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,6293.2,0,2326.8,0.0,8620.0,No,Yes,95614
54,26,6.78,Price,Yes,Price too high,69,1,Kirkwood,2008,Month-to-Month,United States,9330-IJWIO,Churned,No,No,Female,Yes,Fiber Optic,"38.631489, -120.015167",38.631489,-120.015167,No,100.35,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,129,No,Q3,No,1,No,California,Yes,Yes,Yes,13,1358.85,0,88.14,34.09,1412.9,No,Yes,95646
43,21,19.04,,No,,75,0,Kirkwood,3262,Two Year,United States,9432-RUVSL,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.631489, -120.015167",38.631489,-120.015167,No,102.5,No,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,129,Yes,Q3,No,3,No,California,Yes,Yes,Yes,48,4904.25,0,913.92,0.0,5818.17,No,Yes,95646
20,0,36.78,,No,,40,0,Kirkwood,2433,One Year,United States,8512-WIWYV,Stayed,No,No,Male,No,,"38.631489, -120.015167",38.631489,-120.015167,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,129,No,Q3,No,5,No,California,No,No,No,32,707.5,0,1176.96,0.0,1884.46,Yes,No,95646
52,0,26.9,,No,,40,0,Kirkwood,2822,Month-to-Month,United States,2832-SCUCO,Joined,No,No,Female,No,,"38.631489, -120.015167",38.631489,-120.015167,No,19.9,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,129,No,Q3,No,4,No,California,No,No,No,2,57.4,0,53.8,0.0,111.2,No,No,95646
44,0,26.37,Price,Yes,Long distance charges,67,1,Rescue,3830,Month-to-Month,United States,8073-IJDCM,Churned,No,No,Female,No,,"38.724322, -120.991237",38.724322,-120.991237,No,20.3,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,3815,No,Q3,No,3,No,California,No,No,No,1,20.3,0,26.37,0.0,46.67,No,No,95672
38,0,6.52,,No,,78,0,Rescue,2416,Two Year,United States,1970-KKFWL,Stayed,No,No,Female,No,,"38.724322, -120.991237",38.724322,-120.991237,No,23.3,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,3815,No,Q3,No,3,No,California,No,No,No,35,797.1,0,228.2,0.0,1025.3,No,No,95672
53,28,44.49,,No,,60,0,Rescue,4022,Two Year,United States,0263-FJTQO,Stayed,Yes,No,Male,Yes,Cable,"38.724322, -120.991237",38.724322,-120.991237,Yes,70.5,Yes,2,10,Offer B,No,Yes,Yes,Credit Card,Yes,3815,Yes,Q3,Yes,4,No,California,No,No,Yes,50,3486.65,0,2224.5,0.0,5711.15,No,Yes,95672
59,53,18.99,,No,,72,0,Rescue,4173,Two Year,United States,5181-OABFK,Stayed,Yes,Yes,Female,Yes,Cable,"38.724322, -120.991237",38.724322,-120.991237,Yes,61.3,No,3,7,,Yes,Yes,Yes,Credit Card,Yes,3815,No,Q3,Yes,3,No,California,No,No,No,56,3346.8,0,1063.44,0.0,4410.24,No,Yes,95672
41,24,14.12,Dissatisfaction,Yes,Poor expertise of online support,90,1,Sutter Creek,4880,Month-to-Month,United States,2869-ADAWR,Churned,No,No,Female,Yes,Fiber Optic,"38.432145, -120.77069",38.432145,-120.77069,No,89.3,Yes,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,4610,No,Q3,No,2,No,California,No,No,Yes,45,4016.85,0,635.4,44.63,4607.62,No,Yes,95685
27,59,45.62,,No,,27,0,Sutter Creek,3715,Month-to-Month,United States,5302-BDJNT,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.432145, -120.77069",38.432145,-120.77069,No,95.5,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,4610,Yes,Q3,No,3,No,California,No,No,Yes,35,3418.2,0,1596.7,0.0,5014.9,Yes,Yes,95685
37,21,39.85,,No,,52,0,Sutter Creek,4525,Month-to-Month,United States,5652-MSDEY,Stayed,No,No,Female,Yes,Fiber Optic,"38.432145, -120.77069",38.432145,-120.77069,No,75.75,Yes,0,0,,No,No,Yes,Mailed Check,Yes,4610,No,Q3,No,5,No,California,No,No,No,10,777.3,0,398.5,0.0,1175.8,No,Yes,95685
21,0,19.15,,No,,71,0,Sutter Creek,3585,One Year,United States,3556-BVQGL,Stayed,No,No,Female,No,,"38.432145, -120.77069",38.432145,-120.77069,Yes,20.0,No,0,2,Offer D,No,No,Yes,Credit Card,Yes,4610,No,Q3,Yes,5,No,California,No,No,No,20,416.45,0,383.0,0.0,799.45,Yes,No,95685
40,21,29.92,Competitor,Yes,Competitor offered higher download speeds,77,1,Wilton,4745,Month-to-Month,United States,0637-UBJRP,Churned,No,No,Male,Yes,Fiber Optic,"38.392559, -121.225093",38.392559,-121.225093,Yes,84.05,No,0,5,Offer D,No,Yes,No,Bank Withdrawal,Yes,5889,No,Q3,Yes,1,No,California,Yes,Yes,No,13,1095.3,0,388.96,23.97,1460.29,No,Yes,95693
56,15,33.25,,No,,54,0,Wilton,4203,Two Year,United States,3870-SPZSI,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.392559, -121.225093",38.392559,-121.225093,Yes,113.05,Yes,2,4,Offer A,Yes,Yes,Yes,Credit Card,Yes,5889,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,70,7869.05,0,2327.5,0.0,10196.55,No,Yes,95693
42,23,39.11,,No,,49,0,Wilton,3682,Month-to-Month,United States,4504-YOULA,Stayed,Yes,No,Female,Yes,DSL,"38.392559, -121.225093",38.392559,-121.225093,Yes,59.45,Yes,3,0,Offer C,Yes,Yes,Yes,Credit Card,Yes,5889,No,Q3,No,3,No,California,No,No,No,35,2136.9,0,1368.85,0.0,3505.75,No,Yes,95693
57,15,0.0,,No,,33,0,Wilton,4700,Two Year,United States,2192-CKRLV,Stayed,No,Yes,Female,Yes,DSL,"38.392559, -121.225093",38.392559,-121.225093,Yes,49.2,No,0,2,Offer A,Yes,Yes,Yes,Bank Withdrawal,No,5889,No,Q3,Yes,3,No,California,Yes,Yes,No,72,3580.95,0,0.0,0.0,3580.95,No,Yes,95693
31,0,22.12,Price,Yes,Long distance charges,92,1,Kyburz,3663,Month-to-Month,United States,1963-VAUKV,Churned,No,No,Female,No,,"38.766036, -120.209673",38.766036,-120.209673,No,20.4,No,0,0,Offer E,No,No,No,Mailed Check,Yes,183,No,Q3,No,3,No,California,No,No,No,1,20.4,0,22.12,0.0,42.52,No,No,95720
49,0,17.92,,No,,75,0,Kyburz,5876,Month-to-Month,United States,9046-DQMTP,Stayed,No,No,Male,No,,"38.766036, -120.209673",38.766036,-120.209673,No,20.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,183,No,Q3,No,3,No,California,No,No,No,35,739.9,0,627.2,0.0,1367.1,No,No,95720
40,0,48.61,,No,,70,0,Kyburz,4004,One Year,United States,8631-XVRZL,Stayed,No,No,Male,No,,"38.766036, -120.209673",38.766036,-120.209673,No,20.15,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,183,No,Q3,No,4,No,California,No,No,No,9,163.7,0,437.49,0.0,601.19,No,No,95720
51,30,25.9,,No,,62,0,Kyburz,5907,Two Year,United States,3050-RLLXC,Stayed,Yes,Yes,Female,Yes,Cable,"38.766036, -120.209673",38.766036,-120.209673,Yes,81.25,Yes,2,10,Offer B,Yes,Yes,No,Credit Card,Yes,183,Yes,Q3,Yes,4,No,California,No,No,Yes,56,4620.4,0,1450.4,0.0,6070.8,No,Yes,95720
51,9,46.92,Competitor,Yes,Competitor offered more data,80,1,Sacramento,3590,Month-to-Month,United States,7739-LAXOG,Churned,No,Yes,Female,Yes,Fiber Optic,"38.590035, -121.412455",38.590035,-121.412455,Yes,91.05,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,30715,No,Q3,Yes,1,No,California,Yes,Yes,No,32,2954.5,70,1501.44,0.0,4525.94,No,No,95825
53,11,42.45,,No,,63,0,Sacramento,5106,One Year,United States,6362-QHAFM,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.590035, -121.412455",38.590035,-121.412455,Yes,108.3,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,30715,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,42,4586.15,0,1782.9,0.0,6369.05,No,Yes,95825
52,0,47.82,,No,,40,0,Sacramento,4246,Two Year,United States,4521-WFJAI,Stayed,No,No,Male,No,,"38.590035, -121.412455",38.590035,-121.412455,No,25.95,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,30715,No,Q3,No,3,No,California,No,No,No,56,1444.05,0,2677.92,0.0,4121.97,No,No,95825
22,0,19.04,,No,,41,0,Sacramento,4275,Two Year,United States,8224-KDLKN,Stayed,Yes,No,Male,No,,"38.590035, -121.412455",38.590035,-121.412455,Yes,25.0,Yes,2,3,Offer A,No,No,No,Bank Withdrawal,Yes,30715,No,Q3,Yes,4,No,California,No,No,No,72,1738.9,0,1370.88,0.0,3109.78,Yes,No,95825
51,15,0.0,Competitor,Yes,Competitor offered more data,66,1,Sacramento,4481,Two Year,United States,6034-ZRYCV,Churned,No,Yes,Female,Yes,Cable,"38.691607, -121.602284",38.691607,-121.602284,Yes,54.2,No,0,1,Offer A,Yes,No,Yes,Bank Withdrawal,No,264,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,3937.45,0,0.0,0.0,3937.45,No,Yes,95837
35,16,24.35,,No,,58,0,Sacramento,6468,One Year,United States,9480-BQJEI,Stayed,No,No,Male,Yes,Fiber Optic,"38.691607, -121.602284",38.691607,-121.602284,No,92.3,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,264,No,Q3,No,4,No,California,Yes,Yes,No,62,5731.45,0,1509.7,0.0,7241.15,No,Yes,95837
23,0,45.12,,No,,45,0,Sacramento,4106,Two Year,United States,3148-AOIQT,Stayed,No,No,Female,No,,"38.691607, -121.602284",38.691607,-121.602284,Yes,24.95,Yes,0,10,,No,No,Yes,Credit Card,Yes,264,No,Q3,Yes,3,No,California,No,No,No,69,1718.35,0,3113.28,0.0,4831.63,Yes,No,95837
47,19,14.48,,No,,71,0,Sacramento,5846,One Year,United States,5795-BKOYE,Stayed,Yes,Yes,Female,Yes,DSL,"38.691607, -121.602284",38.691607,-121.602284,Yes,59.1,No,1,5,Offer A,Yes,No,No,Bank Withdrawal,Yes,264,Yes,Q3,Yes,4,No,California,No,No,No,69,4134.7,0,999.12,0.0,5133.82,No,Yes,95837
41,23,42.92,Dissatisfaction,Yes,Network reliability,81,1,Gridley,3486,Month-to-Month,United States,8761-NSOBC,Churned,No,No,Male,Yes,Fiber Optic,"39.346898, -121.759537",39.346898,-121.759537,No,100.55,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,9763,Yes,Q3,No,2,No,California,Yes,Yes,Yes,44,4398.15,0,1888.48,0.0,6286.63,No,Yes,95948
19,26,2.76,,No,,28,0,Gridley,4911,Month-to-Month,United States,1769-GRUIK,Stayed,No,No,Female,Yes,Fiber Optic,"39.346898, -121.759537",39.346898,-121.759537,No,71.1,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,9763,No,Q3,No,5,No,California,No,No,No,18,1247.75,150,49.68,0.0,1447.43,Yes,No,95948
50,0,30.28,,No,,65,0,Gridley,2692,Month-to-Month,United States,9467-ROOLM,Stayed,No,No,Female,No,,"39.346898, -121.759537",39.346898,-121.759537,No,19.05,No,0,0,Offer C,No,No,No,Mailed Check,Yes,9763,No,Q3,No,5,No,California,No,No,No,25,461.3,0,757.0,0.0,1218.3,No,No,95948
46,28,36.68,,No,,53,0,Gridley,4231,Two Year,United States,8144-DGHXP,Stayed,No,Yes,Female,Yes,DSL,"39.346898, -121.759537",39.346898,-121.759537,No,80.6,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,9763,Yes,Q3,No,4,No,California,Yes,Yes,Yes,54,4299.95,140,1980.72,0.0,6420.67,No,No,95948
49,6,18.34,Price,Yes,Lack of affordable download/upload speed,77,1,Orland,5764,Month-to-Month,United States,9223-UCPVT,Churned,No,Yes,Female,Yes,Fiber Optic,"39.748037, -122.302169",39.748037,-122.302169,No,94.4,No,0,0,,No,No,No,Bank Withdrawal,Yes,13706,No,Q3,No,3,No,California,Yes,Yes,Yes,1,94.4,0,18.34,0.0,112.74,No,Yes,95963
28,48,46.9,,No,,61,0,Orland,4847,One Year,United States,2924-KHUVI,Stayed,No,No,Male,Yes,Fiber Optic,"39.748037, -122.302169",39.748037,-122.302169,Yes,100.55,Yes,0,7,,No,Yes,Yes,Bank Withdrawal,Yes,13706,No,Q3,Yes,3,No,California,Yes,Yes,Yes,56,5514.95,0,2626.4,0.0,8141.35,Yes,Yes,95963
45,19,5.51,,No,,51,0,Orland,4172,One Year,United States,4578-PHJYZ,Stayed,Yes,Yes,Male,Yes,Cable,"39.748037, -122.302169",39.748037,-122.302169,Yes,68.75,No,2,9,,Yes,No,Yes,Bank Withdrawal,Yes,13706,Yes,Q3,Yes,3,No,California,No,No,Yes,52,3482.85,0,286.52,16.86,3752.51,No,Yes,95963
20,30,0.0,,No,,27,0,Orland,6445,One Year,United States,9200-NLNPD,Stayed,No,Yes,Male,Yes,DSL,"39.748037, -122.302169",39.748037,-122.302169,Yes,54.05,No,0,10,,No,No,Yes,Bank Withdrawal,No,13706,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,56,2959.8,40,0.0,0.0,2999.8,Yes,No,95963
41,27,8.31,Dissatisfaction,Yes,Product dissatisfaction,91,1,Taylorsville,3365,Month-to-Month,United States,0488-GSLFR,Churned,No,No,Female,Yes,Fiber Optic,"40.053684, -120.743116",40.053684,-120.743116,No,69.5,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,513,No,Q3,No,1,No,California,No,No,No,1,69.5,0,8.31,0.0,77.81,No,Yes,95983
64,0,8.54,,No,,40,0,Taylorsville,2847,Month-to-Month,United States,4881-GQJTW,Stayed,No,No,Male,No,,"40.053684, -120.743116",40.053684,-120.743116,No,19.6,No,0,0,Offer D,No,No,No,Credit Card,Yes,513,No,Q3,No,4,No,California,No,No,No,14,300.4,0,119.56,0.0,419.96,No,No,95983
56,18,13.41,,No,,24,0,Taylorsville,4264,Two Year,United States,5197-LQXXH,Stayed,No,Yes,Female,Yes,DSL,"40.053684, -120.743116",40.053684,-120.743116,Yes,83.3,Yes,0,9,,Yes,No,Yes,Credit Card,Yes,513,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,5894.5,0,952.11,37.44,6809.17,No,Yes,95983
19,85,28.05,,No,,63,0,Taylorsville,4855,Month-to-Month,United States,0584-BJQGZ,Stayed,No,Yes,Female,Yes,Cable,"40.053684, -120.743116",40.053684,-120.743116,No,78.35,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,513,Yes,Q3,No,4,No,California,No,No,Yes,25,1837.9,0,701.25,0.0,2539.15,Yes,Yes,95983
37,20,3.65,Other,Yes,Don't know,73,1,Cassel,5989,Month-to-Month,United States,5708-EVONK,Churned,No,No,Female,Yes,Fiber Optic,"40.936285, -121.572692",40.936285,-121.572692,Yes,93.4,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,344,No,Q3,Yes,1,No,California,Yes,Yes,No,58,5435.6,0,211.7,0.0,5647.3,No,Yes,96016
61,0,4.79,,No,,61,0,Cassel,3403,Two Year,United States,6518-KZXCB,Stayed,No,No,Male,No,,"40.936285, -121.572692",40.936285,-121.572692,No,25.25,Yes,0,0,Offer D,No,No,No,Credit Card,Yes,344,No,Q3,No,4,No,California,No,No,No,22,566.5,0,105.38,0.0,671.88,No,No,96016
49,24,38.28,,No,,42,0,Cassel,6247,Two Year,United States,5879-HMFFH,Stayed,No,Yes,Female,Yes,DSL,"40.936285, -121.572692",40.936285,-121.572692,Yes,88.05,Yes,0,1,,Yes,Yes,No,Bank Withdrawal,Yes,344,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6520.8,0,2756.16,29.11,9247.85,No,Yes,96016
61,8,4.76,,No,,36,0,Cassel,4337,Two Year,United States,0868-VJRDR,Stayed,No,No,Male,Yes,Fiber Optic,"40.936285, -121.572692",40.936285,-121.572692,Yes,104.05,No,0,1,,Yes,Yes,Yes,Credit Card,Yes,344,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,64,6605.55,0,304.64,0.0,6910.19,No,Yes,96016
53,22,0.0,Competitor,Yes,Competitor offered higher download speeds,81,1,Dunsmuir,2796,Month-to-Month,United States,7016-BPGEU,Churned,No,No,Female,Yes,Cable,"41.212695, -122.392067",41.212695,-122.392067,No,25.1,No,0,0,,No,No,Yes,Credit Card,No,2602,No,Q3,No,1,No,California,No,No,No,29,712.85,0,0.0,0.0,712.85,No,Yes,96025
52,0,25.92,,No,,61,0,Dunsmuir,5994,Month-to-Month,United States,9818-XQCUV,Joined,No,No,Female,No,,"41.212695, -122.392067",41.212695,-122.392067,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,2602,No,Q3,No,3,No,California,No,No,No,2,45.3,0,51.84,0.0,97.14,No,No,96025
63,0,3.84,,No,,70,0,Dunsmuir,4828,One Year,United States,4359-INNWN,Stayed,No,No,Female,No,,"41.212695, -122.392067",41.212695,-122.392067,No,20.05,No,0,0,Offer D,No,No,No,Credit Card,Yes,2602,No,Q3,No,4,No,California,No,No,No,17,337.9,0,65.28,43.68,359.5,No,No,96025
60,0,29.64,,No,,68,0,Dunsmuir,4937,Two Year,United States,8727-JQFHV,Stayed,Yes,No,Male,No,,"41.212695, -122.392067",41.212695,-122.392067,Yes,20.75,No,2,8,,No,No,No,Credit Card,Yes,2602,No,Q3,Yes,3,No,California,No,No,No,57,1123.15,0,1689.48,0.0,2812.63,No,No,96025
22,52,34.4,Competitor,Yes,Competitor offered higher download speeds,65,1,Etna,3913,Month-to-Month,United States,6876-ADESB,Churned,Yes,Yes,Male,Yes,Cable,"41.405193, -123.008567",41.405193,-123.008567,No,48.95,No,2,0,,No,No,No,Bank Withdrawal,Yes,2156,No,Q3,No,1,No,California,No,Yes,No,1,48.95,0,34.4,0.0,83.35,Yes,Yes,96027
40,13,0.0,,No,,61,0,Etna,4003,One Year,United States,7338-ERIVA,Stayed,No,No,Male,Yes,DSL,"41.405193, -123.008567",41.405193,-123.008567,No,45.05,No,0,0,Offer C,No,Yes,No,Bank Withdrawal,No,2156,Yes,Q3,No,3,No,California,No,No,Yes,39,1790.6,0,0.0,0.0,1790.6,No,Yes,96027
41,27,39.22,,No,,31,0,Etna,2478,Month-to-Month,United States,0585-EGDDA,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.405193, -123.008567",41.405193,-123.008567,Yes,80.0,No,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,2156,No,Q3,Yes,3,No,California,No,No,No,40,3168.75,0,1568.8,41.74,4695.81,No,Yes,96027
50,3,27.16,,No,,75,0,Etna,4068,One Year,United States,9475-NNDGC,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.405193, -123.008567",41.405193,-123.008567,Yes,113.15,Yes,0,8,,Yes,No,Yes,Bank Withdrawal,Yes,2156,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7953.25,0,1928.36,0.0,9881.61,No,Yes,96027
46,2,16.14,Dissatisfaction,Yes,Service dissatisfaction,91,1,Mcarthur,3280,Month-to-Month,United States,5712-PTIWW,Churned,No,Yes,Male,Yes,Fiber Optic,"41.10831, -121.360362",41.10831,-121.360362,No,79.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,1554,Yes,Q3,No,2,No,California,No,No,No,2,152.45,0,32.28,0.0,184.73,No,Yes,96056
62,11,39.72,,No,,26,0,Mcarthur,4775,One Year,United States,5127-BZENZ,Stayed,No,No,Female,Yes,DSL,"41.10831, -121.360362",41.10831,-121.360362,Yes,65.2,Yes,0,1,Offer B,No,Yes,No,Bank Withdrawal,Yes,1554,No,Q3,Yes,3,No,California,No,No,Yes,56,3512.15,0,2224.32,0.0,5736.47,No,Yes,96056
51,0,30.41,,No,,42,0,Mcarthur,4642,Two Year,United States,8173-RXAYP,Stayed,Yes,No,Female,No,,"41.10831, -121.360362",41.10831,-121.360362,Yes,19.7,No,1,8,,No,No,No,Credit Card,Yes,1554,No,Q3,Yes,4,No,California,No,No,No,24,452.55,0,729.84,0.0,1182.39,No,No,96056
29,0,16.2,,No,,46,0,Mcarthur,2750,One Year,United States,2673-ZALNP,Stayed,No,No,Female,No,,"41.10831, -121.360362",41.10831,-121.360362,No,19.9,No,0,0,Offer E,No,No,No,Credit Card,Yes,1554,No,Q3,No,3,No,California,No,No,No,7,173.15,0,113.4,0.0,286.55,Yes,No,96056
29,52,44.86,Dissatisfaction,Yes,Lack of self-service on Website,74,1,Mill Creek,4938,Month-to-Month,United States,3315-TOTBP,Churned,No,No,Male,Yes,Fiber Optic,"40.331975, -121.460674",40.331975,-121.460674,No,76.0,Yes,0,0,Offer D,No,No,Yes,Mailed Check,Yes,78,No,Q3,No,1,No,California,No,Yes,No,15,1130.85,0,672.9,0.0,1803.75,Yes,Yes,96061
55,53,18.42,,No,,80,0,Mill Creek,6391,Two Year,United States,3766-EJLFL,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"40.331975, -121.460674",40.331975,-121.460674,Yes,109.05,Yes,3,1,,No,Yes,Yes,Bank Withdrawal,Yes,78,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,7508.55,0,1252.56,0.0,8761.11,No,Yes,96061
40,0,12.71,,No,,37,0,Mill Creek,4184,Two Year,United States,7850-THJMU,Stayed,Yes,No,Female,No,,"40.331975, -121.460674",40.331975,-121.460674,Yes,19.65,No,2,4,,No,No,No,Credit Card,Yes,78,No,Q3,Yes,4,No,California,No,No,No,26,494.9,0,330.46,0.0,825.36,No,No,96061
25,52,24.33,,No,,27,0,Mill Creek,4700,Month-to-Month,United States,3162-ZJZFU,Stayed,Yes,No,Male,Yes,Fiber Optic,"40.331975, -121.460674",40.331975,-121.460674,Yes,92.55,No,2,5,,Yes,No,Yes,Bank Withdrawal,Yes,78,Yes,Q3,Yes,3,No,California,No,No,Yes,53,4779.45,0,1289.49,0.0,6068.94,Yes,Yes,96061
62,28,12.4,Price,Yes,Price too high,91,1,Platina,3052,Month-to-Month,United States,2856-HYAPG,Churned,No,No,Female,Yes,Fiber Optic,"40.367964, -122.937379",40.367964,-122.937379,No,68.65,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,215,No,Q3,No,2,No,California,No,No,No,1,68.65,0,12.4,0.0,81.05,No,Yes,96076
53,0,44.19,,No,,44,0,Platina,4430,Two Year,United States,7552-KEYGT,Stayed,No,No,Male,No,,"40.367964, -122.937379",40.367964,-122.937379,Yes,19.55,No,0,1,Offer C,No,No,No,Bank Withdrawal,Yes,215,No,Q3,Yes,4,No,California,No,No,No,27,520.55,0,1193.13,0.0,1713.68,No,No,96076
34,0,26.11,,No,,23,0,Platina,3971,One Year,United States,6924-TDGMT,Stayed,No,No,Male,No,,"40.367964, -122.937379",40.367964,-122.937379,Yes,20.55,No,0,6,,No,No,Yes,Credit Card,Yes,215,No,Q3,Yes,5,No,California,No,No,No,11,184.95,0,287.21,0.0,472.16,No,No,96076
45,4,30.18,,No,,42,0,Platina,5128,Month-to-Month,United States,5092-STPKP,Stayed,No,No,Female,Yes,DSL,"40.367964, -122.937379",40.367964,-122.937379,No,56.35,No,0,0,,No,Yes,No,Credit Card,Yes,215,Yes,Q3,No,4,No,California,No,No,No,24,1381.2,0,724.32,0.0,2105.52,No,Yes,96076
57,6,23.35,Attitude,Yes,Attitude of support person,84,1,Wendel,2248,Month-to-Month,United States,9210-IAHGH,Churned,No,No,Female,Yes,DSL,"40.345949, -120.081187",40.345949,-120.081187,No,70.75,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,162,Yes,Q3,No,1,No,California,Yes,Yes,Yes,7,450.8,0,163.45,0.0,614.25,No,Yes,96136
48,26,12.02,,No,,76,0,Wendel,5993,Two Year,United States,5980-BDHPY,Stayed,No,Yes,Male,Yes,Cable,"40.345949, -120.081187",40.345949,-120.081187,Yes,87.1,Yes,0,5,,Yes,Yes,Yes,Bank Withdrawal,Yes,162,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6230.1,0,865.44,0.0,7095.54,No,Yes,96136
37,29,44.78,,No,,75,0,Wendel,4421,Month-to-Month,United States,2041-JIJCI,Stayed,No,No,Female,Yes,Cable,"40.345949, -120.081187",40.345949,-120.081187,No,64.0,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,162,No,Q3,No,5,No,California,Yes,Yes,No,5,370.25,0,223.9,0.0,594.15,No,Yes,96136
55,0,3.87,,No,,24,0,Wendel,4328,Two Year,United States,1223-UNPKS,Stayed,Yes,No,Male,No,,"40.345949, -120.081187",40.345949,-120.081187,Yes,20.05,No,1,4,,No,No,No,Credit Card,Yes,162,No,Q3,Yes,4,No,California,No,No,No,20,400.0,0,77.4,0.0,477.4,No,No,96136
46,15,0.0,Attitude,Yes,Attitude of support person,84,1,Homewood,2613,Month-to-Month,United States,4592-IWTJI,Churned,Yes,No,Female,Yes,Cable,"39.117018, -120.212535",39.117018,-120.212535,Yes,29.7,No,2,1,Offer E,No,Yes,No,Credit Card,No,858,No,Q3,Yes,1,No,California,No,No,No,3,91.7,0,0.0,0.0,91.7,No,Yes,96141
34,16,4.82,,No,,66,0,Homewood,5394,Month-to-Month,United States,2229-VWQJH,Stayed,No,Yes,Female,Yes,DSL,"39.117018, -120.212535",39.117018,-120.212535,No,49.3,No,0,0,,No,No,Yes,Credit Card,Yes,858,No,Q3,No,5,No,California,No,No,No,24,1233.25,0,115.68,0.0,1348.93,No,Yes,96141
57,10,38.96,,No,,66,0,Homewood,2328,Month-to-Month,United States,3446-QDSZF,Stayed,No,No,Female,Yes,DSL,"39.117018, -120.212535",39.117018,-120.212535,No,55.5,No,0,0,Offer E,No,No,No,Credit Card,Yes,858,No,Q3,No,4,No,California,No,No,Yes,4,227.35,0,155.84,0.0,383.19,No,Yes,96141
40,23,45.41,Competitor,Yes,Competitor offered more data,81,1,West Hollywood,3246,Month-to-Month,United States,0872-NXJYS,Churned,No,No,Female,Yes,Fiber Optic,"34.093781, -118.381061",34.093781,-118.381061,No,79.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,20408,No,Q3,No,1,No,California,Yes,Yes,No,9,723.4,0,408.69,0.0,1132.09,No,Yes,90069
40,21,9.47,,No,,53,0,West Hollywood,4708,Two Year,United States,5954-BDFSG,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.093781, -118.381061",34.093781,-118.381061,No,107.5,Yes,0,0,,No,No,Yes,Credit Card,Yes,20408,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,7853.7,60,681.84,0.0,8595.54,No,No,90069
19,0,24.72,,No,,56,0,West Hollywood,4412,Two Year,United States,9964-WBQDJ,Stayed,No,No,Female,No,,"34.093781, -118.381061",34.093781,-118.381061,Yes,24.4,Yes,0,1,Offer A,No,No,Yes,Credit Card,Yes,20408,No,Q3,Yes,5,No,California,No,No,No,71,1725.4,0,1755.12,0.0,3480.52,Yes,No,90069
27,69,0.0,,No,,75,0,West Hollywood,4133,Two Year,United States,3474-BAFSJ,Stayed,No,Yes,Male,Yes,DSL,"34.093781, -118.381061",34.093781,-118.381061,Yes,57.5,No,0,2,,Yes,No,Yes,Bank Withdrawal,No,20408,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,57,3265.95,150,0.0,0.0,3415.95,Yes,No,90069
32,27,45.28,,No,,55,0,West Hollywood,5567,Month-to-Month,United States,0708-SJDIS,Stayed,No,No,Female,Yes,Cable,"34.093781, -118.381061",34.093781,-118.381061,No,65.0,Yes,0,0,Offer C,No,No,No,Credit Card,Yes,20408,Yes,Q3,No,5,No,California,No,No,Yes,34,2157.5,0,1539.52,0.0,3697.02,No,Yes,90069
38,9,41.83,Dissatisfaction,Yes,Service dissatisfaction,75,1,Hawaiian Gardens,5763,Month-to-Month,United States,5515-AKOAJ,Churned,No,No,Female,Yes,Fiber Optic,"33.830431, -118.074071",33.830431,-118.074071,No,100.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,14852,Yes,Q3,No,1,No,California,Yes,Yes,Yes,54,5440.9,0,2258.82,0.0,7699.72,No,Yes,90716
23,0,36.24,,No,,51,0,Hawaiian Gardens,4557,Two Year,United States,3774-VBNXY,Stayed,No,No,Female,No,,"33.830431, -118.074071",33.830431,-118.074071,Yes,20.2,No,0,1,,No,No,No,Credit Card,Yes,14852,No,Q3,Yes,5,No,California,No,No,No,64,1277.75,0,2319.36,0.0,3597.11,Yes,No,90716
45,9,0.0,,No,,78,0,Hawaiian Gardens,4778,Month-to-Month,United States,2586-CWXVV,Stayed,No,No,Male,Yes,Cable,"33.830431, -118.074071",33.830431,-118.074071,Yes,30.4,No,0,9,Offer B,Yes,No,No,Bank Withdrawal,No,14852,No,Q3,Yes,4,No,California,No,No,No,54,1621.35,0,0.0,0.0,1621.35,No,Yes,90716
34,16,49.58,,No,,48,0,Hawaiian Gardens,4522,One Year,United States,4086-ATNFV,Stayed,Yes,Yes,Female,Yes,Cable,"33.830431, -118.074071",33.830431,-118.074071,Yes,60.8,No,1,7,Offer C,Yes,Yes,Yes,Mailed Check,Yes,14852,No,Q3,Yes,4,No,California,No,No,No,34,2042.05,0,1685.72,0.0,3727.77,No,Yes,90716
49,13,17.77,,No,,33,0,Hawaiian Gardens,6138,Two Year,United States,2676-SSLTO,Stayed,No,No,Male,Yes,DSL,"33.830431, -118.074071",33.830431,-118.074071,No,66.15,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,14852,Yes,Q3,No,3,No,California,No,No,Yes,49,3199.0,0,870.73,0.0,4069.73,No,Yes,90716
44,16,9.77,Other,Yes,Don't know,84,1,Long Beach,4455,Month-to-Month,United States,5295-PCJOO,Churned,Yes,No,Male,Yes,Cable,"33.864622, -118.179626",33.864622,-118.179626,No,49.4,No,2,0,,No,Yes,Yes,Bank Withdrawal,Yes,91664,No,Q3,No,1,No,California,No,No,No,4,184.4,10,39.08,0.0,233.48,No,No,90805
27,48,5.77,,No,,41,0,Long Beach,5192,One Year,United States,1679-JRFBR,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.864622, -118.179626",33.864622,-118.179626,Yes,108.15,Yes,0,4,Offer A,Yes,Yes,Yes,Credit Card,Yes,91664,No,Q3,Yes,4,No,California,Yes,Yes,Yes,70,7930.55,0,403.9,0.0,8334.45,Yes,Yes,90805
39,0,9.66,,No,,74,0,Long Beach,5099,Month-to-Month,United States,6016-LVTJQ,Stayed,Yes,No,Female,No,,"33.864622, -118.179626",33.864622,-118.179626,Yes,20.65,No,1,7,,No,No,No,Credit Card,Yes,91664,No,Q3,Yes,3,No,California,No,No,No,34,716.4,0,328.44,0.0,1044.84,No,No,90805
21,41,8.71,,No,,61,0,Long Beach,6322,Two Year,United States,0436-TWFFZ,Stayed,No,Yes,Female,Yes,DSL,"33.864622, -118.179626",33.864622,-118.179626,No,85.25,Yes,0,0,Offer A,No,Yes,Yes,Mailed Check,Yes,91664,Yes,Q3,No,4,No,California,Yes,Yes,Yes,67,5714.2,0,583.57,1.31,6296.46,Yes,Yes,90805
44,2,42.26,,No,,47,0,Long Beach,4790,Month-to-Month,United States,7811-JIVPF,Stayed,No,Yes,Female,Yes,Cable,"33.864622, -118.179626",33.864622,-118.179626,No,49.7,No,0,0,,No,No,No,Credit Card,Yes,91664,No,Q3,No,5,No,California,No,No,No,23,1081.25,150,971.98,0.0,2203.23,No,No,90805
50,21,0.0,Competitor,Yes,Competitor had better devices,78,1,Glendale,2933,Month-to-Month,United States,5204-QZXPU,Churned,No,Yes,Male,Yes,DSL,"34.13658, -118.245839",34.13658,-118.245839,No,39.65,No,0,0,,No,No,Yes,Bank Withdrawal,No,41390,No,Q3,No,1,No,California,No,No,Yes,19,733.35,0,0.0,0.0,733.35,No,Yes,91205
35,30,48.85,,No,,26,0,Glendale,5344,One Year,United States,5524-KHNJP,Stayed,No,Yes,Male,Yes,Cable,"34.13658, -118.245839",34.13658,-118.245839,Yes,74.75,No,0,7,Offer C,No,Yes,No,Credit Card,Yes,41390,No,Q3,Yes,3,No,California,Yes,Yes,Yes,33,2453.3,0,1612.05,0.0,4065.35,No,Yes,91205
25,52,40.63,,No,,63,0,Glendale,5669,Month-to-Month,United States,8356-WUAOJ,Joined,No,No,Female,Yes,DSL,"34.13658, -118.245839",34.13658,-118.245839,Yes,45.0,No,0,7,Offer E,No,No,Yes,Bank Withdrawal,Yes,41390,No,Q3,Yes,5,No,California,No,No,No,1,45.0,10,40.63,0.0,95.63,Yes,No,91205
22,0,2.44,,No,,71,0,Glendale,4529,Two Year,United States,9257-AZMTZ,Stayed,Yes,No,Female,No,,"34.13658, -118.245839",34.13658,-118.245839,Yes,20.1,No,1,10,,No,No,No,Bank Withdrawal,Yes,41390,No,Q3,Yes,4,No,California,No,No,No,52,1078.75,0,126.88,17.05,1188.58,Yes,No,91205
33,0,22.3,,No,,57,0,Glendale,6019,Two Year,United States,5549-ZGHFB,Stayed,Yes,No,Male,No,,"34.13658, -118.245839",34.13658,-118.245839,Yes,24.95,Yes,1,3,,No,No,No,Credit Card,Yes,41390,No,Q3,Yes,5,No,California,No,No,No,50,1261.45,0,1115.0,0.0,2376.45,No,No,91205
59,23,5.63,Competitor,Yes,Competitor offered higher download speeds,84,1,Winnetka,5887,One Year,United States,1113-IUJYX,Churned,No,No,Female,Yes,Fiber Optic,"34.209532, -118.577563",34.209532,-118.577563,Yes,105.95,No,0,3,,Yes,Yes,No,Credit Card,Yes,43857,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,14,1348.9,0,78.82,0.0,1427.72,No,Yes,91306
38,0,5.27,,No,,72,0,Winnetka,5325,Two Year,United States,2984-RGEYA,Stayed,No,No,Female,No,,"34.209532, -118.577563",34.209532,-118.577563,Yes,19.75,No,0,9,Offer A,No,No,No,Bank Withdrawal,Yes,43857,No,Q3,Yes,4,No,California,No,No,No,69,1375.4,0,363.63,0.0,1739.03,No,No,91306
49,4,16.06,,No,,64,0,Winnetka,6432,One Year,United States,1265-HVPZB,Stayed,No,Yes,Male,Yes,DSL,"34.209532, -118.577563",34.209532,-118.577563,Yes,66.4,No,0,3,,Yes,Yes,No,Credit Card,Yes,43857,No,Q3,Yes,3,No,California,No,No,Yes,59,3958.2,0,947.54,0.0,4905.74,No,Yes,91306
53,26,17.3,,No,,64,0,Winnetka,4815,Month-to-Month,United States,5201-FRKKS,Stayed,No,No,Male,Yes,Fiber Optic,"34.209532, -118.577563",34.209532,-118.577563,No,74.3,No,0,0,Offer C,No,Yes,No,Bank Withdrawal,Yes,43857,No,Q3,No,4,No,California,No,No,No,25,1952.25,0,432.5,40.54,2344.21,No,Yes,91306
31,20,30.44,,No,,80,0,Winnetka,6300,Two Year,United States,6196-HBOBZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.209532, -118.577563",34.209532,-118.577563,Yes,99.35,Yes,0,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,43857,No,Q3,Yes,4,No,California,No,No,Yes,65,6347.55,0,1978.6,0.0,8326.15,No,Yes,91306
40,20,0.0,Competitor,Yes,Competitor offered more data,65,1,San Fernando,4526,Month-to-Month,United States,8992-JQYUN,Churned,No,Yes,Male,Yes,DSL,"34.286131, -118.435969",34.286131,-118.435969,Yes,50.35,No,0,1,Offer E,No,No,Yes,Bank Withdrawal,No,33389,No,Q3,Yes,1,No,California,Yes,Yes,Yes,1,50.35,0,0.0,0.0,50.35,No,Yes,91340
55,22,31.93,,No,,26,0,San Fernando,5566,Month-to-Month,United States,7018-WBJNK,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.286131, -118.435969",34.286131,-118.435969,No,78.3,No,3,0,Offer D,No,No,Yes,Credit Card,Yes,33389,No,Q3,No,3,No,California,No,No,Yes,13,1033.95,150,415.09,0.0,1599.04,No,No,91340
35,0,14.91,,No,,24,0,San Fernando,3392,Two Year,United States,5296-BFCYD,Stayed,Yes,No,Male,No,,"34.286131, -118.435969",34.286131,-118.435969,Yes,20.1,No,2,4,,No,No,Yes,Mailed Check,Yes,33389,No,Q3,Yes,5,No,California,No,No,No,46,936.85,0,685.86,0.0,1622.71,No,No,91340
20,0,41.94,,No,,25,0,San Fernando,4987,Month-to-Month,United States,4558-CGYCZ,Stayed,No,No,Male,No,,"34.286131, -118.435969",34.286131,-118.435969,No,19.75,No,0,0,,No,No,No,Credit Card,Yes,33389,No,Q3,No,3,No,California,No,No,No,4,78.3,0,167.76,0.0,246.06,Yes,No,91340
48,3,34.75,,No,,62,0,San Fernando,2062,Month-to-Month,United States,5928-QLDHB,Stayed,No,No,Male,Yes,Fiber Optic,"34.286131, -118.435969",34.286131,-118.435969,No,76.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,33389,No,Q3,No,5,No,California,No,No,No,9,684.85,0,312.75,0.0,997.6,No,Yes,91340
61,27,0.0,Competitor,Yes,Competitor made better offer,66,1,North Hills,6347,Two Year,United States,0617-AQNWT,Churned,No,Yes,Female,Yes,DSL,"34.238802, -118.482296",34.238802,-118.482296,Yes,47.85,No,0,5,,No,Yes,No,Bank Withdrawal,No,57017,Yes,Q3,Yes,1,No,California,Yes,Yes,No,64,3147.5,0,0.0,0.0,3147.5,No,Yes,91343
64,13,42.29,,No,,52,0,North Hills,3118,One Year,United States,7674-YTAFD,Stayed,No,No,Female,Yes,Fiber Optic,"34.238802, -118.482296",34.238802,-118.482296,No,79.95,No,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,57017,Yes,Q3,No,3,No,California,No,No,No,33,2684.85,0,1395.57,0.0,4080.42,No,Yes,91343
22,71,34.31,,No,,50,0,North Hills,5657,Two Year,United States,9359-JANWS,Stayed,No,Yes,Female,Yes,DSL,"34.238802, -118.482296",34.238802,-118.482296,Yes,58.9,No,0,5,,No,Yes,No,Credit Card,Yes,57017,Yes,Q3,Yes,4,No,California,No,No,No,65,3857.1,0,2230.15,0.0,6087.25,Yes,Yes,91343
44,13,15.76,,No,,21,0,North Hills,2451,Month-to-Month,United States,8710-YGLWG,Joined,No,No,Male,Yes,DSL,"34.238802, -118.482296",34.238802,-118.482296,No,44.9,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,57017,No,Q3,No,3,No,California,No,No,No,1,44.9,0,15.76,0.0,60.66,No,Yes,91343
64,27,8.4,,No,,80,0,North Hills,2496,Month-to-Month,United States,0696-UKTOX,Stayed,Yes,No,Male,Yes,Cable,"34.238802, -118.482296",34.238802,-118.482296,No,54.15,No,1,0,,Yes,No,No,Bank Withdrawal,Yes,57017,Yes,Q3,No,4,No,California,No,No,No,23,1312.45,40,193.2,0.0,1545.65,No,No,91343
36,25,23.24,Competitor,Yes,Competitor had better devices,96,1,Rancho Cucamonga,4793,Month-to-Month,United States,2685-SREOM,Churned,No,Yes,Female,Yes,Fiber Optic,"34.10097, -117.57882",34.10097,-117.57882,Yes,89.1,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,51970,No,Q3,Yes,1,No,California,Yes,Yes,No,25,2368.4,0,581.0,0.0,2949.4,No,Yes,91730
27,46,21.07,,No,,68,0,Rancho Cucamonga,5561,One Year,United States,4075-JFPGR,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.10097, -117.57882",34.10097,-117.57882,Yes,93.5,No,0,2,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,51970,No,Q3,Yes,3,No,California,No,No,Yes,51,4619.55,0,1074.57,0.0,5694.12,Yes,Yes,91730
57,11,34.97,,No,,73,0,Rancho Cucamonga,4528,Two Year,United States,1951-IEYXM,Stayed,No,Yes,Male,Yes,Cable,"34.10097, -117.57882",34.10097,-117.57882,Yes,90.6,Yes,0,1,,Yes,Yes,Yes,Credit Card,Yes,51970,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6441.85,0,2517.84,0.0,8959.69,No,Yes,91730
48,13,28.5,,No,,49,0,Rancho Cucamonga,4668,Month-to-Month,United States,1077-HUUJM,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.10097, -117.57882",34.10097,-117.57882,No,71.05,No,1,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,51970,No,Q3,No,5,No,California,No,No,No,7,472.65,10,199.5,0.0,682.15,No,No,91730
35,30,38.43,,No,,27,0,Rancho Cucamonga,3183,Two Year,United States,7349-ALMUX,Stayed,No,Yes,Male,Yes,Cable,"34.10097, -117.57882",34.10097,-117.57882,No,65.6,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,51970,Yes,Q3,No,4,No,California,No,No,No,37,2313.8,0,1421.91,0.0,3735.71,No,Yes,91730
64,25,21.52,Attitude,Yes,Attitude of service provider,91,1,Montclair,4620,Month-to-Month,United States,4501-EQDRN,Churned,No,No,Female,Yes,Fiber Optic,"34.072121, -117.698319",34.072121,-117.698319,No,69.7,No,0,0,,No,No,No,Bank Withdrawal,Yes,34447,No,Q3,No,2,No,California,No,No,No,1,69.7,0,21.52,0.0,91.22,No,Yes,91763
30,0,8.21,,No,,59,0,Montclair,5409,Two Year,United States,7014-ZZXAW,Stayed,No,No,Female,No,,"34.072121, -117.698319",34.072121,-117.698319,Yes,24.25,Yes,0,1,,No,No,Yes,Credit Card,Yes,34447,No,Q3,Yes,5,No,California,No,No,No,71,1732.95,0,582.91,0.0,2315.86,No,No,91763
33,24,30.06,,No,,60,0,Montclair,6354,Two Year,United States,6732-VAILE,Stayed,No,Yes,Male,Yes,Cable,"34.072121, -117.698319",34.072121,-117.698319,Yes,85.95,Yes,0,10,,Yes,No,Yes,Credit Card,Yes,34447,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,70,5931.75,0,2104.2,0.0,8035.95,No,Yes,91763
27,0,15.85,,No,,41,0,Montclair,3948,Month-to-Month,United States,6506-EYCNH,Stayed,Yes,No,Female,No,,"34.072121, -117.698319",34.072121,-117.698319,Yes,19.55,No,3,9,,No,No,Yes,Bank Withdrawal,Yes,34447,No,Q3,Yes,4,No,California,No,No,No,28,543.8,0,443.8,0.0,987.6,Yes,No,91763
35,12,17.49,,No,,29,0,Montclair,4750,One Year,United States,5376-PCKNB,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.072121, -117.698319",34.072121,-117.698319,Yes,104.45,Yes,1,5,Offer A,Yes,No,Yes,Credit Card,Yes,34447,No,Q3,Yes,5,No,California,Yes,Yes,Yes,72,7459.0,130,1259.28,0.0,8848.28,No,No,91763
55,20,14.51,Attitude,Yes,Attitude of service provider,87,1,West Covina,4914,Month-to-Month,United States,5876-HZVZM,Churned,Yes,No,Female,Yes,Cable,"34.024405, -117.898722",34.024405,-117.898722,Yes,55.9,No,3,1,Offer E,Yes,Yes,No,Credit Card,Yes,31622,No,Q3,Yes,1,No,California,No,No,No,6,365.35,30,87.06,0.0,482.41,No,No,91792
64,5,19.72,,No,,41,0,West Covina,2031,One Year,United States,6202-DYYFX,Stayed,No,No,Female,Yes,Fiber Optic,"34.024405, -117.898722",34.024405,-117.898722,No,76.0,Yes,0,0,Offer D,No,No,Yes,Credit Card,Yes,31622,No,Q3,No,4,No,California,No,No,No,22,1783.6,0,433.84,0.0,2217.44,No,Yes,91792
21,0,42.23,,No,,55,0,West Covina,2816,Two Year,United States,0854-UYHZD,Stayed,Yes,No,Female,No,,"34.024405, -117.898722",34.024405,-117.898722,Yes,19.55,No,3,1,,No,No,No,Mailed Check,Yes,31622,No,Q3,Yes,4,No,California,No,No,No,13,265.3,0,548.99,0.0,814.29,Yes,No,91792
21,59,30.67,,No,,20,0,West Covina,2425,Month-to-Month,United States,8734-FNWVH,Stayed,Yes,No,Male,Yes,DSL,"34.024405, -117.898722",34.024405,-117.898722,Yes,59.7,Yes,1,6,,No,No,No,Bank Withdrawal,Yes,31622,No,Q3,Yes,5,No,California,Yes,Yes,No,31,1825.5,0,950.77,0.0,2776.27,Yes,Yes,91792
47,26,27.65,,No,,40,0,West Covina,5151,One Year,United States,7753-USQYQ,Stayed,No,No,Male,Yes,Cable,"34.024405, -117.898722",34.024405,-117.898722,No,64.2,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,31622,Yes,Q3,No,3,No,California,Yes,Yes,No,55,3627.3,0,1520.75,0.0,5148.05,No,No,91792
40,27,41.02,Competitor,Yes,Competitor had better devices,70,1,Imperial Beach,2688,Month-to-Month,United States,1750-CSKKM,Churned,Yes,No,Male,Yes,DSL,"32.579134, -117.119009",32.579134,-117.119009,No,55.35,No,3,0,Offer E,No,No,No,Bank Withdrawal,Yes,26662,No,Q3,No,1,No,California,No,No,Yes,9,449.75,0,369.18,0.0,818.93,No,Yes,91932
34,23,46.4,,No,,50,0,Imperial Beach,3314,One Year,United States,0895-LMRSF,Stayed,No,No,Male,Yes,Cable,"32.579134, -117.119009",32.579134,-117.119009,No,64.9,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,26662,No,Q3,No,4,No,California,Yes,Yes,Yes,23,1509.8,130,1067.2,0.0,2707.0,No,No,91932
28,48,38.71,,No,,73,0,Imperial Beach,3186,Month-to-Month,United States,0564-MUUQK,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"32.579134, -117.119009",32.579134,-117.119009,Yes,95.5,Yes,2,5,,No,No,Yes,Bank Withdrawal,Yes,26662,Yes,Q3,Yes,3,No,California,Yes,Yes,No,20,1916.2,0,774.2,0.0,2690.4,Yes,Yes,91932
40,0,24.16,,No,,34,0,Imperial Beach,3854,Month-to-Month,United States,9313-CDOGY,Stayed,Yes,No,Male,No,,"32.579134, -117.119009",32.579134,-117.119009,Yes,19.6,No,2,3,,No,No,No,Bank Withdrawal,Yes,26662,No,Q3,Yes,3,No,California,No,No,No,38,717.3,0,918.08,0.0,1635.38,No,No,91932
47,24,15.66,Attitude,Yes,Attitude of service provider,81,1,Spring Valley,3824,One Year,United States,8267-ZNYVZ,Churned,No,Yes,Female,Yes,Fiber Optic,"32.726627, -116.994608",32.726627,-116.994608,Yes,103.75,No,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,56100,Yes,Q3,Yes,1,No,California,Yes,Yes,Yes,33,3361.05,100,516.78,0.0,3977.83,No,No,91977
34,0,9.44,,No,,66,0,Spring Valley,4745,Month-to-Month,United States,1098-TDVUQ,Joined,No,No,Female,No,,"32.726627, -116.994608",32.726627,-116.994608,No,19.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,56100,No,Q3,No,3,No,California,No,No,No,1,19.25,0,9.44,0.0,28.69,No,No,91977
21,30,41.94,,No,,62,0,Spring Valley,3515,One Year,United States,3511-APPBJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.726627, -116.994608",32.726627,-116.994608,No,99.95,No,0,0,,No,Yes,Yes,Credit Card,Yes,56100,No,Q3,No,3,No,California,Yes,Yes,Yes,23,2292.75,0,964.62,0.0,3257.37,Yes,Yes,91977
22,59,0.0,,No,,44,0,Spring Valley,5717,Two Year,United States,8039-EQPIM,Stayed,No,Yes,Male,Yes,DSL,"32.726627, -116.994608",32.726627,-116.994608,Yes,60.25,No,0,7,,No,Yes,No,Bank Withdrawal,No,56100,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,69,4055.5,120,0.0,0.0,4175.5,Yes,No,91977
28,76,35.67,,No,,31,0,Spring Valley,3483,One Year,United States,2027-DNKIV,Stayed,Yes,Yes,Male,Yes,DSL,"32.726627, -116.994608",32.726627,-116.994608,Yes,58.75,No,3,1,,No,Yes,Yes,Credit Card,Yes,56100,Yes,Q3,Yes,4,No,California,No,No,No,37,2203.1,0,1319.79,0.0,3522.89,Yes,Yes,91977
33,29,15.02,Attitude,Yes,Attitude of support person,78,1,Encinitas,2270,Month-to-Month,United States,5570-PTWEH,Churned,No,No,Female,Yes,Fiber Optic,"33.054579, -117.25665",33.054579,-117.25665,Yes,75.15,Yes,0,1,,No,No,Yes,Credit Card,Yes,47126,No,Q3,Yes,2,No,California,No,No,No,3,216.75,0,45.06,0.0,261.81,No,Yes,92024
40,26,27.46,,No,,31,0,Encinitas,2269,Month-to-Month,United States,8705-WZCYL,Joined,No,No,Male,Yes,DSL,"33.054579, -117.25665",33.054579,-117.25665,No,44.8,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,47126,No,Q3,No,4,No,California,No,No,No,1,44.8,0,27.46,0.0,72.26,No,Yes,92024
25,47,1.58,,No,,65,0,Encinitas,4028,Month-to-Month,United States,0396-UKGAI,Stayed,Yes,No,Male,Yes,DSL,"33.054579, -117.25665",33.054579,-117.25665,No,55.3,No,3,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,47126,Yes,Q3,No,4,No,California,No,Yes,No,23,1284.2,0,36.34,0.0,1320.54,Yes,Yes,92024
36,11,13.94,,No,,67,0,Encinitas,5012,Month-to-Month,United States,1061-PNTHC,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.054579, -117.25665",33.054579,-117.25665,Yes,109.6,Yes,2,5,Offer B,No,Yes,Yes,Credit Card,Yes,47126,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,56,5953.0,0,780.64,0.0,6733.64,No,Yes,92024
34,3,29.59,Competitor,Yes,Competitor had better devices,91,1,Poway,4794,Two Year,United States,6797-LNAQX,Churned,No,No,Male,Yes,Fiber Optic,"32.984395, -117.013454",32.984395,-117.013454,Yes,98.3,Yes,0,1,Offer A,Yes,No,No,Bank Withdrawal,Yes,47969,No,Q3,Yes,2,No,California,Yes,Yes,Yes,70,6859.5,20,2071.3,0.0,8950.8,No,No,92064
63,2,21.82,,No,,46,0,Poway,5531,Two Year,United States,2088-IEBAU,Stayed,No,Yes,Female,Yes,DSL,"32.984395, -117.013454",32.984395,-117.013454,No,88.15,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,47969,Yes,Q3,No,3,No,California,Yes,Yes,Yes,68,6148.45,0,1483.76,36.29,7595.92,No,Yes,92064
59,24,0.0,,No,,46,0,Poway,4577,Two Year,United States,9885-MFVSU,Stayed,No,No,Female,Yes,DSL,"32.984395, -117.013454",32.984395,-117.013454,Yes,46.35,No,0,7,Offer C,No,Yes,Yes,Credit Card,No,47969,Yes,Q3,Yes,4,No,California,No,No,Yes,35,1662.05,140,0.0,0.0,1802.05,No,No,92064
58,13,7.51,,No,,60,0,Poway,4517,Two Year,United States,0487-CRLZF,Stayed,No,Yes,Female,Yes,DSL,"32.984395, -117.013454",32.984395,-117.013454,No,74.45,No,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,47969,Yes,Q3,No,5,No,California,Yes,Yes,Yes,49,3721.9,0,367.99,0.0,4089.89,No,Yes,92064
29,48,25.71,,No,,54,0,Poway,3957,One Year,United States,2242-MFOTG,Stayed,No,No,Male,Yes,Fiber Optic,"32.984395, -117.013454",32.984395,-117.013454,No,80.1,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,47969,No,Q3,No,4,No,California,No,No,No,33,2603.3,0,848.43,0.0,3451.73,Yes,Yes,92064
20,47,5.19,Attitude,Yes,Attitude of support person,89,1,Solana Beach,4956,Month-to-Month,United States,6394-MFYNG,Churned,No,Yes,Female,Yes,Fiber Optic,"33.001813, -117.263628",33.001813,-117.263628,No,107.4,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,12173,No,Q3,No,2,No,California,Yes,Yes,Yes,48,5121.3,0,249.12,0.0,5370.42,Yes,Yes,92075
39,0,6.61,,No,,25,0,Solana Beach,3972,One Year,United States,5924-SNGKP,Stayed,No,No,Female,No,,"33.001813, -117.263628",33.001813,-117.263628,No,20.25,No,0,0,,No,No,Yes,Credit Card,Yes,12173,No,Q3,No,4,No,California,No,No,No,41,865.0,0,271.01,46.78,1089.23,No,No,92075
21,58,2.12,,No,,59,0,Solana Beach,4792,Two Year,United States,9993-LHIEB,Stayed,No,Yes,Male,Yes,Cable,"33.001813, -117.263628",33.001813,-117.263628,Yes,67.85,No,0,5,Offer A,No,Yes,No,Credit Card,Yes,12173,Yes,Q3,Yes,3,No,California,Yes,Yes,No,67,4627.65,0,142.04,0.0,4769.69,Yes,Yes,92075
21,59,19.9,,No,,22,0,Solana Beach,5692,One Year,United States,9419-IPPBE,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.001813, -117.263628",33.001813,-117.263628,Yes,90.15,Yes,3,4,Offer B,No,No,Yes,Bank Withdrawal,Yes,12173,No,Q3,Yes,3,No,California,Yes,Yes,No,51,4554.85,0,1014.9,0.0,5569.75,Yes,Yes,92075
55,29,17.73,Attitude,Yes,Attitude of support person,74,1,San Diego,2325,Month-to-Month,United States,8155-IBNHG,Churned,No,No,Female,Yes,Fiber Optic,"32.747484, -117.166877",32.747484,-117.166877,Yes,75.4,Yes,0,1,,No,No,Yes,Credit Card,Yes,30202,No,Q3,Yes,3,No,California,No,No,No,24,1747.85,0,425.52,0.0,2173.37,No,Yes,92103
40,0,44.68,,No,,36,0,San Diego,3753,Two Year,United States,8450-LUGUK,Stayed,Yes,No,Female,No,,"32.747484, -117.166877",32.747484,-117.166877,Yes,24.1,Yes,1,5,,No,No,Yes,Bank Withdrawal,Yes,30202,No,Q3,Yes,4,No,California,No,No,No,37,861.85,0,1653.16,0.0,2515.01,No,No,92103
64,0,10.94,,No,,55,0,San Diego,5974,Two Year,United States,0704-VCUMB,Stayed,No,No,Female,No,,"32.747484, -117.166877",32.747484,-117.166877,Yes,20.25,No,0,1,,No,No,No,Credit Card,Yes,30202,No,Q3,Yes,3,No,California,No,No,No,61,1278.8,0,667.34,5.15,1940.99,No,No,92103
49,28,32.02,Other,Yes,Moved,65,1,Beaumont,2517,One Year,United States,4174-LPGTI,Churned,No,No,Female,Yes,DSL,"33.946982, -116.977672",33.946982,-116.977672,Yes,66.5,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,17721,Yes,Q3,Yes,3,No,California,Yes,Yes,No,41,2728.6,0,1312.82,0.0,4041.42,No,Yes,92223
50,16,44.92,,No,,63,0,Beaumont,4751,Month-to-Month,United States,8782-LKFPK,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.946982, -116.977672",33.946982,-116.977672,No,90.4,Yes,0,0,,No,No,Yes,Credit Card,Yes,17721,No,Q3,No,4,No,California,Yes,Yes,No,44,4063.0,0,1976.48,0.0,6039.48,No,Yes,92223
30,30,28.58,,No,,23,0,Beaumont,5007,Two Year,United States,7398-HPYZQ,Stayed,No,Yes,Male,Yes,Cable,"33.946982, -116.977672",33.946982,-116.977672,Yes,90.55,Yes,0,2,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,17721,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,6404.0,0,2029.18,0.0,8433.18,No,Yes,92223
23,73,24.28,,No,,22,0,Beaumont,2301,Month-to-Month,United States,7159-FVYPK,Joined,Yes,Yes,Female,Yes,DSL,"33.946982, -116.977672",33.946982,-116.977672,Yes,69.15,Yes,3,3,,Yes,No,Yes,Bank Withdrawal,Yes,17721,No,Q3,Yes,3,No,California,No,No,Yes,3,235.0,0,72.84,0.0,307.84,Yes,No,92223
20,52,4.76,,No,,26,0,Beaumont,4633,Two Year,United States,6283-GITPX,Stayed,Yes,Yes,Male,Yes,DSL,"33.946982, -116.977672",33.946982,-116.977672,No,76.9,No,3,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,17721,Yes,Q3,No,3,No,California,No,No,Yes,71,5522.7,0,337.96,0.0,5860.66,Yes,Yes,92223
63,16,46.57,Other,Yes,Moved,73,1,Calipatria,5585,Month-to-Month,United States,6304-IJFSQ,Churned,No,No,Male,Yes,Cable,"33.143826, -115.497485",33.143826,-115.497485,No,49.9,No,0,0,,Yes,No,Yes,Credit Card,Yes,7857,No,Q3,No,3,No,California,No,No,No,3,130.1,0,139.71,0.0,269.81,No,Yes,92233
47,0,32.03,,No,,21,0,Calipatria,3245,Month-to-Month,United States,9967-ATRFS,Stayed,No,No,Female,No,,"33.143826, -115.497485",33.143826,-115.497485,No,19.9,No,0,0,,No,No,No,Credit Card,Yes,7857,No,Q3,No,5,No,California,No,No,No,19,367.55,0,608.57,0.0,976.12,No,No,92233
30,42,23.92,,No,,33,0,Calipatria,4803,Two Year,United States,7519-JTWQH,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.143826, -115.497485",33.143826,-115.497485,No,110.5,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,7857,Yes,Q3,No,4,No,California,Yes,Yes,Yes,69,7455.45,0,1650.48,0.0,9105.93,No,Yes,92233
25,82,48.49,,No,,54,0,Calipatria,4444,Month-to-Month,United States,4821-SJHJV,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.143826, -115.497485",33.143826,-115.497485,Yes,89.6,Yes,3,6,,No,Yes,No,Bank Withdrawal,Yes,7857,No,Q3,Yes,4,No,California,No,No,Yes,32,2901.8,0,1551.68,0.0,4453.48,Yes,Yes,92233
24,27,37.97,,No,,51,0,Calipatria,6082,Two Year,United States,5375-XLDOF,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.143826, -115.497485",33.143826,-115.497485,Yes,114.35,Yes,3,7,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,7857,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,7665.8,10,2619.93,0.0,10295.73,Yes,No,92233
28,59,18.03,Competitor,Yes,Competitor had better devices,90,1,Imperial,5730,Month-to-Month,United States,5482-NUPNA,Churned,No,No,Female,Yes,Cable,"32.858595, -115.662709",32.858595,-115.662709,No,60.4,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,14546,Yes,Q3,No,1,No,California,No,No,No,4,272.15,0,72.12,0.0,344.27,Yes,Yes,92251
49,14,44.79,,No,,77,0,Imperial,5160,One Year,United States,3067-SVMTC,Stayed,No,No,Female,Yes,Cable,"32.858595, -115.662709",32.858595,-115.662709,Yes,55.9,No,0,9,,No,Yes,No,Bank Withdrawal,Yes,14546,Yes,Q3,Yes,3,No,California,No,No,No,68,3848.8,20,3045.72,0.0,6914.52,No,No,92251
30,73,5.97,,No,,33,0,Imperial,5093,Month-to-Month,United States,1216-BGTSP,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.858595, -115.662709",32.858595,-115.662709,No,108.45,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,14546,Yes,Q3,No,3,No,California,Yes,Yes,Yes,45,4964.7,0,268.65,0.0,5233.35,No,Yes,92251
49,0,28.19,,No,,54,0,Imperial,6058,Two Year,United States,9537-JALFH,Stayed,Yes,No,Male,No,,"32.858595, -115.662709",32.858595,-115.662709,Yes,19.9,No,2,10,Offer A,No,No,No,Bank Withdrawal,Yes,14546,No,Q3,Yes,3,No,California,No,No,No,69,1356.7,0,1945.11,0.0,3301.81,No,No,92251
64,26,37.68,Competitor,Yes,Competitor had better devices,82,1,Ocotillo,3463,Month-to-Month,United States,1122-JWTJW,Churned,Yes,No,Male,Yes,Fiber Optic,"32.698964, -115.886656",32.698964,-115.886656,Yes,70.65,No,2,1,,No,No,Yes,Credit Card,Yes,471,No,Q3,Yes,1,No,California,No,No,No,1,70.65,0,37.68,0.0,108.33,No,Yes,92259
51,0,20.77,,No,,61,0,Ocotillo,6141,Two Year,United States,7996-MHXLW,Stayed,No,No,Female,No,,"32.698964, -115.886656",32.698964,-115.886656,No,25.15,Yes,0,0,Offer A,No,No,Yes,Credit Card,Yes,471,No,Q3,No,5,No,California,No,No,No,66,1683.6,0,1370.82,0.0,3054.42,No,No,92259
32,12,49.4,,No,,39,0,Ocotillo,4665,Two Year,United States,7306-YDSOI,Stayed,Yes,Yes,Male,Yes,DSL,"32.698964, -115.886656",32.698964,-115.886656,Yes,59.75,No,1,4,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,471,No,Q3,Yes,3,No,California,No,No,No,69,4069.9,0,3408.6,0.0,7478.5,No,Yes,92259
58,16,8.39,,No,,80,0,Ocotillo,5979,Two Year,United States,8232-CTLKO,Stayed,Yes,No,Female,Yes,DSL,"32.698964, -115.886656",32.698964,-115.886656,Yes,59.75,No,2,9,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,471,No,Q3,Yes,3,No,California,No,No,Yes,66,3996.8,0,553.74,0.0,4550.54,No,Yes,92259
44,23,9.6,Competitor,Yes,Competitor offered higher download speeds,69,1,Palm Springs,4581,One Year,United States,1699-HPSBG,Churned,No,No,Male,Yes,Cable,"33.745746, -116.514215",33.745746,-116.514215,No,59.8,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,18884,Yes,Q3,No,3,No,California,No,No,Yes,12,727.8,0,115.2,0.0,843.0,No,Yes,92264
21,52,1.51,,No,,28,0,Palm Springs,4899,Month-to-Month,United States,5973-EJGDP,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.745746, -116.514215",33.745746,-116.514215,No,87.35,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,18884,Yes,Q3,No,5,No,California,No,No,No,51,4473.0,0,77.01,0.0,4550.01,Yes,No,92264
26,76,23.54,,No,,78,0,Palm Springs,3818,Month-to-Month,United States,5153-RTHKF,Stayed,No,No,Female,Yes,Fiber Optic,"33.745746, -116.514215",33.745746,-116.514215,No,85.35,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,18884,No,Q3,No,5,No,California,No,No,Yes,34,2896.6,0,800.36,0.0,3696.96,Yes,No,92264
34,25,10.06,,No,,66,0,Palm Springs,4825,Month-to-Month,United States,0655-YDGFJ,Stayed,No,Yes,Male,Yes,DSL,"33.745746, -116.514215",33.745746,-116.514215,No,48.95,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,18884,No,Q3,No,3,No,California,No,No,No,29,1323.7,0,291.74,0.0,1615.44,No,Yes,92264
19,0,36.75,,No,,68,0,Palm Springs,2864,Month-to-Month,United States,9860-LISIZ,Stayed,No,No,Female,No,,"33.745746, -116.514215",33.745746,-116.514215,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,18884,No,Q3,No,5,No,California,No,No,No,34,673.2,0,1249.5,0.0,1922.7,Yes,No,92264
42,8,0.0,,No,,51,0,Los Angeles,2013,Month-to-Month,United States,6713-OKOMC,Stayed,No,No,Female,Yes,DSL,"34.008293, -118.346766",34.008293,-118.346766,No,29.75,No,0,0,Offer D,No,Yes,No,Mailed Check,No,30852,No,Q3,No,3,No,California,No,No,No,10,301.9,0,0.0,0.0,301.9,No,Yes,90008
35,10,11.12,,No,,61,0,Los Angeles,5540,Two Year,United States,3500-NSDOA,Stayed,No,No,Male,Yes,Cable,"34.008293, -118.346766",34.008293,-118.346766,Yes,70.8,Yes,0,1,,Yes,No,No,Credit Card,Yes,30852,Yes,Q3,Yes,4,No,California,Yes,Yes,No,68,4859.95,0,756.16,0.0,5616.11,No,Yes,90008
62,23,0.0,,No,,26,0,Los Angeles,2469,Month-to-Month,United States,6137-MFAJN,Stayed,No,No,Female,Yes,Cable,"34.008293, -118.346766",34.008293,-118.346766,No,44.8,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,30852,No,Q3,No,3,No,California,No,No,Yes,48,2104.55,0,0.0,0.0,2104.55,No,Yes,90008
55,28,14.14,,No,,51,0,Los Angeles,4795,Two Year,United States,8313-AFGBW,Stayed,No,Yes,Male,Yes,DSL,"34.008293, -118.346766",34.008293,-118.346766,Yes,73.6,No,0,10,Offer B,Yes,No,No,Bank Withdrawal,Yes,30852,No,Q3,Yes,4,No,California,Yes,Yes,Yes,47,3522.65,0,664.58,0.0,4187.23,No,Yes,90008
34,29,27.64,,No,,56,0,Los Angeles,4738,Month-to-Month,United States,8344-WFMFH,Stayed,Yes,No,Male,Yes,Cable,"34.008293, -118.346766",34.008293,-118.346766,No,50.1,No,2,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,30852,No,Q3,No,4,No,California,No,No,No,9,484.05,0,248.76,0.0,732.81,No,Yes,90008
30,73,6.49,,No,,57,0,Los Angeles,5982,Month-to-Month,United States,4183-MYFRB,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.029043, -118.239504",34.029043,-118.239504,No,90.05,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,3012,No,Q3,No,3,No,California,Yes,Yes,No,21,1862.9,30,136.29,0.0,2029.19,No,No,90021
40,19,39.45,,No,,80,0,Los Angeles,4663,One Year,United States,1442-OKRJE,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.029043, -118.239504",34.029043,-118.239504,Yes,103.15,No,2,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,3012,No,Q3,Yes,4,No,California,Yes,Yes,Yes,66,7031.3,0,2603.7,0.0,9635.0,No,Yes,90021
27,0,26.09,,No,,54,0,Los Angeles,4476,Month-to-Month,United States,4203-QGNZA,Stayed,Yes,No,Female,No,,"34.029043, -118.239504",34.029043,-118.239504,No,20.25,No,3,0,,No,No,No,Credit Card,Yes,3012,No,Q3,No,5,No,California,No,No,No,28,535.35,0,730.52,0.0,1265.87,Yes,No,90021
38,22,16.5,,No,,45,0,Los Angeles,4655,Two Year,United States,4822-LPTYJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.029043, -118.239504",34.029043,-118.239504,Yes,103.75,Yes,0,8,,Yes,No,Yes,Bank Withdrawal,Yes,3012,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7346.2,130,1188.0,0.0,8664.2,No,No,90021
29,0,31.43,,No,,57,0,Los Angeles,5757,One Year,United States,1074-WVEVG,Stayed,No,No,Female,No,,"34.029043, -118.239504",34.029043,-118.239504,Yes,20.35,No,0,6,,No,No,No,Credit Card,Yes,3012,No,Q3,Yes,5,No,California,No,No,No,59,1267.0,0,1854.37,0.0,3121.37,Yes,No,90021
46,13,40.21,,No,,66,0,Los Angeles,3213,One Year,United States,6827-IEAUQ,Stayed,No,Yes,Female,Yes,DSL,"34.051809, -118.383843",34.051809,-118.383843,Yes,66.15,No,0,5,,Yes,Yes,No,Credit Card,Yes,27799,Yes,Q3,Yes,3,No,California,No,No,No,27,1874.45,0,1085.67,0.0,2960.12,No,Yes,90035
52,19,38.82,,No,,74,0,Los Angeles,5879,Month-to-Month,United States,4422-QVIJA,Stayed,Yes,No,Female,Yes,DSL,"34.051809, -118.383843",34.051809,-118.383843,No,50.15,Yes,1,0,,No,No,No,Mailed Check,Yes,27799,No,Q3,No,3,No,California,No,No,No,35,1655.35,130,1358.7,0.0,3144.05,No,No,90035
62,0,3.18,,No,,36,0,Los Angeles,5153,Two Year,United States,8380-MQINP,Stayed,Yes,No,Female,No,,"34.051809, -118.383843",34.051809,-118.383843,Yes,20.3,No,1,3,,No,No,No,Credit Card,Yes,27799,No,Q3,Yes,5,No,California,No,No,No,55,1079.05,0,174.9,0.0,1253.95,No,No,90035
42,0,1.75,,No,,39,0,Los Angeles,3656,One Year,United States,1439-LCGVL,Stayed,No,No,Female,No,,"34.051809, -118.383843",34.051809,-118.383843,Yes,19.2,No,0,10,Offer C,No,No,No,Credit Card,Yes,27799,No,Q3,Yes,3,No,California,No,No,No,26,459.6,0,45.5,0.0,505.1,No,No,90035
42,19,0.0,,No,,45,0,Los Angeles,3240,One Year,United States,3315-IKYZQ,Stayed,Yes,Yes,Male,Yes,DSL,"34.051809, -118.383843",34.051809,-118.383843,Yes,50.8,No,1,2,Offer C,No,Yes,No,Credit Card,No,27799,Yes,Q3,Yes,4,No,California,No,No,Yes,28,1386.8,0,0.0,0.0,1386.8,No,Yes,90035
36,17,12.82,,No,,70,0,Los Angeles,4595,Two Year,United States,4671-VJLCL,Stayed,No,Yes,Female,Yes,DSL,"34.108455, -118.362081",34.108455,-118.362081,No,79.85,Yes,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,49839,Yes,Q3,No,3,No,California,No,No,Yes,63,4861.45,0,807.66,0.0,5669.11,No,Yes,90046
49,28,48.45,,No,,77,0,Los Angeles,5276,One Year,United States,4906-ZHGPK,Stayed,No,No,Male,Yes,DSL,"34.108455, -118.362081",34.108455,-118.362081,Yes,70.7,Yes,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,49839,Yes,Q3,Yes,3,No,California,No,No,Yes,54,3770.0,0,2616.3,0.0,6386.3,No,Yes,90046
32,0,18.91,,No,,46,0,Los Angeles,4076,Two Year,United States,6923-AQONU,Stayed,Yes,No,Male,No,,"34.108455, -118.362081",34.108455,-118.362081,Yes,20.9,No,1,1,Offer D,No,No,No,Credit Card,Yes,49839,No,Q3,Yes,3,No,California,No,No,No,23,454.0,0,434.93,0.0,888.93,No,No,90046
44,0,7.14,,No,,43,0,Los Angeles,5293,Two Year,United States,1699-TLDLZ,Stayed,Yes,No,Female,No,,"34.108455, -118.362081",34.108455,-118.362081,Yes,19.7,No,2,10,Offer D,No,No,No,Credit Card,Yes,49839,No,Q3,Yes,3,No,California,No,No,No,16,301.55,0,114.24,0.0,415.79,No,No,90046
48,2,13.74,,No,,65,0,Los Angeles,3152,Month-to-Month,United States,2038-YSEZE,Stayed,No,No,Female,Yes,DSL,"34.108455, -118.362081",34.108455,-118.362081,No,67.45,Yes,0,0,Offer C,Yes,Yes,No,Credit Card,Yes,49839,Yes,Q3,No,3,No,California,No,No,No,29,1801.1,0,398.46,0.0,2199.56,No,Yes,90046
36,17,0.0,,No,,29,0,Bell,6091,Two Year,United States,0526-SXDJP,Stayed,No,Yes,Male,Yes,Cable,"33.970343, -118.171368",33.970343,-118.171368,Yes,42.1,No,0,7,Offer A,Yes,Yes,No,Bank Withdrawal,No,105285,No,Q3,Yes,4,No,California,No,No,No,72,2962.0,0,0.0,0.0,2962.0,No,Yes,90201
40,29,20.29,,No,,33,0,Bell,5395,One Year,United States,8932-CZHRQ,Stayed,No,Yes,Male,Yes,DSL,"33.970343, -118.171368",33.970343,-118.171368,No,76.75,Yes,0,0,Offer A,Yes,Yes,No,Credit Card,Yes,105285,No,Q3,No,4,No,California,Yes,Yes,No,68,5233.25,0,1379.72,0.0,6612.97,No,Yes,90201
27,52,36.69,,No,,46,0,Bell,2510,One Year,United States,1855-AGAWH,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.970343, -118.171368",33.970343,-118.171368,Yes,93.8,No,0,2,,No,No,Yes,Bank Withdrawal,Yes,105285,No,Q3,Yes,4,No,California,Yes,Yes,Yes,31,2939.8,0,1137.39,0.0,4077.19,Yes,Yes,90201
53,0,48.04,,No,,33,0,Bell,5451,Two Year,United States,6928-ONTRW,Stayed,Yes,No,Female,No,,"33.970343, -118.171368",33.970343,-118.171368,Yes,19.7,No,1,9,,No,No,No,Credit Card,Yes,105285,No,Q3,Yes,3,No,California,No,No,No,72,1379.8,0,3458.88,0.0,4838.68,No,No,90201
25,59,5.59,,No,,44,0,Bell,2342,Two Year,United States,4075-WKNIU,Stayed,Yes,Yes,Female,Yes,DSL,"33.970343, -118.171368",33.970343,-118.171368,Yes,73.35,Yes,3,6,Offer E,Yes,No,No,Credit Card,Yes,105285,Yes,Q3,Yes,4,No,California,No,No,Yes,10,733.5,0,55.9,0.0,789.4,Yes,Yes,90201
32,30,39.52,,No,,61,0,Compton,3817,One Year,United States,8627-ZYGSZ,Stayed,No,No,Male,Yes,Fiber Optic,"33.88151, -118.234451",33.88151,-118.234451,Yes,78.9,Yes,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,47305,No,Q3,Yes,5,No,California,No,No,No,47,3650.35,0,1857.44,0.0,5507.79,No,Yes,90220
38,0,25.62,,No,,70,0,Compton,2093,One Year,United States,7279-NMVJC,Stayed,No,No,Female,No,,"33.88151, -118.234451",33.88151,-118.234451,No,19.9,No,0,0,,No,No,No,Bank Withdrawal,Yes,47305,No,Q3,No,4,No,California,No,No,No,17,323.15,0,435.54,0.0,758.69,No,No,90220
40,25,0.0,,No,,54,0,Compton,4116,Month-to-Month,United States,5307-UVGNB,Stayed,Yes,Yes,Female,Yes,Cable,"33.88151, -118.234451",33.88151,-118.234451,Yes,48.7,No,3,5,,Yes,Yes,Yes,Bank Withdrawal,No,47305,No,Q3,Yes,4,No,California,Yes,Yes,No,53,2495.2,0,0.0,0.0,2495.2,No,Yes,90220
36,57,28.47,,No,,61,0,Compton,5737,Two Year,United States,2599-CIPQE,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.88151, -118.234451",33.88151,-118.234451,Yes,109.3,No,3,4,,Yes,Yes,No,Credit Card,Yes,47305,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7782.85,70,2021.37,0.0,9874.22,No,No,90220
54,0,1.41,,No,,33,0,Compton,5508,Month-to-Month,United States,6258-NGCNG,Stayed,No,No,Male,No,,"33.88151, -118.234451",33.88151,-118.234451,No,23.5,Yes,0,0,Offer E,No,No,No,Credit Card,Yes,47305,No,Q3,No,4,No,California,No,No,No,7,173.0,0,9.87,0.0,182.87,No,No,90220
62,18,38.78,,No,,43,0,Gardena,5614,Month-to-Month,United States,5590-ZSKRV,Stayed,Yes,No,Female,Yes,DSL,"33.90139, -118.315697",33.90139,-118.315697,Yes,54.65,No,1,1,Offer E,Yes,Yes,No,Credit Card,Yes,26442,No,Q3,Yes,3,No,California,No,No,No,8,482.25,0,310.24,0.0,792.49,No,Yes,90249
30,48,13.8,,No,,67,0,Gardena,5519,One Year,United States,8226-BXGES,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.90139, -118.315697",33.90139,-118.315697,Yes,89.45,Yes,0,5,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,26442,No,Q3,Yes,3,No,California,No,No,No,64,5692.65,0,883.2,0.0,6575.85,No,Yes,90249
57,5,38.21,,No,,48,0,Gardena,5556,One Year,United States,8879-ZKJOF,Stayed,No,Yes,Female,Yes,DSL,"33.90139, -118.315697",33.90139,-118.315697,No,79.85,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,26442,Yes,Q3,No,4,No,California,Yes,Yes,Yes,41,3320.75,0,1566.61,0.0,4887.36,No,Yes,90249
43,0,23.97,,No,,25,0,Gardena,2742,Month-to-Month,United States,7298-IZWLY,Joined,No,No,Female,No,,"33.90139, -118.315697",33.90139,-118.315697,No,19.4,No,0,0,,No,No,Yes,Credit Card,Yes,26442,No,Q3,No,4,No,California,No,No,No,1,19.4,0,23.97,0.0,43.37,No,No,90249
42,22,6.49,,No,,44,0,Gardena,2036,Month-to-Month,United States,7605-SNLQG,Stayed,No,Yes,Female,Yes,DSL,"33.90139, -118.315697",33.90139,-118.315697,Yes,50.25,No,0,6,Offer B,No,No,Yes,Credit Card,Yes,26442,No,Q3,Yes,4,No,California,No,No,No,45,2221.55,0,292.05,0.0,2513.6,No,Yes,90249
30,69,4.81,,No,,69,0,Manhattan Beach,3540,Month-to-Month,United States,4445-ZJNMU,Stayed,No,No,Male,Yes,Fiber Optic,"33.889632, -118.39737",33.889632,-118.39737,No,99.3,Yes,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,33758,No,Q3,No,3,No,California,Yes,Yes,Yes,9,918.75,0,43.29,0.0,962.04,No,Yes,90266
61,24,31.43,,No,,58,0,Manhattan Beach,5014,Month-to-Month,United States,8887-IPQNC,Stayed,No,No,Female,Yes,DSL,"33.889632, -118.39737",33.889632,-118.39737,Yes,44.25,No,0,4,,No,No,Yes,Credit Card,Yes,33758,No,Q3,Yes,5,No,California,No,No,No,7,313.45,0,220.01,0.0,533.46,No,No,90266
31,14,36.12,,No,,61,0,Manhattan Beach,3530,Month-to-Month,United States,9617-INGJY,Joined,No,No,Male,Yes,Fiber Optic,"33.889632, -118.39737",33.889632,-118.39737,No,70.6,No,0,0,,No,No,Yes,Credit Card,Yes,33758,No,Q3,No,3,No,California,No,No,No,1,70.6,0,36.12,0.0,106.72,No,Yes,90266
27,0,46.47,,No,,40,0,Manhattan Beach,4147,One Year,United States,4092-OFQZS,Stayed,No,No,Male,No,,"33.889632, -118.39737",33.889632,-118.39737,Yes,20.65,No,0,8,Offer D,No,No,No,Credit Card,Yes,33758,No,Q3,Yes,3,No,California,No,No,No,20,417.5,0,929.4,0.0,1346.9,Yes,No,90266
20,59,0.0,,No,,46,0,Manhattan Beach,4284,Month-to-Month,United States,7895-VONWT,Stayed,No,Yes,Female,Yes,Cable,"33.889632, -118.39737",33.889632,-118.39737,No,48.25,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,No,33758,No,Q3,No,5,No,California,Yes,Yes,Yes,25,1293.8,0,0.0,0.0,1293.8,Yes,Yes,90266
51,30,24.53,,No,,39,0,Maywood,5255,One Year,United States,4808-YNLEU,Stayed,No,No,Female,Yes,DSL,"33.988572, -118.186565",33.988572,-118.186565,Yes,62.15,No,0,1,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,28094,No,Q3,Yes,4,No,California,No,No,Yes,35,2215.45,0,858.55,0.0,3074.0,No,Yes,90270
43,20,11.72,,No,,38,0,Maywood,4958,One Year,United States,8646-JCOMS,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.988572, -118.186565",33.988572,-118.186565,Yes,90.55,Yes,0,6,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,28094,Yes,Q3,Yes,5,No,California,No,No,No,66,6130.95,0,773.52,0.0,6904.47,No,Yes,90270
29,0,48.87,,No,,65,0,Maywood,4838,One Year,United States,0621-TSSMU,Stayed,No,No,Male,No,,"33.988572, -118.186565",33.988572,-118.186565,Yes,19.95,No,0,0,,No,No,No,Credit Card,Yes,28094,No,Q3,No,5,No,California,No,No,No,56,1126.75,0,2736.72,0.0,3863.47,Yes,No,90270
33,0,13.13,,No,,27,0,Maywood,4464,One Year,United States,1561-BWHIN,Stayed,Yes,No,Male,No,,"33.988572, -118.186565",33.988572,-118.186565,Yes,19.8,No,1,1,Offer D,No,No,No,Credit Card,Yes,28094,No,Q3,Yes,5,No,California,No,No,No,19,344.5,0,249.47,0.0,593.97,No,No,90270
32,14,37.28,,No,,64,0,Maywood,4457,Two Year,United States,4526-RMTLL,Stayed,Yes,No,Male,Yes,DSL,"33.988572, -118.186565",33.988572,-118.186565,Yes,76.15,Yes,1,0,Offer E,Yes,Yes,Yes,Credit Card,Yes,28094,Yes,Q3,No,4,No,California,Yes,Yes,No,8,645.8,0,298.24,0.0,944.04,No,Yes,90270
56,0,30.47,,No,,80,0,Palos Verdes Peninsula,5480,Two Year,United States,2796-NNUFI,Stayed,No,No,Female,No,,"33.788208, -118.404955",33.788208,-118.404955,Yes,19.95,No,0,1,,No,No,Yes,Credit Card,Yes,24979,No,Q3,Yes,5,No,California,No,No,No,46,927.1,0,1401.62,0.0,2328.72,No,No,90274
61,0,1.89,,No,,72,0,Palos Verdes Peninsula,5918,Month-to-Month,United States,1222-KJNZD,Stayed,Yes,No,Male,No,,"33.788208, -118.404955",33.788208,-118.404955,Yes,20.4,No,1,2,Offer B,No,No,Yes,Bank Withdrawal,Yes,24979,No,Q3,Yes,3,No,California,No,No,No,40,745.3,0,75.6,0.0,820.9,No,No,90274
44,25,22.65,,No,,44,0,Palos Verdes Peninsula,5040,One Year,United States,7636-PEPNS,Stayed,Yes,No,Female,Yes,Cable,"33.788208, -118.404955",33.788208,-118.404955,Yes,44.1,No,3,7,,No,No,Yes,Credit Card,Yes,24979,No,Q3,Yes,4,No,California,No,No,No,58,2413.05,150,1313.7,0.0,3876.75,No,No,90274
53,3,49.66,,No,,68,0,Palos Verdes Peninsula,2429,Month-to-Month,United States,9927-DSWDF,Stayed,No,No,Male,Yes,Fiber Optic,"33.788208, -118.404955",33.788208,-118.404955,Yes,104.6,No,0,1,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,24979,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,22,2180.55,0,1092.52,0.0,3273.07,No,Yes,90274
40,20,39.13,,No,,56,0,Palos Verdes Peninsula,3787,Month-to-Month,United States,4566-NECEV,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.788208, -118.404955",33.788208,-118.404955,No,96.55,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,24979,No,Q3,No,3,No,California,Yes,Yes,No,5,500.1,0,195.65,0.0,695.75,No,Yes,90274
47,22,0.0,,No,,62,0,Rancho Palos Verdes,3664,Month-to-Month,United States,3016-KSVCP,Stayed,No,No,Male,Yes,DSL,"33.753146, -118.367459",33.753146,-118.367459,Yes,33.75,No,0,4,Offer C,No,No,No,Credit Card,No,41263,No,Q3,Yes,3,No,California,No,No,Yes,29,1009.25,0,0.0,0.0,1009.25,No,Yes,90275
24,48,25.71,,No,,39,0,Rancho Palos Verdes,3360,Month-to-Month,United States,0106-GHRQR,Stayed,No,Yes,Male,Yes,DSL,"33.753146, -118.367459",33.753146,-118.367459,No,71.4,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,41263,No,Q3,No,5,No,California,Yes,Yes,No,16,1212.1,0,411.36,0.0,1623.46,Yes,Yes,90275
54,28,34.62,,No,,40,0,Rancho Palos Verdes,4697,Two Year,United States,4683-WYDOU,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.753146, -118.367459",33.753146,-118.367459,Yes,107.6,Yes,0,8,,No,No,Yes,Bank Withdrawal,Yes,41263,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,6912.7,0,2146.44,0.0,9059.14,No,Yes,90275
63,6,13.14,,No,,31,0,Rancho Palos Verdes,3999,Month-to-Month,United States,9500-LTVBP,Stayed,No,No,Female,Yes,Fiber Optic,"33.753146, -118.367459",33.753146,-118.367459,No,80.05,Yes,0,0,Offer C,No,No,No,Credit Card,Yes,41263,Yes,Q3,No,5,No,California,No,No,No,35,2835.9,0,459.9,0.0,3295.8,No,Yes,90275
59,18,6.74,,No,,78,0,Rancho Palos Verdes,2655,One Year,United States,8080-POTJR,Stayed,No,Yes,Female,Yes,DSL,"33.753146, -118.367459",33.753146,-118.367459,No,79.3,Yes,0,0,Offer C,No,Yes,Yes,Credit Card,Yes,41263,No,Q3,No,3,No,California,Yes,Yes,Yes,30,2427.1,0,202.2,0.0,2629.3,No,Yes,90275
50,26,4.85,,No,,26,0,Playa Del Rey,4117,One Year,United States,9803-FTJCG,Stayed,No,No,Male,Yes,DSL,"33.947305, -118.439841",33.947305,-118.439841,Yes,66.85,Yes,0,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,11264,Yes,Q3,Yes,4,No,California,No,No,No,71,4748.7,0,344.35,0.0,5093.05,No,Yes,90293
58,0,32.72,,No,,40,0,Playa Del Rey,4212,Two Year,United States,8540-ZQGEA,Stayed,No,No,Female,No,,"33.947305, -118.439841",33.947305,-118.439841,Yes,20.05,No,0,1,Offer B,No,No,No,Credit Card,Yes,11264,No,Q3,Yes,5,No,California,No,No,No,54,1102.4,0,1766.88,0.0,2869.28,No,No,90293
19,73,2.26,,No,,72,0,Playa Del Rey,4612,Month-to-Month,United States,5950-AAAGJ,Stayed,No,No,Male,Yes,Fiber Optic,"33.947305, -118.439841",33.947305,-118.439841,No,84.3,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,11264,No,Q3,No,3,No,California,No,No,Yes,18,1537.9,0,40.68,0.0,1578.58,Yes,Yes,90293
58,28,34.07,,No,,75,0,Playa Del Rey,4403,Month-to-Month,United States,3255-GRXMG,Stayed,Yes,No,Male,Yes,DSL,"33.947305, -118.439841",33.947305,-118.439841,No,45.65,No,2,0,Offer D,No,No,Yes,Credit Card,Yes,11264,No,Q3,No,5,No,California,No,No,No,18,747.2,40,613.26,0.0,1400.46,No,No,90293
63,19,35.23,,No,,51,0,Playa Del Rey,5096,One Year,United States,9912-OMZDS,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.947305, -118.439841",33.947305,-118.439841,Yes,106.15,Yes,1,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,11264,No,Q3,Yes,5,No,California,Yes,Yes,Yes,59,6256.2,0,2078.57,0.0,8334.77,No,Yes,90293
34,21,3.95,,No,,63,0,Santa Monica,4741,One Year,United States,7123-WQUHX,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.015481, -118.493231",34.015481,-118.493231,No,95.0,Yes,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,5221,Yes,Q3,No,5,No,California,No,No,Yes,38,3605.6,0,150.1,0.0,3755.7,No,Yes,90401
56,30,38.33,,No,,77,0,Santa Monica,5974,One Year,United States,3658-QQJYD,Stayed,No,No,Male,Yes,Cable,"34.015481, -118.493231",34.015481,-118.493231,No,74.3,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,5221,No,Q3,No,4,No,California,Yes,Yes,Yes,62,4698.05,0,2376.46,0.0,7074.51,No,Yes,90401
23,0,31.79,,No,,69,0,Santa Monica,5772,One Year,United States,6447-EGDIV,Stayed,No,No,Female,No,,"34.015481, -118.493231",34.015481,-118.493231,No,20.95,No,0,0,,No,No,No,Mailed Check,Yes,5221,No,Q3,No,4,No,California,No,No,No,31,683.25,0,985.49,0.0,1668.74,Yes,No,90401
37,13,10.74,,No,,71,0,Santa Monica,4864,Month-to-Month,United States,1376-HHBDV,Stayed,No,No,Female,Yes,DSL,"34.015481, -118.493231",34.015481,-118.493231,No,48.8,No,0,0,Offer C,No,Yes,Yes,Credit Card,Yes,5221,No,Q3,No,3,No,California,No,No,No,30,1536.75,0,322.2,0.0,1858.95,No,Yes,90401
19,27,44.66,,No,,50,0,Santa Monica,3442,One Year,United States,4342-HFXWS,Stayed,Yes,Yes,Female,Yes,DSL,"34.015481, -118.493231",34.015481,-118.493231,Yes,69.7,No,1,6,Offer B,No,Yes,No,Bank Withdrawal,Yes,5221,Yes,Q3,Yes,3,No,California,No,No,Yes,48,3023.65,0,2143.68,0.0,5167.33,Yes,Yes,90401
36,12,26.55,,No,,65,0,Whittier,3826,Month-to-Month,United States,5712-AHQNN,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.007353, -118.033683",34.007353,-118.033683,No,91.65,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,32050,No,Q3,No,5,No,California,No,No,Yes,43,3954.1,0,1141.65,0.0,5095.75,No,Yes,90601
35,21,12.15,,No,,62,0,Whittier,5113,Two Year,United States,3902-MIVLE,Stayed,No,Yes,Male,Yes,DSL,"34.007353, -118.033683",34.007353,-118.033683,Yes,75.7,Yes,0,3,Offer B,No,Yes,No,Credit Card,Yes,32050,Yes,Q3,Yes,3,No,California,Yes,Yes,No,63,4676.7,0,765.45,0.0,5442.15,No,Yes,90601
41,29,27.07,,No,,36,0,Whittier,5796,Month-to-Month,United States,0603-OLQDC,Stayed,Yes,No,Male,Yes,Cable,"34.007353, -118.033683",34.007353,-118.033683,No,69.85,No,1,0,Offer D,No,Yes,Yes,Mailed Check,Yes,32050,No,Q3,No,3,No,California,Yes,Yes,Yes,12,837.5,0,324.84,0.0,1162.34,No,Yes,90601
44,0,14.91,,No,,53,0,Whittier,4030,Two Year,United States,6892-BOGQE,Stayed,No,No,Female,No,,"34.007353, -118.033683",34.007353,-118.033683,Yes,20.9,No,0,0,Offer A,No,No,Yes,Bank Withdrawal,Yes,32050,No,Q3,No,4,No,California,No,No,No,71,1493.2,0,1058.61,0.0,2551.81,No,No,90601
63,24,38.83,,No,,48,0,Whittier,5568,Two Year,United States,9530-GRMJG,Stayed,Yes,Yes,Male,Yes,DSL,"34.007353, -118.033683",34.007353,-118.033683,Yes,84.1,Yes,3,4,,Yes,No,Yes,Bank Withdrawal,Yes,32050,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,5979.7,0,2718.1,0.0,8697.8,No,Yes,90601
38,12,33.3,,No,,22,0,Whittier,4648,Month-to-Month,United States,3071-VBYPO,Joined,Yes,No,Male,Yes,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,Yes,89.85,No,2,1,Offer E,Yes,Yes,No,Bank Withdrawal,Yes,37887,No,Q3,Yes,3,No,California,No,No,Yes,3,248.4,0,99.9,0.0,348.3,No,Yes,90604
57,9,9.44,,No,,24,0,Whittier,4144,Two Year,United States,3669-WHAFY,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,Yes,115.15,Yes,0,7,Offer A,Yes,Yes,Yes,Credit Card,Yes,37887,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,8078.1,0,670.24,0.0,8748.34,No,Yes,90604
56,56,20.32,,No,,30,0,Whittier,5817,Two Year,United States,1063-DHQJF,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,Yes,92.15,No,3,2,Offer A,Yes,No,Yes,Mailed Check,Yes,37887,Yes,Q3,Yes,3,No,California,No,No,Yes,69,6480.9,0,1402.08,0.0,7882.98,No,Yes,90604
32,9,38.89,,No,,70,0,Whittier,3514,Month-to-Month,United States,1746-TGTWV,Joined,No,Yes,Male,Yes,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,Yes,75.35,No,0,1,Offer E,No,No,No,Credit Card,Yes,37887,No,Q3,Yes,5,No,California,No,No,No,1,75.35,0,38.89,0.0,114.24,No,Yes,90604
61,0,30.25,,No,,38,0,Whittier,2942,Two Year,United States,2068-WWXQZ,Stayed,No,No,Male,No,,"33.929704, -118.01208",33.929704,-118.01208,No,20.05,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,37887,No,Q3,No,5,No,California,No,No,No,46,902.0,0,1391.5,0.0,2293.5,No,No,90604
31,0,7.72,,No,,47,0,Cypress,5346,Month-to-Month,United States,2928-HLDBA,Stayed,No,No,Female,No,,"33.818477, -118.038307",33.818477,-118.038307,No,20.7,No,0,0,Offer E,No,No,No,Credit Card,Yes,47344,No,Q3,No,5,No,California,No,No,No,6,112.75,0,46.32,0.0,159.07,No,No,90630
51,0,46.61,,No,,27,0,Cypress,6303,Two Year,United States,2007-QVGAW,Stayed,Yes,No,Female,No,,"33.818477, -118.038307",33.818477,-118.038307,Yes,19.35,No,1,10,Offer A,No,No,Yes,Bank Withdrawal,Yes,47344,No,Q3,Yes,4,No,California,No,No,No,68,1292.65,0,3169.48,0.0,4462.13,No,No,90630
56,24,12.94,,No,,54,0,Cypress,5195,One Year,United States,0369-ZGOVK,Stayed,Yes,No,Female,Yes,Fiber Optic,"33.818477, -118.038307",33.818477,-118.038307,Yes,70.4,No,2,6,Offer C,No,No,Yes,Bank Withdrawal,Yes,47344,No,Q3,Yes,3,No,California,No,No,No,28,1992.2,0,362.32,0.0,2354.52,No,Yes,90630
38,0,35.26,,No,,60,0,Cypress,3973,Two Year,United States,8314-HTWVE,Stayed,Yes,No,Female,No,,"33.818477, -118.038307",33.818477,-118.038307,Yes,19.85,No,1,2,Offer E,No,No,No,Credit Card,Yes,47344,No,Q3,Yes,3,No,California,No,No,No,7,144.15,0,246.82,0.0,390.97,No,No,90630
45,25,34.13,,No,,27,0,Cypress,4499,Two Year,United States,2256-YLYLP,Stayed,Yes,Yes,Male,Yes,DSL,"33.818477, -118.038307",33.818477,-118.038307,Yes,72.95,No,1,4,,No,No,Yes,Bank Withdrawal,Yes,47344,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,4953.25,0,2320.84,0.0,7274.09,No,Yes,90630
59,18,47.64,,No,,32,0,Norwalk,5087,Two Year,United States,4622-YNKIJ,Stayed,No,No,Male,Yes,Fiber Optic,"33.905963, -118.08263",33.905963,-118.08263,No,88.95,No,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,103214,Yes,Q3,No,3,No,California,No,No,Yes,33,3027.65,0,1572.12,0.0,4599.77,No,Yes,90650
37,11,3.25,,No,,26,0,Norwalk,2885,Month-to-Month,United States,2155-AMQRX,Stayed,No,No,Female,Yes,Cable,"33.905963, -118.08263",33.905963,-118.08263,No,54.9,Yes,0,0,,No,No,Yes,Credit Card,Yes,103214,Yes,Q3,No,3,No,California,No,No,No,28,1505.15,0,91.0,0.0,1596.15,No,Yes,90650
49,0,30.31,,No,,29,0,Norwalk,4670,One Year,United States,7872-BAAZR,Stayed,Yes,No,Female,No,,"33.905963, -118.08263",33.905963,-118.08263,Yes,19.55,No,1,10,Offer B,No,No,No,Bank Withdrawal,Yes,103214,No,Q3,Yes,5,No,California,No,No,No,53,1007.9,0,1606.43,0.0,2614.33,No,No,90650
61,16,31.69,,No,,27,0,Norwalk,4590,Two Year,United States,5707-ZMDJP,Stayed,Yes,No,Male,Yes,DSL,"33.905963, -118.08263",33.905963,-118.08263,Yes,69.7,No,2,3,,Yes,Yes,Yes,Credit Card,Yes,103214,Yes,Q3,Yes,4,No,California,No,No,Yes,53,3729.6,0,1679.57,0.0,5409.17,No,Yes,90650
59,9,18.51,,No,,77,0,Norwalk,5578,Month-to-Month,United States,4011-ARPHK,Stayed,No,No,Male,Yes,DSL,"33.905963, -118.08263",33.905963,-118.08263,No,50.35,No,0,0,,No,Yes,No,Credit Card,Yes,103214,No,Q3,No,3,No,California,No,No,No,27,1411.35,150,499.77,0.0,2061.12,No,No,90650
37,22,24.04,,No,,29,0,Lakewood,2221,Month-to-Month,United States,7850-VWJUU,Stayed,No,No,Female,Yes,Fiber Optic,"33.841027, -118.078097",33.841027,-118.078097,No,75.0,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,20890,No,Q3,No,4,No,California,No,No,No,23,1778.5,0,552.92,0.0,2331.42,No,Yes,90715
54,0,23.28,,No,,77,0,Lakewood,6064,Two Year,United States,7416-CKTEP,Stayed,No,No,Female,No,,"33.841027, -118.078097",33.841027,-118.078097,Yes,19.6,No,0,10,Offer B,No,No,Yes,Bank Withdrawal,Yes,20890,No,Q3,Yes,4,No,California,No,No,No,57,1134.25,0,1326.96,0.0,2461.21,No,No,90715
43,20,41.71,,No,,66,0,Lakewood,6009,Two Year,United States,3508-VLHCZ,Stayed,Yes,Yes,Female,Yes,Cable,"33.841027, -118.078097",33.841027,-118.078097,Yes,90.55,Yes,3,10,Offer A,Yes,Yes,Yes,Credit Card,Yes,20890,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,6239.05,0,2961.41,0.0,9200.46,No,Yes,90715
30,0,5.84,,No,,75,0,Lakewood,4484,Month-to-Month,United States,5774-XZTQC,Stayed,Yes,No,Female,No,,"33.841027, -118.078097",33.841027,-118.078097,Yes,20.45,No,1,3,Offer E,No,No,No,Credit Card,Yes,20890,No,Q3,Yes,4,No,California,No,No,No,7,150.75,0,40.88,0.0,191.63,No,No,90715
56,7,11.22,,No,,60,0,Lakewood,4941,One Year,United States,6500-JVEGC,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.841027, -118.078097",33.841027,-118.078097,No,101.35,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,20890,No,Q3,No,4,No,California,No,No,Yes,68,7110.75,0,762.96,0.0,7873.71,No,Yes,90715
56,13,13.2,,No,,59,0,Surfside,5878,Two Year,United States,5716-EZXZN,Stayed,No,No,Female,Yes,Fiber Optic,"33.728273, -118.085304",33.728273,-118.085304,Yes,99.05,Yes,0,5,,Yes,Yes,Yes,Credit Card,Yes,174,Yes,Q3,Yes,3,No,California,No,No,Yes,65,6416.7,0,858.0,0.0,7274.7,No,Yes,90743
35,0,9.27,,No,,78,0,Surfside,3986,Two Year,United States,0839-QNXME,Stayed,No,No,Female,No,,"33.728273, -118.085304",33.728273,-118.085304,No,19.4,No,0,0,,No,No,No,Credit Card,Yes,174,No,Q3,No,3,No,California,No,No,No,30,578.5,0,278.1,0.0,856.6,No,No,90743
53,20,8.16,,No,,31,0,Surfside,4415,One Year,United States,5473-KHBPS,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.728273, -118.085304",33.728273,-118.085304,Yes,95.7,Yes,3,8,Offer B,Yes,No,Yes,Credit Card,Yes,174,No,Q3,Yes,3,No,California,No,No,Yes,52,4976.15,0,424.32,0.0,5400.47,No,Yes,90743
29,59,38.78,,No,,25,0,Surfside,2754,Month-to-Month,United States,6591-QGOYB,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.728273, -118.085304",33.728273,-118.085304,No,106.65,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,174,Yes,Q3,No,3,No,California,No,No,Yes,17,1672.1,0,659.26,0.0,2331.36,Yes,Yes,90743
25,76,7.31,,No,,53,0,Surfside,6494,One Year,United States,4114-QMKVN,Stayed,Yes,No,Female,Yes,DSL,"33.728273, -118.085304",33.728273,-118.085304,Yes,68.75,Yes,1,7,,Yes,Yes,No,Bank Withdrawal,Yes,174,No,Q3,Yes,3,No,California,Yes,Yes,No,56,3815.4,110,409.36,0.0,4334.76,Yes,No,90743
51,23,43.2,,No,,62,0,Long Beach,5769,Two Year,United States,9073-ZZIAY,Stayed,No,Yes,Male,Yes,DSL,"33.802664, -118.179971",33.802664,-118.179971,Yes,86.1,No,0,2,,Yes,Yes,No,Bank Withdrawal,Yes,49647,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,5215.25,0,2678.4,0.0,7893.65,No,Yes,90806
25,48,32.67,,No,,74,0,Long Beach,6330,Two Year,United States,7860-KSUGX,Stayed,No,Yes,Male,Yes,Cable,"33.802664, -118.179971",33.802664,-118.179971,Yes,64.45,Yes,0,1,Offer A,Yes,Yes,No,Credit Card,Yes,49647,No,Q3,Yes,3,No,California,No,No,No,72,4720.0,0,2352.24,0.0,7072.24,Yes,Yes,90806
57,0,33.02,,No,,23,0,Long Beach,5279,Month-to-Month,United States,8566-YPRGL,Joined,No,No,Female,No,,"33.802664, -118.179971",33.802664,-118.179971,No,19.5,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,49647,No,Q3,No,4,No,California,No,No,No,1,19.5,0,33.02,0.0,52.52,No,No,90806
59,30,26.91,,No,,53,0,Long Beach,5500,Two Year,United States,7113-HIPFI,Stayed,Yes,Yes,Male,Yes,Cable,"33.802664, -118.179971",33.802664,-118.179971,Yes,65.85,No,2,10,Offer A,Yes,Yes,No,Credit Card,Yes,49647,Yes,Q3,Yes,3,No,California,No,No,No,66,4097.05,0,1776.06,0.0,5873.11,No,Yes,90806
36,0,7.76,,No,,52,0,Long Beach,4590,Month-to-Month,United States,2369-FEVNO,Joined,No,No,Male,No,,"33.802664, -118.179971",33.802664,-118.179971,No,19.9,No,0,0,,No,No,Yes,Credit Card,Yes,49647,No,Q3,No,3,No,California,No,No,No,1,19.9,0,7.76,0.0,27.66,No,No,90806
54,8,15.67,,No,,43,0,Arcadia,3056,Month-to-Month,United States,4482-EWFMI,Joined,No,No,Female,Yes,Fiber Optic,"34.137319, -118.029837",34.137319,-118.029837,No,69.7,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,30028,No,Q3,No,5,No,California,No,No,No,2,135.2,0,31.34,0.0,166.54,No,Yes,91006
44,0,4.71,,No,,24,0,Arcadia,5104,Two Year,United States,5442-PPTJY,Stayed,Yes,No,Male,No,,"34.137319, -118.029837",34.137319,-118.029837,Yes,19.7,No,3,7,Offer D,No,No,No,Credit Card,Yes,30028,No,Q3,Yes,4,No,California,No,No,No,12,258.35,0,56.52,0.0,314.87,No,No,91006
49,0,27.93,,No,,52,0,Arcadia,4185,Two Year,United States,9430-NKQLY,Stayed,Yes,No,Male,No,,"34.137319, -118.029837",34.137319,-118.029837,Yes,25.1,Yes,2,7,Offer A,No,No,Yes,Credit Card,Yes,30028,No,Q3,Yes,3,No,California,No,No,No,72,1790.8,0,2010.96,46.81,3754.95,No,No,91006
60,13,20.58,,No,,25,0,Arcadia,2219,Month-to-Month,United States,7621-VPNET,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.137319, -118.029837",34.137319,-118.029837,Yes,85.9,Yes,0,8,,No,No,Yes,Credit Card,Yes,30028,Yes,Q3,Yes,3,No,California,No,No,No,42,3729.75,0,864.36,0.0,4594.11,No,Yes,91006
35,53,41.93,,No,,50,0,Arcadia,5775,Month-to-Month,United States,3855-ONCAR,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.137319, -118.029837",34.137319,-118.029837,Yes,78.9,No,3,9,,No,No,Yes,Credit Card,Yes,30028,No,Q3,Yes,4,No,California,No,No,Yes,4,299.75,0,167.72,37.01,430.46,No,Yes,91006
19,59,0.0,,No,,55,0,La Crescenta,3108,Month-to-Month,United States,8167-GJLRN,Joined,No,No,Male,Yes,DSL,"34.239636, -118.245259",34.239636,-118.245259,No,30.4,No,0,0,,No,No,No,Bank Withdrawal,No,29110,Yes,Q3,No,4,No,California,No,No,No,3,82.15,0,0.0,0.0,82.15,Yes,Yes,91214
24,0,9.75,,No,,63,0,La Crescenta,3808,Two Year,United States,9350-ZXYJC,Stayed,No,No,Female,No,,"34.239636, -118.245259",34.239636,-118.245259,No,25.3,Yes,0,0,Offer E,No,No,Yes,Credit Card,Yes,29110,No,Q3,No,3,No,California,No,No,No,4,116.95,0,39.0,0.0,155.95,Yes,No,91214
19,48,29.61,,No,,66,0,La Crescenta,3678,One Year,United States,4682-BLBUC,Stayed,No,Yes,Male,Yes,DSL,"34.239636, -118.245259",34.239636,-118.245259,Yes,70.95,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,29110,Yes,Q3,Yes,5,No,California,No,No,Yes,44,3250.45,0,1302.84,24.92,4528.37,Yes,Yes,91214
32,23,33.07,,No,,68,0,La Crescenta,4567,One Year,United States,5204-HMGYF,Stayed,Yes,Yes,Female,Yes,DSL,"34.239636, -118.245259",34.239636,-118.245259,Yes,87.2,No,2,4,,Yes,Yes,Yes,Credit Card,Yes,29110,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,49,4345.0,0,1620.43,0.0,5965.43,No,Yes,91214
51,19,20.1,,No,,76,0,La Crescenta,4026,Month-to-Month,United States,3541-ZNUHK,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.239636, -118.245259",34.239636,-118.245259,Yes,85.1,Yes,2,5,,Yes,Yes,Yes,Bank Withdrawal,Yes,29110,No,Q3,Yes,3,No,California,No,No,No,55,4600.95,0,1105.5,14.3,5692.15,No,Yes,91214
62,23,48.29,,No,,72,0,Calabasas,3359,Month-to-Month,United States,8017-UVSZU,Stayed,No,No,Female,Yes,DSL,"34.130861, -118.68346",34.130861,-118.68346,Yes,56.6,Yes,0,5,,Yes,No,No,Credit Card,Yes,23661,No,Q3,Yes,5,No,California,No,No,No,40,2379.1,0,1931.6,0.0,4310.7,No,Yes,91302
23,0,21.21,,No,,33,0,Calabasas,5052,One Year,United States,8958-JPTRR,Stayed,No,No,Female,No,,"34.130861, -118.68346",34.130861,-118.68346,Yes,24.3,Yes,0,7,,No,No,No,Bank Withdrawal,Yes,23661,No,Q3,Yes,5,No,California,No,No,No,56,1261.7,0,1187.76,0.0,2449.46,Yes,No,91302
45,12,1.87,,No,,54,0,Calabasas,5096,Month-to-Month,United States,5968-VXZLG,Joined,No,No,Male,Yes,DSL,"34.130861, -118.68346",34.130861,-118.68346,No,46.6,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,23661,No,Q3,No,4,No,California,No,No,No,2,87.9,0,3.74,0.0,91.64,No,Yes,91302
32,0,42.84,,No,,43,0,Calabasas,5517,One Year,United States,3727-OVPRY,Stayed,Yes,No,Male,No,,"34.130861, -118.68346",34.130861,-118.68346,Yes,25.7,Yes,3,3,Offer A,No,No,Yes,Credit Card,Yes,23661,No,Q3,Yes,4,No,California,No,No,No,66,1714.55,0,2827.44,0.0,4541.99,No,No,91302
26,26,34.98,,No,,27,0,Calabasas,3241,Month-to-Month,United States,8725-JEDFD,Stayed,No,No,Male,Yes,Fiber Optic,"34.130861, -118.68346",34.130861,-118.68346,No,69.05,No,0,0,,No,No,Yes,Credit Card,Yes,23661,No,Q3,No,5,No,California,No,No,No,27,1793.25,0,944.46,22.72,2714.99,Yes,Yes,91302
19,0,1.14,,No,,26,0,Newbury Park,4634,Two Year,United States,9178-JHUVJ,Stayed,Yes,No,Male,No,,"34.172071, -118.946262",34.172071,-118.946262,Yes,24.1,Yes,3,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,37779,No,Q3,Yes,3,No,California,No,No,No,24,587.4,0,27.36,0.0,614.76,Yes,No,91320
48,0,32.63,,No,,32,0,Newbury Park,4705,One Year,United States,7190-XHTWJ,Stayed,No,No,Female,No,,"34.172071, -118.946262",34.172071,-118.946262,No,19.3,No,0,0,,No,No,No,Mailed Check,Yes,37779,No,Q3,No,5,No,California,No,No,No,38,755.5,0,1239.94,0.0,1995.44,No,No,91320
49,26,21.38,,No,,77,0,Newbury Park,6166,One Year,United States,5443-SCMKX,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.172071, -118.946262",34.172071,-118.946262,Yes,94.3,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,37779,No,Q3,Yes,3,No,California,Yes,Yes,No,58,5610.15,150,1240.04,5.55,6994.64,No,No,91320
36,0,1.44,,No,,42,0,Newbury Park,4466,Two Year,United States,8807-OPMBM,Stayed,Yes,No,Female,No,,"34.172071, -118.946262",34.172071,-118.946262,Yes,25.65,Yes,3,1,Offer B,No,No,Yes,Credit Card,Yes,37779,No,Q3,Yes,5,No,California,No,No,No,55,1388.0,0,79.2,0.0,1467.2,No,No,91320
33,19,15.01,,No,,66,0,Newbury Park,4014,Month-to-Month,United States,8212-DJRCH,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.172071, -118.946262",34.172071,-118.946262,Yes,90.35,No,1,1,,No,Yes,Yes,Credit Card,Yes,37779,No,Q3,Yes,4,No,California,Yes,Yes,No,5,434.5,0,75.05,17.33,492.22,No,Yes,91320
38,29,0.0,,No,,77,0,Woodland Hills,5500,Two Year,United States,0230-WEQUW,Stayed,No,Yes,Male,Yes,DSL,"34.153733, -118.593408",34.153733,-118.593408,Yes,56.6,No,0,1,,Yes,Yes,Yes,Bank Withdrawal,No,25988,Yes,Q3,Yes,4,No,California,No,No,Yes,66,3789.2,0,0.0,0.0,3789.2,No,Yes,91364
48,0,19.64,,No,,23,0,Woodland Hills,4264,Two Year,United States,7010-BRBUU,Stayed,Yes,No,Male,No,,"34.153733, -118.593408",34.153733,-118.593408,Yes,24.1,Yes,1,0,,No,No,No,Credit Card,Yes,25988,No,Q3,No,4,No,California,No,No,No,72,1734.65,0,1414.08,0.0,3148.73,No,No,91364
33,11,17.01,,No,,21,0,Woodland Hills,5660,One Year,United States,2550-AEVRU,Stayed,Yes,No,Female,Yes,DSL,"34.153733, -118.593408",34.153733,-118.593408,Yes,53.45,No,2,1,,Yes,Yes,No,Bank Withdrawal,Yes,25988,No,Q3,Yes,3,No,California,No,No,No,57,3053.0,0,969.57,0.0,4022.57,No,Yes,91364
40,19,25.9,,No,,63,0,Woodland Hills,2114,Month-to-Month,United States,2480-SQIOB,Stayed,Yes,No,Male,Yes,DSL,"34.153733, -118.593408",34.153733,-118.593408,Yes,44.8,No,2,1,Offer E,No,No,No,Bank Withdrawal,Yes,25988,No,Q3,Yes,5,No,California,No,No,No,4,169.65,0,103.6,0.0,273.25,No,Yes,91364
20,69,25.51,,No,,72,0,Woodland Hills,5158,Month-to-Month,United States,5022-KVDQT,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.153733, -118.593408",34.153733,-118.593408,No,81.3,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,25988,No,Q3,No,5,No,California,No,No,No,27,2272.8,130,688.77,29.93,3061.64,Yes,No,91364
24,73,39.92,,No,,22,0,Oak Park,2165,Month-to-Month,United States,6496-JDSSB,Stayed,No,No,Female,Yes,Fiber Optic,"34.19225, -118.776874",34.19225,-118.776874,No,80.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,14814,No,Q3,No,4,No,California,No,No,Yes,8,624.6,0,319.36,0.0,943.96,Yes,Yes,91377
41,75,27.23,,No,,20,0,Oak Park,5457,Month-to-Month,United States,3062-ICYZQ,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.19225, -118.776874",34.19225,-118.776874,Yes,93.8,Yes,3,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,14814,No,Q3,Yes,3,No,California,Yes,Yes,No,51,4539.35,0,1388.73,0.0,5928.08,No,Yes,91377
56,18,4.56,,No,,62,0,Oak Park,4272,Two Year,United States,0378-CJKPV,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.19225, -118.776874",34.19225,-118.776874,Yes,112.1,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,14814,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7965.95,0,328.32,18.88,8275.39,No,Yes,91377
23,0,27.96,,No,,57,0,Oak Park,4390,One Year,United States,7813-TKCVO,Stayed,No,No,Female,No,,"34.19225, -118.776874",34.19225,-118.776874,Yes,20.35,No,0,1,,No,No,No,Credit Card,Yes,14814,No,Q3,Yes,3,No,California,No,No,No,20,393.15,0,559.2,0.0,952.35,Yes,No,91377
59,76,39.76,,No,,60,0,Oak Park,5275,Month-to-Month,United States,1036-GUDCL,Stayed,Yes,No,Male,Yes,DSL,"34.19225, -118.776874",34.19225,-118.776874,Yes,79.05,No,3,1,,Yes,Yes,Yes,Credit Card,Yes,14814,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,60,4663.4,0,2385.6,0.0,7049.0,No,Yes,91377
26,41,39.34,,No,,54,0,Van Nuys,5643,One Year,United States,6341-JVQGF,Stayed,No,Yes,Female,Yes,DSL,"34.195685, -118.490752",34.195685,-118.490752,Yes,81.15,No,0,2,,No,Yes,Yes,Mailed Check,Yes,50047,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,31,2545.75,0,1219.54,0.0,3765.29,Yes,Yes,91406
23,0,16.39,,No,,30,0,Van Nuys,2406,Month-to-Month,United States,0463-WZZKO,Joined,No,No,Male,No,,"34.195685, -118.490752",34.195685,-118.490752,No,20.75,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,50047,No,Q3,No,5,No,California,No,No,No,3,67.1,0,49.17,0.0,116.27,Yes,No,91406
53,14,5.49,,No,,22,0,Van Nuys,4439,Month-to-Month,United States,1703-MGIAB,Stayed,No,Yes,Female,Yes,DSL,"34.195685, -118.490752",34.195685,-118.490752,No,69.0,Yes,0,0,,No,No,Yes,Credit Card,Yes,50047,Yes,Q3,No,5,No,California,No,No,Yes,17,1108.0,0,93.33,33.67,1167.66,No,Yes,91406
61,0,25.57,,No,,71,0,Van Nuys,4443,One Year,United States,3823-KYNQY,Stayed,No,No,Male,No,,"34.195685, -118.490752",34.195685,-118.490752,No,24.95,Yes,0,0,Offer D,No,No,No,Credit Card,Yes,50047,No,Q3,No,5,No,California,No,No,No,12,280.4,0,306.84,0.0,587.24,No,No,91406
49,23,0.0,,No,,55,0,Van Nuys,2118,Two Year,United States,3635-JBPSG,Stayed,No,No,Female,Yes,DSL,"34.195685, -118.490752",34.195685,-118.490752,No,38.8,No,0,0,,Yes,No,Yes,Credit Card,No,50047,No,Q3,No,4,No,California,Yes,Yes,No,15,603.0,0,0.0,0.0,603.0,No,Yes,91406
62,0,42.36,,No,,49,0,Burbank,5733,Two Year,United States,7083-MIOPC,Stayed,No,No,Female,No,,"34.174215, -118.345928",34.174215,-118.345928,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,29245,No,Q3,No,4,No,California,No,No,No,72,1566.9,0,3049.92,0.0,4616.82,No,No,91505
30,26,44.57,,No,,56,0,Burbank,3359,Month-to-Month,United States,7217-JYHOQ,Stayed,Yes,No,Male,Yes,Cable,"34.174215, -118.345928",34.174215,-118.345928,Yes,70.3,No,2,6,,Yes,Yes,Yes,Credit Card,Yes,29245,Yes,Q3,Yes,3,No,California,Yes,Yes,No,24,1706.45,0,1069.68,0.0,2776.13,No,Yes,91505
63,53,36.17,,No,,25,0,Burbank,5854,One Year,United States,5062-CJJKH,Stayed,Yes,Yes,Male,Yes,DSL,"34.174215, -118.345928",34.174215,-118.345928,Yes,53.65,No,3,1,,Yes,No,No,Credit Card,Yes,29245,No,Q3,Yes,5,No,California,No,No,No,25,1355.45,0,904.25,0.0,2259.7,No,Yes,91505
62,24,34.02,,No,,78,0,Burbank,3259,Month-to-Month,United States,6907-FLBER,Joined,No,No,Male,Yes,DSL,"34.174215, -118.345928",34.174215,-118.345928,No,54.3,Yes,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,29245,No,Q3,No,5,No,California,No,No,No,1,54.3,10,34.02,0.0,98.32,No,No,91505
27,41,30.92,,No,,22,0,Burbank,4545,Month-to-Month,United States,8217-QYOHV,Stayed,No,No,Male,Yes,Cable,"34.174215, -118.345928",34.174215,-118.345928,No,55.75,No,0,0,Offer E,No,Yes,Yes,Credit Card,Yes,29245,Yes,Q3,No,4,No,California,No,Yes,No,5,266.95,0,154.6,0.0,421.55,Yes,Yes,91505
41,29,0.0,,No,,62,0,North Hollywood,3180,Two Year,United States,0621-JFHOL,Stayed,No,No,Female,Yes,Cable,"34.15136, -118.364786",34.15136,-118.364786,No,29.6,No,0,0,Offer D,No,No,Yes,Mailed Check,No,16996,Yes,Q3,No,3,No,California,No,No,No,10,299.05,0,0.0,0.0,299.05,No,Yes,91602
55,8,9.04,,No,,20,0,North Hollywood,2499,One Year,United States,9894-QMIMJ,Stayed,No,Yes,Female,Yes,DSL,"34.15136, -118.364786",34.15136,-118.364786,No,55.8,No,0,0,Offer D,Yes,No,No,Bank Withdrawal,Yes,16996,No,Q3,No,3,No,California,No,No,No,23,1327.85,0,207.92,0.0,1535.77,No,Yes,91602
63,29,14.46,,No,,48,0,North Hollywood,5730,Two Year,United States,1053-MXTTK,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.15136, -118.364786",34.15136,-118.364786,Yes,108.65,No,1,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,16996,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7726.35,0,1041.12,0.0,8767.47,No,Yes,91602
49,0,16.59,,No,,74,0,North Hollywood,5316,Two Year,United States,3507-GASNP,Stayed,Yes,No,Male,No,,"34.15136, -118.364786",34.15136,-118.364786,No,19.95,No,2,0,Offer B,No,No,No,Credit Card,Yes,16996,No,Q3,No,3,No,California,No,No,No,60,1189.9,0,995.4,0.0,2185.3,No,No,91602
39,24,12.92,,No,,51,0,North Hollywood,2681,Month-to-Month,United States,6897-UUBNU,Stayed,No,No,Male,Yes,Fiber Optic,"34.15136, -118.364786",34.15136,-118.364786,No,89.65,No,0,0,,Yes,No,No,Credit Card,Yes,16996,Yes,Q3,No,4,No,California,No,No,Yes,29,2623.65,10,374.68,0.0,3008.33,No,No,91602
49,22,35.11,,No,,26,0,Rancho Cucamonga,4551,Two Year,United States,6614-FHDBO,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,No,109.2,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,39064,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,7878.3,0,2527.92,0.0,10406.22,No,Yes,91701
46,18,13.99,,No,,71,0,Rancho Cucamonga,5172,Month-to-Month,United States,3466-WAESX,Stayed,Yes,No,Male,Yes,DSL,"34.132275, -117.611478",34.132275,-117.611478,No,69.1,Yes,2,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,Yes,39064,No,Q3,No,4,No,California,Yes,Yes,No,16,1083.7,0,223.84,0.0,1307.54,No,Yes,91701
42,6,49.14,,No,,44,0,Rancho Cucamonga,4164,Month-to-Month,United States,6212-ATMLK,Stayed,No,No,Female,Yes,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,No,95.7,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,39064,No,Q3,No,4,No,California,Yes,Yes,Yes,50,4729.75,140,2457.0,0.0,7326.75,No,No,91701
54,24,12.85,,No,,70,0,Rancho Cucamonga,5065,Two Year,United States,7566-DSRLQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,Yes,110.15,Yes,0,7,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,39064,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7998.8,70,925.2,0.0,8994.0,No,No,91701
19,48,10.24,,No,,31,0,Rancho Cucamonga,3558,Month-to-Month,United States,5060-TQUQN,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,Yes,83.55,Yes,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,39064,Yes,Q3,Yes,3,No,California,No,Yes,No,30,2570.2,0,307.2,0.0,2877.4,Yes,Yes,91701
28,48,6.42,,No,,46,0,Covina,2887,One Year,United States,0959-WHOKV,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.08111, -117.853935",34.08111,-117.853935,No,99.0,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,25068,No,Q3,No,3,No,California,Yes,Yes,No,42,4298.45,0,269.64,0.0,4568.09,Yes,Yes,91724
35,0,26.67,,No,,38,0,Covina,4628,One Year,United States,5777-ZPQNC,Stayed,No,No,Female,No,,"34.08111, -117.853935",34.08111,-117.853935,No,20.15,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,25068,No,Q3,No,5,No,California,No,No,No,12,260.7,0,320.04,0.0,580.74,No,No,91724
43,0,48.93,,No,,67,0,Covina,5822,Two Year,United States,6134-KWTBV,Stayed,No,No,Male,No,,"34.08111, -117.853935",34.08111,-117.853935,No,23.4,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,25068,No,Q3,No,4,No,California,No,No,No,62,1429.65,0,3033.66,0.0,4463.31,No,No,91724
52,30,11.73,,No,,44,0,Covina,5135,Month-to-Month,United States,0365-TRTPY,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.08111, -117.853935",34.08111,-117.853935,No,91.2,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,25068,No,Q3,No,3,No,California,No,No,No,37,3382.3,0,434.01,0.0,3816.31,No,No,91724
38,24,47.69,,No,,36,0,Covina,4879,Month-to-Month,United States,1930-WNXSB,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.08111, -117.853935",34.08111,-117.853935,Yes,92.85,No,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,25068,No,Q3,Yes,5,No,California,Yes,Yes,Yes,58,5305.05,0,2766.02,0.0,8071.07,No,Yes,91724
64,0,47.16,,No,,68,0,Mt Baldy,4297,Two Year,United States,6292-TOSSS,Stayed,No,No,Male,No,,"34.231318, -117.662032",34.231318,-117.662032,No,24.9,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,47,No,Q3,No,4,No,California,No,No,No,50,1195.25,0,2358.0,0.0,3553.25,No,No,91759
28,69,30.07,,No,,55,0,Mt Baldy,3407,Month-to-Month,United States,2801-NISEI,Stayed,No,No,Male,Yes,DSL,"34.231318, -117.662032",34.231318,-117.662032,No,54.95,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,47,Yes,Q3,No,3,No,California,No,No,No,24,1348.5,0,721.68,0.0,2070.18,Yes,Yes,91759
30,0,27.24,,No,,52,0,Mt Baldy,2856,Two Year,United States,6696-YDAYZ,Stayed,Yes,No,Male,No,,"34.231318, -117.662032",34.231318,-117.662032,Yes,20.5,No,2,3,Offer D,No,No,No,Credit Card,Yes,47,No,Q3,Yes,3,No,California,No,No,No,16,290.55,0,435.84,0.0,726.39,No,No,91759
37,28,8.73,,No,,38,0,Mt Baldy,3033,Month-to-Month,United States,6854-EXGSF,Stayed,No,Yes,Female,Yes,DSL,"34.231318, -117.662032",34.231318,-117.662032,No,65.5,Yes,0,0,Offer E,Yes,Yes,Yes,Bank Withdrawal,Yes,47,No,Q3,No,3,No,California,No,No,No,8,573.15,0,69.84,0.0,642.99,No,Yes,91759
51,15,1.2,,No,,52,0,Mt Baldy,2157,Month-to-Month,United States,4926-UMJZD,Stayed,No,No,Female,Yes,DSL,"34.231318, -117.662032",34.231318,-117.662032,Yes,49.2,No,0,4,,No,No,Yes,Credit Card,Yes,47,Yes,Q3,Yes,5,No,California,No,No,No,31,1498.55,100,37.2,0.0,1635.75,No,No,91759
50,22,49.29,,No,,68,0,Diamond Bar,4012,Two Year,United States,7633-MVPUY,Stayed,No,No,Male,Yes,Cable,"33.992416, -117.807874",33.992416,-117.807874,Yes,59.75,No,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,46532,Yes,Q3,Yes,3,No,California,No,No,No,57,3450.15,0,2809.53,0.0,6259.68,No,Yes,91765
24,0,8.21,,No,,28,0,Diamond Bar,2745,Two Year,United States,7696-CFTAT,Stayed,Yes,No,Male,No,,"33.992416, -117.807874",33.992416,-117.807874,Yes,19.8,No,3,0,,No,No,No,Bank Withdrawal,Yes,46532,No,Q3,No,3,No,California,No,No,No,37,726.1,0,303.77,0.0,1029.87,Yes,No,91765
43,7,0.0,,No,,30,0,Diamond Bar,6107,Month-to-Month,United States,9501-UKKNL,Stayed,No,No,Male,Yes,DSL,"33.992416, -117.807874",33.992416,-117.807874,No,51.7,No,0,0,,No,No,Yes,Bank Withdrawal,No,46532,Yes,Q3,No,3,No,California,Yes,Yes,Yes,59,3005.8,0,0.0,0.0,3005.8,No,Yes,91765
22,48,45.93,,No,,38,0,Diamond Bar,4329,Month-to-Month,United States,4060-LDNLU,Stayed,No,No,Male,Yes,Fiber Optic,"33.992416, -117.807874",33.992416,-117.807874,No,96.2,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,46532,No,Q3,No,5,No,California,Yes,Yes,Yes,7,639.7,0,321.51,0.0,961.21,Yes,Yes,91765
40,25,14.81,,No,,23,0,Diamond Bar,2937,Month-to-Month,United States,0682-USIXD,Stayed,No,No,Female,Yes,Fiber Optic,"33.992416, -117.807874",33.992416,-117.807874,Yes,86.05,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,46532,Yes,Q3,Yes,3,No,California,No,No,Yes,21,1818.9,0,311.01,0.0,2129.91,No,Yes,91765
24,42,43.02,,No,,54,0,Temple City,2739,Month-to-Month,United States,4130-MZLCC,Stayed,No,No,Female,Yes,DSL,"34.101608, -118.055848",34.101608,-118.055848,No,50.55,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,32718,No,Q3,No,3,No,California,No,No,No,5,244.75,0,215.1,0.0,459.85,Yes,Yes,91780
29,69,41.82,,No,,28,0,Temple City,5713,One Year,United States,7409-JURKQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.101608, -118.055848",34.101608,-118.055848,Yes,111.8,Yes,0,3,,Yes,No,Yes,Bank Withdrawal,Yes,32718,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,53,5809.75,0,2216.46,0.0,8026.21,Yes,Yes,91780
19,26,0.0,,No,,28,0,Temple City,3724,One Year,United States,2292-XQWSV,Stayed,Yes,Yes,Male,Yes,DSL,"34.101608, -118.055848",34.101608,-118.055848,Yes,60.3,No,2,3,,Yes,No,No,Credit Card,No,32718,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,40,2448.5,0,0.0,0.0,2448.5,Yes,Yes,91780
43,6,34.34,,No,,68,0,Temple City,4544,Month-to-Month,United States,4299-SIMNS,Stayed,No,No,Male,Yes,Fiber Optic,"34.101608, -118.055848",34.101608,-118.055848,No,81.15,Yes,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,32718,No,Q3,No,4,No,California,No,No,No,9,784.45,50,309.06,0.0,1143.51,No,No,91780
38,0,18.86,,No,,32,0,Temple City,5998,Two Year,United States,2511-ALLCS,Stayed,Yes,No,Female,No,,"34.101608, -118.055848",34.101608,-118.055848,Yes,24.3,Yes,3,5,,No,No,No,Bank Withdrawal,Yes,32718,No,Q3,Yes,4,No,California,No,No,No,35,821.6,0,660.1,0.0,1481.7,No,No,91780
29,30,6.98,,No,,42,0,Upland,5377,Month-to-Month,United States,0314-TKOSI,Stayed,No,No,Female,Yes,Cable,"34.141146, -117.655583",34.141146,-117.655583,No,55.15,No,0,0,Offer E,Yes,Yes,No,Mailed Check,Yes,23331,No,Q3,No,4,No,California,No,No,No,6,322.9,0,41.88,0.0,364.78,Yes,No,91784
27,0,42.15,,No,,72,0,Upland,3586,Month-to-Month,United States,3247-MHJKM,Joined,No,No,Male,No,,"34.141146, -117.655583",34.141146,-117.655583,No,20.2,No,0,0,,No,No,No,Mailed Check,Yes,23331,No,Q3,No,3,No,California,No,No,No,1,20.2,0,42.15,0.0,62.35,Yes,No,91784
57,18,20.67,,No,,80,0,Upland,5413,Month-to-Month,United States,9552-TGUZV,Stayed,No,No,Male,Yes,Fiber Optic,"34.141146, -117.655583",34.141146,-117.655583,Yes,75.0,No,0,8,Offer E,No,Yes,Yes,Credit Card,Yes,23331,No,Q3,Yes,3,No,California,No,No,No,8,658.1,0,165.36,0.0,823.46,No,Yes,91784
62,15,45.22,,No,,66,0,Upland,5549,One Year,United States,7025-IWFHT,Stayed,No,No,Male,Yes,Fiber Optic,"34.141146, -117.655583",34.141146,-117.655583,No,89.55,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,23331,Yes,Q3,No,3,No,California,No,No,Yes,41,3729.75,0,1854.02,0.0,5583.77,No,Yes,91784
57,17,23.72,,No,,46,0,Upland,2081,Month-to-Month,United States,3191-CSNMG,Joined,Yes,No,Female,Yes,Fiber Optic,"34.141146, -117.655583",34.141146,-117.655583,Yes,80.7,No,1,5,Offer E,No,No,Yes,Bank Withdrawal,Yes,23331,No,Q3,Yes,4,No,California,No,No,Yes,3,239.45,0,71.16,0.0,310.61,No,Yes,91784
44,0,40.46,,No,,57,0,Chula Vista,5384,Month-to-Month,United States,8203-XJZRC,Joined,No,No,Male,No,,"32.688506, -116.938632",32.688506,-116.938632,No,20.25,No,0,0,Offer E,No,No,No,Credit Card,Yes,2606,No,Q3,No,3,No,California,No,No,No,1,20.25,0,40.46,0.0,60.71,No,No,91914
38,3,13.4,,No,,33,0,Chula Vista,5327,One Year,United States,5504-WSIUR,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.688506, -116.938632",32.688506,-116.938632,No,90.25,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2606,Yes,Q3,No,3,No,California,No,No,No,70,6385.95,100,938.0,0.0,7423.95,No,No,91914
51,11,10.21,,No,,77,0,Chula Vista,3111,Month-to-Month,United States,7925-PNRGI,Stayed,Yes,Yes,Female,Yes,DSL,"32.688506, -116.938632",32.688506,-116.938632,Yes,81.3,Yes,2,9,Offer B,Yes,Yes,No,Credit Card,Yes,2606,Yes,Q3,Yes,3,No,California,No,No,Yes,45,3541.1,0,459.45,0.0,4000.55,No,Yes,91914
50,13,45.97,,No,,59,0,Chula Vista,5283,One Year,United States,9609-BENEA,Stayed,No,No,Male,Yes,DSL,"32.688506, -116.938632",32.688506,-116.938632,Yes,69.0,Yes,0,6,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,2606,Yes,Q3,Yes,3,No,California,No,No,Yes,35,2441.7,0,1608.95,0.0,4050.65,No,Yes,91914
32,75,13.86,,No,,64,0,Dulzura,3718,Month-to-Month,United States,2985-JUUBZ,Stayed,Yes,Yes,Male,Yes,DSL,"32.622999, -116.687855",32.622999,-116.687855,Yes,74.55,Yes,3,5,Offer B,No,No,Yes,Bank Withdrawal,Yes,727,No,Q3,Yes,5,No,California,Yes,Yes,Yes,40,3015.75,0,554.4,0.0,3570.15,No,Yes,91917
39,13,20.14,,No,,78,0,Dulzura,4933,Month-to-Month,United States,3038-PQIUY,Stayed,No,Yes,Female,Yes,DSL,"32.622999, -116.687855",32.622999,-116.687855,No,66.15,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,727,No,Q3,No,4,No,California,No,No,No,38,2522.4,0,765.32,0.0,3287.72,No,Yes,91917
54,75,39.06,,No,,72,0,Dulzura,5035,Two Year,United States,4393-GEADV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.622999, -116.687855",32.622999,-116.687855,Yes,114.75,Yes,3,10,,Yes,Yes,No,Credit Card,Yes,727,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,7842.3,0,2734.2,0.0,10576.5,No,Yes,91917
36,0,2.82,,No,,42,0,Dulzura,2289,Two Year,United States,9945-PSVIP,Stayed,Yes,No,Female,No,,"32.622999, -116.687855",32.622999,-116.687855,Yes,18.7,No,3,3,Offer C,No,No,Yes,Credit Card,Yes,727,No,Q3,Yes,4,No,California,No,No,No,25,383.65,0,70.5,0.0,454.15,No,No,91917
55,4,31.92,,No,,35,0,Jamul,3314,Month-to-Month,United States,8266-VBFQL,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.695681, -116.798386",32.695681,-116.798386,No,90.4,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,8759,Yes,Q3,No,3,No,California,Yes,Yes,No,4,356.65,0,127.68,0.0,484.33,No,Yes,91935
19,26,19.88,,No,,47,0,Jamul,5596,One Year,United States,2623-DRYAM,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.695681, -116.798386",32.695681,-116.798386,Yes,101.75,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,8759,No,Q3,No,3,No,California,Yes,Yes,Yes,70,7069.3,0,1391.6,0.0,8460.9,Yes,Yes,91935
36,17,26.67,,No,,65,0,Jamul,5414,Two Year,United States,0530-IJVDB,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.695681, -116.798386",32.695681,-116.798386,No,114.6,Yes,2,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,8759,Yes,Q3,No,4,No,California,Yes,Yes,Yes,70,7882.5,0,1866.9,0.0,9749.4,No,Yes,91935
23,41,26.73,,No,,56,0,Cardiff By The Sea,5604,One Year,United States,5027-YOCXN,Stayed,No,No,Male,Yes,Fiber Optic,"33.015866, -117.272254",33.015866,-117.272254,Yes,110.05,Yes,0,6,,Yes,Yes,No,Credit Card,Yes,10375,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,51,5686.4,0,1363.23,20.28,7029.35,Yes,Yes,92007
46,21,36.13,,No,,28,0,Cardiff By The Sea,4456,Two Year,United States,6479-VDGRK,Stayed,Yes,Yes,Female,Yes,Cable,"33.015866, -117.272254",33.015866,-117.272254,Yes,85.3,No,1,0,,Yes,Yes,No,Bank Withdrawal,Yes,10375,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,6129.2,0,2601.36,0.0,8730.56,No,Yes,92007
50,17,30.19,,No,,43,0,Cardiff By The Sea,3660,Month-to-Month,United States,6507-DTJZV,Stayed,Yes,No,Male,Yes,DSL,"33.015866, -117.272254",33.015866,-117.272254,No,66.4,No,1,0,Offer D,No,No,No,Credit Card,Yes,10375,No,Q3,No,5,No,California,Yes,Yes,Yes,13,831.75,0,392.47,0.0,1224.22,No,Yes,92007
41,4,37.14,,No,,37,0,Cardiff By The Sea,5136,One Year,United States,7619-PLRLP,Stayed,No,Yes,Female,Yes,Cable,"33.015866, -117.272254",33.015866,-117.272254,Yes,74.1,Yes,0,3,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,10375,No,Q3,Yes,4,No,California,Yes,Yes,No,53,3833.95,0,1968.42,0.0,5802.37,No,Yes,92007
63,16,0.0,,No,,43,0,El Cajon,5471,Two Year,United States,9880-TDQAC,Stayed,No,Yes,Female,Yes,DSL,"32.832706, -116.873258",32.832706,-116.873258,Yes,60.0,No,0,3,,Yes,No,Yes,Bank Withdrawal,No,61872,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,4264.0,0,0.0,25.67,4238.33,No,Yes,92021
23,53,35.07,,No,,75,0,El Cajon,4689,Two Year,United States,9675-ICXCT,Stayed,No,Yes,Male,Yes,Cable,"32.832706, -116.873258",32.832706,-116.873258,Yes,80.8,No,0,8,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,61872,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,72,5728.55,0,2525.04,0.0,8253.59,Yes,Yes,92021
44,0,18.41,,No,,56,0,El Cajon,4121,Two Year,United States,1591-XWLGB,Stayed,No,No,Female,No,,"32.832706, -116.873258",32.832706,-116.873258,Yes,19.85,No,0,10,,No,No,No,Credit Card,Yes,61872,No,Q3,Yes,4,No,California,No,No,No,71,1379.6,0,1307.11,0.0,2686.71,No,No,92021
41,0,12.87,,No,,24,0,El Cajon,2192,Month-to-Month,United States,0357-NVCRI,Stayed,Yes,No,Female,No,,"32.832706, -116.873258",32.832706,-116.873258,No,20.05,No,3,0,Offer C,No,No,No,Credit Card,Yes,61872,No,Q3,No,5,No,California,No,No,No,25,471.7,0,321.75,0.0,793.45,No,No,92021
31,30,30.07,,No,,46,0,Escondido,4562,One Year,United States,7102-JJVTX,Stayed,No,No,Female,Yes,DSL,"33.081478, -117.033814",33.081478,-117.033814,Yes,48.6,No,0,9,Offer E,No,Yes,No,Credit Card,Yes,49281,No,Q3,Yes,3,No,California,No,No,No,9,422.3,0,270.63,20.45,672.48,No,Yes,92025
43,0,16.81,,No,,22,0,Escondido,4562,Two Year,United States,4703-MQYKT,Stayed,No,No,Male,No,,"33.081478, -117.033814",33.081478,-117.033814,No,19.6,No,0,0,,No,No,No,Mailed Check,Yes,49281,No,Q3,No,4,No,California,No,No,No,21,390.4,0,353.01,0.0,743.41,No,No,92025
35,0,20.65,,No,,72,0,Escondido,5052,One Year,United States,3243-ZHOHY,Stayed,No,No,Female,No,,"33.081478, -117.033814",33.081478,-117.033814,No,20.1,No,0,0,Offer D,No,No,No,Credit Card,Yes,49281,No,Q3,No,3,No,California,No,No,No,16,296.15,0,330.4,0.0,626.55,No,No,92025
28,0,1.22,,No,,39,0,Escondido,5114,Two Year,United States,0394-YONDK,Stayed,Yes,No,Male,No,,"33.081478, -117.033814",33.081478,-117.033814,Yes,25.15,Yes,3,0,,No,No,No,Credit Card,Yes,49281,No,Q3,No,3,No,California,No,No,No,70,1790.15,0,85.4,0.0,1875.55,Yes,No,92025
54,14,32.67,,No,,26,0,Escondido,6409,One Year,United States,2371-KFUOG,Stayed,No,No,Male,Yes,Fiber Optic,"33.081478, -117.033814",33.081478,-117.033814,No,99.15,No,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,49281,No,Q3,No,3,No,California,Yes,Yes,Yes,58,5720.95,0,1894.86,0.0,7615.81,No,Yes,92025
62,18,0.0,,No,,22,0,Escondido,5388,Two Year,United States,8626-PTQGE,Stayed,No,No,Male,Yes,Cable,"33.21846, -117.116916",33.21846,-117.116916,No,60.05,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,43436,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,4176.7,0,0.0,41.21,4135.49,No,Yes,92026
24,51,34.43,,No,,72,0,Escondido,3628,Month-to-Month,United States,5186-EJEGL,Stayed,No,Yes,Male,Yes,DSL,"33.21846, -117.116916",33.21846,-117.116916,No,69.5,No,0,0,,No,Yes,Yes,Credit Card,Yes,43436,Yes,Q3,No,3,No,California,No,Yes,Yes,9,653.25,0,309.87,0.0,963.12,Yes,Yes,92026
47,18,31.59,,No,,73,0,Escondido,3555,One Year,United States,6574-MCOEH,Stayed,Yes,Yes,Female,Yes,Cable,"33.21846, -117.116916",33.21846,-117.116916,Yes,79.15,Yes,2,2,,No,No,Yes,Bank Withdrawal,Yes,43436,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,33,2531.4,20,1042.47,0.0,3593.87,No,No,92026
23,73,30.3,,No,,70,0,Escondido,2037,Month-to-Month,United States,0463-ZSDNT,Stayed,No,No,Male,Yes,DSL,"33.21846, -117.116916",33.21846,-117.116916,No,56.75,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,43436,No,Q3,No,5,No,California,Yes,Yes,No,10,503.25,30,303.0,0.0,836.25,Yes,No,92026
31,0,31.02,,No,,40,0,Oceanside,5272,One Year,United States,9498-FIMXL,Stayed,No,No,Female,No,,"33.351059, -117.420557",33.351059,-117.420557,No,19.2,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,98239,No,Q3,No,4,No,California,No,No,No,8,161.95,0,248.16,0.0,410.11,No,No,92054
42,14,11.83,,No,,51,0,Oceanside,4732,One Year,United States,7336-RLLRH,Stayed,No,No,Male,Yes,DSL,"33.351059, -117.420557",33.351059,-117.420557,Yes,80.85,Yes,0,3,Offer C,No,Yes,No,Credit Card,Yes,98239,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,27,2204.35,0,319.41,0.0,2523.76,No,Yes,92054
41,0,8.98,,No,,52,0,Oceanside,4169,Two Year,United States,5296-PSYVW,Stayed,No,No,Female,No,,"33.351059, -117.420557",33.351059,-117.420557,Yes,24.55,Yes,0,8,,No,No,No,Bank Withdrawal,Yes,98239,No,Q3,Yes,4,No,California,No,No,No,72,1750.7,0,646.56,0.0,2397.26,No,No,92054
29,0,7.32,,No,,28,0,Oceanside,4801,Month-to-Month,United States,9708-KFDBY,Joined,No,No,Male,No,,"33.351059, -117.420557",33.351059,-117.420557,No,20.55,No,0,0,Offer E,No,No,No,Credit Card,Yes,98239,No,Q3,No,4,No,California,No,No,No,1,20.55,0,7.32,0.0,27.87,Yes,No,92054
60,26,49.61,,No,,39,0,Oceanside,4446,One Year,United States,2758-RNWXS,Stayed,No,No,Male,Yes,Fiber Optic,"33.351059, -117.420557",33.351059,-117.420557,No,89.2,No,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,98239,Yes,Q3,No,4,No,California,Yes,Yes,No,35,3251.3,0,1736.35,0.0,4987.65,No,Yes,92054
31,22,22.13,,No,,50,0,Oceanside,5316,One Year,United States,2379-GYFLQ,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.194742, -117.29032",33.194742,-117.29032,No,94.9,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,52895,No,Q3,No,4,No,California,No,No,Yes,46,4422.95,0,1017.98,24.08,5416.85,No,Yes,92056
57,0,44.88,,No,,67,0,Oceanside,3838,Month-to-Month,United States,6319-QSUSR,Stayed,Yes,No,Female,No,,"33.194742, -117.29032",33.194742,-117.29032,No,19.7,No,1,0,Offer D,No,No,No,Credit Card,Yes,52895,No,Q3,No,4,No,California,No,No,No,11,216.2,0,493.68,0.0,709.88,No,No,92056
28,59,0.0,,No,,35,0,Oceanside,5192,Two Year,United States,2314-TNDJQ,Stayed,Yes,Yes,Female,Yes,Cable,"33.194742, -117.29032",33.194742,-117.29032,Yes,55.65,No,3,1,Offer A,Yes,Yes,No,Credit Card,No,52895,Yes,Q3,Yes,4,No,California,Yes,Yes,No,72,3880.05,0,0.0,0.0,3880.05,Yes,Yes,92056
59,18,30.68,,No,,57,0,San Marcos,4487,Two Year,United States,6885-PKOAM,Stayed,No,Yes,Female,Yes,Cable,"33.162624, -117.170863",33.162624,-117.170863,Yes,85.75,Yes,0,3,,Yes,Yes,No,Credit Card,Yes,52664,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6223.8,0,2178.28,4.6,8397.48,No,Yes,92069
45,0,31.28,,No,,61,0,San Marcos,3248,Month-to-Month,United States,1991-VOPLL,Stayed,No,No,Female,No,,"33.162624, -117.170863",33.162624,-117.170863,No,19.05,No,0,0,Offer E,No,No,No,Credit Card,Yes,52664,No,Q3,No,4,No,California,No,No,No,9,157.65,0,281.52,0.0,439.17,No,No,92069
48,0,41.93,,No,,79,0,San Marcos,5646,Two Year,United States,7647-GYYKX,Stayed,Yes,No,Female,No,,"33.162624, -117.170863",33.162624,-117.170863,Yes,20.35,No,4,1,,No,No,Yes,Bank Withdrawal,Yes,52664,No,Q3,Yes,3,No,California,No,No,No,54,1092.35,0,2264.22,0.0,3356.57,No,No,92069
48,53,0.0,,No,,45,0,San Marcos,2609,One Year,United States,3648-GZPHF,Stayed,Yes,Yes,Male,Yes,DSL,"33.162624, -117.170863",33.162624,-117.170863,Yes,36.25,No,3,2,Offer C,No,No,Yes,Mailed Check,No,52664,Yes,Q3,Yes,5,No,California,No,No,No,32,1151.05,0,0.0,0.0,1151.05,No,Yes,92069
57,9,4.5,,No,,66,0,Rancho Santa Fe,5229,Two Year,United States,0513-RBGPE,Stayed,No,Yes,Male,Yes,DSL,"32.99356, -117.207121",32.99356,-117.207121,Yes,62.8,Yes,0,6,,No,Yes,Yes,Credit Card,Yes,1072,Yes,Q3,Yes,3,No,California,No,No,No,37,2278.75,0,166.5,16.97,2428.28,No,Yes,92091
47,10,0.0,,No,,54,0,Rancho Santa Fe,5435,Two Year,United States,0017-DINOC,Stayed,No,No,Male,Yes,Cable,"32.99356, -117.207121",32.99356,-117.207121,No,45.2,No,0,0,,No,Yes,No,Credit Card,No,1072,Yes,Q3,No,4,No,California,No,No,Yes,54,2460.55,0,0.0,0.0,2460.55,No,Yes,92091
56,19,33.09,,No,,55,0,Rancho Santa Fe,3676,Month-to-Month,United States,8751-EDEKA,Stayed,No,Yes,Female,Yes,Fiber Optic,"32.99356, -117.207121",32.99356,-117.207121,Yes,89.9,No,0,7,,Yes,No,No,Credit Card,Yes,1072,No,Q3,Yes,4,No,California,Yes,Yes,No,28,2433.5,0,926.52,0.0,3360.02,No,Yes,92091
45,0,5.58,,No,,22,0,Rancho Santa Fe,4314,Two Year,United States,3078-ZKNTS,Stayed,Yes,No,Female,No,,"32.99356, -117.207121",32.99356,-117.207121,Yes,19.75,No,1,7,,No,No,Yes,Bank Withdrawal,Yes,1072,No,Q3,Yes,3,No,California,No,No,No,13,246.7,0,72.54,0.0,319.24,No,No,92091
27,73,13.02,,No,,67,0,San Diego,2130,One Year,United States,5160-UXJED,Stayed,No,No,Male,Yes,Cable,"32.72523, -117.171346",32.72523,-117.171346,No,44.6,No,0,0,,No,No,No,Credit Card,Yes,27505,No,Q3,No,4,No,California,No,No,No,17,681.4,0,221.34,0.0,902.74,Yes,Yes,92101
57,0,12.35,,No,,31,0,San Diego,3846,Month-to-Month,United States,6878-GGDWG,Stayed,No,No,Female,No,,"32.72523, -117.171346",32.72523,-117.171346,Yes,19.4,No,0,1,,No,No,No,Bank Withdrawal,Yes,27505,No,Q3,Yes,4,No,California,No,No,No,32,641.15,0,395.2,0.0,1036.35,No,No,92101
20,59,24.33,,No,,47,0,San Diego,4142,Month-to-Month,United States,1941-HOSAM,Joined,Yes,No,Male,Yes,Fiber Optic,"32.72523, -117.171346",32.72523,-117.171346,Yes,90.1,No,3,1,,No,No,Yes,Bank Withdrawal,Yes,27505,No,Q3,Yes,3,No,California,Yes,Yes,Yes,1,90.1,0,24.33,0.0,114.43,Yes,Yes,92101
63,18,30.09,,No,,56,0,San Diego,2675,One Year,United States,1024-KPRBB,Stayed,No,No,Female,Yes,Fiber Optic,"32.72523, -117.171346",32.72523,-117.171346,No,89.1,No,0,0,Offer C,No,No,Yes,Mailed Check,Yes,27505,No,Q3,No,4,No,California,Yes,Yes,Yes,38,3342.0,90,1143.42,0.0,4575.42,No,No,92101
62,29,15.66,,No,,29,0,Blythe,4020,Month-to-Month,United States,5522-JBWMO,Joined,Yes,No,Male,Yes,DSL,"33.674583, -114.71612",33.674583,-114.71612,No,44.0,No,2,0,,No,No,No,Bank Withdrawal,Yes,24659,No,Q3,No,5,No,California,No,No,No,1,44.0,0,15.66,0.0,59.66,No,Yes,92225
29,0,9.43,,No,,42,0,Blythe,2600,Two Year,United States,3546-GHEAE,Stayed,No,No,Male,No,,"33.674583, -114.71612",33.674583,-114.71612,No,19.45,No,0,0,,No,No,No,Credit Card,Yes,24659,No,Q3,No,5,No,California,No,No,No,7,165.35,0,66.01,0.0,231.36,Yes,No,92225
42,9,37.18,,No,,45,0,Blythe,5255,One Year,United States,7032-LMBHI,Stayed,No,No,Female,Yes,Cable,"33.674583, -114.71612",33.674583,-114.71612,No,64.65,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,24659,No,Q3,No,3,No,California,No,No,Yes,37,2347.85,0,1375.66,0.0,3723.51,No,Yes,92225
26,59,39.67,,No,,43,0,Blythe,3291,Month-to-Month,United States,2523-EWWZL,Stayed,No,No,Female,Yes,Fiber Optic,"33.674583, -114.71612",33.674583,-114.71612,Yes,76.1,No,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,24659,No,Q3,No,3,No,California,No,No,No,27,2093.4,0,1071.09,30.14,3134.35,Yes,Yes,92225
61,24,13.28,,No,,74,0,Coachella,5813,Two Year,United States,2977-CEBSX,Stayed,No,Yes,Female,Yes,DSL,"33.680031, -116.171678",33.680031,-116.171678,No,90.05,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,23170,Yes,Q3,No,4,No,California,Yes,Yes,Yes,66,5965.95,0,876.48,0.0,6842.43,No,Yes,92236
36,6,44.42,,No,,24,0,Coachella,5528,Month-to-Month,United States,8543-MSDMF,Joined,No,Yes,Male,Yes,Cable,"33.680031, -116.171678",33.680031,-116.171678,No,77.4,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,23170,No,Q3,No,4,No,California,Yes,Yes,Yes,3,206.15,0,133.26,0.0,339.41,No,Yes,92236
53,13,17.33,,No,,66,0,Coachella,5417,One Year,United States,1137-DGOWI,Stayed,No,Yes,Female,Yes,DSL,"33.680031, -116.171678",33.680031,-116.171678,Yes,70.25,No,0,7,,Yes,No,No,Bank Withdrawal,Yes,23170,Yes,Q3,Yes,4,No,California,Yes,Yes,No,30,2198.9,0,519.9,0.0,2718.8,No,Yes,92236
25,47,0.0,,No,,65,0,Coachella,2734,Month-to-Month,United States,4501-VCPFK,Stayed,No,Yes,Male,Yes,Cable,"33.680031, -116.171678",33.680031,-116.171678,No,35.75,No,0,0,Offer C,No,No,No,Bank Withdrawal,No,23170,Yes,Q3,No,5,No,California,No,No,No,26,1022.5,0,0.0,0.0,1022.5,Yes,Yes,92236
62,0,27.11,,No,,56,0,Joshua Tree,2120,Two Year,United States,5495-GPSRW,Stayed,No,No,Male,No,,"34.167236, -116.281511",34.167236,-116.281511,No,19.7,No,0,0,,No,No,Yes,Credit Card,Yes,8141,No,Q3,No,5,No,California,No,No,No,20,419.4,0,542.2,0.0,961.6,No,No,92252
54,11,42.93,,No,,34,0,Joshua Tree,4121,Month-to-Month,United States,4138-NAXED,Stayed,No,No,Male,Yes,Fiber Optic,"34.167236, -116.281511",34.167236,-116.281511,No,81.0,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,8141,No,Q3,No,3,No,California,No,No,No,51,4085.75,10,2189.43,0.0,6285.18,No,No,92252
60,0,49.8,,No,,51,0,Joshua Tree,5397,Two Year,United States,6698-OXETB,Stayed,No,No,Male,No,,"34.167236, -116.281511",34.167236,-116.281511,No,20.4,No,0,0,Offer D,No,No,No,Credit Card,Yes,8141,No,Q3,No,4,No,California,No,No,No,11,231.45,0,547.8,0.0,779.25,No,No,92252
46,28,4.7,,No,,39,0,Joshua Tree,6307,Two Year,United States,6691-CCIHA,Stayed,No,No,Female,Yes,Cable,"34.167236, -116.281511",34.167236,-116.281511,Yes,84.95,Yes,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,8141,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,62,5150.55,0,291.4,4.68,5437.27,No,Yes,92252
59,29,5.43,,No,,46,0,Mecca,4149,One Year,United States,4742-DRORA,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.543835, -115.993906",33.543835,-115.993906,Yes,95.4,Yes,0,5,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,8768,No,Q3,Yes,4,No,California,No,No,Yes,60,5812.0,0,325.8,0.0,6137.8,No,Yes,92254
39,17,11.41,,No,,67,0,Mecca,4621,Two Year,United States,0744-BIKKF,Stayed,No,Yes,Male,Yes,DSL,"33.543835, -115.993906",33.543835,-115.993906,No,86.65,Yes,0,0,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,8768,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,6224.8,0,821.52,0.0,7046.32,No,Yes,92254
37,0,37.59,,No,,54,0,Mecca,4613,One Year,United States,3724-BSCVH,Stayed,Yes,No,Male,No,,"33.543835, -115.993906",33.543835,-115.993906,Yes,20.45,No,1,0,Offer D,No,No,No,Credit Card,Yes,8768,No,Q3,No,4,No,California,No,No,No,10,242.4,0,375.9,0.0,618.3,No,No,92254
52,0,36.5,,No,,39,0,Mecca,6263,Two Year,United States,0485-ZBSLN,Stayed,Yes,No,Male,No,,"33.543835, -115.993906",33.543835,-115.993906,Yes,24.75,Yes,2,4,,No,No,No,Credit Card,Yes,8768,No,Q3,Yes,5,No,California,No,No,No,65,1715.1,0,2372.5,0.0,4087.6,No,No,92254
35,16,41.85,,No,,77,0,Mecca,3259,Month-to-Month,United States,9053-EJUNL,Stayed,No,No,Male,Yes,Fiber Optic,"33.543835, -115.993906",33.543835,-115.993906,No,89.2,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,8768,No,Q3,No,5,No,California,No,No,Yes,41,3645.75,0,1715.85,2.21,5359.39,No,Yes,92254
41,0,6.7,,No,,20,0,Salton City,3181,Month-to-Month,United States,2233-FAGXV,Stayed,Yes,No,Female,No,,"33.28156, -115.955541",33.28156,-115.955541,Yes,24.3,Yes,3,6,,No,No,Yes,Credit Card,Yes,799,No,Q3,Yes,5,No,California,No,No,No,5,132.25,0,33.5,0.0,165.75,No,No,92275
42,0,48.61,,No,,68,0,Salton City,2607,One Year,United States,5986-WWXDV,Stayed,No,No,Male,No,,"33.28156, -115.955541",33.28156,-115.955541,No,19.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,799,No,Q3,No,3,No,California,No,No,No,39,779.2,0,1895.79,0.0,2674.99,No,No,92275
60,0,16.48,,No,,53,0,Salton City,5105,One Year,United States,5201-CBWYG,Stayed,Yes,No,Male,No,,"33.28156, -115.955541",33.28156,-115.955541,Yes,24.8,Yes,1,1,,No,No,No,Bank Withdrawal,Yes,799,No,Q3,Yes,5,No,California,No,No,No,62,1476.25,0,1021.76,0.0,2498.01,No,No,92275
45,0,12.97,,No,,70,0,Salton City,3076,One Year,United States,9229-RQABD,Stayed,No,No,Male,No,,"33.28156, -115.955541",33.28156,-115.955541,No,23.75,Yes,0,0,Offer D,No,No,No,Credit Card,Yes,799,No,Q3,No,4,No,California,No,No,No,18,424.5,0,233.46,0.0,657.96,No,No,92275
23,53,8.62,,No,,48,0,Salton City,5553,Two Year,United States,9281-CEDRU,Stayed,No,No,Female,Yes,DSL,"33.28156, -115.955541",33.28156,-115.955541,Yes,64.1,No,0,2,,Yes,No,No,Bank Withdrawal,Yes,799,Yes,Q3,Yes,5,No,California,No,No,Yes,68,4326.25,0,586.16,19.12,4893.29,Yes,Yes,92275
20,76,6.5,,No,,20,0,Winterhaven,4922,Month-to-Month,United States,8734-DKSTZ,Stayed,Yes,No,Female,Yes,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,Yes,85.95,Yes,2,0,Offer D,No,No,No,Bank Withdrawal,Yes,3663,No,Q3,No,3,No,California,Yes,Yes,No,10,858.6,0,65.0,0.0,923.6,Yes,Yes,92283
40,13,40.28,,No,,30,0,Winterhaven,4583,Month-to-Month,United States,5804-HYIEZ,Stayed,Yes,No,Male,Yes,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,Yes,106.05,Yes,1,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,3663,No,Q3,Yes,4,No,California,Yes,Yes,Yes,70,7554.05,0,2819.6,0.0,10373.65,No,Yes,92283
31,14,11.19,,No,,26,0,Winterhaven,3527,Month-to-Month,United States,2897-DOVND,Joined,No,No,Male,Yes,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,No,69.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3663,No,Q3,No,3,No,California,No,No,No,2,146.65,10,22.38,0.0,179.03,No,No,92283
57,13,29.55,,No,,20,0,Winterhaven,2464,Month-to-Month,United States,8456-QDAVC,Stayed,No,No,Male,Yes,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,No,78.7,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,3663,No,Q3,No,3,No,California,No,No,Yes,19,1495.1,0,561.45,26.84,2029.71,No,Yes,92283
49,30,41.46,,No,,74,0,Landers,4620,One Year,United States,6152-ONASV,Stayed,No,No,Female,Yes,DSL,"34.341737, -116.539416",34.341737,-116.539416,Yes,58.25,Yes,0,4,Offer A,No,Yes,No,Bank Withdrawal,Yes,2182,Yes,Q3,Yes,3,No,California,No,No,No,68,3975.7,140,2819.28,0.0,6934.98,No,No,92285
51,75,48.73,,No,,49,0,Landers,5903,Month-to-Month,United States,5934-TSSAU,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.341737, -116.539416",34.341737,-116.539416,Yes,75.3,No,3,6,Offer D,No,No,Yes,Credit Card,Yes,2182,No,Q3,Yes,5,No,California,No,No,No,23,1702.9,0,1120.79,0.0,2823.69,No,Yes,92285
32,75,0.0,,No,,69,0,Landers,2754,Two Year,United States,0191-EQUUH,Stayed,Yes,No,Female,Yes,Cable,"34.341737, -116.539416",34.341737,-116.539416,No,35.05,No,3,0,Offer C,No,Yes,No,Bank Withdrawal,No,2182,Yes,Q3,No,4,No,California,No,No,No,25,844.45,0,0.0,0.0,844.45,No,Yes,92285
30,0,22.77,,No,,45,0,Landers,5306,Two Year,United States,2569-WGERO,Stayed,No,No,Female,No,,"34.341737, -116.539416",34.341737,-116.539416,No,21.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,2182,No,Q3,No,5,No,California,No,No,No,72,1419.4,0,1639.44,19.31,3039.53,No,No,92285
26,0,12.61,,No,,78,0,Fort Irwin,5744,One Year,United States,4980-URKXC,Stayed,No,No,Male,No,,"35.349241, -116.770281",35.349241,-116.770281,Yes,20.85,No,0,1,,No,No,No,Bank Withdrawal,Yes,9465,No,Q3,Yes,4,No,California,No,No,No,36,720.05,0,453.96,0.0,1174.01,Yes,No,92310
38,5,46.92,,No,,25,0,Fort Irwin,4770,One Year,United States,6784-XYJAE,Stayed,No,Yes,Female,Yes,DSL,"35.349241, -116.770281",35.349241,-116.770281,No,55.8,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,9465,No,Q3,No,3,No,California,No,No,No,36,1941.5,70,1689.12,0.0,3700.62,No,No,92310
33,10,29.03,,No,,67,0,Fort Irwin,3916,Month-to-Month,United States,0508-OOLTO,Joined,Yes,No,Female,Yes,Fiber Optic,"35.349241, -116.770281",35.349241,-116.770281,Yes,71.65,No,1,5,,No,No,Yes,Bank Withdrawal,Yes,9465,No,Q3,Yes,3,No,California,No,No,No,2,135.75,0,58.06,0.0,193.81,No,Yes,92310
45,16,0.0,,No,,24,0,Fort Irwin,5374,Two Year,United States,2162-FRZAA,Stayed,Yes,Yes,Male,Yes,DSL,"35.349241, -116.770281",35.349241,-116.770281,Yes,39.35,No,2,7,Offer B,Yes,No,No,Bank Withdrawal,No,9465,Yes,Q3,Yes,5,No,California,No,No,No,63,2395.05,0,0.0,0.0,2395.05,No,Yes,92310
52,3,30.75,,No,,39,0,Barstow,4842,Two Year,United States,4376-KFVRS,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.965648, -117.001509",34.965648,-117.001509,Yes,114.05,Yes,0,5,Offer A,Yes,Yes,Yes,Credit Card,Yes,31293,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8468.2,0,2214.0,0.0,10682.2,No,Yes,92311
48,6,0.0,,No,,49,0,Barstow,5174,Two Year,United States,3933-DQPWX,Stayed,No,Yes,Female,Yes,DSL,"34.965648, -117.001509",34.965648,-117.001509,No,39.7,No,0,0,,Yes,No,No,Credit Card,No,31293,Yes,Q3,No,3,No,California,No,No,No,50,1932.75,0,0.0,0.0,1932.75,No,Yes,92311
38,25,32.22,,No,,25,0,Barstow,6378,Two Year,United States,2984-TBYKU,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.965648, -117.001509",34.965648,-117.001509,Yes,104.9,Yes,3,6,Offer A,Yes,Yes,Yes,Credit Card,Yes,31293,Yes,Q3,Yes,4,No,California,Yes,Yes,No,72,7732.65,0,2319.84,0.0,10052.49,No,Yes,92311
30,51,24.83,,No,,78,0,Grand Terrace,4945,Month-to-Month,United States,5886-VLQVU,Stayed,No,No,Male,Yes,Fiber Optic,"34.029175, -117.307211",34.029175,-117.307211,Yes,89.85,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,11024,Yes,Q3,No,3,No,California,Yes,Yes,No,35,3161.2,20,869.05,0.0,4050.25,No,No,92313
38,16,0.0,,No,,36,0,Grand Terrace,3194,Month-to-Month,United States,6661-EIPZC,Stayed,Yes,No,Female,Yes,DSL,"34.029175, -117.307211",34.029175,-117.307211,Yes,29.5,No,1,6,,No,No,Yes,Credit Card,No,11024,Yes,Q3,Yes,4,No,California,No,No,No,48,1423.05,0,0.0,0.0,1423.05,No,Yes,92313
20,59,36.7,,No,,75,0,Grand Terrace,4434,Month-to-Month,United States,9822-WMWVG,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.029175, -117.307211",34.029175,-117.307211,No,106.5,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,11024,Yes,Q3,No,4,No,California,No,No,Yes,41,4282.4,0,1504.7,0.0,5787.1,Yes,Yes,92313
22,51,39.25,,No,,42,0,Grand Terrace,3109,Month-to-Month,United States,5118-MUEYH,Stayed,No,No,Female,Yes,Fiber Optic,"34.029175, -117.307211",34.029175,-117.307211,Yes,105.1,Yes,0,4,Offer B,Yes,No,Yes,Credit Card,Yes,11024,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,48,5083.55,0,1884.0,0.0,6967.55,Yes,Yes,92313
49,12,46.45,,No,,70,0,Big Bear Lake,2683,Month-to-Month,United States,0771-WLCLA,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.242058, -116.89802",34.242058,-116.89802,Yes,112.95,Yes,1,8,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,5447,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,16,1882.55,0,743.2,0.0,2625.75,No,Yes,92315
34,9,45.05,,No,,55,0,Big Bear Lake,4766,Two Year,United States,2251-PYLPB,Stayed,No,Yes,Male,Yes,Cable,"34.242058, -116.89802",34.242058,-116.89802,Yes,79.55,Yes,0,3,Offer A,Yes,Yes,No,Credit Card,Yes,5447,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,5810.9,0,3243.6,0.0,9054.5,No,Yes,92315
59,29,39.63,,No,,43,0,Big Bear Lake,5184,One Year,United States,9040-KZVWO,Stayed,No,No,Male,Yes,Fiber Optic,"34.242058, -116.89802",34.242058,-116.89802,No,75.5,No,0,0,Offer C,Yes,No,No,Bank Withdrawal,Yes,5447,No,Q3,No,4,No,California,No,No,No,26,2018.1,0,1030.38,0.0,3048.48,No,Yes,92315
44,0,25.52,,No,,72,0,Big Bear Lake,3726,One Year,United States,5627-TVBPP,Stayed,Yes,No,Female,No,,"34.242058, -116.89802",34.242058,-116.89802,No,20.1,No,1,0,,No,No,Yes,Credit Card,Yes,5447,No,Q3,No,4,No,California,No,No,No,35,644.5,0,893.2,0.0,1537.7,No,No,92315
30,0,5.32,,No,,42,0,Death Valley,5674,Two Year,United States,0732-OCQOC,Stayed,No,No,Female,No,,"36.27688, -117.033326",36.27688,-117.033326,Yes,25.05,Yes,0,10,Offer B,No,No,Yes,Bank Withdrawal,Yes,443,No,Q3,Yes,4,No,California,No,No,No,52,1270.25,0,276.64,0.0,1546.89,No,No,92328
61,17,39.97,,No,,45,0,Death Valley,5257,Month-to-Month,United States,2190-BCXEC,Stayed,No,No,Female,Yes,Fiber Optic,"36.27688, -117.033326",36.27688,-117.033326,Yes,78.85,Yes,0,10,,No,No,Yes,Credit Card,Yes,443,Yes,Q3,Yes,4,No,California,No,No,No,40,3126.85,0,1598.8,0.0,4725.65,No,Yes,92328
36,9,4.59,,No,,77,0,Death Valley,4350,Month-to-Month,United States,2522-AHJXR,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.27688, -117.033326",36.27688,-117.033326,Yes,109.45,Yes,0,6,,No,Yes,Yes,Bank Withdrawal,Yes,443,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,60,6572.85,0,275.4,0.0,6848.25,No,Yes,92328
40,12,4.33,,No,,45,0,Death Valley,6275,Month-to-Month,United States,0292-WEGCH,Stayed,Yes,Yes,Female,Yes,DSL,"36.27688, -117.033326",36.27688,-117.033326,Yes,86.2,Yes,2,7,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,443,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,54,4524.05,0,233.82,0.0,4757.87,No,Yes,92328
26,82,22.14,,No,,44,0,Essex,5505,Month-to-Month,United States,5168-MSWXT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.9436, -115.287901",34.9436,-115.287901,Yes,94.75,No,3,4,,No,No,Yes,Bank Withdrawal,Yes,115,No,Q3,Yes,5,No,California,Yes,Yes,Yes,8,759.55,0,177.12,0.0,936.67,Yes,Yes,92332
50,4,3.81,,No,,56,0,Essex,4237,One Year,United States,6227-FBDXH,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.9436, -115.287901",34.9436,-115.287901,Yes,99.5,Yes,0,10,Offer A,No,No,No,Bank Withdrawal,Yes,115,No,Q3,Yes,4,No,California,Yes,Yes,Yes,69,6841.45,0,262.89,0.0,7104.34,No,Yes,92332
20,48,12.28,,No,,33,0,Essex,5162,Two Year,United States,0412-UCCNP,Stayed,No,Yes,Male,Yes,DSL,"34.9436, -115.287901",34.9436,-115.287901,No,59.2,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,115,Yes,Q3,No,3,No,California,No,No,No,55,3175.85,0,675.4,0.0,3851.25,Yes,Yes,92332
27,59,30.6,,No,,54,0,Essex,4727,One Year,United States,8910-ICHIU,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.9436, -115.287901",34.9436,-115.287901,No,95.65,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,115,No,Q3,No,3,No,California,No,No,Yes,46,4664.2,0,1407.6,0.0,6071.8,Yes,Yes,92332
53,0,4.03,,No,,32,0,Fontana,5655,One Year,United States,8592-PLTMQ,Stayed,No,No,Female,No,,"34.087558, -117.464096",34.087558,-117.464096,No,24.7,Yes,0,0,Offer B,No,No,No,Mailed Check,Yes,82630,No,Q3,No,5,No,California,No,No,No,64,1642.75,0,257.92,0.0,1900.67,No,No,92335
29,48,41.08,,No,,37,0,Fontana,5334,Month-to-Month,United States,2911-WDXMV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.087558, -117.464096",34.087558,-117.464096,No,80.55,Yes,3,0,Offer D,No,No,Yes,Credit Card,Yes,82630,No,Q3,No,5,No,California,No,No,No,18,1406.65,0,739.44,0.0,2146.09,Yes,Yes,92335
30,0,11.1,,No,,49,0,Fontana,2313,Month-to-Month,United States,7096-UCLNH,Joined,No,No,Male,No,,"34.087558, -117.464096",34.087558,-117.464096,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,82630,No,Q3,No,4,No,California,No,No,No,1,20.05,0,11.1,0.0,31.15,No,No,92335
28,69,39.09,,No,,43,0,Fontana,4603,Two Year,United States,9715-WZCLW,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.087558, -117.464096",34.087558,-117.464096,Yes,97.2,Yes,2,7,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,82630,No,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6910.3,0,2775.39,0.0,9685.69,Yes,Yes,92335
20,0,20.09,,No,,23,0,Forest Falls,4900,Two Year,United States,4785-FCIFB,Stayed,No,No,Female,No,,"34.067699, -116.903891",34.067699,-116.903891,Yes,24.4,Yes,0,10,Offer B,No,No,No,Mailed Check,Yes,958,No,Q3,Yes,5,No,California,No,No,No,61,1417.9,0,1225.49,0.0,2643.39,Yes,No,92339
24,69,36.17,,No,,77,0,Forest Falls,5712,One Year,United States,4547-FZJWE,Stayed,No,No,Male,Yes,DSL,"34.067699, -116.903891",34.067699,-116.903891,Yes,59.45,No,0,5,,No,Yes,No,Credit Card,Yes,958,No,Q3,Yes,4,No,California,Yes,Yes,No,55,3157.0,40,1989.35,0.0,5186.35,Yes,No,92339
45,15,10.83,,No,,36,0,Forest Falls,5277,Month-to-Month,United States,8885-QSQBX,Joined,No,No,Female,Yes,DSL,"34.067699, -116.903891",34.067699,-116.903891,No,49.55,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,958,No,Q3,No,4,No,California,No,No,No,1,49.55,0,10.83,0.0,60.38,No,Yes,92339
35,11,35.92,,No,,68,0,Forest Falls,5483,Two Year,United States,4049-ZPALD,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.067699, -116.903891",34.067699,-116.903891,Yes,99.0,No,0,7,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,958,No,Q3,Yes,4,No,California,Yes,Yes,Yes,64,6375.8,0,2298.88,0.0,8674.68,No,Yes,92339
24,53,15.94,,No,,46,0,Hesperia,4274,Two Year,United States,0942-KOWSM,Stayed,No,Yes,Female,Yes,DSL,"34.361387, -117.337509",34.361387,-117.337509,Yes,80.8,No,0,4,Offer C,Yes,No,No,Bank Withdrawal,Yes,68515,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,30,2369.3,0,478.2,0.0,2847.5,Yes,Yes,92345
54,0,20.47,,No,,46,0,Hesperia,2026,Two Year,United States,3521-HTQTV,Stayed,No,No,Male,No,,"34.361387, -117.337509",34.361387,-117.337509,No,26.1,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,68515,No,Q3,No,3,No,California,No,No,No,34,980.35,0,695.98,0.0,1676.33,No,No,92345
53,11,17.28,,No,,42,0,Hesperia,4324,Two Year,United States,9385-NXKDA,Stayed,No,Yes,Female,Yes,DSL,"34.361387, -117.337509",34.361387,-117.337509,Yes,82.65,Yes,0,7,Offer A,Yes,Yes,Yes,Credit Card,Yes,68515,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,5919.35,0,1244.16,0.0,7163.51,No,Yes,92345
54,16,15.28,,No,,77,0,Hesperia,4521,Month-to-Month,United States,6833-JMZYP,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.361387, -117.337509",34.361387,-117.337509,No,94.0,No,0,0,,No,No,Yes,Credit Card,Yes,68515,No,Q3,No,3,No,California,Yes,Yes,Yes,15,1505.45,0,229.2,0.0,1734.65,No,Yes,92345
45,0,34.38,,No,,77,0,Highland,4823,Month-to-Month,United States,4237-CLSMM,Joined,No,No,Male,No,,"34.129677, -117.154277",34.129677,-117.154277,Yes,20.0,No,0,10,,No,No,No,Mailed Check,Yes,48245,No,Q3,Yes,4,No,California,No,No,No,2,38.0,0,68.76,0.0,106.76,No,No,92346
64,0,31.81,,No,,24,0,Highland,4369,Month-to-Month,United States,3744-ZBHON,Joined,No,No,Female,No,,"34.129677, -117.154277",34.129677,-117.154277,No,20.2,No,0,0,,No,No,No,Bank Withdrawal,Yes,48245,No,Q3,No,5,No,California,No,No,No,3,65.95,0,95.43,0.0,161.38,No,No,92346
40,28,11.75,,No,,25,0,Highland,2597,Month-to-Month,United States,0430-IHCDJ,Stayed,No,No,Male,Yes,DSL,"34.129677, -117.154277",34.129677,-117.154277,No,49.0,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,48245,No,Q3,No,3,No,California,No,No,No,15,749.25,0,176.25,0.0,925.5,No,Yes,92346
52,0,15.5,,No,,34,0,Lake Arrowhead,2231,Month-to-Month,United States,4719-UMSIY,Stayed,Yes,No,Male,No,,"34.2565, -117.19335",34.2565,-117.19335,No,19.65,No,2,0,,No,No,No,Mailed Check,Yes,9793,No,Q3,No,5,No,California,No,No,No,6,100.9,0,93.0,0.0,193.9,No,No,92352
41,7,10.28,,No,,38,0,Lake Arrowhead,2853,One Year,United States,8383-SGHJU,Stayed,No,No,Female,Yes,Cable,"34.2565, -117.19335",34.2565,-117.19335,No,59.4,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,9793,Yes,Q3,No,3,No,California,No,No,No,33,1952.8,0,339.24,0.0,2292.04,No,Yes,92352
50,0,1.87,,No,,55,0,Lake Arrowhead,4998,One Year,United States,6674-KVJHG,Stayed,No,No,Female,No,,"34.2565, -117.19335",34.2565,-117.19335,No,25.2,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,9793,No,Q3,No,4,No,California,No,No,No,11,245.15,0,20.57,0.0,265.72,No,No,92352
35,22,42.18,,No,,70,0,Lake Arrowhead,6245,One Year,United States,8961-QDZZJ,Stayed,Yes,No,Female,Yes,Fiber Optic,"34.2565, -117.19335",34.2565,-117.19335,Yes,95.0,No,2,3,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,9793,No,Q3,Yes,5,No,California,Yes,Yes,Yes,57,5535.8,0,2404.26,0.0,7940.06,No,Yes,92352
23,59,44.06,,No,,35,0,Loma Linda,4208,Month-to-Month,United States,6614-VBEGU,Stayed,No,No,Female,Yes,DSL,"34.049315, -117.255974",34.049315,-117.255974,Yes,69.45,No,0,8,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,18068,No,Q3,Yes,5,No,California,Yes,Yes,Yes,24,1614.05,0,1057.44,0.0,2671.49,Yes,Yes,92354
25,69,33.45,,No,,27,0,Loma Linda,2719,One Year,United States,7607-QKKTJ,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"34.049315, -117.255974",34.049315,-117.255974,Yes,95.0,Yes,2,6,,Yes,No,Yes,Credit Card,Yes,18068,No,Q3,Yes,4,No,California,Yes,Yes,No,45,4368.85,60,1505.25,0.0,5934.1,Yes,No,92354
63,0,5.41,,No,,24,0,Loma Linda,4855,Month-to-Month,United States,1814-DKOLC,Stayed,No,No,Female,No,,"34.049315, -117.255974",34.049315,-117.255974,No,25.45,Yes,0,0,,No,No,No,Credit Card,Yes,18068,No,Q3,No,3,No,California,No,No,No,5,134.75,0,27.05,0.0,161.8,No,No,92354
20,59,10.74,,No,,22,0,Loma Linda,3186,Two Year,United States,9715-SBVSU,Stayed,Yes,No,Male,Yes,DSL,"34.049315, -117.255974",34.049315,-117.255974,Yes,61.4,No,1,3,,Yes,Yes,Yes,Bank Withdrawal,Yes,18068,No,Q3,Yes,4,No,California,Yes,Yes,No,14,815.55,20,150.36,0.0,985.91,Yes,No,92354
25,59,0.0,,No,,57,0,Needles,5055,Two Year,United States,2996-XAUVF,Stayed,No,No,Male,Yes,DSL,"34.711224, -114.702256",34.711224,-114.702256,No,40.05,No,0,0,Offer A,No,No,Yes,Mailed Check,No,5488,Yes,Q3,No,5,No,California,Yes,Yes,No,70,2799.75,0,0.0,0.0,2799.75,Yes,Yes,92363
53,6,0.0,,No,,45,0,Needles,5265,Two Year,United States,4139-DETXS,Stayed,No,Yes,Female,Yes,DSL,"34.711224, -114.702256",34.711224,-114.702256,Yes,64.45,No,0,0,Offer A,Yes,Yes,No,Bank Withdrawal,No,5488,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,4528.0,0,0.0,0.0,4528.0,No,Yes,92363
49,0,49.22,,No,,37,0,Needles,2211,Month-to-Month,United States,2129-ALKBS,Stayed,Yes,No,Female,No,,"34.711224, -114.702256",34.711224,-114.702256,Yes,26.2,Yes,4,5,,No,No,Yes,Bank Withdrawal,Yes,5488,No,Q3,Yes,3,No,California,No,No,No,40,1077.5,0,1968.8,0.0,3046.3,No,No,92363
33,0,41.63,,No,,62,0,Needles,2295,Two Year,United States,2300-RQGOI,Stayed,No,No,Female,No,,"34.711224, -114.702256",34.711224,-114.702256,No,20.05,No,0,0,Offer C,No,No,No,Credit Card,Yes,5488,No,Q3,No,5,No,California,No,No,No,38,741.5,0,1581.94,0.0,2323.44,No,No,92363
56,3,1.02,,No,,47,0,Rialto,2977,Month-to-Month,United States,4104-PVRPS,Stayed,No,No,Male,Yes,Cable,"34.109775, -117.378904",34.109775,-117.378904,Yes,53.6,No,0,7,Offer C,No,Yes,No,Mailed Check,Yes,75882,Yes,Q3,Yes,3,No,California,No,No,No,24,1315.35,120,24.48,0.0,1459.83,No,No,92376
24,82,1.36,,No,,69,0,Rialto,5420,Two Year,United States,8311-UEUAB,Stayed,No,No,Female,Yes,DSL,"34.109775, -117.378904",34.109775,-117.378904,Yes,75.5,Yes,0,5,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,75882,No,Q3,Yes,3,No,California,Yes,Yes,Yes,67,5229.45,0,91.12,0.0,5320.57,Yes,Yes,92376
24,0,2.56,,No,,43,0,Rialto,5829,Two Year,United States,4742-TXUEX,Stayed,Yes,No,Female,No,,"34.109775, -117.378904",34.109775,-117.378904,Yes,19.3,No,3,1,,No,No,No,Bank Withdrawal,Yes,75882,No,Q3,Yes,4,No,California,No,No,No,47,890.5,0,120.32,0.0,1010.82,Yes,No,92376
35,14,32.59,,No,,78,0,Rialto,4390,Two Year,United States,9488-FVZCC,Stayed,Yes,Yes,Female,Yes,DSL,"34.109775, -117.378904",34.109775,-117.378904,Yes,79.5,Yes,1,5,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,75882,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,5661.7,0,2346.48,0.0,8008.18,No,Yes,92376
26,48,44.46,,No,,52,0,San Bernardino,5842,Two Year,United States,3649-JPUGY,Stayed,No,Yes,Male,Yes,DSL,"34.250069, -117.393949",34.250069,-117.393949,No,88.6,Yes,0,0,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,49355,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,6201.95,0,3201.12,0.0,9403.07,Yes,Yes,92407
30,85,48.16,,No,,43,0,San Bernardino,4858,Month-to-Month,United States,8160-HOWOX,Stayed,No,No,Female,Yes,DSL,"34.250069, -117.393949",34.250069,-117.393949,No,66.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,49355,No,Q3,No,4,No,California,Yes,Yes,Yes,7,458.1,0,337.12,0.0,795.22,No,Yes,92407
59,18,18.65,,No,,55,0,San Bernardino,5741,Month-to-Month,United States,3453-RTHJQ,Stayed,No,No,Male,Yes,Fiber Optic,"34.250069, -117.393949",34.250069,-117.393949,No,69.1,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,49355,No,Q3,No,4,No,California,No,No,No,6,435.0,0,111.9,0.0,546.9,No,Yes,92407
28,42,29.07,,No,,68,0,San Bernardino,5451,Month-to-Month,United States,7109-MFBYV,Stayed,No,No,Male,Yes,Cable,"34.250069, -117.393949",34.250069,-117.393949,No,45.45,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,49355,No,Q3,No,3,No,California,No,No,No,26,1233.15,0,755.82,0.0,1988.97,Yes,Yes,92407
32,24,28.86,,No,,76,0,Riverside,3851,Month-to-Month,United States,4134-BSXLX,Stayed,No,No,Male,Yes,Cable,"33.976328, -117.319786",33.976328,-117.319786,Yes,60.9,No,0,7,Offer C,Yes,Yes,No,Mailed Check,Yes,48649,Yes,Q3,Yes,3,No,California,No,No,No,28,1785.65,0,808.08,0.0,2593.73,No,Yes,92507
20,0,17.53,,No,,69,0,Riverside,2309,Month-to-Month,United States,1345-GKDZZ,Stayed,Yes,No,Male,No,,"33.976328, -117.319786",33.976328,-117.319786,No,19.55,No,1,0,,No,No,No,Credit Card,Yes,48649,No,Q3,No,4,No,California,No,No,No,6,128.6,0,105.18,0.0,233.78,Yes,No,92507
20,51,27.09,,No,,74,0,Riverside,6204,Two Year,United States,7973-DZRKH,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.976328, -117.319786",33.976328,-117.319786,No,90.95,Yes,1,0,Offer A,No,Yes,Yes,Credit Card,Yes,48649,Yes,Q3,No,3,No,California,No,No,No,66,5930.05,0,1787.94,0.0,7717.99,Yes,Yes,92507
32,23,1.12,,No,,64,0,Riverside,4131,One Year,United States,3026-ATZYV,Stayed,Yes,No,Female,Yes,Cable,"33.976328, -117.319786",33.976328,-117.319786,Yes,75.1,No,2,3,Offer C,Yes,Yes,No,Bank Withdrawal,Yes,48649,No,Q3,Yes,3,No,California,Yes,Yes,Yes,37,2658.8,0,41.44,0.0,2700.24,No,Yes,92507
63,23,47.12,,No,,23,0,Hemet,4886,Month-to-Month,United States,8981-FJGLA,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.734933, -117.044145",33.734933,-117.044145,No,78.0,Yes,2,0,Offer D,No,No,Yes,Mailed Check,Yes,25694,No,Q3,No,5,No,California,No,No,No,11,851.8,0,518.32,0.0,1370.12,No,Yes,92545
33,16,10.05,,No,,41,0,Hemet,5928,Two Year,United States,9297-FVVDH,Stayed,No,Yes,Female,Yes,DSL,"33.734933, -117.044145",33.734933,-117.044145,Yes,84.5,Yes,0,2,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,25694,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,57,4845.4,0,572.85,0.0,5418.25,No,Yes,92545
48,18,41.1,,No,,48,0,Hemet,3408,Month-to-Month,United States,2903-YYTBW,Joined,Yes,No,Male,Yes,DSL,"33.734933, -117.044145",33.734933,-117.044145,Yes,44.55,No,2,1,,No,No,No,Bank Withdrawal,Yes,25694,No,Q3,Yes,4,No,California,No,No,No,1,44.55,0,41.1,0.0,85.65,No,Yes,92545
24,26,32.93,,No,,49,0,Hemet,5037,One Year,United States,9289-LBQVU,Stayed,No,No,Male,Yes,DSL,"33.734933, -117.044145",33.734933,-117.044145,Yes,70.15,Yes,0,5,,Yes,No,Yes,Credit Card,Yes,25694,Yes,Q3,Yes,4,No,California,Yes,Yes,No,64,4480.7,0,2107.52,0.0,6588.22,Yes,Yes,92545
42,3,2.5,,No,,55,0,Mountain Center,4212,Month-to-Month,United States,8677-HDZEE,Stayed,No,No,Female,Yes,Fiber Optic,"33.638645, -116.55783",33.638645,-116.55783,No,105.45,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,1500,Yes,Q3,No,3,No,California,Yes,Yes,Yes,56,5916.95,0,140.0,0.0,6056.95,No,Yes,92561
52,0,26.57,,No,,34,0,Mountain Center,2953,One Year,United States,5039-LZRQT,Stayed,No,No,Female,No,,"33.638645, -116.55783",33.638645,-116.55783,No,20.2,No,0,0,,No,No,No,Mailed Check,Yes,1500,No,Q3,No,5,No,California,No,No,No,13,273.25,0,345.41,0.0,618.66,No,No,92561
28,0,28.46,,No,,79,0,Mountain Center,4218,Two Year,United States,9504-YAZWB,Stayed,No,No,Female,No,,"33.638645, -116.55783",33.638645,-116.55783,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,1500,No,Q3,No,4,No,California,No,No,No,53,1048.45,0,1508.38,0.0,2556.83,Yes,No,92561
59,19,17.63,,No,,21,0,Mountain Center,4396,Month-to-Month,United States,6538-POCHL,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.638645, -116.55783",33.638645,-116.55783,No,79.0,No,0,0,Offer C,Yes,No,Yes,Credit Card,Yes,1500,No,Q3,No,3,No,California,No,No,No,33,2576.8,0,581.79,0.0,3158.59,No,Yes,92561
29,52,41.89,,No,,20,0,Sun City,6411,Month-to-Month,United States,0913-XWSCN,Stayed,Yes,No,Male,Yes,Fiber Optic,"33.739412, -117.173334",33.739412,-117.173334,Yes,85.5,Yes,2,1,Offer B,No,No,No,Bank Withdrawal,Yes,8692,No,Q3,Yes,4,No,California,Yes,Yes,No,55,4713.4,0,2303.95,0.0,7017.35,Yes,Yes,92585
45,0,18.57,,No,,78,0,Sun City,5586,One Year,United States,1178-PZGAB,Stayed,No,No,Female,No,,"33.739412, -117.173334",33.739412,-117.173334,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,8692,No,Q3,No,4,No,California,No,No,No,19,383.65,0,352.83,0.0,736.48,No,No,92585
22,0,36.37,,No,,49,0,Sun City,2299,Two Year,United States,3213-VVOLG,Stayed,Yes,No,Male,No,,"33.739412, -117.173334",33.739412,-117.173334,Yes,25.35,Yes,2,3,,No,No,No,Credit Card,Yes,8692,No,Q3,Yes,4,No,California,No,No,No,10,253.5,0,363.7,0.0,617.2,Yes,No,92585
26,51,49.82,,No,,36,0,Sun City,4969,Two Year,United States,3374-TTZTK,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.739412, -117.173334",33.739412,-117.173334,Yes,106.3,No,0,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,8692,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,52,5487.0,0,2590.64,0.0,8077.64,Yes,Yes,92585
47,0,48.57,,No,,64,0,Irvine,4485,Two Year,United States,1403-GYAFU,Stayed,Yes,No,Male,No,,"33.688546, -117.788091",33.688546,-117.788091,Yes,20.05,No,2,5,Offer A,No,No,No,Credit Card,Yes,27369,No,Q3,Yes,3,No,California,No,No,No,70,1360.25,0,3399.9,0.0,4760.15,No,No,92604
61,28,6.34,,No,,59,0,Irvine,4697,Month-to-Month,United States,6844-DZKRF,Joined,No,No,Male,Yes,Cable,"33.688546, -117.788091",33.688546,-117.788091,No,50.2,No,0,0,,No,No,Yes,Credit Card,Yes,27369,Yes,Q3,No,4,No,California,No,No,No,2,109.25,10,12.68,0.0,131.93,No,No,92604
38,0,4.47,,No,,68,0,Irvine,4158,One Year,United States,8194-PEEBY,Stayed,Yes,No,Female,No,,"33.688546, -117.788091",33.688546,-117.788091,Yes,19.9,No,3,1,Offer C,No,No,No,Credit Card,Yes,27369,No,Q3,Yes,4,No,California,No,No,No,24,533.5,0,107.28,0.0,640.78,No,No,92604
51,0,21.16,,No,,57,0,Irvine,5759,One Year,United States,5519-TEEUH,Stayed,Yes,No,Male,No,,"33.688546, -117.788091",33.688546,-117.788091,No,20.15,No,3,0,Offer C,No,No,Yes,Credit Card,Yes,27369,No,Q3,No,3,No,California,No,No,No,33,682.15,0,698.28,0.0,1380.43,No,No,92604
60,22,33.36,,No,,79,0,Irvine,2325,Month-to-Month,United States,5348-CAGXB,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.680302, -117.833296",33.680302,-117.833296,No,89.55,Yes,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,22499,No,Q3,No,4,No,California,No,No,Yes,12,1021.75,0,400.32,0.0,1422.07,No,Yes,92614
42,9,6.19,,No,,47,0,Irvine,6124,Two Year,United States,8879-XUAHX,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.680302, -117.833296",33.680302,-117.833296,Yes,116.25,Yes,0,4,,Yes,Yes,Yes,Bank Withdrawal,Yes,22499,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,8564.75,0,439.49,0.0,9004.24,No,Yes,92614
57,0,37.9,,No,,59,0,Irvine,3591,Month-to-Month,United States,8387-UGUSU,Stayed,Yes,No,Female,No,,"33.680302, -117.833296",33.680302,-117.833296,Yes,20.05,No,1,3,,No,No,No,Credit Card,Yes,22499,No,Q3,Yes,4,No,California,No,No,No,15,284.3,0,568.5,0.0,852.8,No,No,92614
28,42,16.16,,No,,45,0,Irvine,2887,Month-to-Month,United States,3703-TTEPD,Stayed,No,Yes,Male,Yes,DSL,"33.680302, -117.833296",33.680302,-117.833296,No,65.35,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,22499,No,Q3,No,3,No,California,No,No,Yes,21,1424.4,0,339.36,0.0,1763.76,Yes,Yes,92614
22,59,26.83,,No,,73,0,Huntington Beach,5742,One Year,United States,2560-PPCHE,Stayed,No,No,Female,Yes,Fiber Optic,"33.721917, -118.043237",33.721917,-118.043237,No,105.05,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,32304,Yes,Q3,No,5,No,California,Yes,Yes,Yes,65,6744.25,0,1743.95,0.0,8488.2,Yes,Yes,92649
61,0,49.51,,No,,21,0,Huntington Beach,4676,Two Year,United States,8532-UEFWH,Stayed,Yes,No,Male,No,,"33.721917, -118.043237",33.721917,-118.043237,Yes,25.75,Yes,2,6,Offer B,No,No,No,Mailed Check,Yes,32304,No,Q3,Yes,3,No,California,No,No,No,52,1345.85,0,2574.52,0.0,3920.37,No,No,92649
52,0,24.33,,No,,77,0,Huntington Beach,5596,Two Year,United States,0206-OYVOC,Stayed,Yes,No,Female,No,,"33.721917, -118.043237",33.721917,-118.043237,Yes,19.25,No,2,1,Offer B,No,No,Yes,Credit Card,Yes,32304,No,Q3,Yes,5,No,California,No,No,No,46,864.2,0,1119.18,0.0,1983.38,No,No,92649
24,0,41.02,,No,,49,0,Huntington Beach,3942,One Year,United States,1757-TCATG,Stayed,Yes,No,Male,No,,"33.721917, -118.043237",33.721917,-118.043237,Yes,20.05,No,1,4,Offer C,No,No,No,Bank Withdrawal,Yes,32304,No,Q3,Yes,3,No,California,No,No,No,35,746.75,0,1435.7,0.0,2182.45,Yes,No,92649
35,0,3.49,,No,,29,0,Laguna Hills,4123,Month-to-Month,United States,8138-EALND,Stayed,No,No,Male,No,,"33.606899, -117.717854",33.606899,-117.717854,No,19.75,No,0,0,,No,No,No,Credit Card,Yes,48273,No,Q3,No,5,No,California,No,No,No,15,311.6,0,52.35,0.0,363.95,No,No,92653
26,73,13.9,,No,,64,0,Laguna Hills,4898,One Year,United States,7951-VRDVK,Stayed,No,Yes,Female,Yes,Cable,"33.606899, -117.717854",33.606899,-117.717854,No,85.85,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,48273,Yes,Q3,No,4,No,California,Yes,Yes,Yes,36,3003.55,0,500.4,0.0,3503.95,Yes,No,92653
38,26,41.1,,No,,66,0,Laguna Hills,2642,Month-to-Month,United States,7128-GGCNO,Stayed,No,No,Male,Yes,Fiber Optic,"33.606899, -117.717854",33.606899,-117.717854,No,72.8,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,48273,No,Q3,No,4,No,California,No,No,No,46,3249.4,0,1890.6,0.0,5140.0,No,Yes,92653
48,22,0.0,,No,,64,0,Laguna Hills,5988,One Year,United States,4776-XSKYQ,Stayed,Yes,No,Female,Yes,DSL,"33.606899, -117.717854",33.606899,-117.717854,Yes,30.25,No,1,4,,No,No,No,Credit Card,No,48273,Yes,Q3,Yes,4,No,California,No,No,No,12,368.85,0,0.0,0.0,368.85,No,Yes,92653
26,59,34.69,,No,,65,0,Aliso Viejo,5633,Two Year,United States,1352-HNSAW,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"33.571259, -117.731917",33.571259,-117.731917,Yes,115.6,Yes,3,9,,Yes,Yes,Yes,Bank Withdrawal,Yes,41237,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8220.4,140,2497.68,0.0,10858.08,Yes,No,92656
22,52,41.18,,No,,35,0,Aliso Viejo,4927,One Year,United States,4815-YOSUK,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.571259, -117.731917",33.571259,-117.731917,Yes,104.9,Yes,2,9,,Yes,Yes,Yes,Credit Card,Yes,41237,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,7537.5,0,2964.96,0.0,10502.46,Yes,Yes,92656
31,19,2.11,,No,,30,0,Aliso Viejo,5534,Month-to-Month,United States,7691-KGKGP,Stayed,Yes,No,Male,Yes,DSL,"33.571259, -117.731917",33.571259,-117.731917,Yes,65.0,No,1,9,Offer B,Yes,No,No,Credit Card,Yes,41237,Yes,Q3,Yes,3,No,California,No,No,Yes,53,3363.8,0,111.83,0.0,3475.63,No,Yes,92656
57,11,11.32,,No,,69,0,Aliso Viejo,4131,One Year,United States,5753-QQWPW,Stayed,No,No,Female,Yes,DSL,"33.571259, -117.731917",33.571259,-117.731917,No,59.9,No,0,0,Offer C,Yes,Yes,Yes,Bank Withdrawal,Yes,41237,Yes,Q3,No,3,No,California,No,No,No,28,1654.7,0,316.96,0.0,1971.66,No,Yes,92656
51,8,1.01,,No,,34,0,San Clemente,2535,Month-to-Month,United States,2501-XWWTZ,Stayed,No,No,Male,Yes,Fiber Optic,"33.4725, -117.584273",33.4725,-117.584273,No,70.2,No,0,0,,No,No,No,Bank Withdrawal,Yes,15297,No,Q3,No,5,No,California,No,No,No,11,760.05,0,11.11,0.0,771.16,No,Yes,92673
44,13,1.85,,No,,63,0,San Clemente,5902,Two Year,United States,7036-TYDEC,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.4725, -117.584273",33.4725,-117.584273,No,104.0,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,15297,Yes,Q3,No,5,No,California,Yes,Yes,Yes,69,7028.5,0,127.65,0.0,7156.15,No,Yes,92673
31,0,9.33,,No,,33,0,San Clemente,4954,Two Year,United States,5854-KSRBJ,Stayed,Yes,No,Male,No,,"33.4725, -117.584273",33.4725,-117.584273,Yes,25.4,Yes,1,10,Offer A,No,No,No,Credit Card,Yes,15297,No,Q3,Yes,4,No,California,No,No,No,70,1782.05,0,653.1,0.0,2435.15,No,No,92673
63,21,16.42,,No,,27,0,San Clemente,5838,Month-to-Month,United States,0623-GDISB,Joined,No,No,Female,Yes,Cable,"33.4725, -117.584273",33.4725,-117.584273,No,48.45,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,15297,No,Q3,No,3,No,California,No,No,No,1,48.45,0,16.42,0.0,64.87,No,Yes,92673
54,5,14.97,,No,,45,0,San Juan Capistrano,4209,Month-to-Month,United States,3716-UVSPD,Joined,No,No,Male,Yes,DSL,"33.521447, -117.602555",33.521447,-117.602555,No,49.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,34321,Yes,Q3,No,3,No,California,No,No,No,1,49.3,10,14.97,0.0,74.27,No,No,92675
57,7,20.79,,No,,26,0,San Juan Capistrano,6100,One Year,United States,5802-ADBRC,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.521447, -117.602555",33.521447,-117.602555,Yes,104.4,Yes,0,7,Offer B,No,Yes,Yes,Mailed Check,Yes,34321,No,Q3,Yes,3,No,California,Yes,Yes,Yes,50,5232.9,0,1039.5,0.0,6272.4,No,Yes,92675
58,2,10.11,,No,,75,0,San Juan Capistrano,3803,Month-to-Month,United States,0365-BZUWY,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.521447, -117.602555",33.521447,-117.602555,Yes,102.55,Yes,0,2,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,34321,No,Q3,Yes,5,No,California,Yes,Yes,Yes,17,1742.5,0,171.87,0.0,1914.37,No,Yes,92675
20,0,20.0,,No,,36,0,San Juan Capistrano,2269,Two Year,United States,2892-GESUL,Stayed,Yes,No,Female,No,,"33.521447, -117.602555",33.521447,-117.602555,Yes,19.35,No,3,5,,No,No,No,Credit Card,Yes,34321,No,Q3,Yes,5,No,California,No,No,No,18,309.25,0,360.0,0.0,669.25,Yes,No,92675
49,16,41.09,,No,,35,0,Westminster,4583,Two Year,United States,6103-LIANB,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.752591, -117.993661",33.752591,-117.993661,Yes,99.5,Yes,1,3,,No,No,Yes,Credit Card,Yes,88230,No,Q3,Yes,4,No,California,Yes,Yes,Yes,59,5861.75,0,2424.31,0.0,8286.06,No,Yes,92683
46,26,0.0,,No,,26,0,Westminster,5460,Two Year,United States,4312-GVYNH,Stayed,No,Yes,Female,Yes,Cable,"33.752591, -117.993661",33.752591,-117.993661,Yes,49.85,No,0,8,,No,Yes,Yes,Bank Withdrawal,No,88230,Yes,Q3,Yes,3,No,California,Yes,Yes,No,70,3370.2,0,0.0,0.0,3370.2,No,Yes,92683
23,58,34.12,,No,,67,0,Westminster,3596,Two Year,United States,4922-CVPDX,Stayed,No,Yes,Female,Yes,DSL,"33.752591, -117.993661",33.752591,-117.993661,Yes,73.5,No,0,6,Offer C,Yes,No,Yes,Credit Card,Yes,88230,No,Q3,Yes,5,No,California,Yes,Yes,Yes,26,1905.7,70,887.12,17.03,2845.79,Yes,No,92683
61,9,17.68,,No,,36,0,Westminster,5664,Month-to-Month,United States,2043-WVTQJ,Joined,No,Yes,Male,Yes,Cable,"33.752591, -117.993661",33.752591,-117.993661,Yes,55.7,No,0,10,,No,Yes,No,Credit Card,Yes,88230,No,Q3,Yes,4,No,California,No,No,No,1,55.7,0,17.68,0.0,73.38,No,Yes,92683
19,58,2.43,,No,,25,0,Mission Viejo,5328,Two Year,United States,5846-NEQVZ,Stayed,No,Yes,Male,Yes,Cable,"33.611945, -117.665867",33.611945,-117.665867,Yes,70.85,No,0,3,,No,Yes,Yes,Credit Card,Yes,46371,Yes,Q3,Yes,4,No,California,Yes,Yes,No,71,4973.4,0,172.53,0.0,5145.93,Yes,Yes,92691
31,3,36.36,,No,,20,0,Mission Viejo,4082,Two Year,United States,0839-JTCUD,Stayed,No,Yes,Female,Yes,Cable,"33.611945, -117.665867",33.611945,-117.665867,Yes,89.9,Yes,0,9,,Yes,Yes,No,Credit Card,Yes,46371,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,66,5958.85,0,2399.76,0.0,8358.61,No,Yes,92691
46,16,38.29,,No,,62,0,Mission Viejo,5154,One Year,United States,1357-BIJKI,Stayed,No,No,Male,Yes,Fiber Optic,"33.611945, -117.665867",33.611945,-117.665867,Yes,98.25,Yes,0,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,46371,No,Q3,Yes,4,No,California,Yes,Yes,Yes,50,4858.7,0,1914.5,3.55,6769.65,No,Yes,92691
60,18,16.8,,No,,38,0,Mission Viejo,5687,Month-to-Month,United States,3863-QSTYI,Stayed,No,Yes,Male,Yes,Cable,"33.611945, -117.665867",33.611945,-117.665867,No,64.65,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,46371,Yes,Q3,No,3,No,California,No,No,Yes,59,3735.45,0,991.2,0.0,4726.65,No,Yes,92691
23,59,0.0,,No,,62,0,Santa Ana,2133,One Year,United States,0308-IVGOK,Stayed,No,Yes,Female,Yes,DSL,"33.748635, -117.906125",33.748635,-117.906125,No,40.4,No,0,0,,Yes,No,Yes,Credit Card,No,70011,Yes,Q3,No,5,No,California,No,No,No,11,422.6,0,0.0,0.0,422.6,Yes,Yes,92703
64,29,4.71,,No,,71,0,Santa Ana,4374,Two Year,United States,8619-IJNDK,Stayed,No,Yes,Female,Yes,DSL,"33.748635, -117.906125",33.748635,-117.906125,Yes,64.05,No,0,10,,Yes,Yes,No,Credit Card,Yes,70011,Yes,Q3,Yes,4,No,California,No,No,No,71,4492.9,0,334.41,0.0,4827.31,No,Yes,92703
23,27,0.0,,No,,38,0,Santa Ana,6404,Two Year,United States,7340-KEFQE,Stayed,Yes,No,Female,Yes,Cable,"33.748635, -117.906125",33.748635,-117.906125,Yes,34.2,No,2,7,Offer B,No,Yes,No,Bank Withdrawal,No,70011,Yes,Q3,Yes,4,No,California,No,Yes,No,51,1782.0,0,0.0,9.39,1772.61,Yes,Yes,92703
40,0,28.87,,No,,70,0,Santa Ana,6466,One Year,United States,1333-PBMXB,Stayed,Yes,No,Female,No,,"33.748635, -117.906125",33.748635,-117.906125,Yes,24.75,Yes,2,1,,No,No,Yes,Bank Withdrawal,Yes,70011,No,Q3,Yes,3,No,California,No,No,No,54,1342.15,0,1558.98,0.0,2901.13,No,No,92703
32,0,23.68,,No,,52,0,Santa Ana,6134,Two Year,United States,7293-LSCDV,Stayed,Yes,No,Female,No,,"33.719869, -117.907063",33.719869,-117.907063,Yes,19.25,No,3,2,,No,No,Yes,Credit Card,Yes,91188,No,Q3,Yes,4,No,California,No,No,No,60,1103.25,0,1420.8,0.0,2524.05,No,No,92704
34,14,24.22,,No,,34,0,Santa Ana,3738,Month-to-Month,United States,8378-LKJAF,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"33.719869, -117.907063",33.719869,-117.907063,Yes,101.15,Yes,1,9,,No,No,Yes,Credit Card,Yes,91188,No,Q3,Yes,3,No,California,Yes,Yes,Yes,38,3956.7,0,920.36,0.0,4877.06,No,Yes,92704
48,29,40.73,,No,,70,0,Santa Ana,5644,Month-to-Month,United States,4570-QHXHL,Stayed,No,No,Female,Yes,DSL,"33.719869, -117.907063",33.719869,-117.907063,No,43.75,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,91188,No,Q3,No,3,No,California,No,No,No,9,405.7,0,366.57,5.9,766.37,No,Yes,92704
40,0,42.55,,No,,26,0,Santa Ana,5895,One Year,United States,6546-OPBBH,Stayed,Yes,No,Male,No,,"33.719869, -117.907063",33.719869,-117.907063,Yes,23.95,Yes,3,1,,No,No,Yes,Credit Card,Yes,91188,No,Q3,Yes,5,No,California,No,No,No,51,1216.35,0,2170.05,0.0,3386.4,No,No,92704
32,27,47.83,,No,,80,0,Garden Grove,6437,Two Year,United States,0619-OLYUR,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.787165, -117.931889",33.787165,-117.931889,Yes,111.9,Yes,0,1,,No,Yes,Yes,Credit Card,Yes,50641,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8071.05,0,3443.76,0.0,11514.81,No,Yes,92840
44,0,32.22,,No,,58,0,Garden Grove,5331,One Year,United States,3378-AJRAO,Stayed,No,No,Male,No,,"33.787165, -117.931889",33.787165,-117.931889,Yes,24.85,Yes,0,7,,No,No,No,Bank Withdrawal,Yes,50641,No,Q3,Yes,3,No,California,No,No,No,44,1013.6,0,1417.68,0.0,2431.28,No,No,92840
27,27,1.29,,No,,38,0,Garden Grove,4175,Two Year,United States,5989-AXPUC,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.787165, -117.931889",33.787165,-117.931889,Yes,118.6,Yes,0,1,Offer A,Yes,Yes,No,Credit Card,Yes,50641,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,7990.05,0,87.72,38.57,8039.2,Yes,Yes,92840
50,23,0.0,,No,,74,0,Garden Grove,4282,Month-to-Month,United States,7880-XSOJX,Stayed,No,No,Male,Yes,DSL,"33.787165, -117.931889",33.787165,-117.931889,No,42.4,No,0,0,,Yes,Yes,No,Credit Card,No,50641,Yes,Q3,No,4,No,California,No,No,No,4,146.4,0,0.0,0.0,146.4,No,Yes,92840
45,27,0.0,,No,,40,0,Villa Park,2136,Two Year,United States,8208-EUMTE,Stayed,No,Yes,Male,Yes,DSL,"33.817473, -117.810462",33.817473,-117.810462,No,54.85,No,0,0,,Yes,Yes,No,Credit Card,No,5935,Yes,Q3,No,4,No,California,No,No,Yes,16,916.15,0,0.0,0.0,916.15,No,Yes,92861
50,19,12.49,,No,,38,0,Villa Park,2613,Month-to-Month,United States,9554-DFKIC,Stayed,Yes,No,Male,Yes,DSL,"33.817473, -117.810462",33.817473,-117.810462,Yes,54.45,Yes,2,6,,No,Yes,Yes,Bank Withdrawal,Yes,5935,No,Q3,Yes,4,No,California,No,No,No,30,1588.7,0,374.7,0.0,1963.4,No,Yes,92861
30,0,18.29,,No,,26,0,Villa Park,3739,One Year,United States,8008-OTEZX,Stayed,Yes,No,Female,No,,"33.817473, -117.810462",33.817473,-117.810462,Yes,19.65,No,2,1,Offer C,No,No,No,Credit Card,Yes,5935,No,Q3,Yes,3,No,California,No,No,No,35,708.8,0,640.15,0.0,1348.95,No,No,92861
50,0,37.7,,No,,51,0,Villa Park,3339,One Year,United States,6072-NUQCB,Stayed,Yes,No,Male,No,,"33.817473, -117.810462",33.817473,-117.810462,Yes,20.25,No,2,1,Offer D,No,No,No,Bank Withdrawal,Yes,5935,No,Q3,Yes,3,No,California,No,No,No,22,488.25,0,829.4,0.0,1317.65,No,No,92861
53,30,9.21,,No,,26,0,Orange,4965,One Year,United States,1710-RCXUS,Stayed,No,No,Male,Yes,Fiber Optic,"33.784597, -117.844535",33.784597,-117.844535,Yes,90.35,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,15396,No,Q3,No,3,No,California,Yes,Yes,No,51,4614.55,0,469.71,0.0,5084.26,No,Yes,92866
58,0,9.74,,No,,71,0,Orange,4359,One Year,United States,0829-DDVLK,Stayed,No,No,Female,No,,"33.784597, -117.844535",33.784597,-117.844535,No,20.1,No,0,0,,No,No,No,Credit Card,Yes,15396,No,Q3,No,5,No,California,No,No,No,15,302.45,0,146.1,0.0,448.55,No,No,92866
42,24,0.0,,No,,61,0,Orange,4155,Month-to-Month,United States,5999-LCXAO,Joined,No,No,Female,Yes,DSL,"33.784597, -117.844535",33.784597,-117.844535,No,29.9,No,0,0,,No,Yes,No,Credit Card,No,15396,No,Q3,No,4,No,California,No,No,No,1,29.9,0,0.0,0.0,29.9,No,Yes,92866
25,0,16.57,,No,,23,0,Orange,6469,Two Year,United States,8838-GPHZP,Stayed,No,No,Female,No,,"33.784597, -117.844535",33.784597,-117.844535,No,20.6,No,0,0,,No,No,Yes,Credit Card,Yes,15396,No,Q3,No,5,No,California,No,No,No,63,1298.7,0,1043.91,0.0,2342.61,Yes,No,92866
59,0,23.46,,No,,80,0,Orange,5368,Two Year,United States,0374-FIUCA,Stayed,No,No,Male,No,,"33.81859, -117.821288",33.81859,-117.821288,Yes,20.4,No,0,1,,No,No,Yes,Credit Card,Yes,40915,No,Q3,Yes,3,No,California,No,No,No,65,1414.45,0,1524.9,0.0,2939.35,No,No,92867
35,8,16.14,,No,,47,0,Orange,2288,Month-to-Month,United States,1399-UBQIU,Stayed,No,Yes,Male,Yes,DSL,"33.81859, -117.821288",33.81859,-117.821288,No,69.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,40915,No,Q3,No,3,No,California,Yes,Yes,Yes,11,712.25,0,177.54,0.0,889.79,No,Yes,92867
56,29,49.21,,No,,73,0,Orange,6113,Month-to-Month,United States,5206-XZZQI,Stayed,No,No,Male,Yes,Fiber Optic,"33.81859, -117.821288",33.81859,-117.821288,No,80.6,No,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,40915,Yes,Q3,No,4,No,California,No,No,No,53,4348.1,90,2608.13,39.45,7006.78,No,No,92867
38,0,48.44,,No,,22,0,Orange,5169,Two Year,United States,8750-QWZAJ,Stayed,Yes,No,Female,No,,"33.81859, -117.821288",33.81859,-117.821288,Yes,19.8,No,2,1,Offer A,No,No,No,Bank Withdrawal,Yes,40915,No,Q3,Yes,4,No,California,No,No,No,70,1378.75,0,3390.8,0.0,4769.55,No,No,92867
51,22,37.5,,No,,25,0,Corona,4210,Two Year,United States,2001-MCUUW,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.893823, -117.531446",33.893823,-117.531446,No,108.65,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,44875,Yes,Q3,No,4,No,California,Yes,Yes,Yes,46,4903.2,0,1725.0,0.0,6628.2,No,Yes,92879
42,26,2.98,,No,,51,0,Corona,3699,Month-to-Month,United States,9537-VHDTA,Joined,Yes,No,Female,Yes,Cable,"33.893823, -117.531446",33.893823,-117.531446,No,51.2,No,3,0,,No,Yes,No,Credit Card,Yes,44875,No,Q3,No,3,No,California,No,No,No,1,51.2,0,2.98,0.0,54.18,No,Yes,92879
49,6,9.55,,No,,35,0,Corona,3402,Month-to-Month,United States,2139-FQHLM,Stayed,No,Yes,Male,Yes,Fiber Optic,"33.893823, -117.531446",33.893823,-117.531446,No,89.95,No,0,0,Offer D,No,No,No,Credit Card,Yes,44875,Yes,Q3,No,5,No,California,No,No,Yes,19,1682.4,0,181.45,29.64,1834.21,No,Yes,92879
27,27,0.0,,No,,49,0,Corona,4959,Month-to-Month,United States,6339-DKLMK,Stayed,No,No,Female,Yes,DSL,"33.893823, -117.531446",33.893823,-117.531446,No,31.65,No,0,0,Offer D,Yes,No,Yes,Bank Withdrawal,No,44875,No,Q3,No,3,No,California,No,No,No,13,389.95,0,0.0,0.0,389.95,Yes,Yes,92879
35,23,12.12,,No,,61,0,Corona,5483,Two Year,United States,4723-BEGSG,Stayed,No,Yes,Male,Yes,Cable,"33.833686, -117.513063",33.833686,-117.513063,Yes,86.65,Yes,0,1,,No,Yes,No,Credit Card,Yes,21911,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6094.25,0,872.64,3.2,6963.69,No,Yes,92881
32,18,16.11,,No,,52,0,Corona,4159,One Year,United States,2054-PJOCK,Stayed,No,Yes,Female,Yes,Cable,"33.833686, -117.513063",33.833686,-117.513063,No,80.55,Yes,0,0,,No,No,No,Credit Card,Yes,21911,Yes,Q3,No,5,No,California,Yes,Yes,Yes,60,4847.05,0,966.6,0.0,5813.65,No,Yes,92881
45,0,17.12,,No,,50,0,Corona,5433,Two Year,United States,1093-YSWCA,Stayed,No,No,Male,No,,"33.833686, -117.513063",33.833686,-117.513063,No,19.55,No,0,0,Offer D,No,No,No,Credit Card,Yes,21911,No,Q3,No,3,No,California,No,No,No,11,223.15,0,188.32,26.32,385.15,No,No,92881
50,0,1.47,,No,,56,0,Corona,2729,Month-to-Month,United States,5088-QZLRL,Joined,No,No,Male,No,,"33.833686, -117.513063",33.833686,-117.513063,No,20.65,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,21911,No,Q3,No,5,No,California,No,No,No,1,20.65,0,1.47,0.0,22.12,No,No,92881
57,0,20.63,,No,,74,0,Ventura,4101,Two Year,United States,2804-ETQDK,Stayed,Yes,No,Male,No,,"34.278697, -119.167798",34.278697,-119.167798,No,20.55,No,2,0,,No,No,No,Credit Card,Yes,27381,No,Q3,No,4,No,California,No,No,No,66,1357.1,0,1361.58,17.14,2701.54,No,No,93004
51,30,14.63,,No,,26,0,Ventura,4511,Two Year,United States,7176-WRTNX,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.278697, -119.167798",34.278697,-119.167798,No,114.95,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,27381,Yes,Q3,No,3,No,California,Yes,Yes,Yes,70,7711.25,0,1024.1,0.0,8735.35,No,Yes,93004
48,19,29.1,,No,,46,0,Ventura,5010,Month-to-Month,United States,5600-KTXFM,Joined,Yes,No,Male,Yes,Fiber Optic,"34.278697, -119.167798",34.278697,-119.167798,Yes,69.95,No,2,6,Offer E,No,No,No,Credit Card,Yes,27381,No,Q3,Yes,3,No,California,No,No,No,2,143.9,0,58.2,0.0,202.1,No,Yes,93004
46,6,32.72,,No,,20,0,Ventura,2221,Month-to-Month,United States,2270-CHBFN,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.278697, -119.167798",34.278697,-119.167798,Yes,95.1,Yes,0,10,Offer B,Yes,Yes,Yes,Credit Card,Yes,27381,Yes,Q3,Yes,3,No,California,No,No,No,44,4060.55,0,1439.68,0.0,5500.23,No,Yes,93004
55,16,0.0,,No,,33,0,Fillmore,2372,Month-to-Month,United States,6464-KEXXH,Stayed,No,No,Male,Yes,Cable,"34.408161, -118.865111",34.408161,-118.865111,No,25.25,No,0,0,,No,No,Yes,Credit Card,No,16013,No,Q3,No,3,No,California,No,No,No,8,186.3,0,0.0,0.0,186.3,No,Yes,93015
42,0,22.89,,No,,27,0,Fillmore,3091,Two Year,United States,7205-BAIAD,Stayed,No,No,Female,No,,"34.408161, -118.865111",34.408161,-118.865111,No,20.6,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,16013,No,Q3,No,3,No,California,No,No,No,40,827.3,0,915.6,0.0,1742.9,No,No,93015
53,15,6.75,,No,,30,0,Fillmore,4069,Two Year,United States,6339-TBELP,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.408161, -118.865111",34.408161,-118.865111,No,86.4,Yes,0,0,,No,No,Yes,Credit Card,Yes,16013,Yes,Q3,No,5,No,California,No,No,No,71,6172.0,0,479.25,0.0,6651.25,No,Yes,93015
34,5,8.28,,No,,60,0,Fillmore,6447,Two Year,United States,4654-ULTTN,Stayed,No,Yes,Male,Yes,DSL,"34.408161, -118.865111",34.408161,-118.865111,Yes,74.8,Yes,0,9,Offer A,No,Yes,Yes,Credit Card,Yes,16013,Yes,Q3,Yes,3,No,California,Yes,Yes,No,70,5315.8,0,579.6,0.0,5895.4,No,Yes,93015
27,47,23.88,,No,,71,0,Oxnard,5801,One Year,United States,0516-UXRMT,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.156629, -119.117218",34.156629,-119.117218,No,92.05,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,77791,No,Q3,No,3,No,California,No,No,No,62,5755.8,0,1480.56,14.21,7222.15,Yes,Yes,93033
33,0,9.81,,No,,74,0,Oxnard,4006,One Year,United States,0219-QAERP,Stayed,No,No,Male,No,,"34.156629, -119.117218",34.156629,-119.117218,Yes,19.8,No,0,2,,No,No,No,Credit Card,Yes,77791,No,Q3,Yes,5,No,California,No,No,No,30,576.65,0,294.3,0.0,870.95,No,No,93033
41,23,42.45,,No,,50,0,Oxnard,2703,One Year,United States,9938-ZREHM,Stayed,No,No,Female,Yes,DSL,"34.156629, -119.117218",34.156629,-119.117218,Yes,72.1,Yes,0,4,,Yes,No,No,Credit Card,Yes,77791,Yes,Q3,Yes,3,No,California,Yes,Yes,No,37,2658.4,0,1570.65,16.36,4212.69,No,Yes,93033
34,0,29.33,,No,,78,0,Oxnard,4120,One Year,United States,4163-HFTUK,Stayed,No,No,Male,No,,"34.156629, -119.117218",34.156629,-119.117218,No,19.1,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,77791,No,Q3,No,4,No,California,No,No,No,51,1007.8,0,1495.83,0.0,2503.63,No,No,93033
41,14,10.05,,No,,64,0,Santa Barbara,2021,Two Year,United States,7954-MLBUN,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.460197, -119.802602",34.460197,-119.802602,No,99.45,No,0,0,,No,No,No,Bank Withdrawal,Yes,16477,Yes,Q3,No,5,No,California,Yes,Yes,Yes,31,3109.9,0,311.55,43.38,3378.07,No,Yes,93111
37,30,45.74,,No,,67,0,Santa Barbara,2689,Month-to-Month,United States,2135-DQWAQ,Stayed,No,No,Female,Yes,Fiber Optic,"34.460197, -119.802602",34.460197,-119.802602,No,85.3,No,0,0,Offer E,Yes,No,Yes,Credit Card,Yes,16477,No,Q3,No,4,No,California,No,No,Yes,5,420.45,10,228.7,0.0,659.15,No,No,93111
37,6,0.0,,No,,54,0,Santa Barbara,3784,Month-to-Month,United States,1559-DTODC,Stayed,No,No,Male,Yes,DSL,"34.460197, -119.802602",34.460197,-119.802602,No,25.15,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,No,16477,No,Q3,No,4,No,California,No,No,No,19,468.35,0,0.0,0.0,468.35,No,Yes,93111
56,0,10.11,,No,,41,0,Santa Barbara,2016,Two Year,United States,5063-IUOKK,Stayed,No,No,Male,No,,"34.460197, -119.802602",34.460197,-119.802602,No,19.75,No,0,0,Offer D,No,No,No,Credit Card,Yes,16477,No,Q3,No,5,No,California,No,No,No,13,265.75,0,131.43,0.0,397.18,No,No,93111
48,9,27.41,,No,,50,0,Goleta,4114,Two Year,United States,2077-DDHJK,Stayed,No,Yes,Female,Yes,DSL,"34.489983, -120.091246",34.489983,-120.091246,Yes,70.9,Yes,0,2,,Yes,Yes,No,Credit Card,Yes,49975,Yes,Q3,Yes,4,No,California,No,No,No,68,4911.35,0,1863.88,49.37,6725.86,No,Yes,93117
49,20,2.71,,No,,28,0,Goleta,5246,Two Year,United States,4056-QHXHZ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"34.489983, -120.091246",34.489983,-120.091246,Yes,107.45,Yes,2,6,Offer A,No,Yes,No,Credit Card,Yes,49975,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7576.7,0,195.12,0.0,7771.82,No,Yes,93117
22,0,49.83,,No,,42,0,Goleta,3149,Month-to-Month,United States,4797-MIWUM,Stayed,Yes,No,Male,No,,"34.489983, -120.091246",34.489983,-120.091246,Yes,20.25,No,3,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,49975,No,Q3,No,5,No,California,No,No,No,7,174.7,0,348.81,0.0,523.51,Yes,No,93117
41,15,27.37,,No,,61,0,Goleta,5611,One Year,United States,4508-OEBEY,Stayed,No,Yes,Male,Yes,DSL,"34.489983, -120.091246",34.489983,-120.091246,Yes,75.5,No,0,2,,Yes,Yes,Yes,Credit Card,Yes,49975,Yes,Q3,Yes,3,No,California,Yes,Yes,No,31,2424.45,0,848.47,0.0,3272.92,No,Yes,93117
50,0,19.09,,No,,72,0,Arvin,5668,Two Year,United States,9574-BOSMD,Stayed,Yes,No,Male,No,,"35.116307, -118.817644",35.116307,-118.817644,Yes,25.4,Yes,2,10,,No,No,No,Bank Withdrawal,Yes,16206,No,Q3,Yes,4,No,California,No,No,No,68,1620.2,0,1298.12,9.34,2908.98,No,No,93203
27,76,29.66,,No,,27,0,Arvin,5907,Two Year,United States,7401-JIXNM,Stayed,No,Yes,Female,Yes,Cable,"35.116307, -118.817644",35.116307,-118.817644,Yes,91.3,Yes,0,5,,Yes,Yes,No,Credit Card,Yes,16206,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,54,4965.0,0,1601.64,0.0,6566.64,Yes,Yes,93203
59,0,12.55,,No,,48,0,Arvin,4272,One Year,United States,4537-CIBHB,Stayed,Yes,No,Female,No,,"35.116307, -118.817644",35.116307,-118.817644,Yes,20.25,No,3,10,,No,No,No,Credit Card,Yes,16206,No,Q3,Yes,5,No,California,No,No,No,9,172.35,0,112.95,0.0,285.3,No,No,93203
42,0,33.71,,No,,46,0,Arvin,4404,Two Year,United States,5982-XMDEX,Stayed,No,No,Female,No,,"35.116307, -118.817644",35.116307,-118.817644,No,26.5,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,16206,No,Q3,No,3,No,California,No,No,No,65,1698.55,0,2191.15,0.0,3889.7,No,No,93203
39,14,41.61,,No,,42,0,Glennville,5228,Two Year,United States,8100-PNJMH,Stayed,No,Yes,Male,Yes,Cable,"35.735694, -118.738483",35.735694,-118.738483,Yes,88.85,Yes,0,2,,Yes,Yes,Yes,Credit Card,Yes,296,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,6132.7,0,2829.48,0.0,8962.18,No,Yes,93226
23,59,14.14,,No,,74,0,Glennville,6101,One Year,United States,3324-OIRTO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"35.735694, -118.738483",35.735694,-118.738483,Yes,104.65,No,3,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,296,No,Q3,Yes,4,No,California,Yes,Yes,Yes,71,7288.4,0,1003.94,0.0,8292.34,Yes,Yes,93226
21,42,48.3,,No,,47,0,Glennville,4099,Month-to-Month,United States,7404-JLKQG,Joined,No,Yes,Female,Yes,Cable,"35.735694, -118.738483",35.735694,-118.738483,No,57.55,No,0,0,,No,No,No,Bank Withdrawal,Yes,296,No,Q3,No,3,No,California,No,No,Yes,3,161.45,0,144.9,0.0,306.35,Yes,Yes,93226
48,8,8.4,,No,,80,0,Glennville,2935,One Year,United States,9670-BPNXF,Stayed,No,No,Female,Yes,DSL,"35.735694, -118.738483",35.735694,-118.738483,No,62.55,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,296,Yes,Q3,No,3,No,California,No,No,No,45,2796.45,0,378.0,0.0,3174.45,No,Yes,93226
38,19,9.91,,No,,37,0,Hanford,4192,One Year,United States,7838-LAZFO,Stayed,No,Yes,Male,Yes,Cable,"36.29223, -119.622676",36.29223,-119.622676,Yes,78.8,No,0,6,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,53204,No,Q3,Yes,4,No,California,Yes,Yes,Yes,45,3597.5,0,445.95,23.28,4020.17,No,Yes,93230
34,10,30.77,,No,,24,0,Hanford,5076,Two Year,United States,5414-OFQCB,Stayed,No,No,Male,Yes,Fiber Optic,"36.29223, -119.622676",36.29223,-119.622676,No,90.45,Yes,0,0,,No,No,Yes,Credit Card,Yes,53204,Yes,Q3,No,5,No,California,No,No,Yes,57,5229.8,70,1753.89,0.0,7053.69,No,No,93230
57,2,0.0,,No,,29,0,Hanford,2038,Month-to-Month,United States,7421-ZLUPA,Stayed,No,No,Female,Yes,DSL,"36.29223, -119.622676",36.29223,-119.622676,No,29.25,No,0,0,,Yes,No,Yes,Credit Card,No,53204,No,Q3,No,3,No,California,No,No,No,8,226.95,0,0.0,0.0,226.95,No,Yes,93230
52,19,6.85,,No,,48,0,Hanford,4463,Two Year,United States,3913-FCUUW,Stayed,Yes,Yes,Female,Yes,DSL,"36.29223, -119.622676",36.29223,-119.622676,Yes,70.45,Yes,1,8,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,53204,Yes,Q3,Yes,3,No,California,No,No,No,72,5165.7,0,493.2,0.0,5658.9,No,Yes,93230
23,0,18.15,,No,,21,0,Lake Isabella,2798,Month-to-Month,United States,3030-ZKIWL,Joined,No,No,Male,No,,"35.607875, -118.466318",35.607875,-118.466318,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,5564,No,Q3,No,5,No,California,No,No,No,1,20.05,0,18.15,0.0,38.2,Yes,No,93240
62,7,1.72,,No,,28,0,Lake Isabella,5197,Two Year,United States,8197-BFWVU,Stayed,No,Yes,Female,Yes,Cable,"35.607875, -118.466318",35.607875,-118.466318,Yes,93.25,Yes,0,2,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,5564,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6688.95,0,123.84,0.0,6812.79,No,Yes,93240
29,85,41.94,,No,,55,0,Lake Isabella,4351,Two Year,United States,8915-NNTRC,Stayed,Yes,No,Male,Yes,Fiber Optic,"35.607875, -118.466318",35.607875,-118.466318,Yes,107.7,Yes,1,4,,Yes,Yes,Yes,Credit Card,Yes,5564,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7919.8,0,3019.68,0.0,10939.48,Yes,Yes,93240
43,0,47.88,,No,,46,0,Lake Isabella,5597,Month-to-Month,United States,9932-WBWIK,Stayed,No,No,Male,No,,"35.607875, -118.466318",35.607875,-118.466318,No,20.35,No,0,0,Offer D,No,No,No,Credit Card,Yes,5564,No,Q3,No,5,No,California,No,No,No,11,215.25,0,526.68,0.0,741.93,No,No,93240
33,0,42.14,,No,,45,0,Laton,5864,Two Year,United States,8755-OGKNA,Stayed,Yes,No,Female,No,,"36.444232, -119.718285",36.444232,-119.718285,Yes,19.5,No,3,5,Offer B,No,No,No,Bank Withdrawal,Yes,2900,No,Q3,Yes,3,No,California,No,No,No,57,1167.6,0,2401.98,19.89,3549.69,No,No,93242
28,0,45.37,,No,,76,0,Laton,4676,Month-to-Month,United States,9367-OIUXP,Stayed,No,No,Male,No,,"36.444232, -119.718285",36.444232,-119.718285,No,20.7,No,0,0,,No,No,No,Credit Card,Yes,2900,No,Q3,No,5,No,California,No,No,No,4,73.05,0,181.48,0.0,254.53,Yes,No,93242
44,0,47.24,,No,,76,0,Laton,4747,Two Year,United States,7463-IFMQU,Stayed,No,No,Female,No,,"36.444232, -119.718285",36.444232,-119.718285,Yes,20.05,No,0,1,,No,No,No,Bank Withdrawal,Yes,2900,No,Q3,Yes,3,No,California,No,No,No,72,1423.65,0,3401.28,0.0,4824.93,No,No,93242
58,15,40.49,,No,,21,0,Laton,4165,Two Year,United States,5286-YHCVC,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.444232, -119.718285",36.444232,-119.718285,Yes,104.8,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,2900,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7470.1,0,2915.28,0.0,10385.38,No,Yes,93242
60,0,11.35,,No,,42,0,Mc Farland,4836,One Year,United States,5642-MHDQT,Stayed,No,No,Female,No,,"35.666886, -119.186717",35.666886,-119.186717,Yes,19.85,No,0,6,Offer B,No,No,Yes,Bank Withdrawal,Yes,10781,No,Q3,Yes,3,No,California,No,No,No,53,1039.45,0,601.55,14.67,1626.33,No,No,93250
60,0,31.7,,No,,20,0,Mc Farland,4784,Two Year,United States,1306-RPWXZ,Stayed,Yes,No,Female,No,,"35.666886, -119.186717",35.666886,-119.186717,No,20.45,No,3,0,,No,No,No,Credit Card,Yes,10781,No,Q3,No,4,No,California,No,No,No,49,1024.65,0,1553.3,0.0,2577.95,No,No,93250
43,28,9.26,,No,,74,0,Mc Farland,2322,One Year,United States,9592-ERDKV,Stayed,No,Yes,Male,Yes,DSL,"35.666886, -119.186717",35.666886,-119.186717,Yes,79.25,Yes,0,6,,No,Yes,No,Credit Card,Yes,10781,No,Q3,Yes,3,No,California,Yes,Yes,Yes,37,2911.8,0,342.62,0.0,3254.42,No,Yes,93250
19,52,40.96,,No,,24,0,Mc Farland,4171,Month-to-Month,United States,2458-EOMRE,Stayed,No,Yes,Female,Yes,DSL,"35.666886, -119.186717",35.666886,-119.186717,No,64.05,No,0,0,Offer D,No,Yes,No,Bank Withdrawal,Yes,10781,No,Q3,No,4,No,California,Yes,Yes,No,11,733.95,90,450.56,0.0,1274.51,Yes,No,93250
58,0,34.36,,No,,75,0,Three Rivers,4886,One Year,United States,5313-FPXWG,Stayed,No,No,Male,No,,"36.413433, -118.854708",36.413433,-118.854708,No,24.6,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,2318,No,Q3,No,5,No,California,No,No,No,51,1266.4,0,1752.36,47.91,2970.85,No,No,93271
48,0,8.53,,No,,56,0,Three Rivers,5092,Two Year,United States,4277-BWBML,Stayed,Yes,No,Male,No,,"36.413433, -118.854708",36.413433,-118.854708,Yes,19.95,No,2,0,Offer A,No,No,No,Bank Withdrawal,Yes,2318,No,Q3,No,3,No,California,No,No,No,72,1322.85,0,614.16,0.0,1937.01,No,No,93271
47,17,27.8,,No,,38,0,Three Rivers,4296,Month-to-Month,United States,6986-IXNDM,Stayed,No,No,Male,Yes,Fiber Optic,"36.413433, -118.854708",36.413433,-118.854708,No,92.9,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,2318,No,Q3,No,3,No,California,Yes,Yes,Yes,14,1337.45,0,389.2,0.0,1726.65,No,Yes,93271
38,0,38.74,,No,,59,0,Three Rivers,4700,One Year,United States,2320-TZRRH,Stayed,No,No,Female,No,,"36.413433, -118.854708",36.413433,-118.854708,No,19.5,No,0,0,,No,No,No,Credit Card,Yes,2318,No,Q3,No,3,No,California,No,No,No,20,403.15,0,774.8,0.0,1177.95,No,No,93271
55,12,45.92,,No,,65,0,Tupman,4191,Month-to-Month,United States,5076-YVXCM,Stayed,No,No,Male,Yes,Fiber Optic,"35.316263, -119.402559",35.316263,-119.402559,No,83.4,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,236,No,Q3,No,5,No,California,Yes,Yes,No,51,4149.45,30,2341.92,29.76,6491.61,No,No,93276
46,21,23.14,,No,,77,0,Tupman,5782,Two Year,United States,4304-TSPVK,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.316263, -119.402559",35.316263,-119.402559,Yes,114.9,Yes,0,8,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,236,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7843.55,0,1573.52,0.0,9417.07,No,Yes,93276
54,57,16.75,,No,,72,0,Tupman,5265,Two Year,United States,9769-TSBZE,Stayed,Yes,No,Female,Yes,DSL,"35.316263, -119.402559",35.316263,-119.402559,No,66.0,Yes,3,0,,Yes,Yes,No,Bank Withdrawal,Yes,236,Yes,Q3,No,3,No,California,No,No,No,70,4891.5,90,1172.5,0.0,6154.0,No,No,93276
40,2,37.46,,No,,25,0,Tupman,4703,One Year,United States,4942-VZZOM,Stayed,No,No,Male,Yes,DSL,"35.316263, -119.402559",35.316263,-119.402559,Yes,66.15,Yes,0,3,Offer B,No,Yes,Yes,Credit Card,Yes,236,No,Q3,Yes,3,No,California,No,No,Yes,64,4392.5,0,2397.44,0.0,6789.94,No,Yes,93276
23,41,6.09,,No,,49,0,Bakersfield,4397,Two Year,United States,8338-QIUNR,Stayed,No,Yes,Male,Yes,DSL,"35.339796, -119.023552",35.339796,-119.023552,Yes,66.5,Yes,0,8,,No,Yes,Yes,Credit Card,Yes,44588,Yes,Q3,Yes,3,No,California,No,No,No,72,4811.6,0,438.48,45.61,5204.47,Yes,Yes,93304
37,23,20.45,,No,,66,0,Bakersfield,5075,Two Year,United States,9755-JHNMN,Stayed,No,Yes,Female,Yes,Cable,"35.339796, -119.023552",35.339796,-119.023552,No,67.4,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,44588,Yes,Q3,No,3,No,California,No,No,No,49,3306.85,0,1002.05,0.0,4308.9,No,Yes,93304
43,0,43.19,,No,,59,0,Bakersfield,5919,Two Year,United States,0582-AVCLN,Stayed,No,No,Female,No,,"35.339796, -119.023552",35.339796,-119.023552,No,20.3,No,0,0,,No,No,No,Credit Card,Yes,44588,No,Q3,No,5,No,California,No,No,No,38,743.05,0,1641.22,0.0,2384.27,No,No,93304
22,0,20.43,,No,,46,0,Bakersfield,5449,Two Year,United States,5666-MBJPT,Stayed,No,No,Male,No,,"35.339796, -119.023552",35.339796,-119.023552,No,25.1,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,44588,No,Q3,No,4,No,California,No,No,No,65,1725.0,0,1327.95,0.0,3052.95,Yes,No,93304
34,19,32.04,,No,,60,0,Bakersfield,4186,Two Year,United States,1525-LNLOJ,Stayed,No,Yes,Male,Yes,DSL,"35.391733, -118.984109",35.391733,-118.984109,Yes,63.3,Yes,0,5,,No,No,Yes,Bank Withdrawal,Yes,35643,No,Q3,Yes,5,No,California,No,No,Yes,66,4189.7,0,2114.64,40.62,6263.72,No,Yes,93305
28,0,22.15,,No,,22,0,Bakersfield,5498,Month-to-Month,United States,3981-QSVQI,Stayed,No,No,Male,No,,"35.391733, -118.984109",35.391733,-118.984109,No,19.7,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,35643,No,Q3,No,4,No,California,No,No,No,8,168.9,0,177.2,0.0,346.1,Yes,No,93305
46,6,15.52,,No,,74,0,Bakersfield,5242,Two Year,United States,5803-NQJZO,Stayed,No,Yes,Male,Yes,Cable,"35.391733, -118.984109",35.391733,-118.984109,Yes,67.8,Yes,0,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,35643,Yes,Q3,Yes,3,No,California,No,No,No,72,4804.65,0,1117.44,0.0,5922.09,No,Yes,93305
47,14,41.79,,No,,79,0,Bakersfield,2908,Month-to-Month,United States,7312-XSBAT,Joined,No,No,Male,Yes,DSL,"35.391733, -118.984109",35.391733,-118.984109,No,49.75,No,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,35643,No,Q3,No,4,No,California,No,No,No,1,49.75,0,41.79,0.0,91.54,No,Yes,93305
56,21,9.49,,No,,69,0,Bakersfield,4388,Month-to-Month,United States,1766-GKNMI,Stayed,No,No,Male,Yes,Fiber Optic,"35.280113, -118.962329",35.280113,-118.962329,No,84.9,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,59195,No,Q3,No,3,No,California,Yes,Yes,No,29,2516.2,0,275.21,47.04,2744.37,No,Yes,93307
53,0,2.68,,No,,65,0,Bakersfield,4406,Two Year,United States,9424-CMPOG,Stayed,Yes,No,Male,No,,"35.280113, -118.962329",35.280113,-118.962329,Yes,19.6,No,3,9,Offer E,No,No,No,Mailed Check,Yes,59195,No,Q3,Yes,3,No,California,No,No,No,9,197.4,0,24.12,0.0,221.52,No,No,93307
54,0,38.84,,No,,29,0,Bakersfield,5027,Two Year,United States,2607-DHDAK,Stayed,Yes,No,Male,No,,"35.280113, -118.962329",35.280113,-118.962329,Yes,19.8,No,2,10,,No,No,Yes,Credit Card,Yes,59195,No,Q3,Yes,4,No,California,No,No,No,72,1414.65,0,2796.48,0.0,4211.13,No,No,93307
54,20,46.91,,No,,29,0,Bakersfield,5886,Month-to-Month,United States,2371-JQHZZ,Stayed,No,No,Male,Yes,Fiber Optic,"35.280113, -118.962329",35.280113,-118.962329,Yes,93.0,Yes,0,7,,No,No,Yes,Bank Withdrawal,Yes,59195,No,Q3,Yes,5,No,California,Yes,Yes,Yes,24,2248.05,40,1125.84,0.0,3413.89,No,No,93307
30,0,16.7,,No,,25,0,Bakersfield,5629,Month-to-Month,United States,6942-LBFDP,Joined,No,No,Female,No,,"35.559617, -118.925185",35.559617,-118.925185,No,20.55,No,0,0,,No,No,Yes,Mailed Check,Yes,44915,No,Q3,No,3,No,California,No,No,No,2,33.6,0,33.4,0.0,67.0,No,No,93308
42,26,10.9,,No,,57,0,Bakersfield,6005,Two Year,United States,5067-WJEUN,Stayed,Yes,No,Male,Yes,Cable,"35.559617, -118.925185",35.559617,-118.925185,Yes,54.2,No,2,1,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,44915,No,Q3,Yes,4,No,California,No,No,No,67,3838.2,10,730.3,0.0,4578.5,No,No,93308
54,0,12.21,,No,,79,0,Bakersfield,6228,Two Year,United States,1073-XXCZD,Stayed,No,No,Male,No,,"35.559617, -118.925185",35.559617,-118.925185,Yes,25.7,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,44915,No,Q3,Yes,4,No,California,No,No,No,55,1443.65,0,671.55,0.0,2115.2,No,No,93308
20,85,42.59,,No,,38,0,Bakersfield,5816,Two Year,United States,0674-GCDXG,Stayed,No,Yes,Male,Yes,DSL,"35.559617, -118.925185",35.559617,-118.925185,No,71.9,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,44915,Yes,Q3,No,4,No,California,Yes,Yes,No,63,4479.2,0,2683.17,0.0,7162.37,Yes,Yes,93308
34,5,38.01,,No,,37,0,Bakersfield,3272,Month-to-Month,United States,1456-TWCGB,Stayed,No,No,Male,Yes,Cable,"35.342891, -119.064803",35.342891,-119.064803,No,49.25,No,0,0,,Yes,No,No,Mailed Check,Yes,58632,No,Q3,No,3,No,California,No,No,No,4,208.45,0,152.04,0.0,360.49,No,Yes,93309
36,16,24.13,,No,,75,0,Bakersfield,3150,Month-to-Month,United States,3450-WXOAT,Stayed,No,No,Male,Yes,Cable,"35.342891, -119.064803",35.342891,-119.064803,No,45.2,No,0,0,Offer B,No,No,Yes,Credit Card,Yes,58632,No,Q3,No,5,No,California,No,No,No,46,2065.15,0,1109.98,0.0,3175.13,No,Yes,93309
42,76,0.0,,No,,48,0,Bakersfield,4132,One Year,United States,0743-HRVFF,Stayed,Yes,Yes,Female,Yes,DSL,"35.342891, -119.064803",35.342891,-119.064803,Yes,56.15,No,3,4,,No,No,Yes,Bank Withdrawal,No,58632,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,51,2898.95,0,0.0,0.0,2898.95,No,Yes,93309
39,26,5.07,,No,,43,0,Bakersfield,5044,One Year,United States,1121-QSIVB,Stayed,Yes,No,Female,Yes,DSL,"35.342891, -119.064803",35.342891,-119.064803,No,77.55,Yes,3,0,Offer B,Yes,No,Yes,Credit Card,Yes,58632,No,Q3,No,3,No,California,Yes,Yes,Yes,44,3471.1,0,223.08,0.0,3694.18,No,Yes,93309
45,21,11.39,,No,,22,0,Arroyo Grande,4741,Month-to-Month,United States,7929-DMBCV,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.176236, -120.483243",35.176236,-120.483243,Yes,81.0,No,0,6,Offer D,No,No,Yes,Mailed Check,Yes,24499,Yes,Q3,Yes,3,No,California,No,No,No,20,1683.7,0,227.8,0.0,1911.5,No,Yes,93420
37,26,18.57,,No,,59,0,Arroyo Grande,5479,Month-to-Month,United States,4373-VVHQL,Joined,No,No,Male,Yes,DSL,"35.176236, -120.483243",35.176236,-120.483243,No,44.75,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,24499,No,Q3,No,4,No,California,No,No,No,1,44.75,10,18.57,0.0,73.32,No,No,93420
40,21,25.95,,No,,56,0,Arroyo Grande,4462,One Year,United States,8570-KLJYJ,Stayed,No,No,Female,Yes,DSL,"35.176236, -120.483243",35.176236,-120.483243,No,54.45,Yes,0,0,,No,Yes,No,Credit Card,Yes,24499,No,Q3,No,3,No,California,No,No,No,36,1893.5,0,934.2,0.0,2827.7,No,Yes,93420
35,0,45.84,,No,,26,0,Arroyo Grande,2198,Month-to-Month,United States,6469-QJKZW,Stayed,No,No,Female,No,,"35.176236, -120.483243",35.176236,-120.483243,Yes,20.15,No,0,5,,No,No,No,Bank Withdrawal,Yes,24499,No,Q3,Yes,3,No,California,No,No,No,4,91.4,0,183.36,0.0,274.76,No,No,93420
47,7,0.0,,No,,48,0,Cayucos,2510,Month-to-Month,United States,1853-ARAAQ,Stayed,No,Yes,Female,Yes,DSL,"35.511833, -120.918713",35.511833,-120.918713,No,50.35,No,0,0,,No,No,Yes,Credit Card,No,3220,No,Q3,No,5,No,California,Yes,Yes,Yes,26,1277.5,0,0.0,0.0,1277.5,No,Yes,93430
29,41,3.41,,No,,52,0,Cayucos,5532,Two Year,United States,6993-YGFJV,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.511833, -120.918713",35.511833,-120.918713,Yes,112.55,Yes,0,9,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,3220,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,7806.5,0,235.29,0.0,8041.79,Yes,Yes,93430
60,0,41.04,,No,,62,0,Cayucos,5949,Month-to-Month,United States,5863-OOKCL,Stayed,No,No,Female,No,,"35.511833, -120.918713",35.511833,-120.918713,No,18.85,No,0,0,Offer D,No,No,No,Credit Card,Yes,3220,No,Q3,No,3,No,California,No,No,No,10,163.2,0,410.4,0.0,573.6,No,No,93430
28,59,0.0,,No,,56,0,Cayucos,5644,Two Year,United States,3566-CAAYU,Stayed,Yes,Yes,Female,Yes,DSL,"35.511833, -120.918713",35.511833,-120.918713,Yes,49.85,No,3,3,Offer B,Yes,No,No,Bank Withdrawal,No,3220,Yes,Q3,Yes,5,No,California,Yes,Yes,No,64,3210.35,0,0.0,0.0,3210.35,Yes,Yes,93430
22,0,38.41,,No,,44,0,Grover Beach,3866,One Year,United States,4697-LUPSU,Joined,No,No,Male,No,,"35.120833, -120.61843",35.120833,-120.61843,Yes,20.2,No,0,6,,No,No,No,Credit Card,Yes,13106,No,Q3,Yes,3,No,California,No,No,No,2,34.75,0,76.82,0.0,111.57,Yes,No,93433
48,57,15.71,,No,,63,0,Grover Beach,6291,Two Year,United States,0730-BGQGF,Stayed,Yes,Yes,Male,Yes,DSL,"35.120833, -120.61843",35.120833,-120.61843,Yes,90.3,Yes,3,1,Offer A,Yes,Yes,No,Credit Card,Yes,13106,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6287.3,100,1115.41,0.0,7502.71,No,No,93433
42,4,0.0,,No,,63,0,Grover Beach,4404,Month-to-Month,United States,1329-VHWNP,Stayed,No,No,Female,Yes,DSL,"35.120833, -120.61843",35.120833,-120.61843,No,25.05,No,0,0,,No,No,No,Bank Withdrawal,No,13106,No,Q3,No,4,No,California,No,No,No,7,189.95,0,0.0,0.0,189.95,No,Yes,93433
31,0,30.38,,No,,27,0,Grover Beach,3068,Month-to-Month,United States,9103-CXVOK,Joined,Yes,No,Male,No,,"35.120833, -120.61843",35.120833,-120.61843,Yes,19.75,No,2,8,,No,No,No,Bank Withdrawal,Yes,13106,No,Q3,Yes,4,No,California,No,No,No,1,19.75,0,30.38,0.0,50.13,No,No,93433
41,18,22.23,,No,,39,0,Paso Robles,4774,Two Year,United States,2753-JMMCV,Stayed,No,Yes,Male,Yes,DSL,"35.634222, -120.728341",35.634222,-120.728341,No,74.2,Yes,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,35586,Yes,Q3,No,3,No,California,Yes,Yes,No,65,4805.65,0,1444.95,0.0,6250.6,No,Yes,93446
22,0,33.48,,No,,28,0,Paso Robles,5825,One Year,United States,7649-PHJVR,Stayed,No,No,Male,No,,"35.634222, -120.728341",35.634222,-120.728341,No,19.5,No,0,0,Offer D,No,No,No,Mailed Check,Yes,35586,No,Q3,No,4,No,California,No,No,No,11,226.8,0,368.28,0.0,595.08,Yes,No,93446
43,19,6.53,,No,,21,0,Paso Robles,6148,One Year,United States,5196-WPYOW,Stayed,Yes,No,Male,Yes,Cable,"35.634222, -120.728341",35.634222,-120.728341,Yes,60.05,No,2,1,,Yes,Yes,No,Credit Card,Yes,35586,Yes,Q3,Yes,4,No,California,No,No,No,67,3994.05,0,437.51,0.0,4431.56,No,Yes,93446
21,0,17.23,,No,,24,0,Paso Robles,3451,Two Year,United States,4475-NVTLU,Stayed,Yes,No,Male,No,,"35.634222, -120.728341",35.634222,-120.728341,Yes,19.2,No,1,6,Offer B,No,No,No,Bank Withdrawal,Yes,35586,No,Q3,Yes,3,No,California,No,No,No,45,903.7,0,775.35,0.0,1679.05,Yes,No,93446
46,0,31.78,,No,,76,0,San Ardo,2303,Month-to-Month,United States,6621-YOBKI,Stayed,No,No,Male,No,,"35.996008, -120.85305",35.996008,-120.85305,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,670,No,Q3,No,4,No,California,No,No,No,5,92.75,0,158.9,0.0,251.65,No,No,93450
23,59,0.0,,No,,44,0,San Ardo,4302,Month-to-Month,United States,3787-TRIAL,Stayed,Yes,No,Male,Yes,DSL,"35.996008, -120.85305",35.996008,-120.85305,Yes,26.05,No,9,1,Offer D,No,No,Yes,Bank Withdrawal,No,670,No,Q3,Yes,5,No,California,No,No,No,21,565.75,0,0.0,0.0,565.75,Yes,Yes,93450
49,10,11.3,,No,,56,0,San Ardo,4740,Month-to-Month,United States,1485-YDHMM,Stayed,Yes,No,Male,Yes,Fiber Optic,"35.996008, -120.85305",35.996008,-120.85305,Yes,93.25,Yes,1,1,,Yes,No,Yes,Bank Withdrawal,Yes,670,Yes,Q3,Yes,3,No,California,Yes,Yes,No,52,4631.7,0,587.6,0.0,5219.3,No,Yes,93450
19,59,36.78,,No,,27,0,San Ardo,2496,One Year,United States,9386-LDCZR,Stayed,No,Yes,Male,Yes,Fiber Optic,"35.996008, -120.85305",35.996008,-120.85305,No,90.65,No,0,0,Offer B,Yes,Yes,Yes,Credit Card,Yes,670,Yes,Q3,No,3,No,California,No,No,No,43,3882.3,0,1581.54,0.0,5463.84,Yes,Yes,93450
27,53,7.29,,No,,40,0,San Simeon,4689,Two Year,United States,7564-GHCVB,Stayed,No,No,Female,Yes,Fiber Optic,"35.746484, -121.223355",35.746484,-121.223355,Yes,79.05,Yes,0,5,Offer A,No,Yes,No,Bank Withdrawal,Yes,471,No,Q3,Yes,3,No,California,No,No,No,72,5730.7,80,524.88,0.0,6335.58,Yes,No,93452
44,53,0.0,,No,,69,0,San Simeon,5880,Month-to-Month,United States,5156-UMKOW,Joined,Yes,No,Female,Yes,DSL,"35.746484, -121.223355",35.746484,-121.223355,No,29.65,No,3,0,,Yes,No,No,Mailed Check,No,471,No,Q3,No,3,No,California,No,No,No,3,90.05,0,0.0,0.0,90.05,No,Yes,93452
40,0,42.37,,No,,30,0,San Simeon,4746,Two Year,United States,0603-TPMIB,Stayed,Yes,No,Female,No,,"35.746484, -121.223355",35.746484,-121.223355,Yes,25.45,Yes,2,0,Offer B,No,No,No,Credit Card,Yes,471,No,Q3,No,4,No,California,No,No,No,59,1534.05,0,2499.83,0.0,4033.88,No,No,93452
58,16,32.81,,No,,34,0,San Simeon,3319,Month-to-Month,United States,5399-ZIMKF,Stayed,No,No,Male,Yes,Fiber Optic,"35.746484, -121.223355",35.746484,-121.223355,No,74.65,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,471,No,Q3,No,3,No,California,No,No,No,5,383.65,0,164.05,0.0,547.7,No,Yes,93452
25,59,18.74,,No,,67,0,Santa Margarita,5750,Month-to-Month,United States,1173-NOEYG,Stayed,No,Yes,Female,Yes,Fiber Optic,"35.303926, -120.256567",35.303926,-120.256567,Yes,90.15,Yes,0,1,,No,No,No,Bank Withdrawal,Yes,2687,No,Q3,Yes,4,No,California,Yes,Yes,No,27,2423.4,0,505.98,0.0,2929.38,Yes,Yes,93453
41,19,14.64,,No,,49,0,Santa Margarita,5284,Month-to-Month,United States,1247-QBVSH,Stayed,Yes,No,Female,Yes,DSL,"35.303926, -120.256567",35.303926,-120.256567,Yes,50.2,No,2,1,Offer B,Yes,No,No,Mailed Check,Yes,2687,No,Q3,Yes,4,No,California,No,No,No,43,2169.4,0,629.52,0.0,2798.92,No,Yes,93453
60,0,47.07,,No,,35,0,Santa Margarita,4192,Two Year,United States,2525-GVKQU,Stayed,No,No,Female,No,,"35.303926, -120.256567",35.303926,-120.256567,No,20.6,No,0,0,Offer B,No,No,No,Credit Card,Yes,2687,No,Q3,No,3,No,California,No,No,No,60,1093.0,0,2824.2,0.0,3917.2,No,No,93453
43,6,0.0,,No,,38,0,Santa Margarita,4085,Two Year,United States,0336-KXKFK,Stayed,No,Yes,Male,Yes,DSL,"35.303926, -120.256567",35.303926,-120.256567,No,61.2,No,0,0,,No,Yes,Yes,Credit Card,No,2687,Yes,Q3,No,3,No,California,Yes,Yes,Yes,72,4390.25,0,0.0,0.0,4390.25,No,Yes,93453
48,19,0.0,,No,,40,0,Santa Maria,3087,Month-to-Month,United States,7595-EHCDL,Stayed,Yes,Yes,Male,Yes,DSL,"34.943523, -120.256729",34.943523,-120.256729,Yes,50.6,No,2,10,,No,No,No,Credit Card,No,30540,No,Q3,Yes,3,No,California,Yes,Yes,Yes,32,1653.45,0,0.0,0.0,1653.45,No,Yes,93454
34,30,44.65,,No,,66,0,Santa Maria,4024,Month-to-Month,United States,6734-GMPVK,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.943523, -120.256729",34.943523,-120.256729,No,105.3,Yes,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,30540,No,Q3,No,3,No,California,Yes,Yes,Yes,5,550.6,0,223.25,0.0,773.85,No,Yes,93454
55,6,7.37,,No,,22,0,Santa Maria,5259,Month-to-Month,United States,8161-QYMTT,Stayed,No,No,Male,Yes,Fiber Optic,"34.943523, -120.256729",34.943523,-120.256729,No,94.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,30540,No,Q3,No,5,No,California,Yes,Yes,Yes,7,701.3,0,51.59,0.0,752.89,No,Yes,93454
47,0,6.86,,No,,35,0,Santa Maria,2195,One Year,United States,5619-XZZKR,Stayed,No,No,Male,No,,"34.943523, -120.256729",34.943523,-120.256729,No,19.95,No,0,0,,No,No,No,Credit Card,Yes,30540,No,Q3,No,4,No,California,No,No,No,4,68.2,0,27.44,0.0,95.64,No,No,93454
19,27,13.16,,No,,45,0,Santa Maria,4983,One Year,United States,6647-ZEDXT,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.818227, -120.418784",34.818227,-120.418784,No,110.45,Yes,0,0,,Yes,No,No,Credit Card,Yes,37364,Yes,Q3,No,4,No,California,Yes,Yes,Yes,30,3327.05,0,394.8,0.0,3721.85,Yes,Yes,93455
63,27,6.43,,No,,45,0,Santa Maria,5286,Month-to-Month,United States,9822-OAOVB,Joined,No,No,Female,Yes,DSL,"34.818227, -120.418784",34.818227,-120.418784,No,55.45,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,37364,No,Q3,No,4,No,California,Yes,Yes,No,1,55.45,10,6.43,0.0,71.88,No,No,93455
59,19,0.0,,No,,23,0,Santa Maria,6300,One Year,United States,9581-GVBXT,Stayed,Yes,Yes,Male,Yes,DSL,"34.818227, -120.418784",34.818227,-120.418784,Yes,34.8,No,2,0,Offer B,No,Yes,No,Credit Card,No,37364,No,Q3,No,4,No,California,No,No,No,59,1980.3,0,0.0,0.0,1980.3,No,Yes,93455
43,24,44.46,,No,,73,0,Santa Maria,2848,Month-to-Month,United States,3948-FVVRP,Stayed,Yes,No,Male,Yes,DSL,"34.818227, -120.418784",34.818227,-120.418784,Yes,54.8,No,2,2,,Yes,No,No,Credit Card,Yes,37364,Yes,Q3,Yes,4,No,California,No,No,No,9,452.8,0,400.14,0.0,852.94,No,Yes,93455
28,46,24.08,,No,,70,0,Darwin,5715,Two Year,United States,9477-LGWQI,Stayed,No,Yes,Male,Yes,DSL,"36.319181, -117.593053",36.319181,-117.593053,Yes,80.15,No,0,10,Offer A,Yes,Yes,Yes,Credit Card,Yes,64,No,Q3,Yes,3,No,California,Yes,Yes,Yes,70,5600.15,0,1685.6,0.0,7285.75,Yes,Yes,93522
50,6,23.06,,No,,28,0,Darwin,5643,One Year,United States,0310-SUCIN,Stayed,No,Yes,Female,Yes,Cable,"36.319181, -117.593053",36.319181,-117.593053,Yes,84.8,No,0,2,,Yes,Yes,Yes,Bank Withdrawal,Yes,64,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6046.1,0,1637.26,0.0,7683.36,No,Yes,93522
51,7,0.0,,No,,26,0,Darwin,6143,Two Year,United States,4676-WLUHT,Stayed,No,No,Male,Yes,DSL,"36.319181, -117.593053",36.319181,-117.593053,No,46.2,No,0,0,Offer B,Yes,Yes,No,Bank Withdrawal,No,64,No,Q3,No,3,No,California,Yes,Yes,No,54,2431.95,0,0.0,0.0,2431.95,No,Yes,93522
26,71,41.9,,No,,70,0,Darwin,4372,Month-to-Month,United States,4537-DKTAL,Joined,No,No,Female,Yes,DSL,"36.319181, -117.593053",36.319181,-117.593053,No,45.55,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,64,No,Q3,No,5,No,California,No,No,No,2,84.4,10,83.8,0.0,178.2,Yes,No,93522
50,0,45.54,,No,,36,0,June Lake,4601,Two Year,United States,5730-DBDSI,Stayed,No,No,Male,No,,"37.730269, -119.055813",37.730269,-119.055813,No,19.7,No,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,618,No,Q3,No,3,No,California,No,No,No,66,1253.8,0,3005.64,0.0,4259.44,No,No,93529
24,0,40.19,,No,,32,0,June Lake,2844,Two Year,United States,6619-RPLQZ,Stayed,Yes,No,Female,No,,"37.730269, -119.055813",37.730269,-119.055813,Yes,20.85,No,1,2,Offer B,No,No,No,Mailed Check,Yes,618,No,Q3,Yes,4,No,California,No,No,No,45,892.15,0,1808.55,0.0,2700.7,Yes,No,93529
29,59,36.09,,No,,72,0,June Lake,4232,Two Year,United States,0757-WCUUZ,Stayed,Yes,Yes,Male,Yes,DSL,"37.730269, -119.055813",37.730269,-119.055813,Yes,63.35,Yes,3,1,Offer B,No,No,No,Credit Card,Yes,618,No,Q3,Yes,3,No,California,Yes,Yes,No,54,3409.1,0,1948.86,0.0,5357.96,Yes,Yes,93529
38,0,16.26,,No,,43,0,June Lake,3630,Month-to-Month,United States,8204-TIFGJ,Stayed,No,No,Female,No,,"37.730269, -119.055813",37.730269,-119.055813,No,20.3,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,618,No,Q3,No,3,No,California,No,No,No,23,470.6,0,373.98,0.0,844.58,No,No,93529
30,0,18.07,,No,,34,0,Littlerock,6312,Two Year,United States,7969-FFOWG,Stayed,No,No,Male,No,,"34.505273, -117.955054",34.505273,-117.955054,Yes,19.9,No,0,2,Offer B,No,No,No,Credit Card,Yes,11198,No,Q3,Yes,4,No,California,No,No,No,65,1292.6,0,1174.55,0.0,2467.15,No,No,93543
23,73,8.86,,No,,50,0,Littlerock,5939,One Year,United States,8982-NHAVY,Stayed,No,Yes,Male,Yes,Fiber Optic,"34.505273, -117.955054",34.505273,-117.955054,No,100.5,Yes,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,11198,No,Q3,No,3,No,California,Yes,Yes,Yes,27,2673.45,70,239.22,0.0,2982.67,Yes,No,93543
58,0,41.05,,No,,72,0,Littlerock,2993,One Year,United States,3423-HHXAO,Stayed,Yes,No,Female,No,,"34.505273, -117.955054",34.505273,-117.955054,Yes,19.5,No,1,2,,No,No,Yes,Credit Card,Yes,11198,No,Q3,Yes,3,No,California,No,No,No,14,272.0,0,574.7,0.0,846.7,No,No,93543
44,28,14.21,,No,,60,0,Littlerock,2335,One Year,United States,2325-WINES,Stayed,No,Yes,Female,Yes,Fiber Optic,"34.505273, -117.955054",34.505273,-117.955054,No,104.05,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,11198,No,Q3,No,4,No,California,Yes,Yes,Yes,32,3416.85,0,454.72,0.0,3871.57,No,Yes,93543
22,52,0.0,,No,,44,0,Llano,2534,Month-to-Month,United States,4718-DHSMV,Stayed,No,No,Female,Yes,DSL,"34.500091, -117.765862",34.500091,-117.765862,No,35.8,No,0,0,Offer D,No,No,Yes,Credit Card,No,1220,No,Q3,No,5,No,California,No,No,Yes,11,363.15,0,0.0,0.0,363.15,Yes,Yes,93544
53,22,0.0,,No,,59,0,Llano,2263,Month-to-Month,United States,4307-KWMXE,Stayed,No,No,Male,Yes,DSL,"34.500091, -117.765862",34.500091,-117.765862,No,35.75,No,0,0,Offer D,Yes,No,No,Bank Withdrawal,No,1220,Yes,Q3,No,3,No,California,No,No,No,10,389.8,0,0.0,0.0,389.8,No,Yes,93544
38,28,38.75,,No,,20,0,Llano,4319,Two Year,United States,9938-TKDGL,Stayed,Yes,No,Male,Yes,Fiber Optic,"34.500091, -117.765862",34.500091,-117.765862,Yes,99.55,No,3,9,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,1220,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,6668.0,0,2635.0,0.0,9303.0,No,Yes,93544
44,29,10.55,,No,,23,0,Llano,2842,Two Year,United States,6064-ZATLR,Stayed,No,No,Female,Yes,DSL,"34.500091, -117.765862",34.500091,-117.765862,No,52.85,No,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,1220,No,Q3,No,3,No,California,No,No,No,27,1498.65,0,284.85,0.0,1783.5,No,Yes,93544
23,0,36.42,,No,,50,0,Mammoth Lakes,5068,One Year,United States,7817-OMJNA,Stayed,No,No,Male,No,,"37.550074, -118.837167",37.550074,-118.837167,No,20.4,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,8217,No,Q3,No,5,No,California,No,No,No,14,275.7,0,509.88,0.0,785.58,Yes,No,93546
33,17,7.42,,No,,27,0,Mammoth Lakes,5899,One Year,United States,2450-ZKEED,Stayed,No,Yes,Female,Yes,DSL,"37.550074, -118.837167",37.550074,-118.837167,No,53.8,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,8217,Yes,Q3,No,5,No,California,No,No,No,11,651.55,0,81.62,0.0,733.17,No,Yes,93546
34,30,0.0,,No,,39,0,Mammoth Lakes,3300,Month-to-Month,United States,6537-QLGEX,Stayed,No,No,Female,Yes,DSL,"37.550074, -118.837167",37.550074,-118.837167,No,38.9,No,0,0,,No,Yes,Yes,Bank Withdrawal,No,8217,No,Q3,No,3,No,California,No,No,Yes,16,664.4,0,0.0,0.0,664.4,No,Yes,93546
52,8,44.67,,No,,33,0,Mammoth Lakes,6043,Month-to-Month,United States,7824-PANSQ,Stayed,No,No,Male,Yes,Fiber Optic,"37.550074, -118.837167",37.550074,-118.837167,No,80.65,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,8217,Yes,Q3,No,5,No,California,No,No,No,58,4807.35,0,2590.86,0.0,7398.21,No,Yes,93546
45,19,35.6,,No,,64,0,Auberry,2492,Month-to-Month,United States,7521-AFHAB,Stayed,Yes,No,Female,Yes,Cable,"36.991762, -119.242874",36.991762,-119.242874,Yes,44.8,No,2,10,Offer E,No,No,No,Credit Card,Yes,3464,No,Q3,Yes,3,No,California,No,No,No,5,220.45,0,178.0,0.0,398.45,No,Yes,93602
61,14,0.0,,No,,47,0,Auberry,5535,One Year,United States,8314-DPQHL,Stayed,No,Yes,Male,Yes,DSL,"36.991762, -119.242874",36.991762,-119.242874,No,50.8,No,0,0,,No,Yes,No,Mailed Check,No,3464,Yes,Q3,No,4,No,California,Yes,Yes,No,9,463.6,0,0.0,0.0,463.6,No,Yes,93602
23,42,0.0,,No,,25,0,Auberry,5455,One Year,United States,5640-CAXOA,Stayed,No,No,Female,Yes,Cable,"36.991762, -119.242874",36.991762,-119.242874,No,40.35,No,0,0,,No,No,Yes,Credit Card,No,3464,Yes,Q3,No,4,No,California,Yes,Yes,No,30,1187.05,0,0.0,0.0,1187.05,Yes,Yes,93602
29,59,10.29,,No,,43,0,Auberry,2065,Month-to-Month,United States,7989-VCQOH,Stayed,Yes,Yes,Male,Yes,DSL,"36.991762, -119.242874",36.991762,-119.242874,Yes,83.25,No,1,3,,No,Yes,No,Bank Withdrawal,Yes,3464,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,18,1611.15,0,185.22,0.0,1796.37,Yes,Yes,93602
60,13,1.27,,No,,53,0,Coarsegold,5355,One Year,United States,3442-ZHHCC,Stayed,No,Yes,Male,Yes,Cable,"37.212191, -119.749323",37.212191,-119.749323,No,76.9,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,9395,No,Q3,No,4,No,California,Yes,Yes,No,68,5023.0,0,86.36,0.0,5109.36,No,Yes,93614
27,52,33.39,,No,,27,0,Coarsegold,5723,Two Year,United States,9802-CAQUT,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.212191, -119.749323",37.212191,-119.749323,Yes,109.55,Yes,3,9,,Yes,Yes,No,Credit Card,Yes,9395,No,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7887.25,120,2404.08,0.0,10411.33,Yes,No,93614
61,16,44.97,,No,,56,0,Coarsegold,5755,Month-to-Month,United States,0641-EVBOJ,Joined,No,No,Male,Yes,Fiber Optic,"37.212191, -119.749323",37.212191,-119.749323,No,82.3,No,0,0,,No,Yes,Yes,Credit Card,Yes,9395,Yes,Q3,No,4,No,California,No,No,No,3,214.4,20,134.91,0.0,369.31,No,No,93614
26,46,15.41,,No,,78,0,Coarsegold,3278,One Year,United States,9730-DRTMJ,Stayed,No,No,Male,Yes,DSL,"37.212191, -119.749323",37.212191,-119.749323,Yes,72.8,Yes,0,10,,No,Yes,Yes,Credit Card,Yes,9395,Yes,Q3,Yes,5,No,California,No,No,Yes,32,2333.05,0,493.12,0.0,2826.17,Yes,Yes,93614
38,26,4.41,,No,,56,0,Dos Palos,4369,Month-to-Month,United States,5173-WXOQV,Joined,No,No,Male,Yes,DSL,"37.045728, -120.630682",37.045728,-120.630682,Yes,64.2,No,0,2,Offer E,Yes,No,Yes,Credit Card,Yes,9388,Yes,Q3,Yes,4,No,California,Yes,Yes,No,2,143.65,30,8.82,0.0,182.47,No,No,93620
55,12,34.59,,No,,52,0,Dos Palos,5335,Month-to-Month,United States,1475-VWVDO,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.045728, -120.630682",37.045728,-120.630682,No,74.9,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,9388,No,Q3,No,3,No,California,No,No,No,7,490.55,0,242.13,0.0,732.68,No,Yes,93620
22,52,0.0,,No,,42,0,Dos Palos,4391,Month-to-Month,United States,6624-JDRDS,Stayed,No,No,Female,Yes,Cable,"37.045728, -120.630682",37.045728,-120.630682,No,29.45,No,0,0,Offer E,No,Yes,No,Bank Withdrawal,No,9388,No,Q3,No,3,No,California,No,No,No,6,161.45,0,0.0,0.0,161.45,Yes,Yes,93620
50,0,8.85,,No,,64,0,Dos Palos,5134,Two Year,United States,0932-YIXYU,Stayed,No,No,Female,No,,"37.045728, -120.630682",37.045728,-120.630682,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,9388,No,Q3,No,3,No,California,No,No,No,47,1029.8,0,415.95,0.0,1445.75,No,No,93620
47,0,36.85,,No,,35,0,Firebaugh,3235,Month-to-Month,United States,6286-ZHAOK,Stayed,Yes,No,Female,No,,"36.785618, -120.625382",36.785618,-120.625382,Yes,25.55,Yes,7,6,Offer D,No,No,Yes,Bank Withdrawal,Yes,9491,No,Q3,Yes,4,No,California,No,No,No,20,507.4,0,737.0,0.0,1244.4,No,No,93622
25,47,21.14,,No,,71,0,Firebaugh,2136,Month-to-Month,United States,1357-MVDOZ,Stayed,Yes,Yes,Male,Yes,DSL,"36.785618, -120.625382",36.785618,-120.625382,Yes,59.65,No,1,7,Offer D,No,No,Yes,Bank Withdrawal,Yes,9491,No,Q3,Yes,3,No,California,No,No,Yes,11,683.25,0,232.54,0.0,915.79,Yes,Yes,93622
60,5,20.11,,No,,72,0,Firebaugh,3613,Month-to-Month,United States,9780-FKVVF,Stayed,No,No,Male,Yes,DSL,"36.785618, -120.625382",36.785618,-120.625382,No,59.15,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,9491,No,Q3,No,3,No,California,Yes,Yes,No,6,336.7,0,120.66,0.0,457.36,No,Yes,93622
56,0,3.82,,No,,58,0,Firebaugh,5824,Month-to-Month,United States,7636-XUHWW,Joined,No,No,Male,No,,"36.785618, -120.625382",36.785618,-120.625382,No,19.9,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,9491,No,Q3,No,5,No,California,No,No,No,2,33.7,0,7.64,0.0,41.34,No,No,93622
21,0,6.86,,No,,33,0,Fish Camp,2358,Month-to-Month,United States,3807-XHCJH,Joined,Yes,No,Female,No,,"37.483535, -119.679414",37.483535,-119.679414,Yes,20.0,No,3,4,,No,No,No,Bank Withdrawal,Yes,77,No,Q3,Yes,4,No,California,No,No,No,1,20.0,0,6.86,0.0,26.86,Yes,No,93623
62,14,46.63,,No,,41,0,Fish Camp,4754,Two Year,United States,7602-MVRMB,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.483535, -119.679414",37.483535,-119.679414,Yes,110.45,Yes,1,9,,No,Yes,Yes,Bank Withdrawal,Yes,77,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,8058.85,0,3357.36,0.0,11416.21,No,Yes,93623
42,17,28.7,,No,,67,0,Fish Camp,4699,Month-to-Month,United States,1919-RTPQD,Stayed,Yes,No,Male,Yes,DSL,"37.483535, -119.679414",37.483535,-119.679414,Yes,44.75,No,1,7,Offer E,No,No,No,Bank Withdrawal,Yes,77,No,Q3,Yes,5,No,California,No,No,No,7,333.65,0,200.9,0.0,534.55,No,Yes,93623
35,0,46.45,,No,,30,0,Fish Camp,4312,Month-to-Month,United States,1431-CYWMH,Stayed,Yes,No,Female,No,,"37.483535, -119.679414",37.483535,-119.679414,Yes,19.05,No,1,0,Offer D,No,No,No,Bank Withdrawal,Yes,77,No,Q3,No,3,No,California,No,No,No,22,454.05,0,1021.9,0.0,1475.95,No,No,93623
29,73,31.97,,No,,58,0,Los Banos,4111,Two Year,United States,2798-NYLMZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.995162, -120.955099",36.995162,-120.955099,Yes,108.55,Yes,0,10,Offer A,No,Yes,Yes,Credit Card,Yes,29124,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,7616.0,0,2269.87,0.0,9885.87,Yes,Yes,93635
23,0,35.21,,No,,24,0,Los Banos,5624,Month-to-Month,United States,7140-ADSMJ,Stayed,No,No,Male,No,,"36.995162, -120.955099",36.995162,-120.955099,No,20.45,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,29124,No,Q3,No,3,No,California,No,No,No,8,162.3,0,281.68,0.0,443.98,Yes,No,93635
22,85,1.74,,No,,52,0,Los Banos,5146,One Year,United States,7184-LRUUR,Stayed,No,Yes,Female,Yes,DSL,"36.995162, -120.955099",36.995162,-120.955099,No,65.25,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,29124,No,Q3,No,5,No,California,No,No,Yes,22,1441.8,0,38.28,0.0,1480.08,Yes,Yes,93635
33,10,25.4,,No,,46,0,Los Banos,2156,Month-to-Month,United States,9633-XQABV,Joined,No,No,Female,Yes,Fiber Optic,"36.995162, -120.955099",36.995162,-120.955099,No,70.25,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,29124,No,Q3,No,4,No,California,No,No,No,3,229.7,0,76.2,0.0,305.9,No,Yes,93635
23,59,9.57,,No,,23,0,Orange Cove,4874,Month-to-Month,United States,3196-NVXLZ,Stayed,No,No,Female,Yes,Fiber Optic,"36.633498, -119.298895",36.633498,-119.298895,No,84.6,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,8449,No,Q3,No,3,No,California,No,No,Yes,25,2088.05,0,239.25,0.0,2327.3,Yes,Yes,93646
61,18,16.02,,No,,53,0,Orange Cove,4301,One Year,United States,6559-RAKOZ,Stayed,Yes,No,Male,Yes,Fiber Optic,"36.633498, -119.298895",36.633498,-119.298895,Yes,97.95,Yes,1,7,Offer B,No,No,Yes,Bank Withdrawal,Yes,8449,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,49,4917.9,0,784.98,0.0,5702.88,No,Yes,93646
53,0,7.74,,No,,60,0,Orange Cove,4052,One Year,United States,6016-NXBNJ,Stayed,No,No,Male,No,,"36.633498, -119.298895",36.633498,-119.298895,No,19.15,No,0,0,,No,No,Yes,Credit Card,Yes,8449,No,Q3,No,3,No,California,No,No,No,35,638.0,0,270.9,0.0,908.9,No,No,93646
53,0,23.2,,No,,60,0,Orange Cove,4497,Month-to-Month,United States,1539-LNKHM,Stayed,No,No,Female,No,,"36.633498, -119.298895",36.633498,-119.298895,No,20.4,No,0,0,Offer D,No,No,No,Credit Card,Yes,8449,No,Q3,No,4,No,California,No,No,No,12,266.6,0,278.4,0.0,545.0,No,No,93646
62,18,41.08,,No,,63,0,Raymond,3716,Two Year,United States,5318-YKDPV,Stayed,No,Yes,Male,Yes,DSL,"37.252057, -119.95783",37.252057,-119.95783,Yes,79.15,No,0,1,,No,Yes,Yes,Credit Card,Yes,972,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,43,3566.6,0,1766.44,0.0,5333.04,No,Yes,93653
40,0,6.48,,No,,31,0,Raymond,5060,Month-to-Month,United States,6164-HXUGH,Stayed,Yes,No,Female,No,,"37.252057, -119.95783",37.252057,-119.95783,Yes,19.85,No,1,1,Offer E,No,No,No,Credit Card,Yes,972,No,Q3,Yes,3,No,California,No,No,No,6,119.3,0,38.88,0.0,158.18,No,No,93653
48,20,7.63,,No,,42,0,Raymond,2358,Month-to-Month,United States,2716-GFZOR,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.252057, -119.95783",37.252057,-119.95783,Yes,86.1,No,0,10,Offer B,Yes,Yes,Yes,Credit Card,Yes,972,No,Q3,Yes,3,No,California,No,No,No,43,3551.65,0,328.09,0.0,3879.74,No,Yes,93653
56,17,17.31,,No,,34,0,Raymond,4613,Two Year,United States,6087-YPWHO,Stayed,No,Yes,Male,Yes,DSL,"37.252057, -119.95783",37.252057,-119.95783,Yes,68.15,Yes,0,1,Offer A,Yes,Yes,No,Credit Card,Yes,972,Yes,Q3,Yes,3,No,California,No,No,No,72,4808.7,0,1246.32,0.0,6055.02,No,Yes,93653
37,8,16.64,,No,,29,0,Reedley,5029,One Year,United States,7975-TZMLR,Stayed,No,Yes,Male,Yes,Fiber Optic,"36.636638, -119.421842",36.636638,-119.421842,No,103.1,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,25923,No,Q3,No,4,No,California,Yes,Yes,Yes,47,4889.3,0,782.08,0.0,5671.38,No,Yes,93654
51,10,14.54,,No,,74,0,Reedley,3723,Month-to-Month,United States,5630-IXDXV,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.636638, -119.421842",36.636638,-119.421842,No,106.35,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,25923,No,Q3,No,4,No,California,Yes,Yes,Yes,47,4849.1,0,683.38,0.0,5532.48,No,Yes,93654
48,0,36.54,,No,,25,0,Reedley,3072,Month-to-Month,United States,3724-UCSHY,Stayed,Yes,No,Male,No,,"36.636638, -119.421842",36.636638,-119.421842,Yes,19.55,No,3,5,Offer E,No,No,No,Credit Card,Yes,25923,No,Q3,Yes,3,No,California,No,No,No,6,122.9,0,219.24,0.0,342.14,No,No,93654
48,0,4.09,,No,,31,0,Reedley,2507,Month-to-Month,United States,3090-QFUVD,Joined,No,No,Female,No,,"36.636638, -119.421842",36.636638,-119.421842,No,20.3,No,0,0,,No,No,No,Credit Card,Yes,25923,No,Q3,No,5,No,California,No,No,No,1,20.3,0,4.09,0.0,24.39,No,No,93654
46,21,19.1,,No,,43,0,Wishon,6325,One Year,United States,3487-EARAT,Stayed,No,Yes,Female,Yes,DSL,"37.287758, -119.548156",37.287758,-119.548156,Yes,74.1,No,0,7,,Yes,Yes,No,Credit Card,Yes,327,Yes,Q3,Yes,3,No,California,Yes,Yes,No,70,5222.3,0,1337.0,0.0,6559.3,No,Yes,93669
57,0,46.06,,No,,65,0,Wishon,2891,Month-to-Month,United States,6476-EPYZR,Stayed,Yes,No,Male,No,,"37.287758, -119.548156",37.287758,-119.548156,Yes,20.5,No,1,6,,No,No,No,Credit Card,Yes,327,No,Q3,Yes,3,No,California,No,No,No,12,255.5,0,552.72,0.0,808.22,No,No,93669
26,0,43.2,,No,,70,0,Wishon,5394,One Year,United States,3079-BCHLN,Stayed,No,No,Male,No,,"37.287758, -119.548156",37.287758,-119.548156,Yes,19.9,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,327,No,Q3,No,5,No,California,No,No,No,47,942.95,0,2030.4,0.0,2973.35,Yes,No,93669
55,29,0.0,,No,,31,0,Wishon,3891,Month-to-Month,United States,4815-GBTCD,Stayed,No,No,Female,Yes,DSL,"37.287758, -119.548156",37.287758,-119.548156,Yes,25.15,No,0,1,,No,No,Yes,Bank Withdrawal,No,327,No,Q3,Yes,4,No,California,No,No,No,4,99.95,0,0.0,0.0,99.95,No,Yes,93669
44,7,6.58,,No,,70,0,Fresno,5678,Two Year,United States,0392-BZIUW,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.822715, -119.761826",36.822715,-119.761826,Yes,105.0,Yes,0,7,,No,Yes,Yes,Credit Card,Yes,29337,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7589.8,0,473.76,0.0,8063.56,No,Yes,93710
56,8,23.35,,No,,54,0,Fresno,4297,Month-to-Month,United States,8622-ZLFKO,Stayed,No,No,Female,Yes,Fiber Optic,"36.822715, -119.761826",36.822715,-119.761826,Yes,90.75,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,29337,No,Q3,Yes,4,No,California,Yes,Yes,No,6,512.25,0,140.1,0.0,652.35,No,Yes,93710
36,30,28.45,,No,,30,0,Fresno,4115,Month-to-Month,United States,8474-UMLNT,Stayed,No,No,Female,Yes,DSL,"36.822715, -119.761826",36.822715,-119.761826,No,67.8,No,0,0,Offer D,Yes,Yes,No,Bank Withdrawal,Yes,29337,Yes,Q3,No,3,No,California,Yes,Yes,No,13,842.25,0,369.85,0.0,1212.1,No,Yes,93710
42,20,34.05,,No,,63,0,Fresno,4600,Month-to-Month,United States,1169-WCVAK,Stayed,No,No,Male,Yes,Fiber Optic,"36.822715, -119.761826",36.822715,-119.761826,Yes,88.8,Yes,0,1,Offer D,Yes,Yes,Yes,Credit Card,Yes,29337,Yes,Q3,Yes,3,No,California,No,No,No,19,1672.35,0,646.95,0.0,2319.3,No,Yes,93710
55,5,5.32,,No,,44,0,Fresno,5883,Two Year,United States,9778-OGKQZ,Stayed,No,Yes,Male,Yes,DSL,"36.751489, -119.68072",36.751489,-119.68072,Yes,92.0,Yes,0,8,,Yes,Yes,Yes,Credit Card,Yes,54701,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6782.15,10,383.04,0.0,7175.19,No,No,93727
29,47,31.83,,No,,21,0,Fresno,5141,One Year,United States,0679-TDGAK,Stayed,Yes,No,Male,Yes,Cable,"36.751489, -119.68072",36.751489,-119.68072,Yes,75.5,No,1,1,,No,Yes,No,Bank Withdrawal,Yes,54701,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,50,4025.6,100,1591.5,0.0,5717.1,Yes,No,93727
45,13,21.58,,No,,46,0,Fresno,6177,Two Year,United States,2649-HWLYB,Stayed,No,Yes,Male,Yes,DSL,"36.751489, -119.68072",36.751489,-119.68072,Yes,76.15,Yes,0,2,Offer B,No,Yes,No,Bank Withdrawal,Yes,54701,Yes,Q3,Yes,4,No,California,Yes,Yes,No,65,4929.55,0,1402.7,0.0,6332.25,No,Yes,93727
25,0,29.41,,No,,59,0,Fresno,5471,Two Year,United States,1555-HAPSU,Stayed,Yes,No,Female,No,,"36.751489, -119.68072",36.751489,-119.68072,Yes,23.9,Yes,2,1,Offer A,No,No,No,Credit Card,Yes,54701,No,Q3,Yes,5,No,California,No,No,No,71,1663.5,0,2088.11,0.0,3751.61,Yes,No,93727
63,22,8.32,,No,,35,0,Salinas,4771,Month-to-Month,United States,7905-TVXTA,Stayed,No,No,Female,Yes,DSL,"36.77462, -121.664714",36.77462,-121.664714,No,64.35,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,22292,Yes,Q3,No,4,No,California,No,No,Yes,5,352.65,0,41.6,0.0,394.25,No,Yes,93907
43,0,41.72,,No,,21,0,Salinas,2272,One Year,United States,1776-SPBWV,Stayed,Yes,No,Female,No,,"36.77462, -121.664714",36.77462,-121.664714,Yes,20.1,No,1,1,Offer C,No,No,Yes,Bank Withdrawal,Yes,22292,No,Q3,Yes,5,No,California,No,No,No,34,682.1,0,1418.48,0.0,2100.58,No,No,93907
44,22,40.59,,No,,39,0,Salinas,5253,Month-to-Month,United States,1685-VAYJF,Stayed,No,No,Male,Yes,DSL,"36.77462, -121.664714",36.77462,-121.664714,No,45.2,No,0,0,Offer D,No,No,No,Credit Card,Yes,22292,No,Q3,No,5,No,California,No,No,No,11,492.0,150,446.49,0.0,1088.49,No,No,93907
28,51,40.64,,No,,80,0,Salinas,3291,Month-to-Month,United States,8132-YPVBX,Stayed,No,No,Female,Yes,Fiber Optic,"36.77462, -121.664714",36.77462,-121.664714,No,85.95,No,0,0,,Yes,No,Yes,Credit Card,Yes,22292,No,Q3,No,5,No,California,Yes,Yes,No,6,514.6,0,243.84,0.0,758.44,Yes,Yes,93907
63,0,45.7,,No,,77,0,Gonzales,5823,One Year,United States,4795-UXVCJ,Stayed,No,No,Male,No,,"36.52588, -121.396719",36.52588,-121.396719,No,19.8,No,0,0,Offer C,No,No,No,Credit Card,Yes,9023,No,Q3,No,3,No,California,No,No,No,26,457.3,0,1188.2,0.0,1645.5,No,No,93926
38,29,31.39,,No,,34,0,Gonzales,3519,One Year,United States,5829-NVSQN,Stayed,No,Yes,Female,Yes,DSL,"36.52588, -121.396719",36.52588,-121.396719,Yes,68.75,No,0,3,,No,Yes,Yes,Bank Withdrawal,Yes,9023,Yes,Q3,Yes,3,No,California,Yes,Yes,No,23,1689.45,0,721.97,0.0,2411.42,No,Yes,93926
31,11,45.32,,No,,27,0,Gonzales,6444,Two Year,United States,7030-FZTFM,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.52588, -121.396719",36.52588,-121.396719,Yes,110.9,Yes,1,5,Offer A,Yes,No,No,Credit Card,Yes,9023,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7922.75,130,3263.04,0.0,11315.79,No,No,93926
62,27,15.59,,No,,74,0,Gonzales,3122,Month-to-Month,United States,0374-IOEGQ,Joined,No,No,Female,Yes,Cable,"36.52588, -121.396719",36.52588,-121.396719,No,44.6,No,0,0,,No,No,No,Bank Withdrawal,Yes,9023,No,Q3,No,4,No,California,No,No,No,3,122.7,0,46.77,0.0,169.47,No,Yes,93926
26,73,4.18,,No,,51,0,Soledad,5833,One Year,United States,1573-LGXBA,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.414216, -121.360597",36.414216,-121.360597,Yes,97.55,No,3,1,,Yes,No,Yes,Credit Card,Yes,13003,No,Q3,Yes,4,No,California,Yes,Yes,Yes,57,5598.0,0,238.26,0.0,5836.26,Yes,Yes,93960
64,0,37.35,,No,,38,0,Soledad,2070,Two Year,United States,9081-WWXKP,Stayed,Yes,No,Female,No,,"36.414216, -121.360597",36.414216,-121.360597,Yes,20.25,No,1,8,,No,No,No,Credit Card,Yes,13003,No,Q3,Yes,5,No,California,No,No,No,47,873.4,0,1755.45,0.0,2628.85,No,No,93960
42,0,31.49,,No,,77,0,Soledad,5897,One Year,United States,6248-BSHKG,Stayed,Yes,No,Male,No,,"36.414216, -121.360597",36.414216,-121.360597,Yes,20.4,No,3,7,Offer B,No,No,No,Credit Card,Yes,13003,No,Q3,Yes,3,No,California,No,No,No,61,1226.45,0,1920.89,0.0,3147.34,No,No,93960
61,57,20.05,,No,,59,0,Soledad,4648,Month-to-Month,United States,3161-GETRM,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"36.414216, -121.360597",36.414216,-121.360597,Yes,90.05,Yes,3,10,Offer C,No,No,Yes,Credit Card,Yes,13003,No,Q3,Yes,4,No,California,Yes,Yes,No,34,3097.0,0,681.7,0.0,3778.7,No,Yes,93960
63,0,37.94,,No,,51,0,Spreckels,6382,Two Year,United States,1764-VUUMT,Stayed,Yes,No,Male,No,,"36.624641, -121.647195",36.624641,-121.647195,No,19.95,No,1,0,,No,No,No,Credit Card,Yes,407,No,Q3,No,4,No,California,No,No,No,66,1269.1,0,2504.04,0.0,3773.14,No,No,93962
22,0,31.93,,No,,72,0,Spreckels,5730,Two Year,United States,0784-ZQJZX,Stayed,Yes,No,Male,No,,"36.624641, -121.647195",36.624641,-121.647195,No,19.9,No,1,0,,No,No,No,Credit Card,Yes,407,No,Q3,No,4,No,California,No,No,No,72,1529.65,0,2298.96,0.0,3828.61,Yes,No,93962
39,0,45.18,,No,,74,0,Spreckels,4808,One Year,United States,4685-TFLLS,Stayed,Yes,No,Male,No,,"36.624641, -121.647195",36.624641,-121.647195,Yes,19.8,No,3,1,Offer D,No,No,No,Bank Withdrawal,Yes,407,No,Q3,Yes,5,No,California,No,No,No,18,342.3,0,813.24,0.0,1155.54,No,No,93962
36,0,20.56,,No,,64,0,Spreckels,5335,Two Year,United States,0402-OAMEN,Stayed,Yes,No,Female,No,,"36.624641, -121.647195",36.624641,-121.647195,Yes,24.45,Yes,1,4,Offer A,No,No,No,Bank Withdrawal,Yes,407,No,Q3,Yes,3,No,California,No,No,No,72,1709.1,0,1480.32,0.0,3189.42,No,No,93962
62,5,5.91,,No,,58,0,La Honda,5201,Month-to-Month,United States,9342-VNIMQ,Stayed,No,No,Male,Yes,DSL,"37.285677, -122.224165",37.285677,-122.224165,No,54.65,Yes,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,1622,No,Q3,No,3,No,California,No,No,No,33,1665.2,0,195.03,0.0,1860.23,No,Yes,94020
59,0,33.0,,No,,77,0,La Honda,4742,Two Year,United States,3612-YVGSJ,Stayed,No,No,Female,No,,"37.285677, -122.224165",37.285677,-122.224165,Yes,24.45,Yes,0,10,,No,No,Yes,Credit Card,Yes,1622,No,Q3,Yes,5,No,California,No,No,No,71,1681.6,0,2343.0,0.0,4024.6,No,No,94020
44,19,0.0,,No,,27,0,La Honda,4369,Month-to-Month,United States,6917-IAYHD,Joined,Yes,No,Male,Yes,Cable,"37.285677, -122.224165",37.285677,-122.224165,No,33.6,No,1,0,Offer E,Yes,No,No,Credit Card,No,1622,Yes,Q3,No,5,No,California,No,No,No,1,33.6,50,0.0,0.0,83.6,No,No,94020
49,0,11.6,,No,,30,0,La Honda,4453,Two Year,United States,4641-FROLU,Stayed,Yes,No,Female,No,,"37.285677, -122.224165",37.285677,-122.224165,Yes,19.3,No,1,8,Offer C,No,No,No,Credit Card,Yes,1622,No,Q3,Yes,4,No,California,No,No,No,30,602.9,0,348.0,0.0,950.9,No,No,94020
23,51,43.01,,No,,55,0,Moss Beach,5263,One Year,United States,0048-LUMLS,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.515556, -122.502311",37.515556,-122.502311,Yes,91.2,No,3,1,Offer C,No,No,No,Credit Card,Yes,3064,No,Q3,Yes,5,No,California,Yes,Yes,Yes,37,3247.55,0,1591.37,0.0,4838.92,Yes,Yes,94038
60,26,44.57,,No,,25,0,Moss Beach,4182,Two Year,United States,7055-JCGNI,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.515556, -122.502311",37.515556,-122.502311,No,111.95,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,3064,Yes,Q3,No,4,No,California,Yes,Yes,Yes,70,7795.95,0,3119.9,0.0,10915.85,No,Yes,94038
63,0,26.37,,No,,63,0,Moss Beach,4402,One Year,United States,7137-NAXML,Stayed,No,No,Male,No,,"37.515556, -122.502311",37.515556,-122.502311,No,20.15,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,3064,No,Q3,No,4,No,California,No,No,No,23,405.6,0,606.51,0.0,1012.11,No,No,94038
61,14,7.49,,No,,39,0,Moss Beach,5748,Month-to-Month,United States,2905-KFQUV,Joined,No,No,Female,Yes,Fiber Optic,"37.515556, -122.502311",37.515556,-122.502311,Yes,70.4,No,0,9,,No,No,Yes,Credit Card,Yes,3064,No,Q3,Yes,3,No,California,No,No,No,2,154.8,0,14.98,0.0,169.78,No,Yes,94038
37,57,20.76,,No,,46,0,Mountain View,2132,Month-to-Month,United States,5898-IGSLP,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.388349, -122.075299",37.388349,-122.075299,Yes,89.3,Yes,3,1,Offer C,No,Yes,No,Bank Withdrawal,Yes,13483,Yes,Q3,Yes,3,No,California,No,No,No,31,2823.0,0,643.56,0.0,3466.56,No,Yes,94041
23,73,10.11,,No,,45,0,Mountain View,5510,One Year,United States,4826-DXMUP,Stayed,Yes,No,Male,Yes,DSL,"37.388349, -122.075299",37.388349,-122.075299,No,72.1,No,2,0,,No,No,Yes,Credit Card,Yes,13483,Yes,Q3,No,4,No,California,Yes,Yes,Yes,35,2495.15,0,353.85,0.0,2849.0,Yes,Yes,94041
42,0,24.71,,No,,23,0,Mountain View,5072,Two Year,United States,2961-VNFKL,Stayed,No,No,Female,No,,"37.388349, -122.075299",37.388349,-122.075299,Yes,25.95,Yes,0,2,Offer A,No,No,Yes,Credit Card,Yes,13483,No,Q3,Yes,5,No,California,No,No,No,71,1801.9,0,1754.41,0.0,3556.31,No,No,94041
50,17,14.35,,No,,25,0,Mountain View,2650,Month-to-Month,United States,3370-HXOPH,Joined,No,No,Female,Yes,Fiber Optic,"37.388349, -122.075299",37.388349,-122.075299,No,76.1,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,13483,No,Q3,No,4,No,California,No,No,No,3,257.6,0,43.05,0.0,300.65,No,Yes,94041
33,19,12.92,,No,,67,0,Redwood City,5731,Two Year,United States,0678-RLHVP,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.527497, -122.230941",37.527497,-122.230941,No,105.55,Yes,0,0,Offer B,Yes,No,No,Bank Withdrawal,Yes,10658,No,Q3,No,5,No,California,Yes,Yes,Yes,53,5682.25,0,684.76,0.0,6367.01,No,Yes,94065
33,0,1.81,,No,,59,0,Redwood City,4978,Month-to-Month,United States,0188-GWFLE,Joined,No,No,Male,No,,"37.527497, -122.230941",37.527497,-122.230941,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,10658,No,Q3,No,3,No,California,No,No,No,2,33.7,0,3.62,0.0,37.32,No,No,94065
58,0,17.33,,No,,68,0,Redwood City,4424,Two Year,United States,1166-PQLGG,Stayed,Yes,No,Female,No,,"37.527497, -122.230941",37.527497,-122.230941,Yes,19.55,No,1,6,,No,No,No,Bank Withdrawal,Yes,10658,No,Q3,Yes,3,No,California,No,No,No,72,1463.45,0,1247.76,0.0,2711.21,No,No,94065
19,41,30.51,,No,,61,0,Redwood City,6139,One Year,United States,9114-VEPUF,Stayed,No,No,Male,Yes,Fiber Optic,"37.527497, -122.230941",37.527497,-122.230941,Yes,96.1,Yes,0,4,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,10658,No,Q3,Yes,4,No,California,Yes,Yes,No,62,6001.45,0,1891.62,0.0,7893.07,Yes,Yes,94065
27,47,17.58,,No,,21,0,San Carlos,5548,Month-to-Month,United States,2267-FPIMA,Stayed,No,No,Male,Yes,Fiber Optic,"37.497915, -122.267361",37.497915,-122.267361,Yes,94.4,Yes,0,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,28098,No,Q3,Yes,4,No,California,Yes,Yes,No,50,4914.9,0,879.0,0.0,5793.9,Yes,Yes,94070
27,0,35.81,,No,,76,0,San Carlos,4862,Month-to-Month,United States,2882-DDZPG,Stayed,No,No,Female,No,,"37.497915, -122.267361",37.497915,-122.267361,No,19.45,No,0,0,,No,No,No,Bank Withdrawal,Yes,28098,No,Q3,No,4,No,California,No,No,No,12,227.45,0,429.72,0.0,657.17,Yes,No,94070
56,0,49.66,,No,,62,0,San Carlos,3810,One Year,United States,4291-YZODP,Stayed,Yes,No,Female,No,,"37.497915, -122.267361",37.497915,-122.267361,No,20.05,No,3,0,Offer E,No,No,No,Credit Card,Yes,28098,No,Q3,No,5,No,California,No,No,No,7,96.8,0,347.62,0.0,444.42,No,No,94070
38,17,3.62,,No,,44,0,San Carlos,6250,Month-to-Month,United States,2338-BQEZT,Stayed,No,No,Female,Yes,DSL,"37.497915, -122.267361",37.497915,-122.267361,No,50.55,No,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,28098,No,Q3,No,3,No,California,No,No,No,55,2832.75,0,199.1,0.0,3031.85,No,Yes,94070
35,13,34.1,,No,,24,0,Sunnyvale,4196,One Year,United States,5285-MVEHD,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.3511, -122.037311",37.3511,-122.037311,Yes,105.6,No,0,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,50070,No,Q3,Yes,4,No,California,Yes,Yes,Yes,56,6068.65,0,1909.6,0.0,7978.25,No,Yes,94087
43,24,46.78,,No,,29,0,Sunnyvale,5862,Month-to-Month,United States,1849-RJYIG,Stayed,No,No,Female,Yes,DSL,"37.3511, -122.037311",37.3511,-122.037311,No,60.0,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,50070,No,Q3,No,3,No,California,No,No,Yes,8,487.75,0,374.24,0.0,861.99,No,Yes,94087
29,26,0.0,,No,,63,0,Sunnyvale,5808,Month-to-Month,United States,8706-HRADD,Stayed,No,No,Male,Yes,DSL,"37.3511, -122.037311",37.3511,-122.037311,No,43.55,No,0,0,Offer D,No,Yes,Yes,Credit Card,No,50070,Yes,Q3,No,4,No,California,No,No,Yes,21,1011.5,0,0.0,0.0,1011.5,Yes,Yes,94087
38,27,19.9,,No,,30,0,Sunnyvale,4658,Two Year,United States,2194-IIQOF,Stayed,No,Yes,Female,Yes,DSL,"37.3511, -122.037311",37.3511,-122.037311,Yes,89.3,Yes,0,7,Offer A,Yes,Yes,No,Credit Card,Yes,50070,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,6388.65,0,1412.9,0.0,7801.55,No,Yes,94087
45,10,0.0,,No,,24,0,San Francisco,4266,Two Year,United States,4079-WWQQQ,Stayed,No,Yes,Male,Yes,Cable,"37.74441, -122.486764",37.74441,-122.486764,No,65.55,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,42959,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,4807.45,0,0.0,0.0,4807.45,No,Yes,94116
21,0,13.27,,No,,78,0,San Francisco,4067,Two Year,United States,8237-ULIXL,Stayed,No,No,Female,No,,"37.74441, -122.486764",37.74441,-122.486764,Yes,24.85,Yes,0,1,Offer A,No,No,No,Credit Card,Yes,42959,No,Q3,Yes,3,No,California,No,No,No,72,1871.85,0,955.44,0.0,2827.29,Yes,No,94116
50,0,16.36,,No,,47,0,San Francisco,5626,Month-to-Month,United States,7926-IJOOU,Joined,No,No,Male,No,,"37.74441, -122.486764",37.74441,-122.486764,No,19.3,No,0,0,Offer E,No,No,No,Credit Card,Yes,42959,No,Q3,No,5,No,California,No,No,No,1,19.3,0,16.36,0.0,35.66,No,No,94116
44,22,15.01,,No,,53,0,San Francisco,4792,Month-to-Month,United States,2122-YWVYA,Stayed,No,No,Female,Yes,Fiber Optic,"37.74441, -122.486764",37.74441,-122.486764,No,75.4,No,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,42959,No,Q3,No,4,No,California,No,No,No,18,1380.4,0,270.18,0.0,1650.58,No,Yes,94116
48,27,36.31,,No,,20,0,San Francisco,3471,One Year,United States,5149-TGWDZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.781304, -122.461522",37.781304,-122.461522,No,104.55,No,0,0,,Yes,No,Yes,Credit Card,Yes,38955,Yes,Q3,No,4,No,California,Yes,Yes,Yes,21,2239.4,0,762.51,0.0,3001.91,No,Yes,94118
42,26,12.6,,No,,76,0,San Francisco,3265,Two Year,United States,8216-AZUUZ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.781304, -122.461522",37.781304,-122.461522,Yes,100.4,No,3,1,,No,No,Yes,Bank Withdrawal,Yes,38955,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,42,4303.65,0,529.2,0.0,4832.85,No,Yes,94118
35,27,9.74,,No,,67,0,San Francisco,4275,Month-to-Month,United States,4029-HPFVY,Joined,No,No,Male,Yes,Fiber Optic,"37.781304, -122.461522",37.781304,-122.461522,No,70.3,No,0,0,,No,No,Yes,Credit Card,Yes,38955,No,Q3,No,4,No,California,No,No,No,3,220.4,0,29.22,0.0,249.62,No,Yes,94118
25,51,1.29,,No,,32,0,San Francisco,6308,Two Year,United States,2296-DKZFP,Stayed,No,Yes,Female,Yes,DSL,"37.781304, -122.461522",37.781304,-122.461522,Yes,71.0,No,0,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,38955,No,Q3,Yes,4,No,California,Yes,Yes,No,65,4386.2,0,83.85,0.0,4470.05,Yes,Yes,94118
38,24,49.08,,No,,30,0,San Francisco,4010,One Year,United States,9199-PWQVC,Stayed,No,No,Female,Yes,Cable,"37.731505, -122.384532",37.731505,-122.384532,Yes,79.7,Yes,0,1,Offer B,Yes,Yes,Yes,Credit Card,Yes,33177,No,Q3,Yes,3,No,California,Yes,Yes,Yes,63,4786.15,30,3092.04,0.0,7908.19,No,No,94124
31,0,37.81,,No,,67,0,San Francisco,4988,Month-to-Month,United States,5186-PEIZU,Stayed,No,No,Female,No,,"37.731505, -122.384532",37.731505,-122.384532,No,19.25,No,0,0,,No,No,No,Bank Withdrawal,Yes,33177,No,Q3,No,5,No,California,No,No,No,35,617.65,0,1323.35,0.0,1941.0,No,No,94124
48,53,40.36,,No,,41,0,San Francisco,4618,Two Year,United States,5457-COLHT,Stayed,Yes,No,Male,Yes,Cable,"37.731505, -122.384532",37.731505,-122.384532,Yes,80.65,No,3,5,,Yes,Yes,No,Bank Withdrawal,Yes,33177,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,69,5542.55,0,2784.84,0.0,8327.39,No,Yes,94124
19,52,15.89,,No,,21,0,San Francisco,3215,Two Year,United States,6603-YRDCJ,Stayed,No,No,Male,Yes,DSL,"37.731505, -122.384532",37.731505,-122.384532,Yes,61.05,No,0,3,Offer C,Yes,Yes,Yes,Credit Card,Yes,33177,Yes,Q3,Yes,3,No,California,No,No,No,33,2018.4,0,524.37,0.0,2542.77,Yes,Yes,94124
53,58,48.43,,No,,24,0,San Francisco,2923,One Year,United States,8812-ZRHFP,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.802071, -122.411004",37.802071,-122.411004,Yes,86.45,No,3,0,Offer C,No,No,No,Bank Withdrawal,Yes,26831,No,Q3,No,3,No,California,Yes,Yes,No,30,2538.05,0,1452.9,0.0,3990.95,No,Yes,94133
56,0,4.42,,No,,66,0,San Francisco,2411,Month-to-Month,United States,0380-ZCSBI,Stayed,No,No,Male,No,,"37.802071, -122.411004",37.802071,-122.411004,No,20.0,No,0,0,,No,No,No,Credit Card,Yes,26831,No,Q3,No,5,No,California,No,No,No,10,198.7,0,44.2,0.0,242.9,No,No,94133
52,7,0.0,,No,,68,0,San Francisco,5980,Two Year,United States,4664-NJCMS,Stayed,No,Yes,Female,Yes,DSL,"37.802071, -122.411004",37.802071,-122.411004,Yes,59.55,No,0,7,Offer C,No,Yes,No,Bank Withdrawal,No,26831,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,33,2016.3,0,0.0,0.0,2016.3,No,Yes,94133
22,0,48.02,,No,,30,0,San Francisco,4031,One Year,United States,0269-XFESX,Stayed,Yes,No,Male,No,,"37.802071, -122.411004",37.802071,-122.411004,Yes,24.35,Yes,3,1,,No,No,No,Credit Card,Yes,26831,No,Q3,Yes,5,No,California,No,No,No,23,538.5,0,1104.46,0.0,1642.96,Yes,No,94133
44,25,38.02,,No,,59,0,San Francisco,5176,Month-to-Month,United States,5146-CBVOE,Stayed,No,No,Female,Yes,Fiber Optic,"37.721052, -122.413573",37.721052,-122.413573,No,75.1,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,40137,No,Q3,No,5,No,California,No,No,No,16,1212.85,0,608.32,0.0,1821.17,No,Yes,94134
62,18,16.96,,No,,72,0,San Francisco,5913,Month-to-Month,United States,7145-FEJWU,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.721052, -122.413573",37.721052,-122.413573,No,105.3,Yes,2,0,,Yes,No,Yes,Bank Withdrawal,Yes,40137,No,Q3,No,3,No,California,Yes,Yes,Yes,12,1275.65,0,203.52,0.0,1479.17,No,Yes,94134
62,0,41.51,,No,,60,0,San Francisco,4336,One Year,United States,0307-BCOPK,Stayed,No,No,Female,No,,"37.721052, -122.413573",37.721052,-122.413573,No,19.05,No,0,0,Offer D,No,No,No,Credit Card,Yes,40137,No,Q3,No,5,No,California,No,No,No,16,326.65,0,664.16,0.0,990.81,No,No,94134
33,0,41.54,,No,,34,0,San Francisco,3843,Two Year,United States,1709-EJDOX,Stayed,Yes,No,Female,No,,"37.721052, -122.413573",37.721052,-122.413573,Yes,19.75,No,3,10,Offer B,No,No,No,Credit Card,Yes,40137,No,Q3,Yes,3,No,California,No,No,No,47,948.9,0,1952.38,0.0,2901.28,No,No,94134
58,19,0.0,,No,,30,0,Stanford,2990,One Year,United States,4198-VFOEA,Stayed,No,No,Female,Yes,DSL,"37.424342, -122.165641",37.424342,-122.165641,No,33.6,No,0,0,,No,Yes,Yes,Mailed Check,No,13386,Yes,Q3,No,3,No,California,No,No,No,12,435.45,0,0.0,0.0,435.45,No,Yes,94305
21,0,4.17,,No,,36,0,Stanford,5584,Month-to-Month,United States,1051-EQPZR,Stayed,Yes,No,Female,No,,"37.424342, -122.165641",37.424342,-122.165641,Yes,19.6,No,2,1,,No,No,No,Credit Card,Yes,13386,No,Q3,Yes,5,No,California,No,No,No,44,780.25,0,183.48,0.0,963.73,Yes,No,94305
45,0,41.56,,No,,53,0,Stanford,4194,One Year,United States,5016-LIPDW,Stayed,Yes,No,Male,No,,"37.424342, -122.165641",37.424342,-122.165641,Yes,19.4,No,2,1,,No,No,No,Credit Card,Yes,13386,No,Q3,Yes,5,No,California,No,No,No,57,1061.6,0,2368.92,0.0,3430.52,No,No,94305
42,28,18.47,,No,,37,0,Stanford,6499,Two Year,United States,0383-CLDDA,Stayed,No,Yes,Female,Yes,DSL,"37.424342, -122.165641",37.424342,-122.165641,No,85.35,Yes,0,0,Offer A,No,Yes,Yes,Credit Card,Yes,13386,Yes,Q3,No,3,No,California,Yes,Yes,Yes,69,5897.4,0,1274.43,0.0,7171.83,No,Yes,94305
46,0,2.74,,No,,29,0,San Mateo,3366,Month-to-Month,United States,0347-UBKUZ,Stayed,No,No,Female,No,,"37.556094, -122.272437",37.556094,-122.272437,No,19.9,No,0,0,,No,No,No,Mailed Check,Yes,31882,No,Q3,No,4,No,California,No,No,No,15,320.45,0,41.1,0.0,361.55,No,No,94404
37,28,32.37,,No,,48,0,San Mateo,6351,Month-to-Month,United States,8384-FZBJK,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.556094, -122.272437",37.556094,-122.272437,Yes,100.6,Yes,3,1,,Yes,No,Yes,Bank Withdrawal,Yes,31882,No,Q3,Yes,3,No,California,Yes,Yes,Yes,57,5611.7,0,1845.09,0.0,7456.79,No,Yes,94404
63,10,20.13,,No,,79,0,San Mateo,5056,Month-to-Month,United States,9362-MWODR,Stayed,Yes,No,Female,Yes,DSL,"37.556094, -122.272437",37.556094,-122.272437,No,64.1,No,1,0,,No,Yes,Yes,Credit Card,Yes,31882,Yes,Q3,No,3,No,California,No,No,Yes,40,2460.35,0,805.2,0.0,3265.55,No,Yes,94404
32,23,48.14,,No,,47,0,San Mateo,3900,Month-to-Month,United States,8033-ATFAS,Stayed,Yes,Yes,Female,Yes,Cable,"37.556094, -122.272437",37.556094,-122.272437,Yes,59.85,No,2,4,Offer C,No,No,Yes,Credit Card,Yes,31882,No,Q3,Yes,3,No,California,No,No,Yes,39,2341.5,0,1877.46,0.0,4218.96,No,Yes,94404
50,19,0.0,,No,,22,0,Alameda,3540,Month-to-Month,United States,0811-GSDTP,Stayed,Yes,No,Female,Yes,Cable,"37.724817, -122.224363",37.724817,-122.224363,No,30.15,No,2,0,,Yes,No,No,Bank Withdrawal,No,13996,No,Q3,No,5,No,California,No,No,No,13,382.2,10,0.0,0.0,392.2,No,No,94502
57,0,2.41,,No,,56,0,Alameda,4574,Two Year,United States,0962-CQPWQ,Stayed,Yes,No,Female,No,,"37.724817, -122.224363",37.724817,-122.224363,Yes,20.3,No,2,1,,No,No,No,Bank Withdrawal,Yes,13996,No,Q3,Yes,5,No,California,No,No,No,62,1296.15,0,149.42,0.0,1445.57,No,No,94502
47,0,3.65,,No,,63,0,Alameda,4235,Two Year,United States,9625-RZFUK,Stayed,Yes,No,Male,No,,"37.724817, -122.224363",37.724817,-122.224363,Yes,19.7,No,1,0,,No,No,No,Credit Card,Yes,13996,No,Q3,No,5,No,California,No,No,No,63,1275.85,0,229.95,0.0,1505.8,No,No,94502
39,0,18.99,,No,,71,0,Alameda,5574,Two Year,United States,0562-HKHML,Stayed,Yes,No,Male,No,,"37.724817, -122.224363",37.724817,-122.224363,Yes,23.9,Yes,1,9,Offer A,No,No,No,Credit Card,Yes,13996,No,Q3,Yes,4,No,California,No,No,No,71,1626.4,0,1348.29,0.0,2974.69,No,No,94502
23,41,35.3,,No,,43,0,Danville,5128,Month-to-Month,United States,7567-ECMCM,Stayed,No,No,Male,Yes,Fiber Optic,"37.791481, -121.903253",37.791481,-121.903253,No,79.85,No,0,0,,No,No,Yes,Credit Card,Yes,19777,No,Q3,No,4,No,California,Yes,Yes,No,24,2001.0,0,847.2,0.0,2848.2,Yes,Yes,94506
25,52,27.69,,No,,25,0,Danville,4193,Two Year,United States,3096-YXENJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.791481, -121.903253",37.791481,-121.903253,Yes,107.65,Yes,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,19777,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,65,7082.85,0,1799.85,0.0,8882.7,Yes,Yes,94506
51,75,18.47,,No,,37,0,Danville,4108,Two Year,United States,5153-LXKDT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.791481, -121.903253",37.791481,-121.903253,Yes,110.2,Yes,3,1,,Yes,Yes,Yes,Bank Withdrawal,Yes,19777,No,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7467.5,0,1255.96,0.0,8723.46,No,Yes,94506
22,0,1.71,,No,,73,0,Danville,4501,One Year,United States,8277-RVRSV,Stayed,Yes,No,Female,No,,"37.791481, -121.903253",37.791481,-121.903253,Yes,24.15,Yes,1,3,Offer C,No,No,No,Credit Card,Yes,19777,No,Q3,Yes,4,No,California,No,No,No,33,800.3,0,56.43,0.0,856.73,Yes,No,94506
39,0,3.63,,No,,34,0,Benicia,5053,Month-to-Month,United States,6231-WFGFH,Stayed,Yes,No,Male,No,,"38.113533, -122.11926",38.113533,-122.11926,Yes,20.5,No,2,4,,No,No,Yes,Mailed Check,Yes,25578,No,Q3,Yes,4,No,California,No,No,No,4,77.6,0,14.52,0.0,92.12,No,No,94510
56,10,30.06,,No,,50,0,Benicia,4216,Month-to-Month,United States,8325-QRPZR,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.113533, -122.11926",38.113533,-122.11926,No,75.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,25578,No,Q3,No,3,No,California,No,No,No,7,525.0,10,210.42,0.0,745.42,No,No,94510
26,85,21.45,,No,,43,0,Benicia,4908,One Year,United States,0565-JUPYD,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.113533, -122.11926",38.113533,-122.11926,No,104.5,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,25578,Yes,Q3,No,4,No,California,No,No,Yes,63,6590.8,0,1351.35,0.0,7942.15,Yes,Yes,94510
19,76,12.59,,No,,26,0,Benicia,4623,Month-to-Month,United States,7054-ENNGU,Stayed,No,No,Female,Yes,Cable,"38.113533, -122.11926",38.113533,-122.11926,Yes,50.85,No,0,4,,Yes,No,No,Credit Card,Yes,25578,No,Q3,Yes,4,No,California,No,No,No,9,466.6,0,113.31,0.0,579.91,Yes,Yes,94510
42,0,47.33,,No,,38,0,Brentwood,2009,Two Year,United States,6169-PPETC,Stayed,Yes,No,Male,No,,"37.908242, -121.682472",37.908242,-121.682472,Yes,20.5,No,1,8,,No,No,No,Bank Withdrawal,Yes,26577,No,Q3,Yes,4,No,California,No,No,No,35,759.35,0,1656.55,0.0,2415.9,No,No,94513
61,10,35.21,,No,,78,0,Brentwood,4616,Two Year,United States,7730-CLDSV,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.908242, -121.682472",37.908242,-121.682472,Yes,98.65,Yes,2,6,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,26577,Yes,Q3,Yes,4,No,California,Yes,Yes,No,72,7129.45,0,2535.12,0.0,9664.57,No,Yes,94513
53,56,11.39,,No,,48,0,Brentwood,5585,Month-to-Month,United States,9054-FOWNV,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.908242, -121.682472",37.908242,-121.682472,Yes,88.75,Yes,3,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,26577,No,Q3,Yes,4,No,California,No,No,Yes,22,1885.15,0,250.58,0.0,2135.73,No,Yes,94513
60,2,15.2,,No,,46,0,Brentwood,5754,Month-to-Month,United States,1628-BIZYP,Joined,No,No,Male,Yes,Fiber Optic,"37.908242, -121.682472",37.908242,-121.682472,No,85.0,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,26577,No,Q3,No,4,No,California,Yes,Yes,No,1,85.0,0,15.2,0.0,100.2,No,Yes,94513
57,11,30.54,,No,,55,0,Concord,4497,Month-to-Month,United States,0851-DFJKB,Stayed,No,Yes,Female,Yes,DSL,"37.950248, -122.022455",37.950248,-122.022455,No,58.95,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,27394,Yes,Q3,No,4,No,California,No,No,No,15,955.15,0,458.1,0.0,1413.25,No,Yes,94518
23,0,6.56,,No,,76,0,Concord,4883,Two Year,United States,1790-NESIO,Stayed,No,No,Female,No,,"37.950248, -122.022455",37.950248,-122.022455,No,20.4,No,0,0,,No,No,Yes,Credit Card,Yes,27394,No,Q3,No,5,No,California,No,No,No,13,261.3,0,85.28,0.0,346.58,Yes,No,94518
20,46,12.39,,No,,59,0,Concord,4725,Month-to-Month,United States,9732-EQMWY,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.950248, -122.022455",37.950248,-122.022455,Yes,99.4,No,0,1,,Yes,No,No,Bank Withdrawal,Yes,27394,No,Q3,Yes,4,No,California,Yes,Yes,Yes,49,5025.0,10,607.11,0.0,5642.11,Yes,No,94518
43,14,42.9,,No,,51,0,Concord,5597,One Year,United States,5343-SGUBI,Stayed,No,No,Female,Yes,Fiber Optic,"37.950248, -122.022455",37.950248,-122.022455,No,80.2,Yes,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,27394,No,Q3,No,4,No,California,No,No,No,52,4297.6,0,2230.8,0.0,6528.4,No,Yes,94518
30,26,47.17,,No,,62,0,Hercules,5698,Month-to-Month,United States,5002-GCQFH,Stayed,No,No,Male,Yes,Fiber Optic,"37.991259, -122.214945",37.991259,-122.214945,Yes,93.85,Yes,0,1,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,22479,No,Q3,Yes,3,No,California,No,No,Yes,49,4733.1,30,2311.33,0.0,7074.43,No,No,94547
56,11,5.3,,No,,40,0,Hercules,5346,Month-to-Month,United States,3130-ICDUP,Joined,Yes,No,Female,Yes,Fiber Optic,"37.991259, -122.214945",37.991259,-122.214945,No,80.55,Yes,1,0,,No,Yes,No,Credit Card,Yes,22479,No,Q3,No,4,No,California,No,No,No,2,188.1,0,10.6,0.0,198.7,No,Yes,94547
23,0,15.22,,No,,67,0,Hercules,2569,Month-to-Month,United States,2692-PFYTJ,Joined,No,No,Female,No,,"37.991259, -122.214945",37.991259,-122.214945,No,25.75,Yes,0,0,,No,No,Yes,Credit Card,Yes,22479,No,Q3,No,4,No,California,No,No,No,1,25.75,0,15.22,0.0,40.97,Yes,No,94547
63,0,18.07,,No,,46,0,Hercules,5080,Two Year,United States,6080-LNESI,Stayed,No,No,Male,No,,"37.991259, -122.214945",37.991259,-122.214945,No,24.75,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,22479,No,Q3,No,3,No,California,No,No,No,51,1234.6,0,921.57,0.0,2156.17,No,No,94547
40,22,8.28,,No,,46,0,Castro Valley,5446,Two Year,United States,0604-THJFP,Stayed,No,No,Female,Yes,DSL,"37.722727, -122.02157",37.722727,-122.02157,Yes,75.95,No,0,4,Offer B,Yes,No,Yes,Credit Card,Yes,13212,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,59,4542.35,0,488.52,0.0,5030.87,No,Yes,94552
31,4,0.0,,No,,65,0,Castro Valley,5493,One Year,United States,4611-ANLQC,Stayed,No,Yes,Female,Yes,Cable,"37.722727, -122.02157",37.722727,-122.02157,Yes,50.05,No,0,7,Offer B,Yes,Yes,No,Bank Withdrawal,No,13212,No,Q3,Yes,3,No,California,Yes,Yes,No,60,2911.5,0,0.0,0.0,2911.5,No,Yes,94552
29,59,47.64,,No,,66,0,Castro Valley,5893,One Year,United States,6821-JPCDC,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.722727, -122.02157",37.722727,-122.02157,Yes,97.05,No,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,13212,No,Q3,Yes,5,No,California,Yes,Yes,Yes,48,4692.95,0,2286.72,0.0,6979.67,Yes,Yes,94552
45,22,8.48,,No,,78,0,Castro Valley,4520,Two Year,United States,8398-TBIYD,Stayed,No,No,Female,Yes,Fiber Optic,"37.722727, -122.02157",37.722727,-122.02157,No,84.7,Yes,0,0,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,13212,Yes,Q3,No,3,No,California,No,No,No,72,6185.15,0,610.56,0.0,6795.71,No,Yes,94552
27,0,18.57,,No,,63,0,San Leandro,3179,Two Year,United States,9108-EQPNQ,Stayed,Yes,No,Female,No,,"37.717196, -122.159338",37.717196,-122.159338,Yes,26.1,Yes,2,10,Offer D,No,No,No,Credit Card,Yes,41871,No,Q3,Yes,5,No,California,No,No,No,10,225.55,0,185.7,0.0,411.25,Yes,No,94577
50,0,11.96,,No,,22,0,San Leandro,3129,Month-to-Month,United States,8562-GHPPI,Joined,No,No,Female,No,,"37.717196, -122.159338",37.717196,-122.159338,No,19.8,No,0,0,,No,No,No,Credit Card,Yes,41871,No,Q3,No,5,No,California,No,No,No,1,19.8,0,11.96,0.0,31.76,No,No,94577
60,15,44.29,,No,,56,0,San Leandro,2280,Two Year,United States,2192-OZITF,Stayed,No,No,Female,Yes,DSL,"37.717196, -122.159338",37.717196,-122.159338,No,73.55,Yes,0,0,Offer B,No,Yes,No,Credit Card,Yes,41871,Yes,Q3,No,3,No,California,Yes,Yes,No,45,3349.1,0,1993.05,0.0,5342.15,No,Yes,94577
53,13,0.0,,No,,63,0,San Leandro,5750,Month-to-Month,United States,8756-RDDLT,Stayed,No,No,Female,Yes,Cable,"37.717196, -122.159338",37.717196,-122.159338,No,44.95,No,0,0,,Yes,No,No,Bank Withdrawal,No,41871,Yes,Q3,No,3,No,California,Yes,Yes,No,68,3085.35,0,0.0,0.0,3085.35,No,Yes,94577
23,0,1.61,,No,,63,0,San Leandro,3037,Two Year,United States,7277-KAMWT,Stayed,No,No,Male,No,,"37.704384, -122.126703",37.704384,-122.126703,No,20.0,No,0,0,Offer D,No,No,No,Credit Card,Yes,36568,No,Q3,No,3,No,California,No,No,No,13,268.45,0,20.93,0.0,289.38,Yes,No,94578
55,21,49.36,,No,,75,0,San Leandro,4399,Two Year,United States,5893-PYOLZ,Stayed,No,Yes,Male,Yes,DSL,"37.704384, -122.126703",37.704384,-122.126703,No,81.8,No,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,36568,Yes,Q3,No,5,No,California,Yes,Yes,Yes,56,4534.45,0,2764.16,0.0,7298.61,No,Yes,94578
45,14,13.51,,No,,38,0,San Leandro,3903,Month-to-Month,United States,5651-CPDND,Stayed,No,No,Male,Yes,DSL,"37.704384, -122.126703",37.704384,-122.126703,No,46.0,No,0,0,Offer D,No,No,No,Credit Card,Yes,36568,No,Q3,No,4,No,California,No,No,No,10,492.1,0,135.1,0.0,627.2,No,Yes,94578
47,21,0.0,,No,,29,0,San Leandro,3518,Month-to-Month,United States,2862-PFNIK,Joined,Yes,No,Male,Yes,Cable,"37.704384, -122.126703",37.704384,-122.126703,No,24.7,No,3,0,,No,No,Yes,Bank Withdrawal,No,36568,No,Q3,No,4,No,California,No,No,No,1,24.7,0,0.0,0.0,24.7,No,No,94578
19,0,21.72,,No,,55,0,Suisun City,6317,Two Year,United States,2545-LXYVJ,Stayed,No,No,Male,No,,"38.197907, -122.017258",38.197907,-122.017258,Yes,20.7,No,0,1,Offer A,No,No,No,Bank Withdrawal,Yes,39279,No,Q3,Yes,3,No,California,No,No,No,72,1492.1,0,1563.84,0.0,3055.94,Yes,No,94585
44,4,6.22,,No,,35,0,Suisun City,3314,Month-to-Month,United States,5609-IMCGG,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.197907, -122.017258",38.197907,-122.017258,No,84.35,Yes,0,0,Offer D,No,Yes,Yes,Credit Card,Yes,39279,No,Q3,No,3,No,California,No,No,No,15,1302.65,0,93.3,0.0,1395.95,No,Yes,94585
51,13,27.3,,No,,74,0,Suisun City,5311,One Year,United States,9134-WYRVP,Stayed,No,No,Male,Yes,Fiber Optic,"38.197907, -122.017258",38.197907,-122.017258,No,86.35,No,0,0,Offer B,No,Yes,No,Credit Card,Yes,39279,No,Q3,No,3,No,California,No,No,Yes,51,4267.15,0,1392.3,0.0,5659.45,No,Yes,94585
45,20,0.0,,No,,68,0,Suisun City,4481,Month-to-Month,United States,7395-XWZOY,Stayed,No,Yes,Male,Yes,DSL,"38.197907, -122.017258",38.197907,-122.017258,No,55.0,No,0,0,,Yes,Yes,Yes,Credit Card,No,39279,Yes,Q3,No,3,No,California,No,No,Yes,20,1165.55,0,0.0,0.0,1165.55,No,Yes,94585
33,13,0.0,,No,,57,0,Oakland,2664,Month-to-Month,United States,3748-FVMZZ,Stayed,No,No,Male,Yes,DSL,"37.808731, -122.238708",37.808731,-122.238708,No,40.05,No,0,0,,No,No,Yes,Bank Withdrawal,No,29964,Yes,Q3,No,4,No,California,Yes,Yes,No,4,162.45,0,0.0,0.0,162.45,No,Yes,94610
21,47,18.42,,No,,21,0,Oakland,6492,One Year,United States,4531-AUZNK,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.808731, -122.238708",37.808731,-122.238708,Yes,95.15,Yes,1,2,Offer B,No,Yes,Yes,Mailed Check,Yes,29964,Yes,Q3,Yes,3,No,California,No,Yes,Yes,51,5000.05,0,939.42,0.0,5939.47,Yes,Yes,94610
57,10,33.75,,No,,75,0,Oakland,4840,Month-to-Month,United States,7394-LWLYN,Joined,No,No,Female,Yes,Fiber Optic,"37.808731, -122.238708",37.808731,-122.238708,No,70.15,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,29964,No,Q3,No,3,No,California,No,No,No,2,123.8,0,67.5,0.0,191.3,No,Yes,94610
55,0,13.83,,No,,23,0,Oakland,2049,Month-to-Month,United States,7094-MSZAO,Stayed,Yes,No,Male,No,,"37.808731, -122.238708",37.808731,-122.238708,Yes,20.05,No,3,7,,No,No,Yes,Credit Card,Yes,29964,No,Q3,Yes,4,No,California,No,No,No,10,218.5,0,138.3,0.0,356.8,No,No,94610
59,11,15.06,,No,,63,0,Oakland,3154,Month-to-Month,United States,1452-XRSJV,Stayed,Yes,No,Female,Yes,DSL,"37.809014, -122.269739",37.809014,-122.269739,Yes,51.05,No,2,3,,No,Yes,No,Credit Card,Yes,11702,No,Q3,Yes,3,No,California,No,No,No,39,2066.0,0,587.34,0.0,2653.34,No,Yes,94612
31,0,33.4,,No,,28,0,Oakland,3428,One Year,United States,2150-OEGBV,Stayed,No,No,Male,No,,"37.809014, -122.269739",37.809014,-122.269739,No,20.1,No,0,0,,No,No,No,Bank Withdrawal,Yes,11702,No,Q3,No,5,No,California,No,No,No,27,562.6,0,901.8,0.0,1464.4,No,No,94612
28,58,39.05,,No,,55,0,Oakland,4714,Month-to-Month,United States,6873-UDNLD,Stayed,No,Yes,Male,Yes,DSL,"37.809014, -122.269739",37.809014,-122.269739,No,67.45,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,11702,No,Q3,No,3,No,California,Yes,Yes,No,40,2731.0,0,1562.0,0.0,4293.0,Yes,Yes,94612
40,27,0.0,,No,,65,0,Oakland,2555,Month-to-Month,United States,6907-CQGPN,Stayed,No,No,Male,Yes,DSL,"37.809014, -122.269739",37.809014,-122.269739,No,34.3,No,0,0,,Yes,No,No,Bank Withdrawal,No,11702,Yes,Q3,No,5,No,California,No,No,No,29,1004.75,0,0.0,0.0,1004.75,No,Yes,94612
62,25,28.84,,No,,32,0,Berkeley,5402,Month-to-Month,United States,7147-AYBAA,Stayed,No,No,Male,Yes,Fiber Optic,"37.866009, -122.286228",37.866009,-122.286228,No,70.35,No,0,0,,No,No,Yes,Credit Card,Yes,15638,No,Q3,No,3,No,California,No,No,No,37,2552.9,0,1067.08,0.0,3619.98,No,Yes,94702
28,0,21.19,,No,,66,0,Berkeley,4840,One Year,United States,1872-EBWSC,Stayed,No,No,Female,No,,"37.866009, -122.286228",37.866009,-122.286228,No,20.35,No,0,0,,No,No,No,Mailed Check,Yes,15638,No,Q3,No,4,No,California,No,No,No,29,617.35,0,614.51,0.0,1231.86,Yes,No,94702
60,5,31.13,,No,,33,0,Berkeley,4858,Month-to-Month,United States,1101-SSWAG,Stayed,No,No,Female,Yes,DSL,"37.866009, -122.286228",37.866009,-122.286228,Yes,51.1,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,15638,No,Q3,Yes,5,No,California,No,No,No,15,711.15,0,466.95,0.0,1178.1,No,Yes,94702
45,22,12.69,,No,,42,0,Berkeley,5574,One Year,United States,7049-GKVZY,Stayed,No,No,Female,Yes,Cable,"37.866009, -122.286228",37.866009,-122.286228,No,79.85,No,0,0,,Yes,Yes,No,Credit Card,Yes,15638,Yes,Q3,No,3,No,California,Yes,Yes,Yes,17,1387.35,0,215.73,0.0,1603.08,No,Yes,94702
56,0,44.05,,No,,48,0,Belvedere Tiburon,2870,One Year,United States,1915-OAKWD,Stayed,No,No,Female,No,,"37.885629, -122.46858",37.885629,-122.46858,No,19.3,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,13065,No,Q3,No,3,No,California,No,No,No,16,360.35,0,704.8,0.0,1065.15,No,No,94920
57,0,45.75,,No,,42,0,Belvedere Tiburon,4722,Two Year,United States,3976-HXHCE,Stayed,No,No,Male,No,,"37.885629, -122.46858",37.885629,-122.46858,No,19.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,13065,No,Q3,No,4,No,California,No,No,No,72,1414.8,0,3294.0,0.0,4708.8,No,No,94920
23,0,26.44,,No,,32,0,Belvedere Tiburon,5366,One Year,United States,4302-ZYFEL,Stayed,Yes,No,Male,No,,"37.885629, -122.46858",37.885629,-122.46858,Yes,20.55,No,2,8,Offer A,No,No,Yes,Credit Card,Yes,13065,No,Q3,Yes,4,No,California,No,No,No,69,1403.1,0,1824.36,0.0,3227.46,Yes,No,94920
23,42,34.42,,No,,63,0,Belvedere Tiburon,2370,Month-to-Month,United States,3462-BJQQA,Stayed,No,No,Female,Yes,Fiber Optic,"37.885629, -122.46858",37.885629,-122.46858,No,89.75,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,13065,No,Q3,No,5,No,California,No,No,Yes,6,552.65,60,206.52,0.0,819.17,Yes,No,94920
60,17,23.0,,No,,25,0,Bodega,5819,Month-to-Month,United States,7296-PIXQY,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.343282, -122.9755",38.343282,-122.9755,Yes,70.2,No,2,0,Offer D,No,No,No,Bank Withdrawal,Yes,584,No,Q3,No,4,No,California,No,No,No,14,1046.5,0,322.0,0.0,1368.5,No,Yes,94922
58,0,26.17,,No,,38,0,Bodega,4535,Month-to-Month,United States,2466-NEJOJ,Stayed,Yes,No,Male,No,,"38.343282, -122.9755",38.343282,-122.9755,Yes,19.65,No,3,6,Offer E,No,No,No,Credit Card,Yes,584,No,Q3,Yes,4,No,California,No,No,No,8,169.75,0,209.36,0.0,379.11,No,No,94922
56,30,36.35,,No,,38,0,Bodega,3773,Month-to-Month,United States,9351-LZYGF,Stayed,No,No,Female,Yes,DSL,"38.343282, -122.9755",38.343282,-122.9755,Yes,66.4,Yes,0,4,,Yes,Yes,Yes,Credit Card,Yes,584,Yes,Q3,Yes,3,No,California,No,No,No,42,2727.8,0,1526.7,0.0,4254.5,No,Yes,94922
44,0,33.06,,No,,28,0,Bodega,2964,Two Year,United States,0442-TDYUO,Stayed,No,No,Male,No,,"38.343282, -122.9755",38.343282,-122.9755,Yes,20.05,No,0,4,,No,No,Yes,Credit Card,Yes,584,No,Q3,Yes,3,No,California,No,No,No,48,1036.0,0,1586.88,0.0,2622.88,No,No,94922
42,0,46.12,,No,,69,0,Fairfax,5696,One Year,United States,2829-HYVZP,Stayed,No,No,Male,No,,"37.971751, -122.611873",37.971751,-122.611873,No,19.8,No,0,0,,No,No,Yes,Credit Card,Yes,8486,No,Q3,No,4,No,California,No,No,No,29,572.2,0,1337.48,0.0,1909.68,No,No,94930
54,21,0.0,,No,,75,0,Fairfax,5097,Month-to-Month,United States,2346-DJQTB,Stayed,No,No,Female,Yes,DSL,"37.971751, -122.611873",37.971751,-122.611873,No,24.15,No,0,0,,No,No,No,Bank Withdrawal,No,8486,No,Q3,No,4,No,California,No,No,No,35,812.5,40,0.0,0.0,852.5,No,No,94930
21,27,34.58,,No,,37,0,Fairfax,5371,Month-to-Month,United States,0595-ITUDF,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.971751, -122.611873",37.971751,-122.611873,Yes,91.8,Yes,1,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,8486,No,Q3,No,3,No,California,No,No,No,64,5960.5,0,2213.12,0.0,8173.62,Yes,Yes,94930
64,21,3.47,,No,,66,0,Fairfax,6072,One Year,United States,6736-DHUQI,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.971751, -122.611873",37.971751,-122.611873,Yes,84.8,No,3,5,,Yes,Yes,No,Bank Withdrawal,Yes,8486,No,Q3,Yes,4,No,California,No,No,No,67,5598.3,0,232.49,0.0,5830.79,No,Yes,94930
41,19,33.83,,No,,27,0,Lagunitas,2047,One Year,United States,7013-PSXHK,Stayed,No,Yes,Female,Yes,DSL,"38.021772, -122.691744",38.021772,-122.691744,No,80.75,Yes,0,0,,No,No,Yes,Credit Card,Yes,821,Yes,Q3,No,4,No,California,Yes,Yes,Yes,40,3208.65,0,1353.2,0.0,4561.85,No,Yes,94938
29,59,31.99,,No,,38,0,Lagunitas,4854,One Year,United States,9640-ZSLDC,Stayed,Yes,Yes,Female,Yes,DSL,"38.021772, -122.691744",38.021772,-122.691744,Yes,60.6,No,5,3,,No,No,No,Credit Card,Yes,821,No,Q3,Yes,4,No,California,Yes,Yes,No,53,3297.0,0,1695.47,0.0,4992.47,Yes,Yes,94938
44,0,6.61,,No,,67,0,Lagunitas,3010,Month-to-Month,United States,3806-YAZOV,Joined,No,No,Female,No,,"38.021772, -122.691744",38.021772,-122.691744,No,18.8,No,0,0,Offer E,No,No,No,Credit Card,Yes,821,No,Q3,No,4,No,California,No,No,No,3,56.0,0,19.83,0.0,75.83,No,No,94938
35,0,49.36,,No,,59,0,Lagunitas,5471,One Year,United States,4451-RWASJ,Stayed,Yes,No,Male,No,,"38.021772, -122.691744",38.021772,-122.691744,Yes,19.5,No,3,9,Offer D,No,No,Yes,Credit Card,Yes,821,No,Q3,Yes,4,No,California,No,No,No,15,239.75,0,740.4,0.0,980.15,No,No,94938
63,0,6.54,,No,,77,0,San Geronimo,2021,Two Year,United States,9646-NMHXE,Stayed,No,No,Male,No,,"38.00474, -122.663717",38.00474,-122.663717,Yes,19.65,No,0,7,,No,No,No,Credit Card,Yes,548,No,Q3,Yes,5,No,California,No,No,No,47,973.1,0,307.38,0.0,1280.48,No,No,94963
21,51,0.0,,No,,58,0,San Geronimo,5254,Two Year,United States,7274-CGTOD,Stayed,No,Yes,Male,Yes,DSL,"38.00474, -122.663717",38.00474,-122.663717,No,43.7,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,548,Yes,Q3,No,4,No,California,No,No,No,62,2618.3,0,0.0,0.0,2618.3,Yes,Yes,94963
55,19,11.27,,No,,36,0,San Geronimo,5733,One Year,United States,8200-KLNYW,Stayed,No,Yes,Female,Yes,DSL,"38.00474, -122.663717",38.00474,-122.663717,Yes,80.9,No,0,7,,No,Yes,No,Credit Card,Yes,548,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,21,1714.95,60,236.67,0.0,2011.62,No,No,94963
46,0,33.86,,No,,51,0,San Geronimo,4277,Month-to-Month,United States,5025-GOOKI,Stayed,No,No,Female,No,,"38.00474, -122.663717",38.00474,-122.663717,No,18.9,No,0,0,Offer D,No,No,Yes,Credit Card,Yes,548,No,Q3,No,5,No,California,No,No,No,20,347.65,0,677.2,0.0,1024.85,No,No,94963
62,6,7.54,,No,,24,0,Los Gatos,5446,One Year,United States,9036-CSKBW,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.160194, -121.945611",37.160194,-121.945611,No,107.45,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,10172,No,Q3,No,3,No,California,Yes,Yes,Yes,51,5680.9,0,384.54,14.76,6050.68,No,Yes,95033
64,10,20.52,,No,,60,0,Los Gatos,5454,Two Year,United States,3948-KXDUF,Stayed,No,Yes,Male,Yes,Cable,"37.160194, -121.945611",37.160194,-121.945611,No,68.75,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,10172,Yes,Q3,No,4,No,California,No,No,No,66,4447.55,0,1354.32,0.0,5801.87,No,Yes,95033
40,18,11.85,,No,,39,0,Los Gatos,3949,Month-to-Month,United States,0228-MAUWC,Stayed,No,Yes,Male,Yes,DSL,"37.160194, -121.945611",37.160194,-121.945611,No,59.55,Yes,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,10172,Yes,Q3,No,4,No,California,No,No,No,19,1144.6,0,225.15,0.0,1369.75,No,Yes,95033
64,8,48.38,,No,,28,0,Los Gatos,5850,Month-to-Month,United States,2959-FENLU,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.160194, -121.945611",37.160194,-121.945611,No,85.3,No,0,0,,No,No,Yes,Credit Card,Yes,10172,No,Q3,No,5,No,California,Yes,Yes,No,9,781.4,10,435.42,0.0,1226.82,No,No,95033
28,51,13.58,,No,,54,0,Mount Hermon,3877,One Year,United States,1338-CECEE,Stayed,No,Yes,Male,Yes,DSL,"37.051166, -122.056194",37.051166,-122.056194,Yes,68.5,Yes,0,4,,Yes,No,No,Bank Withdrawal,Yes,77,No,Q3,Yes,4,No,California,No,No,Yes,41,2839.95,0,556.78,38.37,3358.36,Yes,Yes,95041
60,0,9.8,,No,,24,0,Mount Hermon,5225,Two Year,United States,5480-XTFFL,Stayed,Yes,No,Female,No,,"37.051166, -122.056194",37.051166,-122.056194,Yes,21.0,No,3,3,Offer C,No,No,No,Credit Card,Yes,77,No,Q3,Yes,3,No,California,No,No,No,31,697.7,0,303.8,0.0,1001.5,No,No,95041
49,29,22.67,,No,,60,0,Mount Hermon,4858,Two Year,United States,4915-BFSXL,Stayed,Yes,Yes,Male,Yes,DSL,"37.051166, -122.056194",37.051166,-122.056194,Yes,68.95,Yes,1,9,Offer A,No,Yes,No,Credit Card,Yes,77,No,Q3,Yes,3,No,California,No,No,Yes,70,4858.7,0,1586.9,0.0,6445.6,No,Yes,95041
49,28,15.15,,No,,44,0,Mount Hermon,5404,Month-to-Month,United States,0487-RPVUM,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.051166, -122.056194",37.051166,-122.056194,Yes,99.4,Yes,0,1,,No,Yes,No,Bank Withdrawal,Yes,77,Yes,Q3,Yes,4,No,California,No,No,Yes,61,5943.65,0,924.15,0.0,6867.8,No,Yes,95041
49,19,5.93,,No,,21,0,Paicines,3154,Month-to-Month,United States,7439-DKZTW,Joined,No,No,Male,Yes,Fiber Optic,"36.525703, -120.952122",36.525703,-120.952122,No,80.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,813,No,Q3,No,4,No,California,No,No,Yes,1,80.55,60,5.93,0.0,146.48,No,No,95043
63,0,9.19,,No,,56,0,Paicines,5873,Month-to-Month,United States,8295-FHIVV,Stayed,No,No,Male,No,,"36.525703, -120.952122",36.525703,-120.952122,No,19.4,No,0,0,,No,No,Yes,Credit Card,Yes,813,No,Q3,No,5,No,California,No,No,No,7,168.65,0,64.33,0.0,232.98,No,No,95043
33,20,43.14,,No,,46,0,Paicines,6183,Month-to-Month,United States,3086-RUCRN,Stayed,No,Yes,Female,Yes,Fiber Optic,"36.525703, -120.952122",36.525703,-120.952122,No,103.1,Yes,0,0,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,813,Yes,Q3,No,3,No,California,Yes,Yes,No,66,6595.0,0,2847.24,0.0,9442.24,No,Yes,95043
22,0,4.13,,No,,75,0,Paicines,3705,Month-to-Month,United States,4079-ULGFR,Stayed,No,No,Male,No,,"36.525703, -120.952122",36.525703,-120.952122,No,20.0,No,0,0,Offer D,No,No,No,Credit Card,Yes,813,No,Q3,No,3,No,California,No,No,No,16,275.7,0,66.08,0.0,341.78,Yes,No,95043
38,12,18.97,,No,,46,0,Santa Clara,3598,Month-to-Month,United States,6921-OZMFH,Stayed,Yes,No,Male,Yes,Cable,"37.348129, -121.98469",37.348129,-121.98469,Yes,55.7,Yes,1,3,,No,No,Yes,Credit Card,Yes,52986,Yes,Q3,Yes,3,No,California,No,No,No,5,259.4,0,94.85,0.0,354.25,No,Yes,95051
21,85,0.0,,No,,39,0,Santa Clara,2958,Month-to-Month,United States,7909-FIOIY,Stayed,Yes,No,Female,Yes,Cable,"37.348129, -121.98469",37.348129,-121.98469,Yes,24.85,No,1,4,Offer D,No,No,Yes,Credit Card,No,52986,No,Q3,Yes,5,No,California,No,No,No,19,434.8,0,0.0,0.0,434.8,Yes,Yes,95051
29,51,33.28,,No,,74,0,Santa Clara,5442,Month-to-Month,United States,0257-KXZGU,Stayed,Yes,Yes,Female,Yes,DSL,"37.348129, -121.98469",37.348129,-121.98469,Yes,62.45,Yes,1,9,Offer C,Yes,No,No,Bank Withdrawal,Yes,52986,No,Q3,Yes,3,No,California,No,Yes,No,32,2045.55,0,1064.96,0.0,3110.51,Yes,Yes,95051
27,58,37.57,,No,,21,0,Santa Clara,2629,Month-to-Month,United States,6599-SFQVE,Stayed,No,No,Female,Yes,Cable,"37.348129, -121.98469",37.348129,-121.98469,No,55.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,52986,No,Q3,No,5,No,California,Yes,Yes,No,6,340.4,0,225.42,0.0,565.82,Yes,Yes,95051
50,57,7.25,,No,,68,0,Santa Cruz,5546,One Year,United States,7722-CVFXN,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.007882, -122.065975",37.007882,-122.065975,Yes,105.2,Yes,3,9,,Yes,No,Yes,Bank Withdrawal,Yes,4563,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,54,5637.85,0,391.5,23.01,6006.34,No,Yes,95064
59,0,16.07,,No,,59,0,Santa Cruz,5092,Month-to-Month,United States,5468-BPMMO,Stayed,No,No,Male,No,,"37.007882, -122.065975",37.007882,-122.065975,Yes,19.6,No,0,3,,No,No,No,Bank Withdrawal,Yes,4563,No,Q3,Yes,5,No,California,No,No,No,46,851.2,0,739.22,0.0,1590.42,No,No,95064
61,0,14.37,,No,,42,0,Santa Cruz,4577,Month-to-Month,United States,1850-AKQEP,Stayed,Yes,No,Male,No,,"37.007882, -122.065975",37.007882,-122.065975,No,20.35,No,1,0,,No,No,No,Credit Card,Yes,4563,No,Q3,No,3,No,California,No,No,No,8,178.7,0,114.96,0.0,293.66,No,No,95064
37,19,0.0,,No,,77,0,Santa Cruz,3424,One Year,United States,7325-ENZFI,Stayed,No,No,Female,Yes,DSL,"37.007882, -122.065975",37.007882,-122.065975,No,40.3,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,No,4563,Yes,Q3,No,3,No,California,No,No,No,39,1630.4,0,0.0,0.0,1630.4,No,Yes,95064
57,0,39.78,,No,,21,0,Soquel,4884,Two Year,United States,0971-QIFJK,Stayed,No,No,Female,No,,"37.023669, -121.946461",37.023669,-121.946461,Yes,24.25,Yes,0,10,Offer A,No,No,No,Bank Withdrawal,Yes,9823,No,Q3,Yes,3,No,California,No,No,No,69,1641.8,0,2744.82,45.75,4340.87,No,No,95073
20,0,27.88,,No,,79,0,Soquel,3625,Month-to-Month,United States,1194-SPVSP,Joined,No,No,Male,No,,"37.023669, -121.946461",37.023669,-121.946461,No,19.65,No,0,0,,No,No,No,Bank Withdrawal,Yes,9823,No,Q3,No,3,No,California,No,No,No,1,19.65,0,27.88,0.0,47.53,Yes,No,95073
44,14,0.0,,No,,68,0,Soquel,5866,Month-to-Month,United States,3621-CHYVB,Stayed,No,Yes,Female,Yes,DSL,"37.023669, -121.946461",37.023669,-121.946461,Yes,49.9,No,0,2,,No,Yes,Yes,Bank Withdrawal,No,9823,Yes,Q3,Yes,3,No,California,Yes,Yes,No,57,2782.4,0,0.0,0.0,2782.4,No,Yes,95073
38,0,38.63,,No,,53,0,Soquel,5261,Two Year,United States,0613-WUXUM,Stayed,Yes,No,Female,No,,"37.023669, -121.946461",37.023669,-121.946461,Yes,19.2,No,3,1,,No,No,Yes,Credit Card,Yes,9823,No,Q3,Yes,3,No,California,No,No,No,70,1401.4,0,2704.1,0.0,4105.5,No,No,95073
60,16,5.4,,No,,79,0,San Jose,2380,Two Year,United States,1271-UODNO,Stayed,No,No,Male,Yes,DSL,"37.255479, -121.889838",37.255479,-121.889838,No,53.85,Yes,0,0,,No,No,Yes,Credit Card,Yes,31926,Yes,Q3,No,3,No,California,No,No,No,39,2200.7,0,210.6,46.66,2364.64,No,Yes,95118
28,59,4.08,,No,,39,0,San Jose,5756,Month-to-Month,United States,3572-UOLYZ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"37.255479, -121.889838",37.255479,-121.889838,No,84.8,Yes,2,0,,No,No,Yes,Bank Withdrawal,Yes,31926,Yes,Q3,No,3,No,California,No,No,No,46,3958.85,0,187.68,0.0,4146.53,Yes,Yes,95118
54,0,43.05,,No,,78,0,San Jose,2158,Month-to-Month,United States,1045-LTCYT,Stayed,Yes,No,Female,No,,"37.255479, -121.889838",37.255479,-121.889838,Yes,21.05,No,3,5,,No,No,No,Credit Card,Yes,31926,No,Q3,Yes,3,No,California,No,No,No,8,139.75,0,344.4,0.0,484.15,No,No,95118
22,59,8.33,,No,,62,0,San Jose,4331,Two Year,United States,0401-WDBXM,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.255479, -121.889838",37.255479,-121.889838,Yes,105.55,Yes,3,4,,No,Yes,Yes,Bank Withdrawal,Yes,31926,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,7542.25,10,599.76,0.0,8152.01,Yes,No,95118
36,0,46.18,,No,,23,0,San Jose,2997,One Year,United States,8461-EFQYM,Stayed,No,No,Female,No,,"37.233226, -121.78809",37.233226,-121.78809,No,24.25,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,10155,No,Q3,No,3,No,California,No,No,No,38,914.4,0,1754.84,35.61,2633.63,No,No,95119
57,0,36.65,,No,,62,0,San Jose,3423,One Year,United States,1429-UYJSV,Stayed,No,No,Female,No,,"37.233226, -121.78809",37.233226,-121.78809,No,19.7,No,0,0,Offer D,No,No,No,Credit Card,Yes,10155,No,Q3,No,4,No,California,No,No,No,12,260.9,0,439.8,0.0,700.7,No,No,95119
19,26,36.39,,No,,60,0,San Jose,2450,One Year,United States,1544-JJMYL,Stayed,No,Yes,Male,Yes,DSL,"37.233226, -121.78809",37.233226,-121.78809,No,69.35,No,0,0,,No,Yes,No,Credit Card,Yes,10155,Yes,Q3,No,3,No,California,No,Yes,Yes,27,1927.3,0,982.53,0.0,2909.83,Yes,Yes,95119
27,0,16.74,,No,,71,0,San Jose,2333,Month-to-Month,United States,3387-PLKUI,Stayed,Yes,No,Female,No,,"37.233226, -121.78809",37.233226,-121.78809,Yes,18.8,No,1,6,Offer D,No,No,No,Credit Card,Yes,10155,No,Q3,Yes,5,No,California,No,No,No,13,251.25,0,217.62,0.0,468.87,Yes,No,95119
21,30,0.0,,No,,27,0,San Jose,4031,Two Year,United States,1459-QNFQT,Stayed,No,Yes,Male,Yes,DSL,"37.32886, -121.834567",37.32886,-121.834567,Yes,59.5,No,0,7,Offer A,No,Yes,No,Bank Withdrawal,No,59841,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,70,4144.8,0,0.0,23.72,4121.08,Yes,Yes,95122
40,25,39.2,,No,,46,0,San Jose,5916,Month-to-Month,United States,6366-XIVKZ,Stayed,Yes,Yes,Female,Yes,Cable,"37.32886, -121.834567",37.32886,-121.834567,Yes,63.15,No,3,3,,No,Yes,Yes,Credit Card,Yes,59841,No,Q3,Yes,3,No,California,Yes,Yes,No,13,816.8,0,509.6,0.0,1326.4,No,Yes,95122
19,51,45.72,,No,,69,0,San Jose,3843,Month-to-Month,United States,5951-AOFIH,Stayed,No,Yes,Male,Yes,Cable,"37.32886, -121.834567",37.32886,-121.834567,No,66.4,No,0,0,,Yes,No,Yes,Credit Card,Yes,59841,No,Q3,No,5,No,California,No,Yes,Yes,33,2245.4,0,1508.76,0.0,3754.16,Yes,No,95122
54,5,37.45,,No,,62,0,San Jose,4883,One Year,United States,5081-NWSUP,Stayed,No,No,Female,Yes,DSL,"37.32886, -121.834567",37.32886,-121.834567,No,64.9,No,0,0,Offer D,Yes,No,No,Credit Card,Yes,59841,Yes,Q3,No,3,No,California,Yes,Yes,No,10,685.55,0,374.5,0.0,1060.05,No,Yes,95122
59,2,21.25,,No,,71,0,San Jose,5258,One Year,United States,3696-XRIEN,Stayed,No,Yes,Female,Yes,DSL,"37.257063, -121.923037",37.257063,-121.923037,No,82.5,Yes,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,45257,Yes,Q3,No,4,No,California,Yes,Yes,Yes,50,4179.1,0,1062.5,21.35,5220.25,No,Yes,95124
25,51,0.0,,No,,33,0,San Jose,4636,Month-to-Month,United States,2770-NSVDG,Stayed,No,Yes,Male,Yes,DSL,"37.257063, -121.923037",37.257063,-121.923037,Yes,29.1,No,0,4,Offer C,No,No,No,Bank Withdrawal,No,45257,No,Q3,Yes,3,No,California,No,No,No,24,688.0,0,0.0,0.0,688.0,Yes,Yes,95124
52,76,2.96,,No,,24,0,San Jose,2871,Month-to-Month,United States,3059-NGMXB,Stayed,Yes,No,Male,Yes,DSL,"37.257063, -121.923037",37.257063,-121.923037,Yes,69.2,Yes,3,8,Offer D,Yes,Yes,No,Credit Card,Yes,45257,No,Q3,Yes,3,No,California,Yes,Yes,No,14,944.65,0,41.44,0.0,986.09,No,Yes,95124
21,51,42.68,,No,,71,0,San Jose,6193,Two Year,United States,8085-MSNLK,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.257063, -121.923037",37.257063,-121.923037,Yes,113.95,Yes,0,3,Offer B,Yes,Yes,No,Credit Card,Yes,45257,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,62,6891.4,0,2646.16,0.0,9537.56,Yes,Yes,95124
45,0,43.84,,No,,58,0,San Jose,4347,Two Year,United States,5859-HZYLF,Stayed,Yes,No,Male,No,,"37.371862, -121.860349",37.371862,-121.860349,Yes,19.15,No,2,9,,No,No,Yes,Credit Card,Yes,26032,No,Q3,Yes,5,No,California,No,No,No,26,515.75,0,1139.84,0.0,1655.59,No,No,95133
26,59,17.52,,No,,51,0,San Jose,5292,Two Year,United States,7037-MTYVW,Stayed,Yes,Yes,Male,Yes,DSL,"37.371862, -121.860349",37.371862,-121.860349,Yes,85.4,Yes,2,6,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,26032,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,38,3297.0,0,665.76,0.0,3962.76,Yes,Yes,95133
19,52,27.83,,No,,73,0,San Jose,4839,Month-to-Month,United States,0577-WHMEV,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.371862, -121.860349",37.371862,-121.860349,Yes,90.7,Yes,0,2,Offer D,Yes,Yes,No,Bank Withdrawal,Yes,26032,No,Q3,Yes,3,No,California,No,Yes,No,16,1374.9,0,445.28,0.0,1820.18,Yes,Yes,95133
37,4,4.69,,No,,76,0,San Jose,5117,Two Year,United States,0916-KNFAJ,Stayed,No,Yes,Male,Yes,Cable,"37.371862, -121.860349",37.371862,-121.860349,Yes,69.9,Yes,0,1,Offer B,No,Yes,Yes,Credit Card,Yes,26032,No,Q3,Yes,4,No,California,Yes,Yes,No,61,4226.7,0,286.09,0.0,4512.79,No,Yes,95133
23,27,42.95,,No,,72,0,San Jose,2817,Month-to-Month,United States,2208-NQBCT,Stayed,Yes,No,Female,Yes,Fiber Optic,"37.246064, -121.749494",37.246064,-121.749494,Yes,81.95,No,3,10,,Yes,Yes,No,Bank Withdrawal,Yes,14792,No,Q3,Yes,3,No,California,No,No,No,26,2070.05,0,1116.7,0.0,3186.75,Yes,Yes,95138
19,59,2.63,,No,,42,0,San Jose,5978,One Year,United States,6584-VQMYT,Stayed,Yes,No,Male,Yes,DSL,"37.246064, -121.749494",37.246064,-121.749494,No,56.2,No,2,0,Offer C,Yes,Yes,No,Credit Card,Yes,14792,No,Q3,No,4,No,California,No,No,No,27,1567.55,30,71.01,0.0,1668.56,Yes,No,95138
46,0,16.85,,No,,37,0,San Jose,5461,Two Year,United States,2263-SFSQZ,Stayed,Yes,No,Male,No,,"37.246064, -121.749494",37.246064,-121.749494,Yes,24.95,Yes,2,7,,No,No,Yes,Credit Card,Yes,14792,No,Q3,Yes,4,No,California,No,No,No,51,1222.25,0,859.35,0.0,2081.6,No,No,95138
51,29,21.86,,No,,22,0,San Jose,4751,Two Year,United States,9625-QNLUX,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"37.246064, -121.749494",37.246064,-121.749494,Yes,103.25,No,2,2,,Yes,Yes,Yes,Credit Card,Yes,14792,No,Q3,Yes,4,No,California,Yes,Yes,Yes,68,7074.4,0,1486.48,0.0,8560.88,No,Yes,95138
40,0,46.9,,No,,56,0,Mount Hamilton,5975,Two Year,United States,6621-NRZAK,Stayed,Yes,No,Female,No,,"37.382909, -121.634151",37.382909,-121.634151,Yes,20.0,No,2,7,Offer B,No,No,No,Credit Card,Yes,38,No,Q3,Yes,5,No,California,No,No,No,63,1209.25,0,2954.7,0.0,4163.95,No,No,95140
19,30,31.89,,No,,48,0,Mount Hamilton,4777,One Year,United States,2790-XUYMV,Stayed,Yes,No,Male,Yes,Fiber Optic,"37.382909, -121.634151",37.382909,-121.634151,No,85.45,Yes,1,0,,Yes,Yes,Yes,Credit Card,Yes,38,No,Q3,No,4,No,California,No,No,No,71,6028.95,0,2264.19,0.0,8293.14,Yes,Yes,95140
64,13,21.64,,No,,73,0,Mount Hamilton,4614,Two Year,United States,3397-AVTKU,Stayed,No,No,Male,Yes,DSL,"37.382909, -121.634151",37.382909,-121.634151,No,60.0,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,38,No,Q3,No,5,No,California,Yes,Yes,No,43,2548.55,0,930.52,0.0,3479.07,No,Yes,95140
39,17,11.02,,No,,51,0,Mount Hamilton,6295,Two Year,United States,4024-CSNBY,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.382909, -121.634151",37.382909,-121.634151,Yes,94.25,Yes,0,8,,Yes,Yes,Yes,Bank Withdrawal,Yes,38,Yes,Q3,Yes,4,No,California,No,No,No,72,6849.75,100,793.44,0.0,7743.19,No,No,95140
52,0,23.34,,No,,20,0,San Jose,5406,Two Year,United States,0831-JNISG,Stayed,Yes,No,Male,No,,"37.339533, -121.777179",37.339533,-121.777179,Yes,19.8,No,2,9,Offer A,No,No,No,Credit Card,Yes,44103,No,Q3,Yes,4,No,California,No,No,No,71,1396.25,0,1657.14,0.0,3053.39,No,No,95148
63,9,44.09,,No,,37,0,San Jose,5557,Month-to-Month,United States,0581-MDMPW,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.339533, -121.777179",37.339533,-121.777179,No,88.95,Yes,0,0,Offer C,No,No,Yes,Credit Card,Yes,44103,No,Q3,No,3,No,California,No,No,Yes,24,2072.75,0,1058.16,0.0,3130.91,No,Yes,95148
49,0,45.75,,No,,61,0,San Jose,5940,Two Year,United States,4825-FUREZ,Stayed,No,No,Male,No,,"37.339533, -121.777179",37.339533,-121.777179,Yes,20.25,No,0,10,,No,No,No,Bank Withdrawal,Yes,44103,No,Q3,Yes,5,No,California,No,No,No,42,835.5,0,1921.5,0.0,2757.0,No,No,95148
59,6,0.0,,No,,76,0,San Jose,6302,Two Year,United States,7110-BDTWG,Stayed,No,Yes,Female,Yes,Cable,"37.339533, -121.777179",37.339533,-121.777179,Yes,47.05,No,0,4,,No,No,Yes,Bank Withdrawal,No,44103,Yes,Q3,Yes,4,No,California,Yes,Yes,No,71,3263.6,0,0.0,0.0,3263.6,No,Yes,95148
38,0,16.91,,No,,75,0,Stockton,3478,Month-to-Month,United States,1641-BYBTK,Stayed,Yes,No,Male,No,,"37.965695, -121.260051",37.965695,-121.260051,No,20.2,No,2,0,,No,No,Yes,Credit Card,Yes,34138,No,Q3,No,4,No,California,No,No,No,6,98.35,0,101.46,0.0,199.81,No,No,95205
27,82,44.16,,No,,67,0,Stockton,2333,Month-to-Month,United States,3904-UKFRE,Stayed,No,No,Male,Yes,Fiber Optic,"37.965695, -121.260051",37.965695,-121.260051,No,80.1,Yes,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,34138,No,Q3,No,3,No,California,No,No,No,4,336.15,0,176.64,0.0,512.79,Yes,Yes,95205
49,21,23.62,,No,,75,0,Stockton,5989,Two Year,United States,3134-DSHVC,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.965695, -121.260051",37.965695,-121.260051,No,98.0,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,34138,No,Q3,No,4,No,California,No,No,Yes,63,6218.45,0,1488.06,0.0,7706.51,No,Yes,95205
22,59,2.73,,No,,77,0,Stockton,4237,Two Year,United States,9114-DPSIA,Stayed,Yes,Yes,Male,Yes,DSL,"37.965695, -121.260051",37.965695,-121.260051,Yes,81.0,Yes,3,8,,Yes,Yes,No,Credit Card,Yes,34138,Yes,Q3,Yes,3,No,California,Yes,Yes,No,72,5750.0,0,196.56,0.0,5946.56,Yes,Yes,95205
36,18,4.22,,No,,73,0,Burson,4405,One Year,United States,8777-PVYGU,Stayed,No,Yes,Female,Yes,DSL,"38.183918, -120.898817",38.183918,-120.898817,Yes,64.3,No,0,0,Offer B,No,Yes,Yes,Mailed Check,Yes,27,No,Q3,No,4,No,California,No,No,Yes,52,3410.6,0,219.44,0.0,3630.04,No,Yes,95225
49,21,41.4,,No,,54,0,Burson,4029,Two Year,United States,9372-TXXPS,Stayed,No,No,Female,Yes,Cable,"38.183918, -120.898817",38.183918,-120.898817,Yes,59.85,No,0,7,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,27,Yes,Q3,Yes,3,No,California,No,No,No,60,3483.45,0,2484.0,0.0,5967.45,No,Yes,95225
50,19,38.82,,No,,48,0,Burson,4040,Month-to-Month,United States,7611-YKYTC,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.183918, -120.898817",38.183918,-120.898817,Yes,75.0,No,2,1,Offer D,No,Yes,No,Bank Withdrawal,Yes,27,No,Q3,Yes,3,No,California,No,No,No,22,1573.95,0,854.04,0.0,2427.99,No,Yes,95225
47,7,21.3,,No,,27,0,Burson,3527,Month-to-Month,United States,8654-DHAOW,Joined,No,No,Female,Yes,DSL,"38.183918, -120.898817",38.183918,-120.898817,No,54.15,Yes,0,0,Offer E,Yes,No,No,Credit Card,Yes,27,No,Q3,No,5,No,California,No,No,No,2,101.65,10,42.6,0.0,154.25,No,No,95225
41,0,7.17,,No,,22,0,Mokelumne Hill,2130,One Year,United States,6479-OAUSD,Stayed,No,No,Male,No,,"38.304194, -120.592431",38.304194,-120.592431,No,19.9,No,0,0,Offer C,No,No,No,Credit Card,Yes,2718,No,Q3,No,3,No,California,No,No,No,25,510.8,0,179.25,0.0,690.05,No,No,95245
40,0,8.44,,No,,79,0,Mokelumne Hill,5062,Two Year,United States,0936-NQLJU,Stayed,No,No,Female,No,,"38.304194, -120.592431",38.304194,-120.592431,Yes,20.65,No,0,9,Offer B,No,No,No,Credit Card,Yes,2718,No,Q3,Yes,3,No,California,No,No,No,41,875.55,0,346.04,0.0,1221.59,No,No,95245
34,22,15.37,,No,,25,0,Mokelumne Hill,6435,One Year,United States,6893-ODYYE,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.304194, -120.592431",38.304194,-120.592431,No,90.1,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,2718,Yes,Q3,No,3,No,California,No,No,No,50,4549.45,0,768.5,0.0,5317.95,No,Yes,95245
48,0,17.2,,No,,35,0,Mokelumne Hill,5206,Two Year,United States,7337-CINUD,Stayed,Yes,No,Female,No,,"38.304194, -120.592431",38.304194,-120.592431,Yes,19.5,No,3,6,,No,No,No,Bank Withdrawal,Yes,2718,No,Q3,Yes,4,No,California,No,No,No,8,159.35,0,137.6,0.0,296.95,No,No,95245
21,0,23.41,,No,,53,0,San Andreas,2539,One Year,United States,5562-BETPV,Joined,No,No,Male,No,,"38.196497, -120.61689",38.196497,-120.61689,Yes,19.65,No,0,1,Offer E,No,No,No,Mailed Check,Yes,3930,No,Q3,Yes,3,No,California,No,No,No,1,19.65,0,23.41,0.0,43.06,Yes,No,95249
34,0,39.37,,No,,20,0,San Andreas,4865,One Year,United States,3251-YMVWZ,Stayed,No,No,Male,No,,"38.196497, -120.61689",38.196497,-120.61689,No,24.05,Yes,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,3930,No,Q3,No,3,No,California,No,No,No,53,1301.9,0,2086.61,0.0,3388.51,No,No,95249
25,41,24.08,,No,,33,0,San Andreas,5954,Two Year,United States,9541-ZPSEA,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.196497, -120.61689",38.196497,-120.61689,Yes,80.35,No,3,8,Offer A,No,Yes,No,Credit Card,Yes,3930,No,Q3,Yes,3,No,California,No,No,No,68,5375.15,0,1637.44,0.0,7012.59,Yes,Yes,95249
54,24,18.85,,No,,38,0,San Andreas,6287,One Year,United States,7153-CHRBV,Stayed,Yes,Yes,Female,Yes,Cable,"38.196497, -120.61689",38.196497,-120.61689,Yes,59.3,No,1,6,Offer B,No,Yes,Yes,Credit Card,Yes,3930,Yes,Q3,Yes,3,No,California,No,No,No,57,3274.35,0,1074.45,0.0,4348.8,No,Yes,95249
33,7,21.03,,No,,44,0,Wilseyville,4423,One Year,United States,6994-ORCWG,Stayed,No,No,Female,Yes,DSL,"38.392686, -120.415951",38.392686,-120.415951,No,54.25,Yes,0,0,Offer D,Yes,No,Yes,Mailed Check,Yes,435,No,Q3,No,5,No,California,No,No,No,14,773.2,0,294.42,0.0,1067.62,No,Yes,95257
34,2,29.49,,No,,40,0,Wilseyville,4369,One Year,United States,3638-DIMPH,Stayed,No,No,Female,Yes,DSL,"38.392686, -120.415951",38.392686,-120.415951,Yes,43.8,No,0,1,,No,No,No,Bank Withdrawal,Yes,435,No,Q3,Yes,3,No,California,No,No,No,13,592.65,0,383.37,0.0,976.02,No,Yes,95257
50,5,41.38,,No,,68,0,Wilseyville,3167,Month-to-Month,United States,0988-JRWWP,Joined,No,No,Female,Yes,DSL,"38.392686, -120.415951",38.392686,-120.415951,No,54.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,435,No,Q3,No,4,No,California,No,No,Yes,3,140.4,0,124.14,0.0,264.54,No,Yes,95257
56,16,29.47,,No,,57,0,Wilseyville,5040,Two Year,United States,5614-DNZCE,Stayed,No,Yes,Female,Yes,DSL,"38.392686, -120.415951",38.392686,-120.415951,No,64.9,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,435,Yes,Q3,No,4,No,California,No,No,No,58,3795.45,0,1709.26,0.0,5504.71,No,Yes,95257
59,15,3.93,,No,,51,0,Ceres,2202,Two Year,United States,4835-YSJMR,Stayed,No,No,Male,Yes,DSL,"37.553469, -120.952825",37.553469,-120.952825,No,49.8,No,0,0,Offer C,No,No,Yes,Bank Withdrawal,Yes,32881,Yes,Q3,No,4,No,California,No,No,No,39,1971.15,0,153.27,0.0,2124.42,No,Yes,95307
33,22,23.74,,No,,32,0,Ceres,5507,One Year,United States,0635-WKOLD,Stayed,No,No,Male,Yes,DSL,"37.553469, -120.952825",37.553469,-120.952825,Yes,70.75,Yes,0,0,Offer B,Yes,No,No,Credit Card,Yes,32881,Yes,Q3,No,5,No,California,No,No,Yes,40,2921.75,0,949.6,0.0,3871.35,No,Yes,95307
63,27,14.42,,No,,32,0,Ceres,2722,Month-to-Month,United States,7465-ZZRVX,Joined,No,No,Male,Yes,Fiber Optic,"37.553469, -120.952825",37.553469,-120.952825,No,70.35,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,32881,No,Q3,No,5,No,California,No,No,No,1,70.35,10,14.42,0.0,94.77,No,No,95307
42,0,27.65,,No,,58,0,Ceres,3879,Two Year,United States,3190-ITQXP,Stayed,Yes,No,Female,No,,"37.553469, -120.952825",37.553469,-120.952825,Yes,20.25,No,1,7,,No,No,No,Bank Withdrawal,Yes,32881,No,Q3,Yes,3,No,California,No,No,No,46,890.35,0,1271.9,0.0,2162.25,No,No,95307
21,30,29.84,,No,,33,0,Escalon,5806,Month-to-Month,United States,3916-NRPAP,Joined,No,Yes,Male,Yes,Fiber Optic,"37.818543, -121.006907",37.818543,-121.006907,No,85.7,No,0,0,Offer E,No,No,No,Credit Card,Yes,11474,No,Q3,No,5,No,California,Yes,Yes,No,3,256.75,0,89.52,0.0,346.27,Yes,Yes,95320
28,69,0.0,,No,,58,0,Escalon,2013,Month-to-Month,United States,9743-DQKQW,Joined,No,No,Male,Yes,DSL,"37.818543, -121.006907",37.818543,-121.006907,No,25.1,No,0,0,Offer E,No,No,No,Bank Withdrawal,No,11474,No,Q3,No,5,No,California,No,No,No,3,79.8,0,0.0,0.0,79.8,Yes,Yes,95320
45,0,30.22,,No,,78,0,Escalon,3416,Two Year,United States,8606-OEGQZ,Stayed,Yes,No,Female,No,,"37.818543, -121.006907",37.818543,-121.006907,No,25.3,Yes,2,0,Offer D,No,No,No,Credit Card,Yes,11474,No,Q3,No,4,No,California,No,No,No,18,454.65,0,543.96,0.0,998.61,No,No,95320
29,51,0.0,,No,,58,0,Escalon,5261,Two Year,United States,5010-IPEAQ,Stayed,Yes,Yes,Female,Yes,Cable,"37.818543, -121.006907",37.818543,-121.006907,Yes,54.2,No,2,2,,Yes,Yes,No,Credit Card,No,11474,Yes,Q3,Yes,3,No,California,No,No,Yes,67,3623.95,0,0.0,0.0,3623.95,Yes,Yes,95320
25,48,39.22,,No,,48,0,Hornitos,3185,Month-to-Month,United States,8967-SZQAS,Stayed,No,No,Female,Yes,DSL,"37.479926, -120.230424",37.479926,-120.230424,No,50.45,No,0,0,Offer D,Yes,No,No,Bank Withdrawal,Yes,128,No,Q3,No,5,No,California,No,No,No,14,765.45,140,549.08,0.0,1454.53,Yes,No,95325
59,24,48.39,,No,,34,0,Hornitos,5766,Month-to-Month,United States,0541-FITGH,Joined,No,No,Female,Yes,Cable,"37.479926, -120.230424",37.479926,-120.230424,Yes,62.15,No,0,6,Offer E,No,Yes,Yes,Mailed Check,Yes,128,No,Q3,Yes,3,No,California,Yes,Yes,No,2,113.1,0,96.78,0.0,209.88,No,Yes,95325
37,0,49.19,,No,,72,0,Hornitos,5837,One Year,United States,0967-BMLBD,Stayed,Yes,No,Female,No,,"37.479926, -120.230424",37.479926,-120.230424,Yes,20.0,No,1,8,Offer D,No,No,Yes,Credit Card,Yes,128,No,Q3,Yes,5,No,California,No,No,No,11,196.35,0,541.09,0.0,737.44,No,No,95325
40,24,47.3,,No,,80,0,Hornitos,2716,Month-to-Month,United States,5222-IMUKT,Stayed,No,No,Male,Yes,Fiber Optic,"37.479926, -120.230424",37.479926,-120.230424,No,91.05,No,0,0,,No,No,No,Bank Withdrawal,Yes,128,No,Q3,No,4,No,California,Yes,Yes,Yes,32,2871.5,0,1513.6,0.0,4385.1,No,Yes,95325
26,0,39.84,,No,,67,0,Keyes,2483,Month-to-Month,United States,8944-AILEF,Stayed,No,No,Male,No,,"37.555631, -120.911653",37.555631,-120.911653,Yes,19.45,No,0,1,Offer D,No,No,Yes,Credit Card,Yes,2130,No,Q3,Yes,5,No,California,No,No,No,15,340.85,0,597.6,0.0,938.45,Yes,No,95328
26,0,32.32,,No,,27,0,Keyes,4177,Month-to-Month,United States,6838-HVLXG,Stayed,No,No,Female,No,,"37.555631, -120.911653",37.555631,-120.911653,No,20.3,No,0,0,,No,No,No,Mailed Check,Yes,2130,No,Q3,No,3,No,California,No,No,No,12,246.7,0,387.84,0.0,634.54,Yes,No,95328
23,0,29.79,,No,,45,0,Keyes,3733,Two Year,United States,5006-MXVRN,Stayed,No,No,Female,No,,"37.555631, -120.911653",37.555631,-120.911653,No,20.7,No,0,0,,No,No,No,Credit Card,Yes,2130,No,Q3,No,4,No,California,No,No,No,39,762.45,0,1161.81,0.0,1924.26,Yes,No,95328
45,0,32.12,,No,,51,0,Keyes,4425,Two Year,United States,6685-XSHHU,Stayed,Yes,No,Male,No,,"37.555631, -120.911653",37.555631,-120.911653,Yes,20.95,No,2,9,,No,No,Yes,Bank Withdrawal,Yes,2130,No,Q3,Yes,5,No,California,No,No,No,60,1270.55,0,1927.2,0.0,3197.75,No,No,95328
63,0,39.41,,No,,24,0,Manteca,6355,Two Year,United States,9087-EYCPR,Stayed,No,No,Female,No,,"37.830267, -121.201018",37.830267,-121.201018,No,25.0,Yes,0,0,Offer B,No,No,No,Mailed Check,Yes,36738,No,Q3,No,3,No,California,No,No,No,60,1505.05,0,2364.6,0.0,3869.65,No,No,95336
63,0,34.33,,No,,21,0,Manteca,3433,Two Year,United States,8922-NPKBJ,Stayed,Yes,No,Male,No,,"37.830267, -121.201018",37.830267,-121.201018,Yes,19.35,No,2,10,,No,No,No,Mailed Check,Yes,36738,No,Q3,Yes,4,No,California,No,No,No,42,867.3,0,1441.86,0.0,2309.16,No,No,95336
34,14,33.54,,No,,59,0,Manteca,4157,Month-to-Month,United States,7797-EJMDP,Stayed,No,No,Female,Yes,DSL,"37.830267, -121.201018",37.830267,-121.201018,No,66.05,No,0,0,Offer E,No,Yes,No,Bank Withdrawal,Yes,36738,Yes,Q3,No,3,No,California,Yes,Yes,No,8,574.5,0,268.32,0.0,842.82,No,Yes,95336
44,0,31.01,,No,,47,0,Manteca,4486,One Year,United States,5857-XRECV,Joined,Yes,No,Female,No,,"37.830267, -121.201018",37.830267,-121.201018,No,20.5,No,3,0,,No,No,No,Bank Withdrawal,Yes,36738,No,Q3,No,3,No,California,No,No,No,2,38.25,0,62.02,0.0,100.27,No,No,95336
26,52,0.0,,No,,28,0,Manteca,4134,Month-to-Month,United States,6791-YBNAK,Stayed,Yes,No,Male,Yes,DSL,"37.750822, -121.238423",37.750822,-121.238423,Yes,25.55,No,2,9,Offer D,No,No,No,Credit Card,No,19867,No,Q3,Yes,3,No,California,No,No,No,18,467.85,0,0.0,0.0,467.85,Yes,Yes,95337
42,2,39.87,,No,,80,0,Manteca,3043,Month-to-Month,United States,2740-TVLFN,Joined,No,No,Male,Yes,DSL,"37.750822, -121.238423",37.750822,-121.238423,No,50.15,Yes,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,19867,No,Q3,No,3,No,California,No,No,No,1,50.15,0,39.87,0.0,90.02,No,Yes,95337
27,0,49.51,,No,,43,0,Manteca,5657,Month-to-Month,United States,3530-VWVGU,Stayed,Yes,No,Female,No,,"37.750822, -121.238423",37.750822,-121.238423,Yes,19.9,No,2,2,Offer D,No,No,No,Credit Card,Yes,19867,No,Q3,Yes,4,No,California,No,No,No,22,400.3,0,1089.22,0.0,1489.52,Yes,No,95337
29,59,44.7,,No,,68,0,Manteca,4844,One Year,United States,0725-CXOTM,Stayed,No,Yes,Female,Yes,DSL,"37.750822, -121.238423",37.750822,-121.238423,No,89.65,Yes,0,0,,No,Yes,Yes,Credit Card,Yes,19867,Yes,Q3,No,3,No,California,Yes,Yes,Yes,36,3348.1,0,1609.2,0.0,4957.3,Yes,Yes,95337
64,0,24.42,,No,,66,0,Sonora,5065,Two Year,United States,7115-IRDHS,Stayed,No,No,Female,No,,"37.982716, -120.343732",37.982716,-120.343732,Yes,24.65,Yes,0,3,,No,No,No,Bank Withdrawal,Yes,25340,No,Q3,Yes,5,No,California,No,No,No,72,1830.05,0,1758.24,0.0,3588.29,No,No,95370
56,18,48.68,,No,,49,0,Sonora,5233,Month-to-Month,United States,0428-IKYCP,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.982716, -120.343732",37.982716,-120.343732,Yes,87.0,No,0,9,,No,No,Yes,Bank Withdrawal,Yes,25340,No,Q3,Yes,4,No,California,No,No,Yes,22,1850.65,0,1070.96,0.0,2921.61,No,Yes,95370
22,0,33.01,,No,,26,0,Sonora,4994,Two Year,United States,1945-XISKS,Stayed,No,No,Female,No,,"37.982716, -120.343732",37.982716,-120.343732,Yes,19.65,No,0,4,,No,No,No,Credit Card,Yes,25340,No,Q3,Yes,4,No,California,No,No,No,67,1335.2,0,2211.67,0.0,3546.87,Yes,No,95370
64,19,28.63,,No,,46,0,Sonora,4641,Two Year,United States,2925-VDZHY,Stayed,Yes,Yes,Male,Yes,DSL,"37.982716, -120.343732",37.982716,-120.343732,Yes,88.7,Yes,2,1,Offer A,Yes,Yes,No,Credit Card,Yes,25340,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,6501.35,0,2061.36,0.0,8562.71,No,Yes,95370
21,52,28.8,,No,,35,0,Tracy,6466,Two Year,United States,9068-VPWQQ,Stayed,No,Yes,Male,Yes,Cable,"37.680968, -121.446049",37.680968,-121.446049,Yes,75.35,Yes,0,10,,No,Yes,No,Credit Card,Yes,69801,Yes,Q3,Yes,4,No,California,Yes,Yes,No,61,4729.3,0,1756.8,0.0,6486.1,Yes,Yes,95376
55,15,28.8,,No,,24,0,Tracy,5191,One Year,United States,4003-OCTMP,Stayed,No,No,Female,Yes,Cable,"37.680968, -121.446049",37.680968,-121.446049,Yes,64.0,No,0,9,,No,Yes,Yes,Bank Withdrawal,Yes,69801,Yes,Q3,Yes,4,No,California,Yes,Yes,No,31,1910.75,0,892.8,0.0,2803.55,No,Yes,95376
37,3,10.46,,No,,32,0,Tracy,5707,Two Year,United States,5360-LJCNJ,Stayed,No,Yes,Female,Yes,Fiber Optic,"37.680968, -121.446049",37.680968,-121.446049,Yes,105.15,Yes,0,4,,Yes,No,Yes,Bank Withdrawal,Yes,69801,No,Q3,Yes,5,No,California,Yes,Yes,Yes,71,7555.0,60,742.66,0.0,8357.66,No,No,95376
27,51,23.28,,No,,42,0,Tracy,4363,One Year,United States,8033-VCZGH,Stayed,No,Yes,Male,Yes,Fiber Optic,"37.680968, -121.446049",37.680968,-121.446049,Yes,103.95,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,69801,No,Q3,No,3,No,California,Yes,Yes,Yes,50,5231.3,0,1164.0,0.0,6395.3,Yes,Yes,95376
60,53,41.45,,No,,53,0,Boonville,2404,One Year,United States,5593-SUAOO,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.025867, -123.381544",39.025867,-123.381544,Yes,83.15,Yes,3,6,,Yes,No,No,Bank Withdrawal,Yes,1374,No,Q3,Yes,5,No,California,No,No,No,24,2033.05,0,994.8,0.0,3027.85,No,Yes,95415
46,20,0.0,,No,,76,0,Boonville,4094,Two Year,United States,6164-HAQTX,Stayed,No,Yes,Male,Yes,DSL,"39.025867, -123.381544",39.025867,-123.381544,No,53.95,No,0,0,,Yes,Yes,No,Bank Withdrawal,No,1374,Yes,Q3,No,3,No,California,No,No,Yes,71,3888.65,0,0.0,0.0,3888.65,No,Yes,95415
39,53,23.52,,No,,66,0,Boonville,6484,Month-to-Month,United States,5827-MWCZK,Stayed,Yes,No,Male,Yes,Fiber Optic,"39.025867, -123.381544",39.025867,-123.381544,Yes,96.95,Yes,3,4,Offer B,Yes,No,Yes,Credit Card,Yes,1374,Yes,Q3,Yes,5,No,California,No,No,Yes,56,5432.2,0,1317.12,0.0,6749.32,No,Yes,95415
19,48,23.02,,No,,27,0,Boonville,4686,One Year,United States,1090-PYKCI,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"39.025867, -123.381544",39.025867,-123.381544,Yes,105.1,Yes,3,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,1374,Yes,Q3,Yes,3,No,California,No,No,Yes,69,7234.8,110,1588.38,0.0,8933.18,Yes,No,95415
57,0,3.49,,No,,74,0,Duncans Mills,2618,Two Year,United States,5529-GIBVH,Stayed,No,No,Female,No,,"38.445603, -123.063756",38.445603,-123.063756,No,20.15,No,0,0,,No,No,No,Credit Card,Yes,187,No,Q3,No,3,No,California,No,No,No,47,1046.2,0,164.03,0.0,1210.23,No,No,95430
53,0,32.75,,No,,38,0,Duncans Mills,5070,Two Year,United States,5622-UEJFI,Stayed,Yes,No,Female,No,,"38.445603, -123.063756",38.445603,-123.063756,Yes,25.4,Yes,1,9,,No,No,Yes,Credit Card,Yes,187,No,Q3,Yes,3,No,California,No,No,No,35,949.8,0,1146.25,0.0,2096.05,No,No,95430
45,29,4.91,,No,,71,0,Duncans Mills,4071,Two Year,United States,5322-TEUJK,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"38.445603, -123.063756",38.445603,-123.063756,Yes,114.6,Yes,3,5,,Yes,Yes,No,Bank Withdrawal,Yes,187,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,8100.25,0,348.61,0.0,8448.86,No,Yes,95430
28,0,47.53,,No,,41,0,Duncans Mills,2798,Two Year,United States,6725-TPKJO,Stayed,No,No,Male,No,,"38.445603, -123.063756",38.445603,-123.063756,No,20.05,No,0,0,,No,No,No,Credit Card,Yes,187,No,Q3,No,3,No,California,No,No,No,44,845.25,0,2091.32,15.31,2921.26,Yes,No,95430
49,23,26.58,,No,,26,0,Forestville,5251,Month-to-Month,United States,4741-WWJQZ,Joined,No,No,Female,Yes,Fiber Optic,"38.499302, -122.92444",38.499302,-122.92444,Yes,80.15,No,0,0,Offer E,No,Yes,Yes,Bank Withdrawal,Yes,6216,Yes,Q3,No,3,No,California,No,No,No,2,194.55,0,53.16,0.0,247.71,No,Yes,95436
57,18,0.0,,No,,36,0,Forestville,5380,Two Year,United States,6203-HBZPA,Stayed,No,Yes,Male,Yes,DSL,"38.499302, -122.92444",38.499302,-122.92444,No,63.9,No,0,0,,Yes,Yes,No,Credit Card,No,6216,Yes,Q3,No,4,No,California,Yes,Yes,Yes,52,3334.95,0,0.0,0.0,3334.95,No,Yes,95436
23,85,0.0,,No,,42,0,Forestville,4698,One Year,United States,1866-DIOQZ,Stayed,No,Yes,Female,Yes,Cable,"38.499302, -122.92444",38.499302,-122.92444,Yes,66.8,No,0,10,,Yes,Yes,No,Bank Withdrawal,No,6216,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,4689.15,0,0.0,0.0,4689.15,Yes,Yes,95436
27,41,39.67,,No,,66,0,Forestville,5179,One Year,United States,1599-MMYRQ,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.499302, -122.92444",38.499302,-122.92444,Yes,81.45,No,3,1,,Yes,Yes,Yes,Credit Card,Yes,6216,No,Q3,Yes,3,No,California,No,No,No,62,4983.05,0,2459.54,14.15,7428.44,Yes,Yes,95436
26,73,46.88,,No,,57,0,Fort Bragg,3097,Month-to-Month,United States,6625-UTXEW,Stayed,No,No,Female,Yes,Cable,"39.455555, -123.683979",39.455555,-123.683979,Yes,51.25,No,0,1,Offer D,Yes,No,Yes,Bank Withdrawal,Yes,14417,No,Q3,Yes,3,No,California,No,No,No,12,612.1,0,562.56,0.0,1174.66,Yes,Yes,95437
43,12,15.52,,No,,29,0,Fort Bragg,4895,One Year,United States,0484-FFVBJ,Stayed,No,No,Male,Yes,DSL,"39.455555, -123.683979",39.455555,-123.683979,No,64.85,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,14417,No,Q3,No,5,No,California,Yes,Yes,Yes,32,2010.95,0,496.64,0.0,2507.59,No,Yes,95437
43,3,49.51,,No,,39,0,Fort Bragg,5757,One Year,United States,8375-KVTHK,Stayed,No,No,Male,Yes,Fiber Optic,"39.455555, -123.683979",39.455555,-123.683979,Yes,100.3,No,0,1,,Yes,No,Yes,Bank Withdrawal,Yes,14417,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,6754.35,90,3366.68,0.0,10211.03,No,No,95437
52,19,0.0,,No,,43,0,Fort Bragg,4117,One Year,United States,8821-KVZKQ,Stayed,Yes,Yes,Female,Yes,Cable,"39.455555, -123.683979",39.455555,-123.683979,Yes,58.4,No,2,1,Offer A,Yes,No,Yes,Bank Withdrawal,No,14417,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,70,4113.15,0,0.0,32.53,4080.62,No,Yes,95437
61,30,12.02,,No,,34,0,Geyserville,6166,Two Year,United States,6244-BESBM,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.731771, -123.064272",38.731771,-123.064272,Yes,95.2,No,1,6,,No,No,Yes,Credit Card,Yes,2349,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,69,6671.7,0,829.38,0.0,7501.08,No,Yes,95441
31,2,0.0,,No,,62,0,Geyserville,6087,Month-to-Month,United States,4139-JPIAM,Stayed,No,No,Male,Yes,DSL,"38.731771, -123.064272",38.731771,-123.064272,No,44.45,No,0,0,,No,Yes,Yes,Credit Card,No,2349,Yes,Q3,No,4,No,California,Yes,Yes,No,51,2181.55,0,0.0,0.0,2181.55,No,Yes,95441
51,11,29.72,,No,,52,0,Geyserville,5156,One Year,United States,3709-OIJEA,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.731771, -123.064272",38.731771,-123.064272,No,85.2,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,2349,Yes,Q3,No,5,No,California,No,No,No,26,2184.6,0,772.72,0.0,2957.32,No,Yes,95441
49,24,0.0,,No,,48,0,Geyserville,5671,Two Year,United States,6434-TTGJP,Stayed,Yes,Yes,Male,Yes,Cable,"38.731771, -123.064272",38.731771,-123.064272,Yes,53.7,No,2,2,Offer D,Yes,Yes,No,Credit Card,No,2349,Yes,Q3,Yes,3,No,California,Yes,Yes,No,10,521.0,0,0.0,22.97,498.03,No,Yes,95441
32,52,28.64,,No,,36,0,Kenwood,5735,Two Year,United States,7182-OVLBJ,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.419525, -122.521585",38.419525,-122.521585,Yes,101.15,Yes,3,4,,No,Yes,Yes,Bank Withdrawal,Yes,1653,No,Q3,Yes,3,No,California,Yes,Yes,Yes,62,6638.35,30,1775.68,0.0,8444.03,No,No,95452
55,27,38.52,,No,,37,0,Kenwood,4216,Two Year,United States,0106-UGRDO,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.419525, -122.521585",38.419525,-122.521585,Yes,116.0,Yes,0,3,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,1653,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,69,8182.85,0,2657.88,0.0,10840.73,No,Yes,95452
58,29,8.35,,No,,28,0,Kenwood,4323,Month-to-Month,United States,7766-CLTIC,Stayed,No,No,Female,Yes,Cable,"38.419525, -122.521585",38.419525,-122.521585,No,60.95,No,0,0,,No,No,Yes,Credit Card,Yes,1653,Yes,Q3,No,3,No,California,Yes,Yes,No,10,629.55,0,83.5,0.0,713.05,No,Yes,95452
61,0,16.02,,No,,52,0,Kenwood,5811,Month-to-Month,United States,9962-BFPDU,Joined,Yes,No,Female,No,,"38.419525, -122.521585",38.419525,-122.521585,Yes,20.05,No,3,3,,No,No,No,Credit Card,Yes,1653,No,Q3,Yes,5,No,California,No,No,No,1,20.05,0,16.02,0.0,36.07,No,No,95452
25,0,22.05,,No,,41,0,Little River,4603,Two Year,United States,4821-WQOYN,Stayed,Yes,No,Female,No,,"39.245911, -123.77214",39.245911,-123.77214,Yes,20.1,No,2,6,,No,No,Yes,Credit Card,Yes,882,No,Q3,Yes,4,No,California,No,No,No,72,1326.25,0,1587.6,0.0,2913.85,Yes,No,95456
62,57,0.0,,No,,30,0,Little River,4288,One Year,United States,2606-PKWJB,Stayed,Yes,No,Male,Yes,Cable,"39.245911, -123.77214",39.245911,-123.77214,No,40.25,No,3,0,,Yes,Yes,No,Credit Card,No,882,Yes,Q3,No,4,No,California,No,No,No,40,1564.05,0,0.0,0.0,1564.05,No,Yes,95456
29,0,49.02,,No,,80,0,Little River,4758,Two Year,United States,9084-OAYKL,Stayed,No,No,Male,No,,"39.245911, -123.77214",39.245911,-123.77214,No,20.8,No,0,0,Offer B,No,No,No,Credit Card,Yes,882,No,Q3,No,4,No,California,No,No,No,58,1212.25,0,2843.16,0.0,4055.41,Yes,No,95456
27,0,38.41,,No,,23,0,Little River,2011,Month-to-Month,United States,6394-HHHZM,Joined,No,No,Male,No,,"39.245911, -123.77214",39.245911,-123.77214,No,20.7,No,0,0,Offer E,No,No,No,Credit Card,Yes,882,No,Q3,No,4,No,California,No,No,No,3,57.5,0,115.23,0.0,172.73,Yes,No,95456
59,24,0.0,,No,,69,0,Lower Lake,3671,One Year,United States,4730-AWNAU,Stayed,No,Yes,Male,Yes,DSL,"38.925545, -122.549083",38.925545,-122.549083,Yes,60.7,No,0,7,,No,Yes,No,Credit Card,No,2644,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,36,2234.55,0,0.0,0.0,2234.55,No,Yes,95457
26,0,7.03,,No,,32,0,Lower Lake,5472,Two Year,United States,5322-ZSMZY,Stayed,Yes,No,Male,No,,"38.925545, -122.549083",38.925545,-122.549083,Yes,25.75,Yes,3,7,,No,No,No,Credit Card,Yes,2644,No,Q3,Yes,4,No,California,No,No,No,31,755.6,0,217.93,0.0,973.53,Yes,No,95457
31,13,2.5,,No,,49,0,Lower Lake,5824,Two Year,United States,6122-LJADA,Stayed,Yes,Yes,Male,Yes,Cable,"38.925545, -122.549083",38.925545,-122.549083,Yes,90.15,Yes,1,7,,Yes,Yes,Yes,Credit Card,Yes,2644,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,6237.05,0,175.0,0.0,6412.05,No,Yes,95457
39,0,48.78,,No,,30,0,Lower Lake,4477,Two Year,United States,5995-LFTLE,Stayed,No,No,Male,No,,"38.925545, -122.549083",38.925545,-122.549083,No,25.3,Yes,0,0,,No,No,Yes,Credit Card,Yes,2644,No,Q3,No,5,No,California,No,No,No,58,1474.35,0,2829.24,0.0,4303.59,No,No,95457
25,59,21.96,,No,,62,0,Monte Rio,5551,Two Year,United States,4389-UEFCZ,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.471049, -123.015549",38.471049,-123.015549,Yes,105.5,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,1537,No,Q3,No,3,No,California,Yes,Yes,Yes,72,7544.0,0,1581.12,0.0,9125.12,Yes,Yes,95462
39,6,5.51,,No,,52,0,Monte Rio,6286,Two Year,United States,9435-JMLSX,Stayed,No,Yes,Male,Yes,Cable,"38.471049, -123.015549",38.471049,-123.015549,Yes,86.1,No,0,7,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,1537,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,6045.9,0,391.21,0.0,6437.11,No,Yes,95462
56,2,42.26,,No,,67,0,Monte Rio,4038,Month-to-Month,United States,5201-USSQZ,Stayed,No,No,Female,Yes,Fiber Optic,"38.471049, -123.015549",38.471049,-123.015549,Yes,85.9,No,0,1,,No,No,No,Credit Card,Yes,1537,Yes,Q3,Yes,4,No,California,Yes,Yes,No,26,2196.45,0,1098.76,0.0,3295.21,No,Yes,95462
21,48,34.95,,No,,51,0,Monte Rio,6022,Two Year,United States,0665-XHDJU,Stayed,No,No,Male,Yes,Fiber Optic,"38.471049, -123.015549",38.471049,-123.015549,Yes,99.4,Yes,0,7,,Yes,No,Yes,Bank Withdrawal,Yes,1537,No,Q3,Yes,5,No,California,Yes,Yes,Yes,72,7285.7,0,2516.4,0.0,9802.1,Yes,Yes,95462
20,59,38.37,,No,,40,0,Potter Valley,5082,One Year,United States,9968-FFVVH,Stayed,No,Yes,Male,Yes,Cable,"39.408634, -123.045516",39.408634,-123.045516,No,68.8,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,1884,Yes,Q3,No,3,No,California,No,No,No,63,4111.35,0,2417.31,0.0,6528.66,Yes,Yes,95469
43,3,38.3,,No,,22,0,Potter Valley,4256,Two Year,United States,6176-YJWAS,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.408634, -123.045516",39.408634,-123.045516,Yes,97.95,Yes,0,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,1884,No,Q3,Yes,4,No,California,No,No,Yes,72,7114.25,0,2757.6,0.0,9871.85,No,Yes,95469
40,0,48.92,,No,,72,0,Potter Valley,4188,Month-to-Month,United States,9256-JTBNZ,Stayed,No,No,Female,No,,"39.408634, -123.045516",39.408634,-123.045516,No,20.3,No,0,0,,No,No,No,Bank Withdrawal,Yes,1884,No,Q3,No,3,No,California,No,No,No,11,246.3,0,538.12,0.0,784.42,No,No,95469
34,13,20.27,,No,,26,0,Potter Valley,4093,One Year,United States,4759-PXTAN,Stayed,No,No,Female,Yes,DSL,"39.408634, -123.045516",39.408634,-123.045516,Yes,80.1,Yes,0,7,,Yes,No,Yes,Bank Withdrawal,Yes,1884,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,59,4693.2,0,1195.93,0.0,5889.13,No,Yes,95469
60,22,6.05,,No,,61,0,Sebastopol,5466,Two Year,United States,8390-FESFV,Stayed,No,Yes,Female,Yes,DSL,"38.398815, -122.861923",38.398815,-122.861923,No,84.5,Yes,0,0,,Yes,No,No,Bank Withdrawal,Yes,31266,Yes,Q3,No,4,No,California,Yes,Yes,Yes,62,5193.2,0,375.1,0.0,5568.3,No,Yes,95472
45,9,0.0,,No,,73,0,Sebastopol,2716,Month-to-Month,United States,5311-IHLEI,Stayed,No,No,Male,Yes,DSL,"38.398815, -122.861923",38.398815,-122.861923,No,50.95,No,0,0,Offer D,Yes,Yes,Yes,Bank Withdrawal,No,31266,Yes,Q3,No,3,No,California,No,No,Yes,12,605.75,0,0.0,0.0,605.75,No,Yes,95472
43,2,34.78,,No,,36,0,Sebastopol,2269,One Year,United States,2432-TFSMK,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.398815, -122.861923",38.398815,-122.861923,No,89.6,Yes,0,0,,No,No,Yes,Credit Card,Yes,31266,No,Q3,No,3,No,California,No,No,Yes,18,1633.0,0,626.04,0.0,2259.04,No,Yes,95472
19,69,0.0,,No,,80,0,Sebastopol,5784,Two Year,United States,6549-BTYPG,Stayed,No,Yes,Female,Yes,DSL,"38.398815, -122.861923",38.398815,-122.861923,Yes,60.8,No,0,5,,Yes,No,No,Credit Card,No,31266,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,60,3603.45,0,0.0,0.0,3603.45,Yes,Yes,95472
37,17,43.81,,No,,68,0,Upper Lake,5880,Two Year,United States,6248-TKCQV,Stayed,No,No,Female,Yes,DSL,"39.220368, -122.907693",39.220368,-122.907693,Yes,80.6,Yes,0,5,,No,Yes,Yes,Bank Withdrawal,Yes,2344,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,70,5460.2,0,3066.7,0.0,8526.9,No,Yes,95485
62,20,11.74,,No,,72,0,Upper Lake,5804,Month-to-Month,United States,5131-PONJI,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.220368, -122.907693",39.220368,-122.907693,Yes,90.4,No,3,10,Offer B,Yes,No,Yes,Credit Card,Yes,2344,No,Q3,Yes,3,No,California,No,No,Yes,49,4494.65,0,575.26,0.0,5069.91,No,Yes,95485
59,29,10.03,,No,,73,0,Upper Lake,4298,One Year,United States,1834-ABKHQ,Stayed,Yes,Yes,Female,Yes,Cable,"39.220368, -122.907693",39.220368,-122.907693,Yes,50.95,No,2,2,Offer B,No,No,Yes,Bank Withdrawal,Yes,2344,No,Q3,Yes,4,No,California,No,No,No,52,2610.65,0,521.56,0.0,3132.21,No,Yes,95485
29,0,25.1,,No,,27,0,Upper Lake,2053,Month-to-Month,United States,9374-YOLBJ,Joined,Yes,No,Female,No,,"39.220368, -122.907693",39.220368,-122.907693,Yes,19.25,No,5,9,Offer E,No,No,No,Bank Withdrawal,Yes,2344,No,Q3,Yes,4,No,California,No,No,No,1,19.25,0,25.1,0.0,44.35,Yes,No,95485
50,25,19.3,,No,,27,0,Willits,3469,Month-to-Month,United States,6198-ZFIOJ,Stayed,No,No,Female,Yes,Fiber Optic,"39.492046, -123.375818",39.492046,-123.375818,No,75.6,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,13472,No,Q3,No,3,No,California,No,No,No,5,402.5,10,96.5,0.0,509.0,No,No,95490
32,22,30.86,,No,,40,0,Willits,4835,One Year,United States,3489-VSFRD,Stayed,No,Yes,Female,Yes,DSL,"39.492046, -123.375818",39.492046,-123.375818,No,60.25,No,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,13472,Yes,Q3,No,4,No,California,No,No,No,56,3282.75,0,1728.16,0.0,5010.91,No,Yes,95490
51,13,24.75,,No,,21,0,Willits,2183,Month-to-Month,United States,3932-IJWDZ,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.492046, -123.375818",39.492046,-123.375818,No,103.65,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,13472,Yes,Q3,No,5,No,California,Yes,Yes,Yes,45,4747.85,0,1113.75,0.0,5861.6,No,Yes,95490
58,23,0.0,,No,,27,0,Willits,4021,Month-to-Month,United States,6128-DAFVY,Stayed,No,No,Female,Yes,DSL,"39.492046, -123.375818",39.492046,-123.375818,No,44.85,No,0,0,,No,No,Yes,Credit Card,No,13472,No,Q3,No,5,No,California,Yes,Yes,Yes,56,2564.95,0,0.0,0.0,2564.95,No,Yes,95490
42,27,0.0,,No,,70,0,Windsor,5623,One Year,United States,5989-OMNJE,Stayed,No,Yes,Female,Yes,DSL,"38.527297, -122.810044",38.527297,-122.810044,Yes,57.6,No,0,6,,Yes,Yes,No,Bank Withdrawal,No,23701,No,Q3,Yes,4,No,California,Yes,Yes,Yes,24,1367.75,0,0.0,0.0,1367.75,No,Yes,95492
29,0,46.53,,No,,45,0,Windsor,4267,Month-to-Month,United States,3345-JHUEO,Stayed,No,No,Male,No,,"38.527297, -122.810044",38.527297,-122.810044,No,20.2,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,23701,No,Q3,No,3,No,California,No,No,No,4,55.7,0,186.12,0.0,241.82,Yes,No,95492
45,0,43.3,,No,,42,0,Windsor,6466,Two Year,United States,1240-HCBOH,Stayed,No,No,Female,No,,"38.527297, -122.810044",38.527297,-122.810044,No,26.1,Yes,0,0,,No,No,Yes,Credit Card,Yes,23701,No,Q3,No,3,No,California,No,No,No,67,1759.55,0,2901.1,0.0,4660.65,No,No,95492
59,13,32.5,,No,,48,0,Windsor,4905,Two Year,United States,9933-QRGTX,Stayed,No,No,Female,Yes,Fiber Optic,"38.527297, -122.810044",38.527297,-122.810044,Yes,97.2,No,0,6,,No,Yes,Yes,Bank Withdrawal,Yes,23701,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,60,5611.75,0,1950.0,0.0,7561.75,No,Yes,95492
57,3,38.97,,No,,37,0,Blocksburg,3354,Month-to-Month,United States,4945-RVMTE,Stayed,No,Yes,Female,Yes,Cable,"40.309088, -123.668201",40.309088,-123.668201,No,59.55,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,199,No,Q3,No,3,No,California,No,No,Yes,28,1646.45,0,1091.16,0.0,2737.61,No,Yes,95514
26,51,38.74,,No,,70,0,Blocksburg,3132,Month-to-Month,United States,2674-MIAHT,Stayed,No,No,Female,Yes,Fiber Optic,"40.309088, -123.668201",40.309088,-123.668201,No,80.3,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,199,No,Q3,No,3,No,California,No,No,No,4,324.2,0,154.96,0.0,479.16,Yes,Yes,95514
34,25,47.1,,No,,40,0,Blocksburg,2499,One Year,United States,2519-TWKFS,Stayed,Yes,No,Male,Yes,DSL,"40.309088, -123.668201",40.309088,-123.668201,Yes,55.1,Yes,1,2,,No,No,Yes,Credit Card,Yes,199,Yes,Q3,Yes,4,No,California,No,No,No,25,1466.1,0,1177.5,0.0,2643.6,No,Yes,95514
45,0,1.87,,No,,21,0,Blocksburg,5746,Two Year,United States,7268-WNTCP,Stayed,Yes,No,Male,No,,"40.309088, -123.668201",40.309088,-123.668201,Yes,20.45,No,2,2,,No,No,No,Bank Withdrawal,Yes,199,No,Q3,Yes,4,No,California,No,No,No,62,1297.35,0,115.94,0.0,1413.29,No,No,95514
48,23,32.0,,No,,22,0,Arcata,3235,One Year,United States,1866-NXPSP,Stayed,No,Yes,Female,Yes,Cable,"40.839958, -124.003757",40.839958,-124.003757,No,75.55,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,19596,Yes,Q3,No,4,No,California,Yes,Yes,No,36,2680.15,100,1152.0,0.0,3932.15,No,No,95521
39,15,14.07,,No,,31,0,Arcata,3160,Month-to-Month,United States,7587-AOVVU,Stayed,Yes,No,Male,Yes,Fiber Optic,"40.839958, -124.003757",40.839958,-124.003757,Yes,100.75,Yes,1,0,,Yes,Yes,No,Bank Withdrawal,Yes,19596,Yes,Q3,No,3,No,California,No,No,Yes,27,2793.55,0,379.89,0.0,3173.44,No,Yes,95521
55,0,37.98,,No,,68,0,Arcata,5613,Two Year,United States,0626-QXNGV,Stayed,No,No,Female,No,,"40.839958, -124.003757",40.839958,-124.003757,Yes,24.15,Yes,0,7,,No,No,Yes,Credit Card,Yes,19596,No,Q3,Yes,5,No,California,No,No,No,72,1776.45,0,2734.56,0.0,4511.01,No,No,95521
37,29,0.0,,No,,24,0,Arcata,4458,One Year,United States,8409-WQJUX,Stayed,No,Yes,Female,Yes,Cable,"40.839958, -124.003757",40.839958,-124.003757,No,54.2,No,0,0,Offer C,No,No,No,Bank Withdrawal,No,19596,Yes,Q3,No,3,No,California,Yes,Yes,Yes,25,1423.15,0,0.0,0.0,1423.15,No,Yes,95521
50,18,44.76,,No,,56,0,Carlotta,2667,One Year,United States,1661-CZBAU,Stayed,No,No,Male,Yes,DSL,"40.497283, -123.93037",40.497283,-123.93037,No,70.95,Yes,0,0,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,1072,Yes,Q3,No,3,No,California,Yes,Yes,No,48,3629.2,0,2148.48,0.0,5777.68,No,Yes,95528
50,4,34.01,,No,,45,0,Carlotta,5428,One Year,United States,9357-UJRUN,Stayed,No,No,Male,Yes,Cable,"40.497283, -123.93037",40.497283,-123.93037,Yes,58.35,Yes,0,5,,No,Yes,Yes,Bank Withdrawal,Yes,1072,Yes,Q3,Yes,3,No,California,No,No,No,24,1346.9,0,816.24,0.0,2163.14,No,Yes,95528
57,11,17.19,,No,,43,0,Carlotta,5763,Month-to-Month,United States,4338-EYCER,Stayed,No,No,Male,Yes,DSL,"40.497283, -123.93037",40.497283,-123.93037,Yes,54.6,No,0,4,,No,No,No,Bank Withdrawal,Yes,1072,No,Q3,Yes,3,No,California,No,No,Yes,21,1125.2,0,360.99,0.0,1486.19,No,Yes,95528
50,0,10.25,,No,,67,0,Carlotta,3171,One Year,United States,9746-UGFAC,Stayed,No,No,Female,No,,"40.497283, -123.93037",40.497283,-123.93037,No,20.85,No,0,0,Offer D,No,No,No,Bank Withdrawal,Yes,1072,No,Q3,No,5,No,California,No,No,No,22,450.65,0,225.5,0.0,676.15,No,No,95528
47,0,13.86,,No,,38,0,Fortuna,3331,Month-to-Month,United States,9788-YTFGE,Stayed,No,No,Male,No,,"40.584991, -124.121504",40.584991,-124.121504,No,19.95,No,0,0,,No,No,Yes,Credit Card,Yes,12241,No,Q3,No,3,No,California,No,No,No,7,147.5,0,97.02,0.0,244.52,No,No,95540
22,73,31.48,,No,,61,0,Fortuna,5625,Month-to-Month,United States,0258-NOKBL,Joined,No,Yes,Male,Yes,Fiber Optic,"40.584991, -124.121504",40.584991,-124.121504,No,90.4,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,12241,No,Q3,No,5,No,California,Yes,Yes,No,3,268.45,0,94.44,0.0,362.89,Yes,Yes,95540
50,25,27.59,,No,,41,0,Fortuna,5130,Two Year,United States,8513-OLYGY,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.584991, -124.121504",40.584991,-124.121504,Yes,115.8,Yes,0,8,,Yes,Yes,No,Credit Card,Yes,12241,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,8332.15,0,1986.48,0.0,10318.63,No,Yes,95540
20,59,4.16,,No,,56,0,Fortuna,5594,One Year,United States,4636-OLWOE,Stayed,Yes,Yes,Male,Yes,Cable,"40.584991, -124.121504",40.584991,-124.121504,No,61.0,No,2,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,12241,Yes,Q3,No,4,No,California,No,No,No,54,3283.05,0,224.64,0.0,3507.69,Yes,Yes,95540
33,0,43.37,,No,,42,0,Kneeland,4015,Two Year,United States,4565-NLZBV,Stayed,No,No,Female,No,,"40.664483, -123.865325",40.664483,-123.865325,Yes,24.65,Yes,0,5,,No,No,Yes,Bank Withdrawal,Yes,264,No,Q3,Yes,4,No,California,No,No,No,71,1710.15,0,3079.27,0.0,4789.42,No,No,95549
43,11,22.49,,No,,22,0,Kneeland,2111,Month-to-Month,United States,3043-TYBNO,Joined,No,No,Male,Yes,DSL,"40.664483, -123.865325",40.664483,-123.865325,No,60.65,No,0,0,,No,No,No,Credit Card,Yes,264,Yes,Q3,No,5,No,California,Yes,Yes,No,3,196.9,0,67.47,0.0,264.37,No,Yes,95549
22,52,44.24,,No,,74,0,Kneeland,5680,One Year,United States,3680-CTHUH,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.664483, -123.865325",40.664483,-123.865325,No,116.6,Yes,0,0,,Yes,Yes,Yes,Credit Card,Yes,264,Yes,Q3,No,3,No,California,Yes,Yes,Yes,60,7049.5,0,2654.4,0.0,9703.9,Yes,Yes,95549
33,17,38.95,,No,,54,0,Kneeland,3752,Month-to-Month,United States,4012-ZTHBR,Stayed,Yes,No,Female,Yes,Cable,"40.664483, -123.865325",40.664483,-123.865325,Yes,44.95,No,2,6,Offer D,No,No,Yes,Bank Withdrawal,Yes,264,No,Q3,Yes,5,No,California,No,No,No,21,926.25,0,817.95,0.0,1744.2,No,Yes,95549
61,6,0.0,,No,,43,0,Mad River,5656,One Year,United States,6682-VCIXC,Stayed,No,No,Female,Yes,Cable,"40.390301, -123.412327",40.390301,-123.412327,Yes,51.25,No,0,2,Offer B,Yes,Yes,Yes,Bank Withdrawal,No,265,Yes,Q3,Yes,3,No,California,No,No,Yes,43,2151.6,0,0.0,0.0,2151.6,No,Yes,95552
60,24,9.53,,No,,52,0,Mad River,5421,Month-to-Month,United States,2960-NKRSO,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.390301, -123.412327",40.390301,-123.412327,No,85.95,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,265,Yes,Q3,No,3,No,California,No,No,No,24,2107.15,0,228.72,0.0,2335.87,No,Yes,95552
20,47,43.78,,No,,30,0,Mad River,4709,Month-to-Month,United States,1852-XEMDW,Stayed,No,Yes,Male,Yes,DSL,"40.390301, -123.412327",40.390301,-123.412327,No,65.05,Yes,0,0,Offer D,Yes,Yes,No,Credit Card,Yes,265,No,Q3,No,4,No,California,No,No,No,22,1427.55,10,963.16,0.0,2400.71,Yes,No,95552
53,0,29.09,,No,,57,0,Mad River,5573,Two Year,United States,1354-YZFNB,Stayed,Yes,No,Male,No,,"40.390301, -123.412327",40.390301,-123.412327,Yes,19.55,No,3,0,Offer E,No,No,No,Credit Card,Yes,265,No,Q3,No,4,No,California,No,No,No,4,68.8,0,116.36,0.0,185.16,No,No,95552
28,0,12.87,,No,,79,0,Orick,5398,Two Year,United States,3910-MRQOY,Stayed,No,No,Female,No,,"41.336354, -124.044354",41.336354,-124.044354,Yes,19.4,No,0,8,,No,No,No,Bank Withdrawal,Yes,494,No,Q3,Yes,3,No,California,No,No,No,72,1496.45,0,926.64,0.0,2423.09,Yes,No,95555
24,0,47.31,,No,,45,0,Orick,4416,Two Year,United States,0397-ZXWQF,Stayed,No,No,Male,No,,"41.336354, -124.044354",41.336354,-124.044354,No,20.5,No,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,494,No,Q3,No,5,No,California,No,No,No,67,1430.95,0,3169.77,0.0,4600.72,Yes,No,95555
59,0,48.29,,No,,36,0,Orick,4755,Two Year,United States,1820-DJFPH,Stayed,Yes,No,Female,No,,"41.336354, -124.044354",41.336354,-124.044354,Yes,24.05,Yes,3,4,,No,No,Yes,Bank Withdrawal,Yes,494,No,Q3,Yes,4,No,California,No,No,No,72,1709.15,0,3476.88,0.0,5186.03,No,No,95555
22,82,0.0,,No,,54,0,Orick,4296,One Year,United States,2812-ENYMO,Stayed,No,No,Male,Yes,Cable,"41.336354, -124.044354",41.336354,-124.044354,No,54.55,No,0,0,Offer C,No,Yes,No,Credit Card,No,494,Yes,Q3,No,4,No,California,Yes,Yes,Yes,26,1362.85,0,0.0,0.0,1362.85,Yes,Yes,95555
56,7,7.68,,No,,28,0,Orleans,3733,One Year,United States,0661-WCQNQ,Stayed,No,No,Male,Yes,DSL,"41.269521, -123.546958",41.269521,-123.546958,Yes,56.25,No,0,8,Offer D,No,Yes,Yes,Credit Card,Yes,574,Yes,Q3,Yes,4,No,California,No,No,No,22,1292.2,100,168.96,0.0,1561.16,No,No,95556
47,0,39.48,,No,,56,0,Orleans,4886,One Year,United States,5266-PFRQK,Stayed,Yes,No,Male,No,,"41.269521, -123.546958",41.269521,-123.546958,Yes,20.85,No,3,2,Offer B,No,No,Yes,Credit Card,Yes,574,No,Q3,Yes,4,No,California,No,No,No,52,1071.6,0,2052.96,0.0,3124.56,No,No,95556
23,0,4.92,,No,,23,0,Orleans,5355,Month-to-Month,United States,9426-SXNHE,Joined,No,No,Female,No,,"41.269521, -123.546958",41.269521,-123.546958,No,18.75,No,0,0,,No,No,No,Bank Withdrawal,Yes,574,No,Q3,No,4,No,California,No,No,No,2,53.15,0,9.84,0.0,62.99,Yes,No,95556
24,0,15.66,,No,,32,0,Orleans,2675,Month-to-Month,United States,2717-HVIZY,Stayed,Yes,No,Female,No,,"41.269521, -123.546958",41.269521,-123.546958,No,20.05,No,2,0,Offer E,No,No,No,Credit Card,Yes,574,No,Q3,No,4,No,California,No,No,No,8,163.6,0,125.28,0.0,288.88,Yes,No,95556
57,0,22.24,,No,,31,0,Phillipsville,6059,Two Year,United States,4656-CAURT,Stayed,No,No,Male,No,,"40.184094, -123.745487",40.184094,-123.745487,No,23.95,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,163,No,Q3,No,3,No,California,No,No,No,69,1713.1,0,1534.56,0.0,3247.66,No,No,95559
56,0,33.47,,No,,20,0,Phillipsville,2244,One Year,United States,6765-MBQNU,Stayed,No,No,Female,No,,"40.184094, -123.745487",40.184094,-123.745487,Yes,26.0,Yes,0,7,,No,No,No,Credit Card,Yes,163,No,Q3,Yes,5,No,California,No,No,No,26,684.05,0,870.22,0.0,1554.27,No,No,95559
23,0,36.86,,No,,72,0,Phillipsville,3743,One Year,United States,1269-FOYWN,Stayed,Yes,No,Male,No,,"40.184094, -123.745487",40.184094,-123.745487,Yes,20.0,No,3,2,,No,No,No,Bank Withdrawal,Yes,163,No,Q3,Yes,3,No,California,No,No,No,44,860.85,0,1621.84,0.0,2482.69,Yes,No,95559
20,85,28.61,,No,,65,0,Phillipsville,2657,Month-to-Month,United States,3422-GALYP,Joined,No,No,Male,Yes,Fiber Optic,"40.184094, -123.745487",40.184094,-123.745487,No,79.45,Yes,0,0,Offer E,Yes,No,Yes,Bank Withdrawal,Yes,163,No,Q3,No,4,No,California,No,No,No,2,145.15,0,57.22,0.0,202.37,Yes,Yes,95559
56,0,25.58,,No,,29,0,Scotia,5363,Two Year,United States,6265-FRMTQ,Stayed,No,No,Male,No,,"40.440636, -124.098739",40.440636,-124.098739,No,20.4,No,0,0,,No,No,No,Bank Withdrawal,Yes,1125,No,Q3,No,3,No,California,No,No,No,31,609.1,0,792.98,0.0,1402.08,No,No,95565
37,0,17.89,,No,,76,0,Scotia,3383,Month-to-Month,United States,3308-MHOOC,Joined,Yes,No,Male,No,,"40.440636, -124.098739",40.440636,-124.098739,No,19.2,No,3,0,,No,No,Yes,Credit Card,Yes,1125,No,Q3,No,3,No,California,No,No,No,1,19.2,0,17.89,0.0,37.09,No,No,95565
19,76,0.0,,No,,61,0,Scotia,5092,Month-to-Month,United States,9895-VFOXH,Joined,No,No,Female,Yes,DSL,"40.440636, -124.098739",40.440636,-124.098739,No,24.4,No,0,0,,No,No,No,Credit Card,No,1125,No,Q3,No,5,No,California,No,Yes,No,1,24.4,10,0.0,0.0,34.4,Yes,No,95565
45,0,27.6,,No,,46,0,Scotia,2447,Two Year,United States,7977-HXJKU,Stayed,Yes,No,Male,No,,"40.440636, -124.098739",40.440636,-124.098739,No,19.6,No,2,0,Offer D,No,No,No,Credit Card,Yes,1125,No,Q3,No,3,No,California,No,No,No,21,397.0,0,579.6,0.0,976.6,No,No,95565
55,0,23.46,,No,,71,0,Weott,3087,Two Year,United States,2017-CCBLH,Stayed,No,No,Female,No,,"40.310119, -123.909449",40.310119,-123.909449,No,20.0,No,0,0,,No,No,No,Credit Card,Yes,270,No,Q3,No,3,No,California,No,No,No,8,141.6,0,187.68,0.0,329.28,No,No,95571
56,29,0.0,,No,,45,0,Weott,4558,Two Year,United States,8046-DNVTL,Stayed,No,No,Male,Yes,Cable,"40.310119, -123.909449",40.310119,-123.909449,Yes,38.6,No,0,8,Offer B,Yes,Yes,Yes,Credit Card,No,270,Yes,Q3,Yes,4,No,California,No,No,No,62,2345.55,0,0.0,0.0,2345.55,No,Yes,95571
19,52,38.81,,No,,28,0,Weott,4056,Month-to-Month,United States,5032-MIYKT,Joined,No,No,Female,Yes,Fiber Optic,"40.310119, -123.909449",40.310119,-123.909449,No,70.7,No,0,0,,No,No,Yes,Credit Card,Yes,270,No,Q3,No,3,No,California,No,Yes,No,1,70.7,0,38.81,0.0,109.51,Yes,Yes,95571
43,16,5.52,,No,,51,0,Weott,3315,Month-to-Month,United States,7356-IWLFW,Stayed,Yes,No,Male,Yes,Fiber Optic,"40.310119, -123.909449",40.310119,-123.909449,Yes,80.0,Yes,1,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,270,No,Q3,Yes,5,No,California,No,No,No,46,3769.7,0,253.92,0.0,4023.62,No,Yes,95571
20,71,26.64,,No,,28,0,Willow Creek,4515,One Year,United States,7690-KPNCU,Stayed,No,Yes,Male,Yes,DSL,"40.949012, -123.655847",40.949012,-123.655847,Yes,73.05,No,0,5,Offer B,No,Yes,Yes,Credit Card,Yes,1666,No,Q3,Yes,3,No,California,Yes,Yes,Yes,64,4688.65,0,1704.96,0.0,6393.61,Yes,Yes,95573
40,15,0.0,,No,,28,0,Willow Creek,4831,Month-to-Month,United States,2209-XADXF,Joined,No,No,Female,Yes,DSL,"40.949012, -123.655847",40.949012,-123.655847,No,25.25,No,0,0,Offer E,No,No,No,Bank Withdrawal,No,1666,No,Q3,No,5,No,California,No,No,No,1,25.25,10,0.0,0.0,35.25,No,No,95573
33,30,35.09,,No,,57,0,Willow Creek,2776,Month-to-Month,United States,7396-VJUZB,Stayed,Yes,No,Male,Yes,DSL,"40.949012, -123.655847",40.949012,-123.655847,Yes,45.25,No,2,8,Offer E,No,No,No,Credit Card,Yes,1666,No,Q3,Yes,5,No,California,No,No,No,4,155.35,0,140.36,0.0,295.71,No,Yes,95573
32,21,38.71,,No,,28,0,Willow Creek,4924,Two Year,United States,9541-PWTWO,Stayed,No,Yes,Female,Yes,DSL,"40.949012, -123.655847",40.949012,-123.655847,No,80.95,Yes,0,0,Offer B,No,No,Yes,Bank Withdrawal,Yes,1666,Yes,Q3,No,5,No,California,Yes,Yes,Yes,52,4233.95,0,2012.92,0.0,6246.87,No,Yes,95573
27,0,42.33,,No,,41,0,Leggett,5145,Month-to-Month,United States,0536-BGFMZ,Stayed,No,No,Female,No,,"39.873371, -123.741474",39.873371,-123.741474,Yes,20.5,No,0,3,,No,No,No,Credit Card,Yes,321,No,Q3,Yes,4,No,California,No,No,No,28,563.05,0,1185.24,0.0,1748.29,Yes,No,95585
64,9,10.97,,No,,74,0,Leggett,4459,Month-to-Month,United States,6620-JDYNW,Stayed,No,Yes,Female,Yes,DSL,"39.873371, -123.741474",39.873371,-123.741474,No,60.6,Yes,0,0,Offer D,No,Yes,Yes,Credit Card,Yes,321,No,Q3,No,3,No,California,No,No,No,18,1156.35,0,197.46,0.0,1353.81,No,Yes,95585
51,26,1.57,,No,,37,0,Leggett,2980,Month-to-Month,United States,9717-QEBGU,Joined,No,No,Male,Yes,Fiber Optic,"39.873371, -123.741474",39.873371,-123.741474,No,70.3,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,321,No,Q3,No,4,No,California,No,No,No,2,144.0,0,3.14,0.0,147.14,No,Yes,95585
54,0,17.43,,No,,59,0,Leggett,5847,Two Year,United States,3967-VQOGC,Stayed,Yes,No,Female,No,,"39.873371, -123.741474",39.873371,-123.741474,Yes,24.9,Yes,1,4,,No,No,Yes,Credit Card,Yes,321,No,Q3,Yes,5,No,California,No,No,No,67,1680.25,0,1167.81,0.0,2848.06,No,No,95585
51,22,22.83,,No,,20,0,Auburn,5441,Two Year,United States,4102-HLENU,Stayed,No,Yes,Female,Yes,Cable,"38.912881, -121.082766",38.912881,-121.082766,Yes,65.65,Yes,0,5,,Yes,Yes,No,Credit Card,Yes,24944,No,Q3,Yes,3,No,California,No,No,No,67,4322.85,0,1529.61,0.0,5852.46,No,Yes,95603
58,4,49.25,,No,,39,0,Auburn,2445,One Year,United States,9513-DXHDA,Stayed,No,Yes,Male,Yes,DSL,"38.912881, -121.082766",38.912881,-121.082766,No,81.7,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,24944,Yes,Q3,No,4,No,California,Yes,Yes,Yes,27,2212.55,0,1329.75,0.0,3542.3,No,Yes,95603
31,0,34.66,,No,,80,0,Auburn,5091,One Year,United States,4530-NDRKU,Stayed,Yes,No,Female,No,,"38.912881, -121.082766",38.912881,-121.082766,Yes,19.05,No,3,4,,No,No,Yes,Bank Withdrawal,Yes,24944,No,Q3,Yes,4,No,California,No,No,No,42,761.85,0,1455.72,0.0,2217.57,No,No,95603
22,48,2.88,,No,,59,0,Auburn,4644,One Year,United States,0186-CAERR,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.912881, -121.082766",38.912881,-121.082766,No,116.3,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,24944,Yes,Q3,No,4,No,California,Yes,Yes,Yes,71,8309.55,0,204.48,0.0,8514.03,Yes,Yes,95603
41,18,30.66,,No,,31,0,Esparto,4154,One Year,United States,6250-CGGUN,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.834469, -122.127193",38.834469,-122.127193,No,84.4,No,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,2756,Yes,Q3,No,3,No,California,No,No,No,54,4484.05,0,1655.64,0.0,6139.69,No,Yes,95627
64,12,0.0,,No,,73,0,Esparto,3044,One Year,United States,5199-FPUSP,Stayed,Yes,No,Male,Yes,Cable,"38.834469, -122.127193",38.834469,-122.127193,No,34.05,No,2,0,,No,Yes,No,Credit Card,No,2756,Yes,Q3,No,3,No,California,No,No,No,33,1113.95,0,0.0,0.0,1113.95,No,Yes,95627
20,27,26.63,,No,,24,0,Esparto,5611,Month-to-Month,United States,8082-GHXOP,Stayed,Yes,No,Male,Yes,DSL,"38.834469, -122.127193",38.834469,-122.127193,No,44.0,No,1,0,Offer D,No,No,No,Credit Card,Yes,2756,No,Q3,No,3,No,California,No,Yes,No,13,659.35,0,346.19,0.0,1005.54,Yes,Yes,95627
39,20,8.1,,No,,51,0,Esparto,4843,Month-to-Month,United States,5022-JNQEQ,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.834469, -122.127193",38.834469,-122.127193,Yes,75.85,No,1,10,,No,No,Yes,Bank Withdrawal,Yes,2756,Yes,Q3,Yes,5,No,California,No,No,No,9,647.5,0,72.9,0.0,720.4,No,Yes,95627
62,0,35.77,,No,,79,0,Fiddletown,5250,Two Year,United States,7596-IIWYC,Stayed,No,No,Female,No,,"38.513484, -120.704613",38.513484,-120.704613,No,20.25,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,850,No,Q3,No,3,No,California,No,No,No,27,538.2,0,965.79,0.0,1503.99,No,No,95629
33,0,34.57,,No,,40,0,Fiddletown,4079,Month-to-Month,United States,1796-JANOW,Joined,No,No,Female,No,,"38.513484, -120.704613",38.513484,-120.704613,No,19.95,No,0,0,Offer E,No,No,No,Credit Card,Yes,850,No,Q3,No,4,No,California,No,No,No,2,38.15,0,69.14,0.0,107.29,No,No,95629
32,19,4.62,,No,,48,0,Fiddletown,3386,One Year,United States,0980-FEXWF,Stayed,Yes,Yes,Male,Yes,DSL,"38.513484, -120.704613",38.513484,-120.704613,Yes,50.35,No,1,4,Offer C,No,No,No,Credit Card,Yes,850,No,Q3,Yes,5,No,California,No,No,No,26,1285.8,0,120.12,0.0,1405.92,No,Yes,95629
38,30,0.0,,No,,53,0,Fiddletown,4507,Two Year,United States,3249-VHRIP,Stayed,No,Yes,Female,Yes,Cable,"38.513484, -120.704613",38.513484,-120.704613,No,43.6,No,0,0,Offer B,Yes,No,Yes,Credit Card,No,850,No,Q3,No,4,No,California,Yes,Yes,No,62,2748.7,0,0.0,0.0,2748.7,No,Yes,95629
53,23,48.21,,No,,68,0,Foresthill,5029,Month-to-Month,United States,9793-WECQC,Stayed,No,No,Male,Yes,Fiber Optic,"39.031876, -120.811141",39.031876,-120.811141,No,95.3,No,0,0,,Yes,No,No,Credit Card,Yes,5714,No,Q3,No,3,No,California,Yes,Yes,Yes,23,2192.9,0,1108.83,0.0,3301.73,No,Yes,95631
34,0,45.83,,No,,67,0,Foresthill,4195,Month-to-Month,United States,8735-NBLWT,Stayed,Yes,No,Male,No,,"39.031876, -120.811141",39.031876,-120.811141,No,20.4,No,2,0,Offer E,No,No,No,Credit Card,Yes,5714,No,Q3,No,4,No,California,No,No,No,9,184.1,0,412.47,0.0,596.57,No,No,95631
41,0,24.1,,No,,31,0,Foresthill,5188,Month-to-Month,United States,3011-WQKSZ,Stayed,Yes,No,Male,No,,"39.031876, -120.811141",39.031876,-120.811141,No,20.0,No,3,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,5714,No,Q3,No,3,No,California,No,No,No,19,377.55,0,457.9,0.0,835.45,No,No,95631
64,7,29.53,,No,,78,0,Foresthill,5150,Two Year,United States,4701-LKOZD,Stayed,No,Yes,Female,Yes,Cable,"39.031876, -120.811141",39.031876,-120.811141,No,89.75,Yes,0,0,,Yes,Yes,No,Credit Card,Yes,5714,Yes,Q3,No,4,No,California,Yes,Yes,Yes,70,6367.2,110,2067.1,0.0,8544.3,No,No,95631
35,0,32.57,,No,,72,0,Georgetown,3032,Two Year,United States,1839-FBNFR,Stayed,Yes,No,Female,No,,"38.9386, -120.785514",38.9386,-120.785514,Yes,19.85,No,1,3,,No,No,Yes,Bank Withdrawal,Yes,2723,No,Q3,Yes,5,No,California,No,No,No,39,854.8,0,1270.23,0.0,2125.03,No,No,95634
59,0,26.47,,No,,49,0,Georgetown,3330,Month-to-Month,United States,1614-JBEBI,Stayed,No,No,Female,No,,"38.9386, -120.785514",38.9386,-120.785514,No,20.7,No,0,0,Offer E,No,No,Yes,Mailed Check,Yes,2723,No,Q3,No,5,No,California,No,No,No,8,137.6,0,211.76,0.0,349.36,No,No,95634
21,41,15.35,,No,,27,0,Georgetown,6114,Two Year,United States,8218-FFJDS,Stayed,No,No,Female,Yes,DSL,"38.9386, -120.785514",38.9386,-120.785514,Yes,86.4,Yes,0,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,2723,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6058.95,0,1105.2,0.0,7164.15,Yes,Yes,95634
27,47,0.0,,No,,29,0,Georgetown,5040,One Year,United States,1929-ZCBHE,Stayed,Yes,Yes,Male,Yes,DSL,"38.9386, -120.785514",38.9386,-120.785514,Yes,40.3,No,1,7,Offer B,No,Yes,No,Bank Withdrawal,No,2723,Yes,Q3,Yes,3,No,California,No,No,No,47,1794.8,0,0.0,0.0,1794.8,Yes,Yes,95634
37,14,2.72,,No,,38,0,Ione,2388,Month-to-Month,United States,3717-OEAUQ,Joined,No,No,Male,Yes,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,No,70.7,No,0,0,Offer E,No,No,No,Credit Card,Yes,9752,No,Q3,No,4,No,California,No,No,No,2,129.2,10,5.44,0.0,144.64,No,No,95640
61,14,46.7,,No,,67,0,Ione,4545,Two Year,United States,5795-KTGUD,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,Yes,110.8,Yes,0,2,Offer A,Yes,Yes,Yes,Bank Withdrawal,Yes,9752,No,Q3,Yes,3,No,California,Yes,Yes,Yes,68,7553.6,0,3175.6,0.0,10729.2,No,Yes,95640
29,48,2.0,,No,,45,0,Ione,5119,Two Year,United States,0345-XMMUG,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,Yes,108.9,Yes,0,6,,Yes,No,Yes,Credit Card,Yes,9752,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,46,4854.3,0,92.0,0.0,4946.3,Yes,Yes,95640
34,18,41.18,,No,,55,0,Ione,6153,One Year,United States,2696-ECXKC,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,Yes,100.9,Yes,1,6,Offer B,No,Yes,No,Credit Card,Yes,9752,No,Q3,Yes,4,No,California,Yes,Yes,Yes,55,5448.6,0,2264.9,0.0,7713.5,No,Yes,95640
47,0,44.09,,No,,72,0,North Highlands,5774,Month-to-Month,United States,2592-YKDIF,Joined,No,No,Female,No,,"38.671295, -121.388251",38.671295,-121.388251,No,20.35,No,0,0,,No,No,No,Credit Card,Yes,32202,No,Q3,No,3,No,California,No,No,No,1,20.35,0,44.09,0.0,64.44,No,No,95660
27,42,49.88,,No,,67,0,North Highlands,5427,One Year,United States,9114-AAFQH,Stayed,No,Yes,Female,Yes,DSL,"38.671295, -121.388251",38.671295,-121.388251,Yes,65.65,No,0,6,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,32202,No,Q3,Yes,3,No,California,Yes,Yes,No,48,3094.65,0,2394.24,0.0,5488.89,Yes,Yes,95660
39,23,33.22,,No,,20,0,North Highlands,5943,Month-to-Month,United States,0129-KPTWJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.671295, -121.388251",38.671295,-121.388251,Yes,94.65,No,0,9,,No,No,Yes,Bank Withdrawal,Yes,32202,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6747.35,0,2391.84,0.0,9139.19,No,Yes,95660
62,0,15.41,,No,,43,0,North Highlands,5636,Two Year,United States,3451-VAWLI,Stayed,Yes,No,Female,No,,"38.671295, -121.388251",38.671295,-121.388251,Yes,19.7,No,2,5,,No,No,No,Credit Card,Yes,32202,No,Q3,Yes,4,No,California,No,No,No,35,730.4,0,539.35,0.0,1269.75,No,No,95660
38,0,5.15,,No,,77,0,Placerville,4430,Month-to-Month,United States,7521-YXVZY,Joined,Yes,No,Male,No,,"38.733714, -120.795213",38.733714,-120.795213,No,19.95,No,3,0,Offer E,No,No,No,Mailed Check,Yes,34146,No,Q3,No,5,No,California,No,No,No,3,58.3,0,15.45,0.0,73.75,No,No,95667
57,10,27.41,,No,,26,0,Placerville,3839,Month-to-Month,United States,5151-HQRDG,Stayed,No,No,Male,Yes,DSL,"38.733714, -120.795213",38.733714,-120.795213,Yes,55.05,Yes,0,6,,No,Yes,Yes,Mailed Check,Yes,34146,No,Q3,Yes,5,No,California,No,No,No,37,2030.75,0,1014.17,0.0,3044.92,No,Yes,95667
47,3,17.07,,No,,28,0,Placerville,4592,Month-to-Month,United States,1928-BXYIV,Joined,No,No,Male,Yes,DSL,"38.733714, -120.795213",38.733714,-120.795213,No,61.15,Yes,0,0,Offer E,Yes,Yes,No,Bank Withdrawal,Yes,34146,No,Q3,No,4,No,California,No,No,No,1,61.15,0,17.07,0.0,78.22,No,Yes,95667
37,26,46.33,,No,,50,0,Placerville,4614,One Year,United States,3587-PMCOY,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.733714, -120.795213",38.733714,-120.795213,No,98.9,No,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,34146,No,Q3,No,3,No,California,Yes,Yes,Yes,10,1064.95,0,463.3,0.0,1528.25,No,Yes,95667
46,4,0.0,,No,,66,0,River Pines,5489,Two Year,United States,0895-UADGO,Stayed,No,No,Male,Yes,Cable,"38.545775, -120.743325",38.545775,-120.743325,No,44.55,No,0,0,,No,Yes,Yes,Mailed Check,No,364,Yes,Q3,No,3,No,California,Yes,Yes,No,8,343.45,0,0.0,0.0,343.45,No,Yes,95675
45,0,17.93,,No,,55,0,River Pines,4582,Two Year,United States,7503-EPSZW,Stayed,Yes,No,Female,No,,"38.545775, -120.743325",38.545775,-120.743325,Yes,24.05,Yes,3,5,Offer B,No,No,Yes,Mailed Check,Yes,364,No,Q3,Yes,3,No,California,No,No,No,64,1559.15,0,1147.52,0.0,2706.67,No,No,95675
55,0,41.52,,No,,38,0,River Pines,4636,One Year,United States,5871-DGTXZ,Stayed,No,No,Male,No,,"38.545775, -120.743325",38.545775,-120.743325,No,19.8,No,0,0,Offer C,No,No,No,Credit Card,Yes,364,No,Q3,No,4,No,California,No,No,No,32,607.7,0,1328.64,0.0,1936.34,No,No,95675
28,73,13.05,,No,,66,0,River Pines,5770,Month-to-Month,United States,8778-LMWTJ,Stayed,No,No,Female,Yes,Fiber Optic,"38.545775, -120.743325",38.545775,-120.743325,No,74.85,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,364,No,Q3,No,3,No,California,No,No,No,9,708.2,0,117.45,0.0,825.65,Yes,Yes,95675
19,82,4.39,,No,,45,0,Rocklin,4695,One Year,United States,5678-VFNEQ,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.7904, -121.236973",38.7904,-121.236973,Yes,104.1,Yes,0,8,Offer A,No,Yes,Yes,Credit Card,Yes,21510,No,Q3,Yes,4,No,California,Yes,Yes,Yes,71,7412.25,0,311.69,0.0,7723.94,Yes,Yes,95677
37,24,0.0,,No,,72,0,Rocklin,2315,One Year,United States,7089-XXAYG,Stayed,No,Yes,Male,Yes,Cable,"38.7904, -121.236973",38.7904,-121.236973,Yes,38.1,No,0,10,,No,No,Yes,Credit Card,No,21510,No,Q3,Yes,5,No,California,No,No,Yes,25,970.4,100,0.0,0.0,1070.4,No,No,95677
34,19,41.58,,No,,71,0,Rocklin,4972,One Year,United States,7550-WIQVA,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.7904, -121.236973",38.7904,-121.236973,Yes,108.25,Yes,1,3,,Yes,Yes,Yes,Bank Withdrawal,Yes,21510,No,Q3,Yes,4,No,California,Yes,Yes,Yes,50,5431.4,0,2079.0,0.0,7510.4,No,Yes,95677
54,0,2.65,,No,,21,0,Rocklin,2682,Two Year,United States,9717-IOAAF,Stayed,Yes,No,Male,No,,"38.7904, -121.236973",38.7904,-121.236973,No,25.85,Yes,1,0,,No,No,Yes,Credit Card,Yes,21510,No,Q3,No,5,No,California,No,No,No,27,788.55,0,71.55,0.0,860.1,No,No,95677
38,53,6.15,,No,,45,0,Volcano,6111,Month-to-Month,United States,9350-VLHMB,Stayed,Yes,No,Male,Yes,Fiber Optic,"38.481902, -120.603668",38.481902,-120.603668,Yes,89.55,Yes,3,4,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,1273,No,Q3,Yes,4,No,California,Yes,Yes,No,67,6373.1,0,412.05,0.0,6785.15,No,Yes,95689
43,23,0.0,,No,,79,0,Volcano,3474,Month-to-Month,United States,7351-MHQVU,Stayed,No,No,Female,Yes,Cable,"38.481902, -120.603668",38.481902,-120.603668,No,50.95,No,0,0,Offer E,Yes,Yes,No,Credit Card,No,1273,Yes,Q3,No,3,No,California,Yes,Yes,No,6,307.6,0,0.0,0.0,307.6,No,Yes,95689
49,2,38.88,,No,,62,0,Volcano,4260,One Year,United States,7581-EBBOU,Stayed,No,Yes,Female,Yes,DSL,"38.481902, -120.603668",38.481902,-120.603668,No,70.15,No,0,0,,Yes,No,Yes,Credit Card,Yes,1273,Yes,Q3,No,3,No,California,No,No,Yes,60,4224.7,0,2332.8,0.0,6557.5,No,Yes,95689
64,0,6.9,,No,,40,0,Volcano,4528,Two Year,United States,1293-BSEUN,Stayed,Yes,No,Female,No,,"38.481902, -120.603668",38.481902,-120.603668,Yes,20.7,No,3,9,,No,No,Yes,Credit Card,Yes,1273,No,Q3,Yes,5,No,California,No,No,No,72,1482.3,0,496.8,0.0,1979.1,No,No,95689
22,51,34.48,,No,,38,0,West Sacramento,6213,Month-to-Month,United States,8785-CJSHH,Stayed,No,No,Female,Yes,Fiber Optic,"38.627951, -121.593287",38.627951,-121.593287,Yes,99.8,Yes,0,9,,Yes,No,Yes,Bank Withdrawal,Yes,19050,No,Q3,Yes,4,No,California,Yes,Yes,Yes,60,5985.75,0,2068.8,0.0,8054.55,Yes,Yes,95691
52,20,40.48,,No,,74,0,West Sacramento,4666,One Year,United States,9500-IWPXQ,Stayed,Yes,Yes,Female,Yes,DSL,"38.627951, -121.593287",38.627951,-121.593287,Yes,79.4,Yes,2,3,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,19050,Yes,Q3,Yes,3,No,California,Yes,Yes,No,61,4820.55,0,2469.28,0.0,7289.83,No,Yes,95691
50,76,49.18,,No,,26,0,West Sacramento,5823,One Year,United States,5073-RZGBK,Stayed,Yes,Yes,Female,Yes,DSL,"38.627951, -121.593287",38.627951,-121.593287,Yes,80.05,Yes,3,6,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,19050,Yes,Q3,Yes,3,No,California,Yes,Yes,No,50,4042.2,0,2459.0,0.0,6501.2,No,Yes,95691
58,0,21.23,,No,,23,0,West Sacramento,5637,Two Year,United States,1302-TPUBN,Stayed,No,No,Male,No,,"38.627951, -121.593287",38.627951,-121.593287,No,19.35,No,0,0,,No,No,No,Bank Withdrawal,Yes,19050,No,Q3,No,3,No,California,No,No,No,66,1240.8,0,1401.18,0.0,2641.98,No,No,95691
63,5,49.39,,No,,52,0,Alta,5426,Month-to-Month,United States,7077-XJMET,Stayed,No,Yes,Male,Yes,DSL,"39.218096, -120.79153",39.218096,-120.79153,Yes,74.15,No,0,7,,No,No,Yes,Bank Withdrawal,Yes,751,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,12,741.4,0,592.68,0.0,1334.08,No,Yes,95701
37,4,43.27,,No,,79,0,Alta,2929,Two Year,United States,7284-ZZLOH,Stayed,No,Yes,Male,Yes,DSL,"39.218096, -120.79153",39.218096,-120.79153,Yes,53.3,No,0,10,,No,Yes,No,Credit Card,Yes,751,No,Q3,Yes,3,No,California,No,No,No,45,2296.25,90,1947.15,0.0,4333.4,No,No,95701
60,56,0.0,,No,,23,0,Alta,4175,Two Year,United States,6522-OIQSX,Stayed,Yes,Yes,Female,Yes,Cable,"39.218096, -120.79153",39.218096,-120.79153,Yes,54.95,No,3,4,Offer A,Yes,No,Yes,Credit Card,No,751,No,Q3,Yes,4,No,California,Yes,Yes,Yes,69,3772.5,0,0.0,0.0,3772.5,No,Yes,95701
42,0,30.63,,No,,21,0,Alta,5272,Month-to-Month,United States,0927-CNGRH,Joined,Yes,No,Male,No,,"39.218096, -120.79153",39.218096,-120.79153,No,19.55,No,3,0,,No,No,No,Credit Card,Yes,751,No,Q3,No,4,No,California,No,No,No,1,19.55,0,30.63,0.0,50.18,No,No,95701
64,8,12.98,,No,,72,0,Gold Run,4000,One Year,United States,6718-BDGHG,Stayed,No,No,Female,Yes,DSL,"39.170376, -120.838404",39.170376,-120.838404,Yes,64.85,Yes,0,6,,No,No,Yes,Bank Withdrawal,Yes,407,Yes,Q3,Yes,3,No,California,No,No,Yes,43,2908.2,0,558.14,0.0,3466.34,No,Yes,95717
37,0,28.45,,No,,71,0,Gold Run,5449,One Year,United States,1599-EAHXY,Stayed,Yes,No,Male,No,,"39.170376, -120.838404",39.170376,-120.838404,Yes,23.95,Yes,2,1,,No,No,No,Credit Card,Yes,407,No,Q3,Yes,5,No,California,No,No,No,60,1506.4,0,1707.0,0.0,3213.4,No,No,95717
54,21,49.57,,No,,57,0,Gold Run,2292,One Year,United States,0723-FDLAY,Stayed,No,Yes,Male,Yes,Cable,"39.170376, -120.838404",39.170376,-120.838404,No,85.25,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,407,Yes,Q3,No,5,No,California,Yes,Yes,Yes,44,3704.15,100,2181.08,0.0,5985.23,No,No,95717
20,69,20.79,,No,,46,0,Gold Run,3102,Month-to-Month,United States,9853-JFZDU,Stayed,No,No,Female,Yes,DSL,"39.170376, -120.838404",39.170376,-120.838404,Yes,56.85,No,0,7,,Yes,No,No,Bank Withdrawal,Yes,407,Yes,Q3,Yes,4,No,California,No,No,No,35,1861.1,0,727.65,0.0,2588.75,Yes,Yes,95717
34,6,4.19,,No,,48,0,El Dorado Hills,2662,Month-to-Month,United States,7055-HNEOJ,Joined,No,Yes,Male,Yes,Cable,"38.684437, -121.055634",38.684437,-121.055634,Yes,55.8,No,0,2,Offer E,No,No,Yes,Mailed Check,Yes,22028,Yes,Q3,Yes,4,No,California,No,No,No,3,154.55,0,12.57,0.0,167.12,No,Yes,95762
54,15,30.57,,No,,60,0,El Dorado Hills,4924,Month-to-Month,United States,0315-LVCRK,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.684437, -121.055634",38.684437,-121.055634,No,84.8,No,0,0,,No,No,No,Bank Withdrawal,Yes,22028,No,Q3,No,4,No,California,Yes,Yes,No,11,888.75,0,336.27,0.0,1225.02,No,Yes,95762
22,0,42.02,,No,,70,0,El Dorado Hills,2858,One Year,United States,8884-FEEWR,Stayed,No,No,Male,No,,"38.684437, -121.055634",38.684437,-121.055634,No,20.6,No,0,0,Offer C,No,No,No,Bank Withdrawal,Yes,22028,No,Q3,No,4,No,California,No,No,No,35,754.0,0,1470.7,0.0,2224.7,Yes,No,95762
50,26,8.93,,No,,46,0,El Dorado Hills,5832,Month-to-Month,United States,2101-RANCD,Stayed,No,No,Female,Yes,Fiber Optic,"38.684437, -121.055634",38.684437,-121.055634,No,73.1,Yes,0,0,,No,No,Yes,Bank Withdrawal,Yes,22028,No,Q3,No,4,No,California,No,No,No,55,4144.9,0,491.15,0.0,4636.05,No,Yes,95762
29,59,30.58,,No,,32,0,Rocklin,5038,Two Year,United States,5514-YQENT,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"38.823278, -121.281856",38.823278,-121.281856,No,111.15,No,3,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,15494,Yes,Q3,No,5,No,California,Yes,Yes,Yes,41,4507.15,0,1253.78,0.0,5760.93,Yes,Yes,95765
46,27,0.0,,No,,37,0,Rocklin,5119,Two Year,United States,3911-RSNHI,Stayed,No,Yes,Female,Yes,DSL,"38.823278, -121.281856",38.823278,-121.281856,Yes,61.4,No,0,2,Offer A,Yes,No,Yes,Credit Card,No,15494,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,4310.35,0,0.0,0.0,4310.35,No,Yes,95765
24,0,23.03,,No,,55,0,Rocklin,2768,One Year,United States,3125-RAHBV,Stayed,No,No,Male,No,,"38.823278, -121.281856",38.823278,-121.281856,No,20.3,No,0,0,Offer D,No,No,No,Credit Card,Yes,15494,No,Q3,No,4,No,California,No,No,No,22,467.15,0,506.66,0.0,973.81,Yes,No,95765
40,23,12.63,,No,,59,0,Rocklin,4515,Two Year,United States,7921-BEPCI,Stayed,No,No,Female,Yes,DSL,"38.823278, -121.281856",38.823278,-121.281856,No,59.75,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,15494,No,Q3,No,3,No,California,No,No,No,72,4265.0,0,909.36,0.0,5174.36,No,Yes,95765
45,0,35.32,,No,,53,0,Sacramento,4263,Month-to-Month,United States,2958-NHPPS,Stayed,No,No,Male,No,,"38.574856, -121.46504",38.574856,-121.46504,No,20.85,No,0,0,,No,No,No,Bank Withdrawal,Yes,16164,No,Q3,No,5,No,California,No,No,No,23,473.9,0,812.36,0.0,1286.26,No,No,95816
64,16,34.61,,No,,55,0,Sacramento,5577,Month-to-Month,United States,7271-AJDTL,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.574856, -121.46504",38.574856,-121.46504,Yes,94.45,Yes,0,1,,Yes,No,Yes,Credit Card,Yes,16164,No,Q3,Yes,5,No,California,No,No,Yes,55,5073.1,0,1903.55,0.0,6976.65,No,Yes,95816
56,0,46.17,,No,,43,0,Sacramento,3434,One Year,United States,1682-VCOIO,Stayed,No,No,Male,No,,"38.574856, -121.46504",38.574856,-121.46504,No,20.45,No,0,0,Offer D,No,No,No,Credit Card,Yes,16164,No,Q3,No,5,No,California,No,No,No,23,481.1,0,1061.91,0.0,1543.01,No,No,95816
54,30,20.8,,No,,33,0,Sacramento,5624,Two Year,United States,1428-IEDPR,Stayed,No,Yes,Male,Yes,Fiber Optic,"38.574856, -121.46504",38.574856,-121.46504,No,109.3,Yes,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,16164,Yes,Q3,No,4,No,California,Yes,Yes,Yes,52,5731.4,60,1081.6,3.85,6869.15,No,No,95816
47,0,21.77,,No,,60,0,Sacramento,4175,One Year,United States,9824-QCJPK,Stayed,No,No,Male,No,,"38.490508, -121.284171",38.490508,-121.284171,Yes,20.0,No,0,7,,No,No,No,Mailed Check,Yes,592,No,Q3,Yes,3,No,California,No,No,No,36,666.75,0,783.72,0.0,1450.47,No,No,95830
51,4,45.69,,No,,68,0,Sacramento,5900,Month-to-Month,United States,0867-LDTTC,Stayed,No,Yes,Male,Yes,Cable,"38.490508, -121.284171",38.490508,-121.284171,No,75.15,No,0,0,,No,No,No,Bank Withdrawal,Yes,592,Yes,Q3,No,4,No,California,Yes,Yes,Yes,5,392.65,0,228.45,0.0,621.1,No,Yes,95830
25,76,28.4,,No,,35,0,Sacramento,4955,Two Year,United States,1043-UXOVO,Stayed,No,Yes,Female,Yes,Fiber Optic,"38.490508, -121.284171",38.490508,-121.284171,No,113.15,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,592,Yes,Q3,No,3,No,California,Yes,Yes,Yes,71,7993.3,0,2016.4,0.0,10009.7,Yes,Yes,95830
47,6,3.12,,No,,34,0,Sacramento,5238,One Year,United States,2486-WYVVE,Stayed,No,Yes,Male,Yes,DSL,"38.490508, -121.284171",38.490508,-121.284171,Yes,79.3,Yes,0,1,,No,No,Yes,Credit Card,Yes,592,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,31,2484.0,0,96.72,0.0,2580.72,No,Yes,95830
39,57,9.58,,No,,37,0,Sacramento,3582,Month-to-Month,United States,8205-MQUGY,Stayed,Yes,No,Male,Yes,Cable,"38.646209, -121.52446",38.646209,-121.52446,Yes,49.2,No,3,8,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,8403,No,Q3,Yes,3,No,California,No,No,No,12,571.15,80,114.96,0.0,766.11,No,No,95834
60,0,18.14,,No,,35,0,Sacramento,4220,One Year,United States,2122-SZZZD,Stayed,No,No,Male,No,,"38.646209, -121.52446",38.646209,-121.52446,No,19.5,No,0,0,,No,No,No,Credit Card,Yes,8403,No,Q3,No,4,No,California,No,No,No,44,835.5,0,798.16,0.0,1633.66,No,No,95834
62,0,44.13,,No,,51,0,Sacramento,4122,One Year,United States,7762-ONLJY,Stayed,Yes,No,Female,No,,"38.646209, -121.52446",38.646209,-121.52446,Yes,19.7,No,3,5,,No,No,No,Credit Card,Yes,8403,No,Q3,Yes,3,No,California,No,No,No,6,94.45,0,264.78,0.0,359.23,No,No,95834
42,3,47.9,,No,,23,0,Sacramento,5957,One Year,United States,8668-KNZTI,Stayed,No,Yes,Male,Yes,DSL,"38.646209, -121.52446",38.646209,-121.52446,No,53.75,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,8403,No,Q3,No,3,No,California,No,No,No,52,2790.65,0,2490.8,43.12,5238.33,No,Yes,95834
54,19,22.31,,No,,63,0,Marysville,5322,Month-to-Month,United States,9495-SKLKD,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.19514, -121.503883",39.19514,-121.503883,Yes,95.95,Yes,2,1,,Yes,No,Yes,Bank Withdrawal,Yes,38091,No,Q3,Yes,5,No,California,Yes,Yes,No,45,4456.65,0,1003.95,0.0,5460.6,No,Yes,95901
40,23,0.0,,No,,43,0,Marysville,3970,Month-to-Month,United States,9754-CLVZW,Stayed,Yes,No,Female,Yes,Cable,"39.19514, -121.503883",39.19514,-121.503883,Yes,38.85,No,3,4,Offer C,Yes,Yes,No,Credit Card,No,38091,Yes,Q3,Yes,4,No,California,No,No,No,26,1025.15,30,0.0,0.0,1055.15,No,No,95901
62,0,17.56,,No,,66,0,Marysville,4889,Two Year,United States,7608-RGIRO,Stayed,Yes,No,Male,No,,"39.19514, -121.503883",39.19514,-121.503883,No,24.4,Yes,1,0,Offer B,No,No,Yes,Credit Card,Yes,38091,No,Q3,No,3,No,California,No,No,No,62,1413.0,0,1088.72,0.0,2501.72,No,No,95901
40,0,12.82,,No,,31,0,Marysville,4146,Month-to-Month,United States,2096-XOTMO,Stayed,Yes,No,Female,No,,"39.19514, -121.503883",39.19514,-121.503883,Yes,19.35,No,3,10,,No,No,No,Credit Card,Yes,38091,No,Q3,Yes,5,No,California,No,No,No,16,275.9,0,205.12,33.24,447.78,No,No,95901
35,0,15.83,,No,,59,0,Alleghany,5736,Month-to-Month,United States,5067-DGXLL,Joined,No,No,Male,No,,"39.467828, -120.841386",39.467828,-120.841386,No,20.25,No,0,0,,No,No,No,Credit Card,Yes,118,No,Q3,No,4,No,California,No,No,No,2,36.8,0,31.66,0.0,68.46,No,No,95910
39,0,8.01,,No,,60,0,Alleghany,3161,Month-to-Month,United States,2739-CCZMB,Stayed,Yes,No,Male,No,,"39.467828, -120.841386",39.467828,-120.841386,No,20.35,No,1,0,,No,No,No,Credit Card,Yes,118,No,Q3,No,4,No,California,No,No,No,5,122.0,0,40.05,0.0,162.05,No,No,95910
42,24,48.25,,No,,63,0,Alleghany,3522,Month-to-Month,United States,5895-QSXOD,Stayed,No,No,Male,Yes,Fiber Optic,"39.467828, -120.841386",39.467828,-120.841386,No,70.05,No,0,0,,No,No,No,Credit Card,Yes,118,No,Q3,No,3,No,California,No,No,No,9,657.5,0,434.25,0.0,1091.75,No,Yes,95910
27,30,25.32,,No,,79,0,Alleghany,4355,Month-to-Month,United States,8221-EQDGL,Stayed,No,Yes,Male,Yes,DSL,"39.467828, -120.841386",39.467828,-120.841386,Yes,61.0,No,0,4,,Yes,Yes,No,Credit Card,Yes,118,No,Q3,Yes,3,No,California,No,No,No,35,2130.45,0,886.2,10.7,3005.95,Yes,Yes,95910
41,14,0.0,,No,,76,0,Biggs,3752,One Year,United States,8898-KASCD,Stayed,No,Yes,Male,Yes,DSL,"39.457388, -121.818201",39.457388,-121.818201,No,35.55,No,0,0,,No,No,No,Credit Card,No,3169,Yes,Q3,No,3,No,California,No,No,No,39,1309.15,0,0.0,0.0,1309.15,No,Yes,95917
37,21,39.55,,No,,64,0,Biggs,3063,Month-to-Month,United States,2468-SJFLM,Joined,No,No,Male,Yes,Fiber Optic,"39.457388, -121.818201",39.457388,-121.818201,No,74.3,No,0,0,,No,No,Yes,Mailed Check,Yes,3169,Yes,Q3,No,5,No,California,No,No,No,1,74.3,0,39.55,0.0,113.85,No,Yes,95917
44,0,10.2,,No,,58,0,Biggs,5607,Month-to-Month,United States,1622-HSHSF,Joined,No,No,Female,No,,"39.457388, -121.818201",39.457388,-121.818201,No,19.55,No,0,0,,No,No,Yes,Credit Card,Yes,3169,No,Q3,No,5,No,California,No,No,No,1,19.55,0,10.2,0.0,29.75,No,No,95917
60,28,47.72,,No,,38,0,Biggs,5474,Two Year,United States,7560-QJAVJ,Stayed,No,Yes,Female,Yes,DSL,"39.457388, -121.818201",39.457388,-121.818201,No,79.6,No,0,0,,No,Yes,No,Bank Withdrawal,Yes,3169,Yes,Q3,No,3,No,California,Yes,Yes,Yes,70,5589.45,0,3340.4,42.34,8887.51,No,Yes,95917
64,6,0.0,,No,,20,0,Goodyears Bar,5924,Month-to-Month,United States,7041-TXQJH,Stayed,No,Yes,Female,Yes,Cable,"39.564113, -120.868836",39.564113,-120.868836,No,40.2,No,0,0,Offer C,No,No,Yes,Credit Card,No,76,No,Q3,No,5,No,California,Yes,Yes,No,37,1478.85,0,0.0,0.0,1478.85,No,Yes,95944
60,4,40.14,,No,,42,0,Goodyears Bar,3834,One Year,United States,9909-DFRJA,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.564113, -120.868836",39.564113,-120.868836,No,95.85,No,0,0,Offer C,No,Yes,Yes,Bank Withdrawal,Yes,76,Yes,Q3,No,3,No,California,Yes,Yes,No,26,2475.35,0,1043.64,0.0,3518.99,No,Yes,95944
25,42,38.78,,No,,76,0,Goodyears Bar,5536,One Year,United States,5734-EJKXG,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.564113, -120.868836",39.564113,-120.868836,No,118.6,Yes,0,0,Offer B,Yes,Yes,Yes,Bank Withdrawal,Yes,76,Yes,Q3,No,3,No,California,Yes,Yes,Yes,61,7365.7,0,2365.58,0.0,9731.28,Yes,Yes,95944
45,20,36.11,,No,,50,0,Goodyears Bar,5521,Two Year,United States,9174-IHETN,Stayed,Yes,No,Female,Yes,Fiber Optic,"39.564113, -120.868836",39.564113,-120.868836,No,70.35,No,2,0,Offer B,No,No,No,Credit Card,Yes,76,No,Q3,No,3,No,California,No,No,No,50,3533.6,0,1805.5,0.0,5339.1,No,Yes,95944
59,0,18.73,,No,,63,0,Grass Valley,2884,Two Year,United States,5014-GSOUQ,Stayed,No,No,Male,No,,"39.194539, -120.988066",39.194539,-120.988066,No,19.95,No,0,0,Offer D,No,No,No,Credit Card,Yes,23990,No,Q3,No,4,No,California,No,No,No,13,243.65,0,243.49,0.0,487.14,No,No,95945
40,11,48.63,,No,,22,0,Grass Valley,2989,Month-to-Month,United States,9099-FTUHS,Stayed,No,No,Female,Yes,Cable,"39.194539, -120.988066",39.194539,-120.988066,No,54.4,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,23990,No,Q3,No,3,No,California,No,No,No,23,1249.25,0,1118.49,0.0,2367.74,No,Yes,95945
34,0,29.55,,No,,28,0,Grass Valley,5535,Two Year,United States,2207-RYYRL,Stayed,Yes,No,Male,No,,"39.194539, -120.988066",39.194539,-120.988066,Yes,24.55,Yes,1,6,Offer B,No,No,No,Credit Card,Yes,23990,No,Q3,Yes,3,No,California,No,No,No,52,1331.05,0,1536.6,0.0,2867.65,No,No,95945
20,52,0.0,,No,,73,0,Grass Valley,3522,One Year,United States,2233-TXSIU,Stayed,Yes,Yes,Male,Yes,DSL,"39.194539, -120.988066",39.194539,-120.988066,Yes,44.45,No,2,1,,No,Yes,No,Credit Card,No,23990,No,Q3,Yes,3,No,California,No,No,Yes,17,792.15,0,0.0,0.0,792.15,Yes,Yes,95945
46,53,26.58,,No,,80,0,Meridian,2452,Month-to-Month,United States,9314-IJWSQ,Stayed,Yes,No,Female,Yes,Fiber Optic,"39.068071, -121.832638",39.068071,-121.832638,Yes,84.8,Yes,3,1,Offer D,No,No,Yes,Bank Withdrawal,Yes,776,No,Q3,Yes,3,No,California,No,No,Yes,14,1203.9,0,372.12,0.0,1576.02,No,Yes,95957
20,76,19.38,,No,,72,0,Meridian,2025,Month-to-Month,United States,2603-HVKCG,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.068071, -121.832638",39.068071,-121.832638,No,101.4,No,0,0,Offer C,Yes,No,Yes,Bank Withdrawal,Yes,776,No,Q3,No,4,No,California,Yes,Yes,Yes,31,3143.65,0,600.78,0.0,3744.43,Yes,Yes,95957
27,51,33.5,,No,,65,0,Meridian,5011,One Year,United States,5906-DVAPM,Stayed,Yes,No,Female,Yes,DSL,"39.068071, -121.832638",39.068071,-121.832638,Yes,75.0,Yes,2,7,,Yes,Yes,Yes,Credit Card,Yes,776,Yes,Q3,Yes,3,No,California,No,No,Yes,55,4213.9,0,1842.5,0.0,6056.4,Yes,Yes,95957
57,19,44.95,,No,,51,0,Meridian,4612,One Year,United States,2599-CZABP,Stayed,No,No,Male,Yes,DSL,"39.068071, -121.832638",39.068071,-121.832638,Yes,44.6,No,0,1,Offer D,No,No,No,Bank Withdrawal,Yes,776,No,Q3,Yes,3,No,California,No,No,No,14,641.25,0,629.3,0.0,1270.55,No,Yes,95957
46,13,9.22,,No,,32,0,Oregon House,4756,Month-to-Month,United States,6198-RTPMF,Stayed,No,No,Female,Yes,Fiber Optic,"39.342587, -121.249833",39.342587,-121.249833,Yes,92.6,Yes,0,10,Offer D,No,No,No,Bank Withdrawal,Yes,1519,No,Q3,Yes,4,No,California,Yes,Yes,Yes,17,1579.7,0,156.74,0.0,1736.44,No,Yes,95962
29,0,17.88,,No,,39,0,Oregon House,5247,One Year,United States,4893-GYUJU,Stayed,No,No,Female,No,,"39.342587, -121.249833",39.342587,-121.249833,No,19.35,No,0,0,,No,No,Yes,Mailed Check,Yes,1519,No,Q3,No,3,No,California,No,No,No,50,1033.0,0,894.0,29.5,1897.5,Yes,No,95962
29,59,31.27,,No,,69,0,Oregon House,5724,Two Year,United States,5641-DMBFJ,Stayed,No,Yes,Female,Yes,DSL,"39.342587, -121.249833",39.342587,-121.249833,Yes,84.3,Yes,0,1,,No,Yes,Yes,Bank Withdrawal,Yes,1519,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,58,4916.4,0,1813.66,0.0,6730.06,Yes,Yes,95962
35,76,48.04,,No,,60,0,Oregon House,6399,One Year,United States,1150-FTQGN,Stayed,Yes,No,Female,Yes,Fiber Optic,"39.342587, -121.249833",39.342587,-121.249833,Yes,94.15,Yes,3,1,Offer B,Yes,Yes,No,Bank Withdrawal,Yes,1519,No,Q3,Yes,4,No,California,No,No,Yes,60,5811.8,0,2882.4,0.0,8694.2,No,Yes,95962
49,0,24.53,,No,,23,0,Oroville,5967,Month-to-Month,United States,1925-GMVBW,Stayed,No,No,Female,No,,"39.624561, -121.552866",39.624561,-121.552866,No,20.55,No,0,0,,No,No,No,Credit Card,Yes,17782,No,Q3,No,3,No,California,No,No,No,5,96.1,0,122.65,0.0,218.75,No,No,95965
31,13,12.36,,No,,79,0,Oroville,5137,One Year,United States,7272-QDCKA,Stayed,No,No,Male,Yes,Fiber Optic,"39.624561, -121.552866",39.624561,-121.552866,No,100.2,Yes,0,0,Offer C,Yes,No,No,Bank Withdrawal,Yes,17782,No,Q3,No,3,No,California,Yes,Yes,Yes,28,2688.45,0,346.08,42.64,2991.89,No,Yes,95965
43,57,6.95,,No,,35,0,Oroville,5169,Two Year,United States,2664-XJZNO,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.624561, -121.552866",39.624561,-121.552866,Yes,104.9,No,3,5,Offer A,No,Yes,Yes,Credit Card,Yes,17782,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,72,7559.55,0,500.4,0.0,8059.95,No,Yes,95965
61,0,7.35,,No,,61,0,Oroville,5980,Two Year,United States,7196-LIWRH,Stayed,No,No,Female,No,,"39.624561, -121.552866",39.624561,-121.552866,No,19.55,No,0,0,Offer E,No,No,No,Credit Card,Yes,17782,No,Q3,No,5,No,California,No,No,No,6,124.45,0,44.1,0.0,168.55,No,No,95965
40,20,19.01,,No,,66,0,Chico,5775,Month-to-Month,United States,1656-DRSMG,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.903272, -121.843567",39.903272,-121.843567,No,109.85,Yes,0,0,Offer B,Yes,No,Yes,Credit Card,Yes,26971,Yes,Q3,No,5,No,California,Yes,Yes,Yes,63,7002.95,0,1197.63,0.0,8200.58,No,Yes,95973
59,0,20.47,,No,,43,0,Chico,5447,Two Year,United States,5044-XDPYX,Stayed,No,No,Female,No,,"39.903272, -121.843567",39.903272,-121.843567,Yes,25.5,Yes,0,7,,No,No,No,Mailed Check,Yes,26971,No,Q3,Yes,5,No,California,No,No,No,51,1281.25,0,1043.97,0.0,2325.22,No,No,95973
35,8,0.0,,No,,42,0,Chico,3618,Month-to-Month,United States,8350-NYMVI,Stayed,No,Yes,Female,Yes,DSL,"39.903272, -121.843567",39.903272,-121.843567,No,41.1,No,0,0,,Yes,No,No,Bank Withdrawal,No,26971,Yes,Q3,No,3,No,California,No,No,No,39,1597.05,0,0.0,0.0,1597.05,No,Yes,95973
40,27,25.33,,No,,40,0,Chico,4335,Month-to-Month,United States,0939-EREMR,Stayed,Yes,Yes,Female,Yes,Cable,"39.903272, -121.843567",39.903272,-121.843567,No,53.45,No,1,0,Offer D,No,No,No,Credit Card,Yes,26971,Yes,Q3,No,5,No,California,No,No,No,13,718.1,0,329.29,26.37,1021.02,No,No,95973
61,0,5.01,,No,,74,0,Richvale,4058,Month-to-Month,United States,3012-VFFMN,Stayed,Yes,No,Female,No,,"39.495768, -121.747472",39.495768,-121.747472,Yes,20.65,No,1,7,,No,No,No,Credit Card,Yes,74,No,Q3,Yes,3,No,California,No,No,No,7,158.95,0,35.07,0.0,194.02,No,No,95974
53,53,0.0,,No,,47,0,Richvale,5415,Two Year,United States,1814-WFGVS,Stayed,Yes,Yes,Male,Yes,DSL,"39.495768, -121.747472",39.495768,-121.747472,Yes,48.9,No,3,3,,No,Yes,No,Mailed Check,No,74,Yes,Q3,Yes,3,No,California,No,No,Yes,72,3527.0,0,0.0,34.44,3492.56,No,Yes,95974
47,13,36.11,,No,,35,0,Richvale,4998,Month-to-Month,United States,1600-DILPE,Stayed,No,No,Female,Yes,DSL,"39.495768, -121.747472",39.495768,-121.747472,No,45.0,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,74,No,Q3,No,3,No,California,No,No,No,12,524.35,0,433.32,0.0,957.67,No,Yes,95974
47,16,1.38,,No,,73,0,Richvale,3850,Month-to-Month,United States,9389-ACWBI,Stayed,Yes,No,Female,Yes,Fiber Optic,"39.495768, -121.747472",39.495768,-121.747472,Yes,69.95,No,2,1,,No,No,No,Credit Card,Yes,74,No,Q3,Yes,3,No,California,No,No,No,5,320.4,0,6.9,0.0,327.3,No,Yes,95974
19,0,5.7,,No,,71,0,Smartville,4974,Two Year,United States,0640-YJTPY,Stayed,Yes,No,Male,No,,"39.176595, -121.291692",39.176595,-121.291692,Yes,21.0,No,1,3,Offer A,No,No,No,Bank Withdrawal,Yes,963,No,Q3,Yes,5,No,California,No,No,No,72,1493.75,0,410.4,0.0,1904.15,Yes,No,95977
62,0,15.41,,No,,21,0,Smartville,2896,Two Year,United States,3721-WKIIL,Stayed,No,No,Female,No,,"39.176595, -121.291692",39.176595,-121.291692,No,19.6,No,0,0,,No,No,Yes,Mailed Check,Yes,963,No,Q3,No,5,No,California,No,No,No,27,561.15,0,416.07,13.07,964.15,No,No,95977
28,48,0.0,,No,,48,0,Smartville,4624,One Year,United States,4654-GGUII,Stayed,No,No,Female,Yes,DSL,"39.176595, -121.291692",39.176595,-121.291692,No,40.2,No,0,0,,Yes,Yes,Yes,Credit Card,No,963,Yes,Q3,No,4,No,California,No,No,No,18,711.95,90,0.0,0.0,801.95,Yes,No,95977
60,19,44.05,,No,,35,0,Smartville,5282,Month-to-Month,United States,3644-QXEHN,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"39.176595, -121.291692",39.176595,-121.291692,Yes,97.0,No,1,1,Offer D,No,No,No,Bank Withdrawal,Yes,963,No,Q3,Yes,3,No,California,Yes,Yes,Yes,13,1334.45,0,572.65,0.0,1907.1,No,Yes,95977
57,22,40.22,,No,,38,0,Stirling City,3384,Month-to-Month,United States,8096-LOIST,Stayed,No,No,Female,Yes,Cable,"39.904002, -121.527823",39.904002,-121.527823,No,56.2,No,0,0,Offer D,No,No,Yes,Bank Withdrawal,Yes,28,No,Q3,No,5,No,California,Yes,Yes,No,19,1093.4,0,764.18,0.0,1857.58,No,Yes,95978
38,0,40.2,,No,,65,0,Stirling City,4258,Month-to-Month,United States,6734-CKRSM,Joined,No,No,Female,No,,"39.904002, -121.527823",39.904002,-121.527823,No,20.0,No,0,0,,No,No,No,Mailed Check,Yes,28,No,Q3,No,3,No,California,No,No,No,3,63.6,0,120.6,0.0,184.2,No,No,95978
47,6,44.45,,No,,61,0,Stirling City,5870,One Year,United States,6478-HRRCZ,Stayed,No,No,Male,Yes,DSL,"39.904002, -121.527823",39.904002,-121.527823,Yes,70.5,No,0,7,,Yes,Yes,No,Credit Card,Yes,28,Yes,Q3,Yes,4,No,California,Yes,Yes,No,32,2201.75,0,1422.4,0.0,3624.15,No,Yes,95978
42,6,44.52,,No,,26,0,Stirling City,2546,One Year,United States,2911-IJORQ,Stayed,No,Yes,Male,Yes,DSL,"39.904002, -121.527823",39.904002,-121.527823,No,90.6,Yes,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,28,Yes,Q3,No,4,No,California,Yes,Yes,Yes,37,3358.65,0,1647.24,8.96,4996.93,No,Yes,95978
60,0,26.99,,No,,20,0,Stonyford,4375,Two Year,United States,9764-REAFF,Stayed,No,No,Female,No,,"39.288127, -122.415841",39.288127,-122.415841,Yes,18.4,No,0,9,Offer B,No,No,No,Bank Withdrawal,Yes,844,No,Q3,Yes,4,No,California,No,No,No,59,1057.85,0,1592.41,0.0,2650.26,No,No,95979
33,4,16.61,,No,,74,0,Stonyford,5254,Two Year,United States,1265-ZFOSD,Stayed,No,Yes,Female,Yes,Cable,"39.288127, -122.415841",39.288127,-122.415841,Yes,81.3,Yes,0,6,,Yes,Yes,Yes,Mailed Check,Yes,844,Yes,Q3,Yes,4,No,California,Yes,Yes,No,64,5129.3,0,1063.04,22.34,6170.0,No,Yes,95979
40,0,37.46,,No,,39,0,Stonyford,5678,One Year,United States,8510-BBWMU,Stayed,No,No,Female,No,,"39.288127, -122.415841",39.288127,-122.415841,No,19.75,No,0,0,,No,No,Yes,Credit Card,Yes,844,No,Q3,No,3,No,California,No,No,No,41,806.95,0,1535.86,0.0,2342.81,No,No,95979
40,22,48.41,,No,,50,0,Stonyford,5018,Month-to-Month,United States,5921-NGYRH,Stayed,No,No,Male,Yes,Fiber Optic,"39.288127, -122.415841",39.288127,-122.415841,Yes,73.55,No,0,0,Offer B,No,Yes,Yes,Credit Card,Yes,844,No,Q3,No,3,No,California,No,No,No,64,4764.0,0,3098.24,21.9,7840.34,No,Yes,95979
29,0,8.39,,No,,36,0,Washington,5423,Two Year,United States,7876-DNYAP,Stayed,Yes,No,Female,No,,"39.34128, -120.786867",39.34128,-120.786867,Yes,19.8,No,2,7,Offer A,No,No,No,Credit Card,Yes,145,No,Q3,Yes,5,No,California,No,No,No,69,1436.95,0,578.91,0.0,2015.86,Yes,No,95986
35,0,17.21,,No,,66,0,Washington,4424,Two Year,United States,3457-PQBYH,Stayed,Yes,No,Female,No,,"39.34128, -120.786867",39.34128,-120.786867,Yes,20.3,No,1,6,,No,No,No,Credit Card,Yes,145,No,Q3,Yes,3,No,California,No,No,No,58,1160.75,0,998.18,25.57,2133.36,No,No,95986
50,23,17.72,,No,,24,0,Washington,4017,One Year,United States,1360-XFJMR,Stayed,No,Yes,Female,Yes,Fiber Optic,"39.34128, -120.786867",39.34128,-120.786867,Yes,109.7,Yes,0,6,,Yes,No,Yes,Credit Card,Yes,145,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,67,7344.45,0,1187.24,0.0,8531.69,No,Yes,95986
29,0,6.38,,No,,71,0,Washington,4602,One Year,United States,3985-HOYPM,Stayed,No,No,Male,No,,"39.34128, -120.786867",39.34128,-120.786867,No,19.4,No,0,0,,No,No,No,Credit Card,Yes,145,No,Q3,No,4,No,California,No,No,No,26,525.55,0,165.88,4.25,687.18,Yes,No,95986
56,6,26.04,,No,,76,0,Yuba City,5050,Two Year,United States,2091-GPPIQ,Stayed,No,No,Female,Yes,Cable,"39.02741, -121.614982",39.02741,-121.614982,Yes,78.95,Yes,0,10,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,34967,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,72,5730.15,0,1874.88,0.0,7605.03,No,Yes,95991
49,0,17.43,,No,,34,0,Yuba City,4167,Month-to-Month,United States,5384-ZTTWP,Stayed,Yes,No,Female,No,,"39.02741, -121.614982",39.02741,-121.614982,Yes,19.8,No,1,4,Offer D,No,No,No,Mailed Check,Yes,34967,No,Q3,Yes,4,No,California,No,No,No,15,272.95,0,261.45,18.55,515.85,No,No,95991
37,3,35.56,,No,,42,0,Yuba City,3667,Month-to-Month,United States,9058-MJLZC,Stayed,No,No,Female,Yes,Fiber Optic,"39.02741, -121.614982",39.02741,-121.614982,No,94.6,No,0,0,,No,Yes,Yes,Bank Withdrawal,Yes,34967,No,Q3,No,3,No,California,Yes,Yes,Yes,24,2283.15,0,853.44,0.0,3136.59,No,Yes,95991
29,27,0.0,,No,,22,0,Yuba City,4590,One Year,United States,6576-FBXOJ,Stayed,No,Yes,Male,Yes,DSL,"39.02741, -121.614982",39.02741,-121.614982,Yes,54.6,No,0,5,Offer D,No,No,No,Bank Withdrawal,No,34967,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,17,934.8,0,0.0,47.73,887.07,Yes,Yes,95991
52,0,3.43,,No,,22,0,Redding,4790,Two Year,United States,2429-AYKKO,Stayed,No,No,Male,No,,"40.677649, -122.29467",40.677649,-122.29467,No,19.85,No,0,0,Offer A,No,No,No,Bank Withdrawal,Yes,41476,No,Q3,No,5,No,California,No,No,No,72,1434.1,0,246.96,0.0,1681.06,No,No,96003
32,0,45.33,,No,,30,0,Redding,3863,Two Year,United States,1407-DIGZV,Joined,Yes,No,Female,No,,"40.677649, -122.29467",40.677649,-122.29467,Yes,19.1,No,2,9,,No,No,No,Mailed Check,Yes,41476,No,Q3,Yes,5,No,California,No,No,No,3,52.0,0,135.99,0.0,187.99,No,No,96003
33,22,0.0,,No,,29,0,Redding,3899,Two Year,United States,0056-EPFBG,Stayed,Yes,Yes,Male,Yes,Cable,"40.677649, -122.29467",40.677649,-122.29467,Yes,39.4,No,1,4,,No,Yes,Yes,Credit Card,No,41476,Yes,Q3,Yes,3,No,California,No,No,No,20,825.4,0,0.0,0.0,825.4,No,Yes,96003
33,22,5.42,,No,,80,0,Redding,5432,Month-to-Month,United States,4062-HBMOS,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.677649, -122.29467",40.677649,-122.29467,No,103.05,Yes,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,41476,No,Q3,No,4,No,California,Yes,Yes,Yes,52,5364.8,0,281.84,46.67,5599.97,No,Yes,96003
53,0,31.12,,No,,58,0,Big Bar,6213,Two Year,United States,7114-AEOZE,Stayed,No,No,Female,No,,"40.775272, -123.287414",40.775272,-123.287414,No,19.85,No,0,0,Offer B,No,No,No,Bank Withdrawal,Yes,269,No,Q3,No,4,No,California,No,No,No,60,1128.1,0,1867.2,0.0,2995.3,No,No,96010
37,28,29.46,,No,,77,0,Big Bar,5118,One Year,United States,8564-LDKFL,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.775272, -123.287414",40.775272,-123.287414,Yes,106.0,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,269,No,Q3,Yes,5,No,California,Yes,Yes,Yes,40,4178.65,0,1178.4,47.02,5310.03,No,Yes,96010
36,20,34.27,,No,,69,0,Big Bar,4478,One Year,United States,0931-MHTEM,Stayed,No,No,Female,Yes,Fiber Optic,"40.775272, -123.287414",40.775272,-123.287414,No,100.05,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,269,No,Q3,No,4,No,California,Yes,Yes,Yes,54,5299.65,0,1850.58,0.0,7150.23,No,Yes,96010
36,75,43.7,,No,,28,0,Big Bar,3918,Month-to-Month,United States,6103-QCKFX,Stayed,Yes,No,Female,Yes,DSL,"40.775272, -123.287414",40.775272,-123.287414,Yes,56.25,No,3,10,Offer B,No,Yes,No,Bank Withdrawal,Yes,269,Yes,Q3,Yes,3,No,California,No,No,No,44,2419.55,40,1922.8,14.78,4367.57,No,No,96010
31,0,31.73,,No,,51,0,Chester,5895,Month-to-Month,United States,9313-QOLTZ,Stayed,No,No,Male,No,,"40.243494, -121.154733",40.243494,-121.154733,No,20.9,No,0,0,Offer C,No,No,No,Credit Card,Yes,2664,No,Q3,No,3,No,California,No,No,No,26,518.3,0,824.98,0.0,1343.28,No,No,96020
60,0,47.46,,No,,53,0,Chester,3142,Month-to-Month,United States,6972-SNKKW,Stayed,No,No,Female,No,,"40.243494, -121.154733",40.243494,-121.154733,No,20.0,No,0,0,,No,No,No,Mailed Check,Yes,2664,No,Q3,No,3,No,California,No,No,No,6,109.2,0,284.76,0.0,393.96,No,No,96020
37,58,14.55,,No,,28,0,Chester,4778,One Year,United States,3950-VPYJB,Stayed,Yes,No,Male,Yes,DSL,"40.243494, -121.154733",40.243494,-121.154733,Yes,59.6,No,3,7,,Yes,Yes,No,Credit Card,Yes,2664,Yes,Q3,Yes,3,No,California,No,No,No,57,3509.4,70,829.35,0.0,4408.75,No,No,96020
32,18,49.26,,No,,58,0,Chester,4736,Two Year,United States,0572-ZJKLT,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"40.243494, -121.154733",40.243494,-121.154733,Yes,99.65,Yes,1,10,Offer B,No,Yes,No,Credit Card,Yes,2664,Yes,Q3,Yes,3,No,California,Yes,Yes,No,46,4630.2,0,2265.96,9.35,6886.81,No,Yes,96020
39,4,22.34,,No,,80,0,French Gulch,5167,Month-to-Month,United States,6968-GMKPR,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.740138, -122.587476",40.740138,-122.587476,No,81.55,No,0,0,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,373,No,Q3,No,3,No,California,No,No,No,55,4509.5,0,1228.7,0.0,5738.2,No,Yes,96033
31,0,47.19,,No,,56,0,French Gulch,2606,Month-to-Month,United States,3594-IVHJZ,Joined,No,No,Female,No,,"40.740138, -122.587476",40.740138,-122.587476,No,20.45,No,0,0,,No,No,Yes,Mailed Check,Yes,373,No,Q3,No,5,No,California,No,No,No,2,42.45,0,94.38,0.0,136.83,No,No,96033
58,8,34.18,,No,,24,0,French Gulch,5183,Month-to-Month,United States,1384-RCUXW,Stayed,No,No,Male,Yes,Fiber Optic,"40.740138, -122.587476",40.740138,-122.587476,No,80.55,Yes,0,0,,Yes,No,Yes,Credit Card,Yes,373,No,Q3,No,4,No,California,No,No,No,16,1248.9,0,546.88,0.0,1795.78,No,Yes,96033
33,0,39.56,,No,,55,0,French Gulch,3675,Two Year,United States,1092-WPIVQ,Stayed,Yes,No,Female,No,,"40.740138, -122.587476",40.740138,-122.587476,Yes,25.1,Yes,1,2,Offer D,No,No,No,Credit Card,Yes,373,No,Q3,Yes,4,No,California,No,No,No,18,428.45,0,712.08,14.57,1125.96,No,No,96033
43,18,42.16,,No,,35,0,Gazelle,4171,Two Year,United States,4751-ERMAN,Stayed,No,Yes,Male,Yes,Cable,"41.411315, -122.697236",41.411315,-122.697236,Yes,75.4,No,0,7,,Yes,No,Yes,Bank Withdrawal,Yes,392,No,Q3,Yes,3,No,California,Yes,Yes,Yes,72,5480.25,0,3035.52,0.0,8515.77,No,Yes,96034
50,21,18.53,,No,,20,0,Gazelle,5210,One Year,United States,6869-FGJJC,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.411315, -122.697236",41.411315,-122.697236,No,79.6,No,0,0,,Yes,No,No,Credit Card,Yes,392,No,Q3,No,4,No,California,No,No,No,68,5461.45,10,1260.04,3.26,6728.23,No,No,96034
39,53,26.24,,No,,45,0,Gazelle,2545,One Year,United States,5825-XJOCM,Stayed,Yes,Yes,Male,Yes,Cable,"41.411315, -122.697236",41.411315,-122.697236,No,64.4,Yes,3,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,392,No,Q3,No,4,No,California,No,No,No,48,3035.35,0,1259.52,0.0,4294.87,No,Yes,96034
34,21,0.0,,No,,74,0,Gazelle,5409,Month-to-Month,United States,7233-IOQNP,Stayed,No,No,Female,Yes,Cable,"41.411315, -122.697236",41.411315,-122.697236,Yes,34.0,No,0,9,Offer B,No,Yes,No,Bank Withdrawal,No,392,Yes,Q3,Yes,3,No,California,No,No,No,43,1505.35,0,0.0,49.22,1456.13,No,Yes,96034
62,7,37.08,,No,,79,0,Gerber,2709,Month-to-Month,United States,1436-ZMJAN,Stayed,No,Yes,Female,Yes,Cable,"40.03194, -122.176023",40.03194,-122.176023,Yes,67.8,No,0,6,Offer D,No,No,Yes,Credit Card,Yes,3357,No,Q3,Yes,5,No,California,Yes,Yes,Yes,10,653.15,0,370.8,0.0,1023.95,No,Yes,96035
42,0,20.74,,No,,56,0,Gerber,5302,Two Year,United States,3896-ZVNET,Stayed,Yes,No,Female,No,,"40.03194, -122.176023",40.03194,-122.176023,Yes,24.7,Yes,3,7,,No,No,No,Mailed Check,Yes,3357,No,Q3,Yes,3,No,California,No,No,No,24,571.75,0,497.76,0.0,1069.51,No,No,96035
54,29,35.35,,No,,46,0,Gerber,4559,One Year,United States,6848-YLDFR,Stayed,Yes,No,Male,Yes,DSL,"40.03194, -122.176023",40.03194,-122.176023,Yes,75.2,No,2,9,,Yes,No,Yes,Credit Card,Yes,3357,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,58,4300.8,0,2050.3,0.0,6351.1,No,Yes,96035
60,25,0.0,,No,,51,0,Gerber,3572,One Year,United States,2834-JKOOW,Stayed,No,Yes,Female,Yes,DSL,"40.03194, -122.176023",40.03194,-122.176023,No,45.9,No,0,0,Offer D,Yes,Yes,No,Credit Card,No,3357,Yes,Q3,No,3,No,California,No,No,No,15,693.45,0,0.0,16.27,677.18,No,Yes,96035
24,27,24.27,,No,,68,0,Grenada,3103,Month-to-Month,United States,0799-DDIHE,Stayed,Yes,No,Female,Yes,Cable,"41.599978, -122.539381",41.599978,-122.539381,Yes,46.3,No,3,7,Offer D,No,No,No,Bank Withdrawal,Yes,616,No,Q3,Yes,5,No,California,No,No,No,15,639.45,0,364.05,0.0,1003.5,Yes,Yes,96038
58,18,0.0,,No,,55,0,Grenada,3425,Month-to-Month,United States,5960-MVTUK,Joined,No,No,Male,Yes,DSL,"41.599978, -122.539381",41.599978,-122.539381,No,29.75,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,No,616,Yes,Q3,No,3,No,California,No,No,No,3,96.85,0,0.0,0.0,96.85,No,Yes,96038
51,0,7.32,,No,,57,0,Grenada,4764,Month-to-Month,United States,2320-YKQBO,Stayed,No,No,Female,No,,"41.599978, -122.539381",41.599978,-122.539381,No,19.3,No,0,0,,No,No,No,Credit Card,Yes,616,No,Q3,No,5,No,California,No,No,No,7,144.95,0,51.24,0.0,196.19,No,No,96038
57,0,40.94,,No,,25,0,Grenada,5011,Two Year,United States,2400-FEQME,Stayed,Yes,No,Male,No,,"41.599978, -122.539381",41.599978,-122.539381,Yes,20.5,No,3,1,Offer B,No,No,No,Credit Card,Yes,616,No,Q3,Yes,5,No,California,No,No,No,55,1177.95,0,2251.7,5.83,3423.82,No,No,96038
28,82,24.83,,No,,30,0,Mccloud,3061,Month-to-Month,United States,2720-FVBQP,Stayed,Yes,No,Female,Yes,Cable,"41.251322, -122.105209",41.251322,-122.105209,Yes,48.95,Yes,1,1,Offer E,No,No,Yes,Credit Card,Yes,1586,No,Q3,Yes,3,No,California,No,No,No,6,273.25,0,148.98,0.0,422.23,Yes,Yes,96057
59,8,0.0,,No,,50,0,Mccloud,4051,One Year,United States,4825-XJGDM,Stayed,No,Yes,Female,Yes,DSL,"41.251322, -122.105209",41.251322,-122.105209,No,43.7,No,0,0,Offer B,Yes,Yes,No,Credit Card,No,1586,Yes,Q3,No,4,No,California,No,No,No,61,2696.55,0,0.0,0.0,2696.55,No,Yes,96057
26,0,2.86,,No,,43,0,Mccloud,5587,Month-to-Month,United States,9184-GALIL,Stayed,Yes,No,Female,No,,"41.251322, -122.105209",41.251322,-122.105209,Yes,20.45,No,2,6,,No,No,No,Credit Card,Yes,1586,No,Q3,Yes,4,No,California,No,No,No,38,781.25,0,108.68,0.0,889.93,Yes,No,96057
35,20,23.31,,No,,46,0,Mccloud,2753,Month-to-Month,United States,5949-HGVJL,Stayed,No,No,Female,Yes,DSL,"41.251322, -122.105209",41.251322,-122.105209,Yes,73.05,No,0,7,,Yes,No,Yes,Bank Withdrawal,Yes,1586,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,26,1959.5,50,606.06,47.59,2567.97,No,No,96057
30,82,17.31,,No,,62,0,Manton,4397,One Year,United States,4522-XRWWI,Stayed,No,No,Male,Yes,Cable,"40.426679, -121.850421",40.426679,-121.850421,Yes,80.45,Yes,0,1,Offer B,No,Yes,No,Credit Card,Yes,598,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,42,3375.9,0,727.02,0.0,4102.92,No,Yes,96059
55,0,33.47,,No,,52,0,Manton,6009,Two Year,United States,6734-JDTTV,Stayed,Yes,No,Male,No,,"40.426679, -121.850421",40.426679,-121.850421,Yes,19.85,No,1,5,Offer B,No,No,Yes,Credit Card,Yes,598,No,Q3,Yes,3,No,California,No,No,No,65,1267.05,0,2175.55,0.0,3442.6,No,No,96059
58,19,9.19,,No,,35,0,Manton,3729,One Year,United States,9746-MDMBK,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"40.426679, -121.850421",40.426679,-121.850421,Yes,113.45,Yes,1,7,,Yes,Yes,Yes,Bank Withdrawal,Yes,598,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,47,5317.8,0,431.93,0.0,5749.73,No,Yes,96059
29,0,35.45,,No,,69,0,Manton,4855,Two Year,United States,1635-HDGFT,Stayed,Yes,No,Female,No,,"40.426679, -121.850421",40.426679,-121.850421,No,20.5,No,1,0,Offer D,No,No,No,Credit Card,Yes,598,No,Q3,No,4,No,California,No,No,No,19,398.55,0,673.55,24.07,1048.03,Yes,No,96059
59,0,20.73,,No,,72,0,Millville,2111,Two Year,United States,5939-SXWHM,Stayed,Yes,No,Male,No,,"40.531257, -122.148139",40.531257,-122.148139,Yes,26.3,Yes,3,1,Offer B,No,No,No,Bank Withdrawal,Yes,830,No,Q3,Yes,3,No,California,No,No,No,48,1245.05,0,995.04,0.0,2240.09,No,No,96062
29,59,48.45,,No,,49,0,Millville,3446,Month-to-Month,United States,3890-RTCMS,Stayed,No,No,Male,Yes,DSL,"40.531257, -122.148139",40.531257,-122.148139,No,49.45,No,0,0,,No,No,Yes,Credit Card,Yes,830,Yes,Q3,No,4,No,California,No,No,No,16,799.0,0,775.2,0.0,1574.2,Yes,Yes,96062
49,3,10.13,,No,,44,0,Millville,4552,Month-to-Month,United States,8404-GFGCZ,Stayed,No,Yes,Male,Yes,DSL,"40.531257, -122.148139",40.531257,-122.148139,Yes,65.6,Yes,0,7,Offer E,No,No,No,Bank Withdrawal,Yes,830,No,Q3,Yes,4,No,California,No,No,Yes,4,250.1,0,40.52,0.0,290.62,No,Yes,96062
22,71,32.92,,No,,71,0,Millville,5010,One Year,United States,8050-XGRVL,Stayed,Yes,Yes,Female,Yes,DSL,"40.531257, -122.148139",40.531257,-122.148139,Yes,54.75,No,3,5,Offer B,No,Yes,No,Credit Card,Yes,830,No,Q3,Yes,4,No,California,No,No,No,62,3425.35,0,2041.04,8.5,5457.89,Yes,Yes,96062
44,3,10.13,,No,,79,0,Scott Bar,4120,One Year,United States,2927-QRRQV,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.737962, -123.07557",41.737962,-123.07557,Yes,94.65,Yes,0,1,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,88,No,Q3,Yes,4,No,California,No,No,Yes,46,4312.5,0,465.98,0.0,4778.48,No,Yes,96085
39,26,43.7,,No,,49,0,Scott Bar,4102,Month-to-Month,United States,8123-QBNAZ,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"41.737962, -123.07557",41.737962,-123.07557,Yes,104.5,Yes,1,4,,No,Yes,Yes,Credit Card,Yes,88,No,Q3,Yes,3,No,California,Yes,Yes,Yes,36,3684.95,0,1573.2,0.0,5258.15,No,Yes,96085
48,0,11.81,,No,,46,0,Scott Bar,6440,Two Year,United States,3359-DSRKA,Stayed,Yes,No,Female,No,,"41.737962, -123.07557",41.737962,-123.07557,Yes,19.85,No,3,9,Offer B,No,No,Yes,Credit Card,Yes,88,No,Q3,Yes,4,No,California,No,No,No,58,1158.85,0,684.98,0.0,1843.83,No,No,96085
44,30,16.57,,No,,76,0,Scott Bar,4643,Month-to-Month,United States,8709-KRDVL,Stayed,No,No,Female,Yes,Fiber Optic,"41.737962, -123.07557",41.737962,-123.07557,No,100.0,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,88,No,Q3,No,5,No,California,Yes,Yes,Yes,33,3320.6,0,546.81,0.0,3867.41,No,Yes,96085
34,0,44.7,,No,,76,0,Tehama,4309,Two Year,United States,7941-RCJOW,Stayed,No,No,Male,No,,"40.021787, -122.127576",40.021787,-122.127576,No,19.55,No,0,0,Offer B,No,No,Yes,Credit Card,Yes,405,No,Q3,No,5,No,California,No,No,No,65,1218.65,0,2905.5,0.0,4124.15,No,No,96090
50,17,46.5,,No,,26,0,Tehama,4093,Month-to-Month,United States,5482-VXSXJ,Stayed,No,No,Male,Yes,Fiber Optic,"40.021787, -122.127576",40.021787,-122.127576,No,93.2,No,0,0,,Yes,No,Yes,Credit Card,Yes,405,No,Q3,No,4,No,California,Yes,Yes,Yes,22,2157.3,0,1023.0,0.0,3180.3,No,Yes,96090
20,41,6.89,,No,,53,0,Tehama,5703,Two Year,United States,3720-DBRWL,Stayed,No,Yes,Male,Yes,Cable,"40.021787, -122.127576",40.021787,-122.127576,Yes,83.85,No,0,5,Offer B,Yes,Yes,Yes,Credit Card,Yes,405,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,51,4307.1,0,351.39,0.0,4658.49,Yes,Yes,96090
54,22,1.85,,No,,52,0,Tehama,4895,Month-to-Month,United States,6339-YPSAH,Stayed,No,Yes,Male,Yes,Fiber Optic,"40.021787, -122.127576",40.021787,-122.127576,No,73.8,No,0,0,,No,No,Yes,Bank Withdrawal,Yes,405,No,Q3,No,3,No,California,No,No,No,9,704.3,50,16.65,0.0,770.95,No,No,96090
23,76,39.32,,No,,35,0,Weed,4053,One Year,United States,3584-WKTTW,Stayed,No,Yes,Male,Yes,Fiber Optic,"41.465121, -122.380947",41.465121,-122.380947,Yes,111.55,Yes,0,2,Offer B,No,Yes,Yes,Bank Withdrawal,Yes,5896,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,51,5720.35,0,2005.32,0.0,7725.67,Yes,Yes,96094
61,16,6.28,,No,,65,0,Weed,6221,Two Year,United States,2378-YIZKA,Stayed,Yes,Yes,Female,Yes,DSL,"41.465121, -122.380947",41.465121,-122.380947,Yes,85.0,No,1,7,,Yes,Yes,Yes,Credit Card,Yes,5896,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,68,5607.75,130,427.04,0.0,6164.79,No,No,96094
24,52,36.73,,No,,33,0,Weed,2045,Two Year,United States,4994-OBRSZ,Stayed,Yes,Yes,Male,Yes,Cable,"41.465121, -122.380947",41.465121,-122.380947,No,76.1,No,3,0,,Yes,Yes,No,Bank Withdrawal,Yes,5896,Yes,Q3,No,3,No,California,Yes,Yes,No,14,1054.8,0,514.22,0.0,1569.02,Yes,Yes,96094
40,29,27.66,,No,,74,0,Weed,6298,Month-to-Month,United States,1548-FEHVL,Stayed,No,No,Male,Yes,Fiber Optic,"41.465121, -122.380947",41.465121,-122.380947,Yes,106.2,Yes,0,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,5896,No,Q3,Yes,4,No,California,Yes,Yes,Yes,61,6375.2,0,1687.26,0.0,8062.46,No,Yes,96094
52,15,42.64,,No,,54,0,Yreka,6091,Two Year,United States,1971-DTCZB,Stayed,No,Yes,Female,Yes,DSL,"41.764869, -122.671316",41.764869,-122.671316,Yes,90.95,Yes,0,6,,Yes,Yes,Yes,Bank Withdrawal,Yes,9538,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,72,6468.6,0,3070.08,0.0,9538.68,No,Yes,96097
61,24,16.87,,No,,22,0,Yreka,5494,Month-to-Month,United States,0689-DSXGL,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"41.764869, -122.671316",41.764869,-122.671316,Yes,85.8,No,1,3,Offer B,Yes,No,No,Bank Withdrawal,Yes,9538,Yes,Q3,Yes,3,No,California,No,No,No,52,4433.3,0,877.24,0.0,5310.54,No,Yes,96097
53,19,0.0,,No,,25,0,Yreka,3288,Month-to-Month,United States,2436-QBZFP,Stayed,Yes,No,Female,Yes,DSL,"41.764869, -122.671316",41.764869,-122.671316,Yes,39.2,No,1,4,,Yes,No,No,Bank Withdrawal,No,9538,No,Q3,Yes,4,No,California,No,No,Yes,22,849.9,50,0.0,0.0,899.9,No,No,96097
53,15,10.12,,No,,60,0,Yreka,4157,Month-to-Month,United States,6215-NQCPY,Stayed,No,No,Male,Yes,Fiber Optic,"41.764869, -122.671316",41.764869,-122.671316,No,99.7,Yes,0,0,Offer D,No,Yes,Yes,Bank Withdrawal,Yes,9538,No,Q3,No,3,No,California,Yes,Yes,Yes,15,1566.75,0,151.8,0.0,1718.55,No,Yes,96097
39,6,0.0,,No,,77,0,Cedarville,6395,Two Year,United States,3813-DHBBB,Stayed,No,No,Male,Yes,DSL,"41.505916, -120.152505",41.505916,-120.152505,Yes,50.95,No,0,10,,Yes,Yes,Yes,Bank Withdrawal,No,857,Yes,Q3,Yes,3,No,California,Yes,Yes,No,67,3521.7,0,0.0,0.0,3521.7,No,Yes,96104
39,0,14.17,,No,,30,0,Cedarville,4598,Two Year,United States,0464-WJTKO,Stayed,Yes,No,Female,No,,"41.505916, -120.152505",41.505916,-120.152505,Yes,20.1,No,2,10,,No,No,No,Bank Withdrawal,Yes,857,No,Q3,Yes,5,No,California,No,No,No,72,1460.85,0,1020.24,0.0,2481.09,No,No,96104
40,0,28.96,,No,,40,0,Cedarville,5974,Two Year,United States,6582-PLFUU,Stayed,Yes,No,Male,No,,"41.505916, -120.152505",41.505916,-120.152505,Yes,19.55,No,1,1,Offer B,No,No,No,Credit Card,Yes,857,No,Q3,Yes,4,No,California,No,No,No,51,1086.75,0,1476.96,0.0,2563.71,No,No,96104
53,2,0.0,,No,,78,0,Cedarville,2657,Month-to-Month,United States,9626-WEQRM,Stayed,No,No,Female,Yes,DSL,"41.505916, -120.152505",41.505916,-120.152505,No,29.15,No,0,0,,No,Yes,Yes,Credit Card,No,857,No,Q3,No,4,No,California,No,No,No,4,110.05,10,0.0,0.0,120.05,No,No,96104
56,0,22.1,,No,,72,0,Chilcoot,5579,One Year,United States,2812-REYAT,Stayed,No,No,Female,No,,"39.872961, -120.198876",39.872961,-120.198876,Yes,20.05,No,0,3,,No,No,Yes,Bank Withdrawal,Yes,650,No,Q3,Yes,5,No,California,No,No,No,49,923.1,0,1082.9,0.0,2006.0,No,No,96105
28,0,6.51,,No,,64,0,Chilcoot,5183,One Year,United States,8902-ZEOVF,Stayed,Yes,No,Male,No,,"39.872961, -120.198876",39.872961,-120.198876,Yes,20.05,No,1,9,Offer B,No,No,No,Credit Card,Yes,650,No,Q3,Yes,5,No,California,No,No,No,47,951.55,0,305.97,0.0,1257.52,Yes,No,96105
47,18,0.0,,No,,60,0,Chilcoot,5840,Two Year,United States,8242-PDSGJ,Stayed,No,Yes,Male,Yes,DSL,"39.872961, -120.198876",39.872961,-120.198876,Yes,39.15,No,0,1,,No,Yes,Yes,Credit Card,No,650,Yes,Q3,Yes,3,No,California,No,No,No,70,2692.75,0,0.0,0.0,2692.75,No,Yes,96105
31,8,43.17,,No,,46,0,Chilcoot,4027,One Year,United States,2188-SXWVT,Stayed,No,No,Female,Yes,DSL,"39.872961, -120.198876",39.872961,-120.198876,No,55.0,No,0,0,Offer C,Yes,Yes,No,Credit Card,Yes,650,No,Q3,No,4,No,California,No,No,No,34,1885.15,0,1467.78,0.0,3352.93,No,Yes,96105
38,0,25.32,,No,,73,0,Clio,4497,Two Year,United States,6518-PPLMZ,Stayed,Yes,No,Male,No,,"39.745805, -120.580882",39.745805,-120.580882,Yes,19.4,No,3,8,,No,No,Yes,Credit Card,Yes,88,No,Q3,Yes,3,No,California,No,No,No,53,1110.35,0,1341.96,0.0,2452.31,No,No,96106
57,10,8.67,,No,,52,0,Clio,5535,One Year,United States,6778-EICRF,Stayed,Yes,No,Male,Yes,Cable,"39.745805, -120.580882",39.745805,-120.580882,Yes,74.8,Yes,1,9,,No,Yes,No,Credit Card,Yes,88,No,Q3,Yes,4,No,California,Yes,Yes,Yes,24,1821.2,0,208.08,0.0,2029.28,No,Yes,96106
45,0,31.03,,No,,23,0,Clio,5043,Two Year,United States,0264-CNITK,Stayed,Yes,No,Female,No,,"39.745805, -120.580882",39.745805,-120.580882,Yes,20.1,No,2,1,,No,No,No,Bank Withdrawal,Yes,88,No,Q3,Yes,3,No,California,No,No,No,71,1389.6,0,2203.13,0.0,3592.73,No,No,96106
38,21,11.83,,No,,69,0,Clio,4265,Two Year,United States,6258-PVZWJ,Stayed,No,Yes,Male,Yes,DSL,"39.745805, -120.580882",39.745805,-120.580882,Yes,90.8,Yes,0,1,Offer A,Yes,Yes,Yes,Credit Card,Yes,88,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,68,6302.85,0,804.44,0.0,7107.29,No,Yes,96106
55,25,33.94,,No,,23,0,Coleville,4818,Month-to-Month,United States,4939-KYYPY,Stayed,No,Yes,Male,Yes,Cable,"38.42528, -119.475741",38.42528,-119.475741,No,59.45,Yes,0,0,,No,No,No,Bank Withdrawal,Yes,1332,Yes,Q3,No,4,No,California,No,No,No,27,1611.65,0,916.38,0.0,2528.03,No,Yes,96107
50,0,45.87,,No,,76,0,Coleville,5826,One Year,United States,2662-NNTDK,Stayed,No,No,Male,No,,"38.42528, -119.475741",38.42528,-119.475741,No,24.8,Yes,0,0,Offer B,No,No,No,Credit Card,Yes,1332,No,Q3,No,4,No,California,No,No,No,65,1600.95,0,2981.55,0.0,4582.5,No,No,96107
35,53,24.38,,No,,43,0,Coleville,4447,Month-to-Month,United States,0089-IIQKO,Stayed,Yes,No,Female,Yes,Fiber Optic,"38.42528, -119.475741",38.42528,-119.475741,Yes,99.95,Yes,3,1,,No,No,Yes,Credit Card,Yes,1332,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,39,3767.4,0,950.82,0.0,4718.22,No,Yes,96107
52,19,0.0,,No,,22,0,Coleville,4534,One Year,United States,1094-BKOSX,Stayed,Yes,Yes,Female,Yes,Cable,"38.42528, -119.475741",38.42528,-119.475741,Yes,51.0,No,2,10,,Yes,No,No,Bank Withdrawal,No,1332,Yes,Q3,Yes,4,No,California,Yes,Yes,No,45,2264.5,0,0.0,0.0,2264.5,No,Yes,96107
45,27,44.75,,No,,52,0,Herlong,5433,One Year,United States,2361-UPSND,Stayed,No,No,Female,Yes,DSL,"40.198234, -120.18089",40.198234,-120.18089,Yes,70.6,No,0,6,,Yes,Yes,No,Credit Card,Yes,946,Yes,Q3,Yes,3,No,California,Yes,Yes,No,46,3231.05,0,2058.5,0.0,5289.55,No,Yes,96113
38,2,2.82,,No,,68,0,Herlong,3941,Month-to-Month,United States,2874-YXVVA,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.198234, -120.18089",40.198234,-120.18089,No,105.1,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,946,Yes,Q3,No,5,No,California,Yes,Yes,Yes,34,3634.8,0,95.88,0.0,3730.68,No,Yes,96113
47,15,33.7,,No,,80,0,Herlong,4404,Two Year,United States,0440-EKDCF,Stayed,No,Yes,Male,Yes,Cable,"40.198234, -120.18089",40.198234,-120.18089,Yes,60.15,No,0,1,Offer B,Yes,No,Yes,Credit Card,Yes,946,Yes,Q3,Yes,5,No,California,No,No,No,62,3753.2,0,2089.4,0.0,5842.6,No,Yes,96113
23,26,14.24,,No,,29,0,Herlong,4434,One Year,United States,3898-BSJYF,Stayed,Yes,Yes,Female,Yes,Cable,"40.198234, -120.18089",40.198234,-120.18089,No,73.55,Yes,1,0,Offer D,No,Yes,No,Credit Card,Yes,946,Yes,Q3,No,3,No,California,Yes,Yes,No,10,693.3,0,142.4,0.0,835.7,Yes,Yes,96113
39,8,31.55,,No,,55,0,Janesville,4971,Two Year,United States,6035-RIIOM,Stayed,No,No,Female,Yes,Fiber Optic,"40.294034, -120.512622",40.294034,-120.512622,No,97.2,Yes,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,3093,No,Q3,No,5,No,California,Yes,Yes,Yes,54,5129.45,0,1703.7,0.0,6833.15,No,Yes,96114
46,0,14.61,,No,,73,0,Janesville,4556,Two Year,United States,1245-HARPS,Stayed,No,No,Female,No,,"40.294034, -120.512622",40.294034,-120.512622,Yes,20.4,No,0,0,,No,No,No,Credit Card,Yes,3093,No,Q3,No,3,No,California,No,No,No,14,292.4,0,204.54,0.0,496.94,No,No,96114
64,0,11.38,,No,,28,0,Janesville,2347,Two Year,United States,4774-HHGGS,Stayed,No,No,Male,No,,"40.294034, -120.512622",40.294034,-120.512622,Yes,19.05,No,0,1,,No,No,No,Credit Card,Yes,3093,No,Q3,Yes,4,No,California,No,No,No,30,637.55,0,341.4,0.0,978.95,No,No,96114
55,27,29.03,,No,,35,0,Janesville,6012,Two Year,United States,3938-YFPXD,Stayed,No,Yes,Male,Yes,DSL,"40.294034, -120.512622",40.294034,-120.512622,No,84.3,Yes,0,0,Offer A,No,Yes,No,Credit Card,Yes,3093,Yes,Q3,No,4,No,California,Yes,Yes,Yes,72,5997.1,0,2090.16,0.0,8087.26,No,Yes,96114
53,17,33.14,,No,,58,0,Litchfield,5924,Month-to-Month,United States,9504-DSHWM,Stayed,No,No,Male,Yes,DSL,"40.507272, -120.338228",40.507272,-120.338228,No,59.2,Yes,0,0,,No,Yes,No,Bank Withdrawal,Yes,385,Yes,Q3,No,3,No,California,No,No,No,20,1191.2,130,662.8,0.0,1984.0,No,No,96117
42,13,1.83,,No,,65,0,Litchfield,4023,Two Year,United States,4293-ETKAP,Stayed,Yes,No,Female,Yes,Cable,"40.507272, -120.338228",40.507272,-120.338228,Yes,79.4,Yes,1,10,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,385,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,65,5071.9,0,118.95,0.0,5190.85,No,Yes,96117
27,82,23.04,,No,,45,0,Litchfield,5825,Month-to-Month,United States,8180-AKMJV,Joined,No,No,Female,Yes,Cable,"40.507272, -120.338228",40.507272,-120.338228,No,44.55,No,0,0,Offer E,No,No,Yes,Credit Card,Yes,385,No,Q3,No,5,No,California,No,No,No,1,44.55,0,23.04,0.0,67.59,Yes,Yes,96117
57,10,2.93,,No,,32,0,Litchfield,5610,Two Year,United States,9558-IHEZX,Stayed,No,Yes,Female,Yes,Fiber Optic,"40.507272, -120.338228",40.507272,-120.338228,No,106.75,Yes,0,0,Offer A,Yes,Yes,Yes,Credit Card,Yes,385,No,Q3,No,3,No,California,Yes,Yes,Yes,71,7283.25,0,208.03,0.0,7491.28,No,Yes,96117
20,27,13.55,,No,,70,0,Loyalton,4278,Month-to-Month,United States,5035-BVCXS,Stayed,No,No,Male,Yes,Fiber Optic,"39.637471, -120.226338",39.637471,-120.226338,No,75.9,No,0,0,,Yes,No,Yes,Credit Card,Yes,1822,No,Q3,No,4,No,California,No,No,No,11,866.4,0,149.05,0.0,1015.45,Yes,Yes,96118
59,30,37.86,,No,,69,0,Loyalton,4021,One Year,United States,6064-PUPMC,Stayed,Yes,No,Male,Yes,DSL,"39.637471, -120.226338",39.637471,-120.226338,Yes,57.2,No,2,4,,No,Yes,No,Credit Card,Yes,1822,Yes,Q3,Yes,3,No,California,No,No,No,23,1423.35,0,870.78,0.0,2294.13,No,Yes,96118
59,13,18.6,,No,,53,0,Loyalton,5640,Month-to-Month,United States,4298-OYIFC,Stayed,No,Yes,Male,Yes,Fiber Optic,"39.637471, -120.226338",39.637471,-120.226338,Yes,103.45,Yes,0,1,,No,No,Yes,Bank Withdrawal,Yes,1822,Yes,Q3,Yes,5,No,California,Yes,Yes,Yes,15,1539.8,140,279.0,0.0,1958.8,No,No,96118
50,0,35.4,,No,,52,0,Loyalton,2691,One Year,United States,9617-UDPEU,Stayed,No,No,Female,No,,"39.637471, -120.226338",39.637471,-120.226338,No,19.25,No,0,0,,No,No,Yes,Credit Card,Yes,1822,No,Q3,No,3,No,California,No,No,No,22,412.55,0,778.8,0.0,1191.35,No,No,96118
56,3,11.94,,No,,43,0,Markleeville,5036,Two Year,United States,3533-UVMOM,Stayed,No,Yes,Male,Yes,DSL,"38.735789, -119.85798",38.735789,-119.85798,Yes,70.95,No,0,4,,Yes,Yes,No,Bank Withdrawal,Yes,957,No,Q3,Yes,3,No,California,Yes,Yes,No,68,4741.45,0,811.92,0.0,5553.37,No,Yes,96120
58,9,36.3,,No,,29,0,Markleeville,4252,Two Year,United States,6322-PJJDJ,Stayed,No,No,Male,Yes,Fiber Optic,"38.735789, -119.85798",38.735789,-119.85798,Yes,94.8,No,0,8,Offer B,Yes,No,Yes,Bank Withdrawal,Yes,957,No,Q3,Yes,4,No,California,Yes,Yes,Yes,49,4690.65,70,1778.7,0.0,6539.35,No,No,96120
31,52,0.0,,No,,26,0,Markleeville,2421,Month-to-Month,United States,9842-EFSYY,Stayed,Yes,Yes,Female,Yes,Cable,"38.735789, -119.85798",38.735789,-119.85798,No,57.2,No,3,0,Offer E,Yes,Yes,Yes,Credit Card,No,957,No,Q3,No,3,No,California,Yes,Yes,Yes,4,223.75,0,0.0,0.0,223.75,No,Yes,96120
51,0,35.2,,No,,76,0,Markleeville,4882,One Year,United States,4955-VCWBI,Stayed,Yes,No,Female,No,,"38.735789, -119.85798",38.735789,-119.85798,Yes,20.0,No,2,5,,No,No,No,Credit Card,Yes,957,No,Q3,Yes,5,No,California,No,No,No,43,817.95,0,1513.6,0.0,2331.55,No,No,96120
39,3,37.5,,No,,31,0,Calpine,4633,Month-to-Month,United States,1478-VPOAD,Joined,No,No,Female,Yes,DSL,"39.672813, -120.456699",39.672813,-120.456699,No,43.8,No,0,0,Offer E,No,No,No,Bank Withdrawal,Yes,322,No,Q3,No,5,No,California,No,No,No,1,43.8,0,37.5,0.0,81.3,No,Yes,96124
59,20,47.46,,No,,43,0,Calpine,4323,Two Year,United States,7197-VOJMM,Stayed,No,No,Male,Yes,DSL,"39.672813, -120.456699",39.672813,-120.456699,Yes,69.2,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,322,Yes,Q3,No,3,No,California,Yes,Yes,No,67,4671.65,0,3179.82,0.0,7851.47,No,Yes,96124
33,8,44.87,,No,,38,0,Calpine,4771,One Year,United States,0930-EHUZA,Stayed,No,Yes,Female,Yes,Cable,"39.672813, -120.456699",39.672813,-120.456699,No,76.35,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,322,Yes,Q3,No,5,No,California,No,No,Yes,36,2606.35,0,1615.32,0.0,4221.67,No,Yes,96124
41,0,17.12,,No,,21,0,Calpine,4747,Two Year,United States,3118-UHVVQ,Stayed,No,No,Female,No,,"39.672813, -120.456699",39.672813,-120.456699,Yes,25.8,Yes,0,8,Offer A,No,No,No,Credit Card,Yes,322,No,Q3,Yes,4,No,California,No,No,No,68,1911.5,0,1164.16,0.0,3075.66,No,No,96124
20,0,41.64,,No,,70,0,Tulelake,3575,One Year,United States,2351-RRBUE,Stayed,No,No,Female,No,,"41.813521, -121.492666",41.813521,-121.492666,Yes,20.65,No,0,2,Offer E,No,No,No,Mailed Check,Yes,2595,No,Q3,Yes,4,No,California,No,No,No,7,134.05,0,291.48,0.0,425.53,Yes,No,96134
46,26,0.0,,No,,69,0,Tulelake,3573,Month-to-Month,United States,7284-BUYEC,Stayed,No,No,Female,Yes,Cable,"41.813521, -121.492666",41.813521,-121.492666,No,50.95,No,0,0,Offer E,Yes,No,Yes,Credit Card,No,2595,No,Q3,No,5,No,California,Yes,Yes,Yes,5,229.4,0,0.0,0.0,229.4,No,Yes,96134
27,0,4.16,,No,,54,0,Tulelake,4458,Month-to-Month,United States,3682-YEUWS,Stayed,Yes,No,Male,No,,"41.813521, -121.492666",41.813521,-121.492666,Yes,24.4,Yes,1,4,,No,No,Yes,Credit Card,Yes,2595,No,Q3,Yes,5,No,California,No,No,No,10,253.9,0,41.6,0.0,295.5,Yes,No,96134
25,69,5.49,,No,,67,0,Tulelake,4761,One Year,United States,0083-PIVIK,Stayed,No,Yes,Male,Yes,DSL,"41.813521, -121.492666",41.813521,-121.492666,No,81.25,Yes,0,0,,Yes,Yes,No,Bank Withdrawal,Yes,2595,Yes,Q3,No,3,No,California,No,No,Yes,64,5567.55,40,351.36,0.0,5958.91,Yes,No,96134
49,0,30.99,,No,,54,0,Boulevard,2776,Two Year,United States,3764-MNMOI,Stayed,No,No,Male,No,,"32.677097, -116.304991",32.677097,-116.304991,No,19.2,No,0,0,Offer B,No,No,No,Credit Card,Yes,1509,No,Q3,No,4,No,California,No,No,No,46,908.15,0,1425.54,0.0,2333.69,No,No,91905
45,21,0.0,,No,,24,0,Boulevard,2973,Month-to-Month,United States,9026-LHEVG,Stayed,No,No,Female,Yes,DSL,"32.677097, -116.304991",32.677097,-116.304991,No,40.75,No,0,0,Offer E,Yes,No,No,Bank Withdrawal,No,1509,No,Q3,No,4,No,California,Yes,Yes,No,9,359.4,20,0.0,0.0,379.4,No,No,91905
36,57,9.05,,No,,64,0,Boulevard,3274,One Year,United States,1956-YIFGE,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.677097, -116.304991",32.677097,-116.304991,Yes,100.05,No,3,10,,Yes,No,Yes,Credit Card,Yes,1509,No,Q3,Yes,4,No,California,Yes,Yes,Yes,22,2090.25,0,199.1,0.0,2289.35,No,Yes,91905
33,29,34.49,,No,,62,0,Desert Hot Springs,5976,Month-to-Month,United States,1170-SASML,Stayed,No,Yes,Female,Yes,Fiber Optic,"33.948558, -116.516976",33.948558,-116.516976,Yes,85.4,Yes,0,6,Offer A,Yes,No,Yes,Bank Withdrawal,Yes,22796,No,Q3,Yes,5,No,California,No,No,No,69,5869.4,0,2379.81,0.0,8249.21,No,Yes,92240
51,0,35.52,,No,,67,0,Desert Hot Springs,2645,Two Year,United States,3812-LRZIR,Stayed,Yes,No,Female,No,,"33.948558, -116.516976",33.948558,-116.516976,Yes,24.5,Yes,1,1,,No,No,No,Bank Withdrawal,Yes,22796,No,Q3,Yes,3,No,California,No,No,No,27,761.95,0,959.04,0.0,1720.99,No,No,92240
25,52,39.85,,No,,63,0,Desert Hot Springs,2926,Month-to-Month,United States,8992-OBVDG,Stayed,No,Yes,Male,Yes,DSL,"33.948558, -116.516976",33.948558,-116.516976,No,61.65,No,0,0,Offer D,No,No,No,Credit Card,Yes,22796,No,Q3,No,4,No,California,Yes,Yes,No,21,1393.6,0,836.85,0.0,2230.45,Yes,Yes,92240
60,0,36.14,,No,,68,0,Desert Hot Springs,2111,One Year,United States,9347-AERRL,Stayed,No,No,Male,No,,"33.948558, -116.516976",33.948558,-116.516976,Yes,19.3,No,0,3,,No,No,No,Credit Card,Yes,22796,No,Q3,Yes,5,No,California,No,No,No,23,486.2,0,831.22,0.0,1317.42,No,No,92240
31,29,18.42,,No,,28,0,Niland,6483,Two Year,United States,5248-KWLAR,Stayed,No,Yes,Male,Yes,DSL,"33.345825, -115.596574",33.345825,-115.596574,Yes,90.35,Yes,0,1,Offer A,Yes,Yes,No,Bank Withdrawal,Yes,2753,Yes,Q3,Yes,4,No,California,Yes,Yes,Yes,71,6325.25,0,1307.82,0.0,7633.07,No,Yes,92257
42,2,34.98,,No,,76,0,Niland,5827,One Year,United States,9209-NWPGU,Stayed,No,No,Male,Yes,Cable,"33.345825, -115.596574",33.345825,-115.596574,No,65.4,No,0,0,Offer B,No,Yes,No,Bank Withdrawal,Yes,2753,Yes,Q3,No,3,No,California,No,No,Yes,44,2774.55,0,1539.12,0.0,4313.67,No,Yes,92257
37,27,44.98,,No,,32,0,Niland,5230,Month-to-Month,United States,1471-GIQKQ,Joined,No,No,Female,Yes,DSL,"33.345825, -115.596574",33.345825,-115.596574,No,49.95,No,0,0,,Yes,No,No,Bank Withdrawal,Yes,2753,No,Q3,No,3,No,California,No,No,No,1,49.95,0,44.98,0.0,94.93,No,Yes,92257
57,0,27.37,,No,,57,0,Wofford Heights,4462,Month-to-Month,United States,7874-ECPQJ,Stayed,Yes,No,Female,No,,"35.690535, -118.552784",35.690535,-118.552784,No,20.05,No,2,0,,No,No,Yes,Bank Withdrawal,Yes,2515,No,Q3,No,5,No,California,No,No,No,4,85.5,0,109.48,0.0,194.98,No,No,93285
27,69,2.73,,No,,51,0,Wofford Heights,4162,Two Year,United States,6023-GSSXW,Stayed,No,No,Female,Yes,DSL,"35.690535, -118.552784",35.690535,-118.552784,Yes,61.45,No,0,1,,Yes,No,Yes,Credit Card,Yes,2515,No,Q3,Yes,5,No,California,Yes,Yes,No,69,4131.2,0,188.37,0.0,4319.57,Yes,Yes,93285
34,0,4.15,,No,,22,0,Wofford Heights,5759,Month-to-Month,United States,6147-CBCRA,Stayed,No,No,Female,No,,"35.690535, -118.552784",35.690535,-118.552784,Yes,20.05,No,0,5,,No,No,No,Credit Card,Yes,2515,No,Q3,Yes,4,No,California,No,No,No,33,669.45,0,136.95,0.0,806.4,No,No,93285
23,58,4.71,,No,,25,0,Bakersfield,4931,One Year,United States,9251-WNSOD,Stayed,No,Yes,Female,Yes,DSL,"35.16207, -119.194488",35.16207,-119.194488,Yes,75.1,Yes,0,10,Offer A,Yes,Yes,No,Mailed Check,Yes,20440,No,Q3,Yes,4,No,California,Yes,Yes,No,67,5064.45,0,315.57,0.0,5380.02,Yes,Yes,93311
24,47,29.58,,No,,74,0,Bakersfield,5841,Two Year,United States,4006-HKYHO,Stayed,No,Yes,Male,Yes,DSL,"35.16207, -119.194488",35.16207,-119.194488,No,86.7,No,0,0,,Yes,Yes,Yes,Bank Withdrawal,Yes,20440,Yes,Q3,No,3,No,California,Yes,Yes,Yes,63,5309.5,0,1863.54,0.0,7173.04,Yes,Yes,93311
26,0,6.88,,No,,71,0,Bakersfield,5918,Month-to-Month,United States,4396-KLSEH,Stayed,No,No,Male,No,,"35.16207, -119.194488",35.16207,-119.194488,No,19.85,No,0,0,Offer E,No,No,Yes,Bank Withdrawal,Yes,20440,No,Q3,No,5,No,California,No,No,No,4,63.0,0,27.52,0.0,90.52,Yes,No,93311
43,52,42.93,,No,,50,0,Alturas,3857,Month-to-Month,United States,6818-DJXAA,Stayed,Yes,Yes,Female,Yes,Fiber Optic,"41.468877, -120.54229",41.468877,-120.54229,No,91.1,No,3,0,,No,No,Yes,Bank Withdrawal,Yes,5096,Yes,Q3,No,3,No,California,No,No,Yes,10,964.35,0,429.3,0.0,1393.65,No,Yes,96101
45,6,25.56,,No,,24,0,Alturas,5965,Month-to-Month,United States,3420-YJLQT,Joined,No,No,Female,Yes,Fiber Optic,"41.468877, -120.54229",41.468877,-120.54229,No,79.55,Yes,0,0,Offer E,Yes,No,No,Bank Withdrawal,Yes,5096,No,Q3,No,4,No,California,No,No,No,2,151.75,0,51.12,0.0,202.87,No,Yes,96101
27,0,11.57,,No,,29,0,Alturas,5962,Two Year,United States,5647-URDKA,Stayed,Yes,No,Male,No,,"41.468877, -120.54229",41.468877,-120.54229,Yes,19.7,No,1,8,,No,No,No,Credit Card,Yes,5096,No,Q3,Yes,4,No,California,No,No,No,8,130.25,0,92.56,0.0,222.81,Yes,No,96101
29,85,27.37,,No,,80,0,Topaz,2200,Month-to-Month,United States,9143-CANJF,Stayed,Yes,No,Female,Yes,DSL,"38.636052, -119.489162",38.636052,-119.489162,Yes,55.15,No,3,7,,No,Yes,No,Bank Withdrawal,Yes,116,Yes,Q3,Yes,3,No,California,No,No,No,24,1319.85,0,656.88,0.0,1976.73,Yes,Yes,96133
33,26,3.09,,No,,21,0,Topaz,5619,Two Year,United States,4973-MGTON,Stayed,No,Yes,Female,Yes,DSL,"38.636052, -119.489162",38.636052,-119.489162,Yes,84.4,No,0,0,,Yes,Yes,Yes,Credit Card,Yes,116,Yes,Q3,No,5,No,California,Yes,Yes,Yes,71,5969.3,0,219.39,0.0,6188.69,No,Yes,96133
34,19,28.21,,No,,68,0,Topaz,4668,Two Year,United States,5702-KVQRD,Stayed,No,Yes,Male,Yes,DSL,"38.636052, -119.489162",38.636052,-119.489162,Yes,82.55,No,0,2,Offer A,No,Yes,Yes,Bank Withdrawal,Yes,116,Yes,Q3,Yes,3,No,California,Yes,Yes,Yes,71,5832.65,0,2002.91,0.0,7835.56,No,Yes,96133
34,27,4.89,,No,,47,0,Jacumba,2711,Month-to-Month,United States,8148-BPLZQ,Stayed,No,No,Male,Yes,Cable,"32.649787, -116.2237",32.649787,-116.2237,No,49.8,No,0,0,,Yes,No,Yes,Bank Withdrawal,Yes,699,No,Q3,No,4,No,California,No,No,No,34,1734.2,70,166.26,0.0,1970.46,No,No,91934
21,59,16.06,,No,,62,0,Jacumba,4504,Month-to-Month,United States,9108-EJFJP,Joined,No,No,Female,Yes,DSL,"32.649787, -116.2237",32.649787,-116.2237,Yes,53.55,No,0,6,Offer E,Yes,Yes,Yes,Credit Card,Yes,699,No,Q3,Yes,4,No,California,No,Yes,No,1,53.55,0,16.06,0.0,69.61,Yes,Yes,91934
36,24,23.13,,No,,26,0,San Diego,5416,One Year,United States,0795-GMVQO,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.741859, -117.090353",32.741859,-117.090353,Yes,109.9,Yes,0,1,,Yes,Yes,No,Credit Card,Yes,73006,No,Q3,Yes,4,No,California,Yes,Yes,Yes,67,7332.4,0,1549.71,0.0,8882.11,No,Yes,92105
32,30,23.42,,No,,32,0,San Diego,4062,Month-to-Month,United States,9547-ITEFG,Stayed,Yes,Yes,Male,Yes,Fiber Optic,"32.741859, -117.090353",32.741859,-117.090353,Yes,102.6,Yes,3,8,Offer E,Yes,No,Yes,Credit Card,Yes,73006,No,Q3,Yes,5,No,California,Yes,Yes,Yes,9,897.75,0,210.78,0.0,1108.53,No,Yes,92105
62,30,37.69,,No,,66,0,Holtville,5471,Month-to-Month,United States,4993-JCRGJ,Stayed,No,Yes,Male,Yes,Fiber Optic,"32.811001, -115.152865",32.811001,-115.152865,No,84.3,Yes,0,0,,No,No,Yes,Credit Card,Yes,8062,Yes,Q3,No,5,No,California,No,No,No,26,2281.6,0,979.94,0.0,3261.54,No,Yes,92250
50,0,31.33,,No,,22,0,Holtville,4769,Month-to-Month,United States,6082-GLJIX,Stayed,No,No,Male,No,,"32.811001, -115.152865",32.811001,-115.152865,No,19.25,No,0,0,Offer D,No,No,No,Credit Card,Yes,8062,No,Q3,No,5,No,California,No,No,No,18,331.35,0,563.94,0.0,895.29,No,No,92250