diff --git "a/dataset.csv" "b/dataset.csv"
deleted file mode 100644--- "a/dataset.csv"
+++ /dev/null
@@ -1,7044 +0,0 @@
-Age,Avg Monthly GB Download,Avg Monthly Long Distance Charges,Churn,Churn Category,Churn Reason,Churn Score,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,Partner,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
-78,8,0,1,Competitor,Competitor offered more data,91,Los Angeles,5433,Month-to-Month,United States,8779-QRDMV,Churned,0,1,Male,1,DSL,"34.02381, -118.156582",34.02381,-118.156582,0,39.65,0,0,0,,0,0,1,0,Bank Withdrawal,0,68701,0,Q3,0,3,1,California,1,0,0,1,39.65,20,0,0,59.65,0,0,90022
-39,18,42.55,0,,,42,Los Angeles,4658,Two Year,United States,4737-AQCPU,Stayed,0,1,Male,1,DSL,"34.02381, -118.156582",34.02381,-118.156582,1,72.1,1,0,5,,1,1,0,1,Credit Card,1,68701,1,Q3,1,3,0,California,0,0,0,72,5016.65,0,3063.6,0,8080.25,0,1,90022
-32,26,7.11,0,,,34,Los Angeles,3503,Month-to-Month,United States,5043-TRZWM,Joined,0,1,Female,1,Fiber Optic,"34.02381, -118.156582",34.02381,-118.156582,0,75.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,68701,0,Q3,0,5,0,California,0,0,0,1,75.55,0,7.11,0,82.66,0,1,90022
-35,25,0,0,,,46,Los Angeles,5748,Two Year,United States,8165-CBKXO,Stayed,1,1,Male,1,Cable,"34.02381, -118.156582",34.02381,-118.156582,1,56.75,0,3,4,,1,0,1,1,Credit Card,0,68701,0,Q3,1,3,0,California,1,1,1,66,3708.4,0,0,0,3708.4,0,1,90022
-20,42,36.49,0,,,38,Los Angeles,5545,One Year,United States,9979-RGMZT,Stayed,0,0,Female,1,Fiber Optic,"34.02381, -118.156582",34.02381,-118.156582,0,94.05,0,0,0,Offer E,1,0,1,0,Credit Card,1,68701,0,Q3,0,3,0,California,1,1,1,7,633.45,0,255.43,0,888.88,1,1,90022
-74,17,48.85,1,Competitor,Competitor made better offer,69,Los Angeles,5302,Month-to-Month,United States,7495-OOKFY,Churned,1,0,Female,1,Fiber Optic,"34.044271, -118.185237",34.044271,-118.185237,1,80.65,1,1,1,Offer E,1,0,1,1,Credit Card,1,55668,0,Q3,1,3,1,California,0,0,0,8,633.3,0,390.8,0,1024.1,0,1,90063
-68,21,22.74,0,,,42,Los Angeles,5140,Two Year,United States,4918-FYJNT,Stayed,0,1,Female,1,Fiber Optic,"34.044271, -118.185237",34.044271,-118.185237,1,90.45,1,0,4,,1,0,0,1,Bank Withdrawal,1,55668,1,Q3,1,4,1,California,0,0,0,55,5044.8,0,1250.7,12.48,6283.02,0,1,90063
-40,24,13.58,1,Dissatisfaction,Service dissatisfaction,65,Los Angeles,5020,Month-to-Month,United States,3891-PUQOD,Churned,1,1,Female,1,DSL,"34.044271, -118.185237",34.044271,-118.185237,0,59.2,0,3,0,,0,0,0,0,Bank Withdrawal,1,55668,0,Q3,0,1,0,California,1,1,0,1,59.2,0,13.58,0,72.78,0,1,90063
-28,41,43.77,0,,,42,Los Angeles,5845,One Year,United States,0052-DCKON,Stayed,0,1,Male,1,Fiber Optic,"34.044271, -118.185237",34.044271,-118.185237,1,115.8,1,0,9,,1,1,0,1,Bank Withdrawal,1,55668,1,Q3,1,3,0,California,1,1,1,66,7942.15,0,2888.82,0,10830.97,1,1,90063
-49,53,0,0,,,47,Los Angeles,5498,Two Year,United States,3704-IEAXF,Stayed,1,0,Female,1,DSL,"34.044271, -118.185237",34.044271,-118.185237,1,53.65,0,3,9,,1,0,0,1,Credit Card,0,55668,1,Q3,1,3,0,California,1,1,1,72,3784,0,0,0,3784,0,1,90063
-71,52,11.33,1,Competitor,Competitor made better offer,81,Los Angeles,3179,Month-to-Month,United States,1658-BYGOY,Churned,1,0,Male,1,Fiber Optic,"34.108833, -118.229715",34.108833,-118.229715,0,95.45,1,3,0,Offer D,0,0,1,0,Bank Withdrawal,1,47534,0,Q3,0,2,1,California,1,1,1,18,1752.55,0,203.94,45.61,1910.88,0,1,90065
-74,25,46.65,0,,,74,Los Angeles,2868,Two Year,United States,4854-CIDCF,Joined,0,1,Female,1,Fiber Optic,"34.108833, -118.229715",34.108833,-118.229715,0,73.85,0,0,0,,0,0,0,0,Bank Withdrawal,1,47534,0,Q3,0,4,1,California,0,0,0,3,196.4,0,139.95,0,336.35,0,1,90065
-76,22,3.66,0,,,32,Los Angeles,4745,Month-to-Month,United States,9699-UBQFS,Stayed,0,0,Female,1,Fiber Optic,"34.108833, -118.229715",34.108833,-118.229715,1,94.5,1,0,4,,1,1,1,1,Bank Withdrawal,1,47534,0,Q3,1,3,1,California,0,0,1,43,4156.8,0,157.38,0,4314.18,0,1,90065
-34,0,44.01,0,,,36,Los Angeles,3632,Month-to-Month,United States,3623-FQBOX,Stayed,0,0,Male,0,,"34.108833, -118.229715",34.108833,-118.229715,0,19.95,0,0,0,Offer D,0,0,1,0,Credit Card,1,47534,0,Q3,0,5,0,California,0,0,0,21,416.4,0,924.21,0,1340.61,0,0,90065
-41,4,36.33,0,,,74,Los Angeles,5882,Month-to-Month,United States,0674-EYYZV,Joined,0,0,Female,1,DSL,"34.108833, -118.229715",34.108833,-118.229715,0,54.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,47534,0,Q3,0,3,0,California,0,0,1,1,54.65,0,36.33,0,90.98,0,1,90065
-78,12,19.76,1,Dissatisfaction,Limited range of services,88,Inglewood,5337,Month-to-Month,United States,4598-XLKNJ,Churned,1,1,Female,1,Fiber Optic,"33.936291, -118.332639",33.936291,-118.332639,1,98.5,0,1,1,Offer C,1,0,1,1,Bank Withdrawal,1,27778,0,Q3,1,2,1,California,1,0,1,25,2514.5,0,494,13.43,2995.07,0,1,90303
-79,0,19.03,0,,,70,Inglewood,5295,Two Year,United States,6925-BAYGL,Stayed,0,0,Female,0,,"33.936291, -118.332639",33.936291,-118.332639,1,25.1,1,0,1,,0,0,0,1,Credit Card,1,27778,0,Q3,1,3,1,California,0,0,0,53,1275.6,0,1008.59,0,2284.19,0,0,90303
-70,0,8.48,0,,,21,Inglewood,5079,Two Year,United States,2452-MRMZF,Stayed,0,0,Female,0,,"33.936291, -118.332639",33.936291,-118.332639,1,25.7,1,0,9,,0,0,1,1,Credit Card,1,27778,0,Q3,1,3,1,California,0,0,0,72,1937.4,0,610.56,0,2547.96,0,0,90303
-40,27,28.65,1,Attitude,Attitude of support person,90,Inglewood,5463,Month-to-Month,United States,9436-ZBZCT,Churned,0,0,Male,1,Cable,"33.936291, -118.332639",33.936291,-118.332639,0,89.95,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,27778,1,Q3,0,2,0,California,0,0,1,14,1178.4,0,401.1,0,1579.5,0,1,90303
-31,0,3.05,0,,,40,Inglewood,4344,Month-to-Month,United States,9618-LFJRU,Stayed,0,0,Female,0,,"33.936291, -118.332639",33.936291,-118.332639,0,20.45,0,0,0,,0,0,0,0,Credit Card,1,27778,0,Q3,0,5,0,California,0,0,0,4,82.85,0,12.2,0,95.05,0,0,90303
-80,14,6.33,1,Price,Extra data charges,67,Whittier,2793,Month-to-Month,United States,4846-WHAFZ,Churned,1,0,Female,1,Fiber Optic,"33.972119, -118.020188",33.972119,-118.020188,1,76.5,1,1,1,Offer C,0,0,1,1,Bank Withdrawal,1,26265,0,Q3,1,2,1,California,0,0,0,37,2868.15,0,234.21,0,3102.36,0,1,90602
-42,9,29.11,1,Competitor,Competitor had better devices,92,Whittier,2220,Month-to-Month,United States,1602-IJQQE,Churned,0,0,Female,1,Fiber Optic,"33.972119, -118.020188",33.972119,-118.020188,0,75.35,1,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,26265,0,Q3,0,1,0,California,0,0,0,4,338.1,0,116.44,0,454.54,0,1,90602
-35,18,37.95,0,,,55,Whittier,4761,One Year,United States,0409-WTMPL,Stayed,0,1,Female,1,Fiber Optic,"33.972119, -118.020188",33.972119,-118.020188,1,110.65,1,0,8,Offer B,1,1,1,1,Credit Card,1,26265,0,Q3,1,3,0,California,1,1,1,58,6526.65,0,2201.1,0,8727.75,0,1,90602
-24,59,31.86,0,,,21,Whittier,3135,Month-to-Month,United States,3272-VUHPV,Stayed,1,0,Female,1,Cable,"33.972119, -118.020188",33.972119,-118.020188,1,56.3,0,1,10,,1,0,0,1,Bank Withdrawal,1,26265,1,Q3,1,5,0,California,0,0,0,8,401.5,30,254.88,0,686.38,1,0,90602
-47,14,16.6,0,,,59,Whittier,6366,Two Year,United States,6898-RBTLU,Stayed,1,0,Female,1,DSL,"33.972119, -118.020188",33.972119,-118.020188,1,79.3,1,1,9,Offer B,1,0,0,1,Bank Withdrawal,1,26265,1,Q3,1,5,0,California,1,1,1,49,3902.45,0,813.4,0,4715.85,0,1,90602
-72,18,3.33,1,Competitor,Competitor had better devices,95,Pico Rivera,4638,Month-to-Month,United States,4412-YLTKF,Churned,1,1,Female,1,Fiber Optic,"33.989524, -118.089299",33.989524,-118.089299,0,78.05,1,1,0,Offer C,0,0,1,0,Bank Withdrawal,1,63288,0,Q3,0,1,1,California,0,0,0,27,2135.5,10,89.91,0,2235.41,0,0,90660
-50,26,46.58,1,Price,Extra data charges,67,Pico Rivera,3624,Month-to-Month,United States,8182-PNAGI,Churned,0,0,Male,1,DSL,"33.989524, -118.089299",33.989524,-118.089299,0,50.25,0,0,0,,0,0,0,0,Bank Withdrawal,1,63288,1,Q3,0,1,0,California,0,0,0,12,593.75,120,558.96,0,1272.71,0,0,90660
-54,0,47.69,0,,,71,Pico Rivera,4185,Two Year,United States,6181-AXXYF,Stayed,1,0,Male,0,,"33.989524, -118.089299",33.989524,-118.089299,1,24.75,1,2,3,Offer A,0,0,0,1,Credit Card,1,63288,0,Q3,1,4,0,California,0,0,0,72,1859.1,0,3433.68,0,5292.78,0,0,90660
-38,56,33.74,0,,,61,Pico Rivera,4523,One Year,United States,9391-LMANN,Stayed,1,1,Male,1,Fiber Optic,"33.989524, -118.089299",33.989524,-118.089299,0,95.95,0,3,0,Offer B,1,1,0,0,Bank Withdrawal,1,63288,0,Q3,0,3,0,California,1,1,0,53,5036.9,0,1788.22,0,6825.12,0,1,90660
-38,0,18,0,,,47,Pico Rivera,3243,One Year,United States,8779-YIQQA,Stayed,1,0,Male,0,,"33.989524, -118.089299",33.989524,-118.089299,1,19.8,0,1,10,,0,0,0,1,Credit Card,1,63288,0,Q3,1,3,0,California,0,0,0,21,350.1,0,378,0,728.1,0,0,90660
-76,30,15.28,1,Other,Don't know,76,Los Alamitos,3964,Month-to-Month,United States,0390-DCFDQ,Churned,1,0,Female,1,Fiber Optic,"33.79499, -118.065591",33.79499,-118.065591,1,70.45,0,2,1,Offer E,0,0,1,1,Mailed Check,1,21343,0,Q3,1,2,1,California,0,0,0,1,70.45,0,15.28,0,85.73,0,1,90720
-68,18,15.15,0,,,53,Los Alamitos,4332,One Year,United States,5996-NRVXR,Stayed,0,1,Male,1,Fiber Optic,"33.79499, -118.065591",33.79499,-118.065591,1,98.15,0,0,2,,1,1,1,1,Credit Card,1,21343,1,Q3,1,3,1,California,0,0,1,40,4116.8,0,606,27.89,4694.91,0,1,90720
-60,20,44.87,0,,,21,Los Alamitos,2059,One Year,United States,2348-KCJLT,Stayed,0,1,Female,1,Cable,"33.79499, -118.065591",33.79499,-118.065591,1,61.5,0,0,8,Offer B,1,1,1,1,Credit Card,1,21343,0,Q3,1,3,0,California,0,0,0,44,2722.2,150,1974.28,0,4846.48,0,0,90720
-48,5,33.6,0,,,39,Los Alamitos,4055,One Year,United States,7269-JISCY,Stayed,0,0,Female,1,DSL,"33.79499, -118.065591",33.79499,-118.065591,0,45.05,0,0,0,,0,0,0,0,Bank Withdrawal,1,21343,0,Q3,0,3,0,California,0,0,0,55,2462.6,0,1848,0,4310.6,0,1,90720
-58,8,0,0,,,47,Los Alamitos,5509,One Year,United States,5245-VDBUR,Stayed,0,1,Female,1,DSL,"33.79499, -118.065591",33.79499,-118.065591,1,35.45,0,0,4,,0,1,0,1,Credit Card,0,21343,0,Q3,1,4,0,California,0,0,0,52,1958.95,0,0,0,1958.95,0,1,90720
-66,24,0,1,Dissatisfaction,Service dissatisfaction,91,Sierra Madre,5444,Month-to-Month,United States,3445-HXXGF,Churned,0,1,Male,1,DSL,"34.168686, -118.057505",34.168686,-118.057505,1,45.3,0,0,6,Offer B,1,0,1,1,Bank Withdrawal,0,10558,0,Q3,1,1,1,California,1,0,0,58,2651.2,0,0,40.95,2610.25,0,1,91024
-67,7,27.64,0,,,35,Sierra Madre,5128,Two Year,United States,4840-ORQXB,Stayed,0,1,Female,1,Fiber Optic,"34.168686, -118.057505",34.168686,-118.057505,0,104.75,1,0,0,,1,0,0,0,Bank Withdrawal,1,10558,0,Q3,0,3,1,California,1,0,1,56,5841.35,0,1547.84,36.52,7352.67,0,1,91024
-69,29,24.62,0,,,54,Sierra Madre,6488,Two Year,United States,6120-RJKLU,Stayed,0,1,Female,1,DSL,"34.168686, -118.057505",34.168686,-118.057505,1,79.95,0,0,9,Offer B,0,1,1,1,Credit Card,1,10558,1,Q3,1,4,1,California,1,0,1,62,4819.75,0,1526.44,0,6346.19,0,1,91024
-27,27,5.69,0,,,40,Sierra Madre,4227,Month-to-Month,United States,7554-AKDQF,Stayed,0,0,Female,1,DSL,"34.168686, -118.057505",34.168686,-118.057505,1,45.65,0,0,9,Offer E,0,0,0,1,Credit Card,1,10558,0,Q3,1,4,0,California,0,0,0,6,323.45,0,34.14,0,357.59,1,1,91024
-25,0,4.57,0,,,46,Sierra Madre,5306,Two Year,United States,7267-FRMJW,Stayed,1,0,Female,0,,"34.168686, -118.057505",34.168686,-118.057505,1,20.1,0,3,1,Offer C,0,0,0,1,Credit Card,1,10558,0,Q3,1,3,0,California,0,0,0,25,486.05,0,114.25,0,600.3,1,0,91024
-70,19,44.07,1,Dissatisfaction,Limited range of services,91,Pasadena,5717,Month-to-Month,United States,2656-FMOKZ,Churned,1,0,Female,1,Fiber Optic,"34.139402, -118.128658",34.139402,-118.128658,0,74.45,1,2,0,Offer D,0,0,1,0,Mailed Check,1,23742,0,Q3,0,2,1,California,0,0,0,15,1145.7,0,661.05,0,1806.75,0,1,91106
-20,0,27.64,0,,,55,Pasadena,3756,One Year,United States,1839-UMACK,Stayed,0,0,Male,0,,"34.139402, -118.128658",34.139402,-118.128658,0,25.05,1,0,0,,0,0,0,0,Bank Withdrawal,1,23742,0,Q3,0,5,0,California,0,0,0,42,949.85,0,1160.88,0,2110.73,1,0,91106
-30,0,3.51,0,,,39,Pasadena,4442,Two Year,United States,6060-QBMGV,Stayed,0,0,Male,0,,"34.139402, -118.128658",34.139402,-118.128658,1,19.85,0,0,9,Offer A,0,0,0,1,Credit Card,1,23742,0,Q3,1,5,0,California,0,0,0,70,1433.8,0,245.7,45.47,1634.03,0,0,91106
-42,26,37.03,0,,,62,Pasadena,4756,One Year,United States,3850-OKINF,Stayed,1,0,Male,1,DSL,"34.139402, -118.128658",34.139402,-118.128658,1,66.2,1,3,0,Offer A,0,1,1,1,Bank Withdrawal,1,23742,0,Q3,0,3,0,California,0,0,1,71,4692.55,0,2629.13,0,7321.68,0,1,91106
-62,0,11.86,0,,,46,Pasadena,3612,Month-to-Month,United States,9546-KDTRB,Stayed,0,0,Female,0,,"34.139402, -118.128658",34.139402,-118.128658,0,24.7,1,0,0,,0,0,0,0,Bank Withdrawal,1,23742,0,Q3,0,5,0,California,0,0,0,19,465.85,0,225.34,1.65,689.54,0,0,91106
-77,18,26.95,1,Price,Lack of affordable download/upload speed,81,Pasadena,4419,Month-to-Month,United States,2070-FNEXE,Churned,1,0,Female,1,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,0,76.45,0,2,0,Offer E,0,1,0,0,Bank Withdrawal,1,32369,0,Q3,0,2,1,California,0,0,0,7,503.6,0,188.65,11.05,681.2,0,0,91107
-70,11,49.76,1,Competitor,Competitor offered higher download speeds,80,Pasadena,2104,Month-to-Month,United States,6892-XPFPU,Churned,0,1,Male,1,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,1,104.25,1,0,3,Offer C,1,0,1,1,Bank Withdrawal,1,32369,0,Q3,1,1,1,California,1,1,1,24,2433.9,0,1194.24,0,3628.14,0,1,91107
-44,11,7.82,1,Competitor,Competitor offered more data,87,Pasadena,4495,Two Year,United States,3090-HAWSU,Churned,0,1,Male,1,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,0,111.6,1,0,0,,0,1,1,0,Credit Card,1,32369,1,Q3,0,1,0,California,1,1,1,61,6876.05,0,477.02,0,7353.07,0,1,91107
-64,7,11.58,0,,,40,Pasadena,5514,Month-to-Month,United States,3030-YDNRM,Stayed,0,0,Male,1,Fiber Optic,"34.159007, -118.087353",34.159007,-118.087353,0,74.85,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,32369,0,Q3,0,4,0,California,0,0,0,8,572.45,0,92.64,0,665.09,0,1,91107
-24,51,16.25,0,,,60,Pasadena,4288,Month-to-Month,United States,7339-POGZN,Stayed,0,0,Female,1,DSL,"34.159007, -118.087353",34.159007,-118.087353,0,50.7,1,0,0,,0,0,0,0,Bank Withdrawal,1,32369,0,Q3,0,4,0,California,0,0,0,4,214.55,0,65,39.92,239.63,1,1,91107
-78,29,11.59,1,Dissatisfaction,Product dissatisfaction,85,North Hollywood,5980,Month-to-Month,United States,0094-OIFMO,Churned,1,0,Female,1,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,0,95,0,1,0,Offer D,1,0,1,0,Bank Withdrawal,1,57146,0,Q3,0,1,1,California,1,0,1,11,1120.3,120,127.49,0,1367.79,0,0,91605
-75,12,36.36,1,Other,Moved,88,North Hollywood,2960,Month-to-Month,United States,1624-NALOJ,Churned,0,0,Male,1,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,0,89.8,1,0,0,,1,0,1,0,Bank Withdrawal,1,57146,0,Q3,0,1,1,California,1,0,0,5,502.6,0,181.8,0,684.4,0,1,91605
-30,0,16.66,1,Attitude,Attitude of support person,90,North Hollywood,3753,Month-to-Month,United States,6770-XUAGN,Churned,0,0,Female,0,,"34.207295, -118.400022",34.207295,-118.400022,1,21,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,57146,0,Q3,1,2,0,California,0,0,0,1,21,0,16.66,0,37.66,0,0,91605
-39,12,39.58,1,Dissatisfaction,Lack of self-service on Website,91,North Hollywood,5438,Month-to-Month,United States,1902-XBTFB,Churned,0,1,Male,1,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,0,89.4,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,57146,0,Q3,0,2,0,California,0,0,1,22,2001.5,0,870.76,0,2872.26,0,1,91605
-56,10,5.1,1,Price,Price too high,93,North Hollywood,5571,Month-to-Month,United States,6618-RYATB,Churned,0,1,Female,1,Fiber Optic,"34.207295, -118.400022",34.207295,-118.400022,0,79.55,1,0,0,Offer E,0,0,1,0,Credit Card,1,57146,0,Q3,0,2,0,California,0,0,0,1,79.55,0,5.1,0,84.65,0,1,91605
-62,57,0,0,,,70,North Hollywood,5138,One Year,United States,1301-LOPVR,Stayed,1,1,Male,1,DSL,"34.207295, -118.400022",34.207295,-118.400022,1,55.35,0,3,6,,1,1,1,1,Credit Card,0,57146,1,Q3,1,3,0,California,1,1,0,29,1636.95,0,0,0,1636.95,0,1,91605
-65,29,29.11,1,Competitor,Competitor had better devices,86,Covina,4616,Month-to-Month,United States,9947-OTFQU,Churned,0,0,Male,1,Fiber Optic,"34.097345, -117.906736",34.097345,-117.906736,0,74.4,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,33817,0,Q3,0,1,1,California,0,0,0,15,1074.3,0,436.65,0,1510.95,0,1,91722
-20,52,21.72,1,Other,Deceased,94,Covina,3108,Month-to-Month,United States,7594-RQHXR,Churned,0,0,Female,1,Fiber Optic,"34.097345, -117.906736",34.097345,-117.906736,0,79.6,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,33817,0,Q3,0,2,0,California,1,1,0,1,79.6,0,21.72,0,101.32,1,1,91722
-49,21,34.98,0,,,23,Covina,5687,Month-to-Month,United States,8563-OYMQY,Stayed,0,1,Male,1,Fiber Optic,"34.097345, -117.906736",34.097345,-117.906736,0,90.95,0,0,0,Offer D,1,0,1,0,Credit Card,1,33817,0,Q3,0,5,0,California,1,1,0,17,1612.2,0,594.66,0,2206.86,0,1,91722
-44,17,25.04,0,,,56,Covina,2584,Month-to-Month,United States,0734-OXWBT,Joined,1,0,Male,1,Cable,"34.097345, -117.906736",34.097345,-117.906736,0,70.7,0,1,0,Offer E,0,0,0,0,Credit Card,1,33817,1,Q3,0,3,0,California,1,1,1,3,225.65,0,75.12,0,300.77,0,1,91722
-55,20,39.32,0,,,36,Covina,5034,One Year,United States,8738-JOKAR,Stayed,0,0,Female,1,Cable,"34.097345, -117.906736",34.097345,-117.906736,0,67.7,0,0,0,,1,1,1,0,Credit Card,1,33817,1,Q3,0,4,0,California,1,1,0,42,2882.25,0,1651.44,0,4533.69,0,1,91722
-77,12,0,1,Dissatisfaction,Limited range of services,65,El Monte,5828,Month-to-Month,United States,9514-JDSKI,Churned,0,0,Male,1,DSL,"34.074492, -118.01462",34.074492,-118.01462,1,40.2,0,0,1,Offer E,1,0,0,1,Bank Withdrawal,0,62660,0,Q3,1,2,1,California,0,0,1,1,40.2,0,0,0,40.2,0,1,91732
-21,51,25.41,1,Attitude,Attitude of support person,96,El Monte,4830,Month-to-Month,United States,3143-ILDAL,Churned,0,0,Male,1,Fiber Optic,"34.074492, -118.01462",34.074492,-118.01462,0,94.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,62660,1,Q3,0,3,0,California,1,1,0,56,5124.6,0,1422.96,0,6547.56,1,1,91732
-22,59,24.04,1,Dissatisfaction,Lack of self-service on Website,83,El Monte,4437,Month-to-Month,United States,0402-CQAJN,Churned,0,1,Female,1,Fiber Optic,"34.074492, -118.01462",34.074492,-118.01462,0,101.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,62660,0,Q3,0,3,0,California,1,1,1,37,3545.35,0,889.48,0,4434.83,1,1,91732
-53,0,1.57,0,,,43,El Monte,3461,One Year,United States,0895-LNKRC,Stayed,1,0,Male,0,,"34.074492, -118.01462",34.074492,-118.01462,1,19.45,0,3,10,Offer E,0,0,0,1,Credit Card,1,62660,0,Q3,1,4,0,California,0,0,0,6,113.5,0,9.42,0,122.92,0,0,91732
-29,69,42.64,0,,,26,El Monte,5723,Month-to-Month,United States,6502-KUGLL,Stayed,1,0,Female,1,DSL,"34.074492, -118.01462",34.074492,-118.01462,1,59.45,0,2,4,Offer D,1,1,0,1,Bank Withdrawal,1,62660,1,Q3,1,3,0,California,0,0,0,14,780.85,0,596.96,0,1377.81,1,1,91732
-67,28,0,1,Price,Long distance charges,96,La Puente,2314,Month-to-Month,United States,7273-TEFQD,Churned,0,1,Male,1,DSL,"34.038983, -117.991372",34.038983,-117.991372,0,41.15,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,30802,0,Q3,0,2,1,California,1,1,0,3,132.2,0,0,0,132.2,0,1,91746
-31,22,0,1,Dissatisfaction,Product dissatisfaction,90,La Puente,5995,One Year,United States,3034-ZBEQN,Churned,0,1,Female,1,DSL,"34.038983, -117.991372",34.038983,-117.991372,1,34.7,0,0,1,,1,0,0,1,Mailed Check,0,30802,0,Q3,1,2,0,California,0,0,0,48,1604.5,0,0,0,1604.5,0,1,91746
-54,26,5.43,1,Attitude,Attitude of support person,78,La Puente,5347,Month-to-Month,United States,1195-OIYEJ,Churned,0,0,Male,1,Fiber Optic,"34.038983, -117.991372",34.038983,-117.991372,0,91.1,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,30802,0,Q3,0,2,0,California,1,1,1,13,1135.7,80,70.59,0,1286.29,0,0,91746
-64,0,27.4,0,,,59,La Puente,3093,One Year,United States,0129-QMPDR,Stayed,0,0,Male,0,,"34.038983, -117.991372",34.038983,-117.991372,1,20.5,0,0,1,,0,0,1,1,Bank Withdrawal,1,30802,0,Q3,1,3,0,California,0,0,0,44,865.05,0,1205.6,0,2070.65,0,0,91746
-33,28,9.21,0,,,23,La Puente,4616,One Year,United States,7820-ZYGNY,Stayed,0,0,Male,1,Fiber Optic,"34.038983, -117.991372",34.038983,-117.991372,0,90.45,1,0,0,,1,0,0,0,Credit Card,1,30802,0,Q3,0,3,0,California,1,1,0,63,5825.5,100,580.23,0,6505.73,0,0,91746
-68,11,32.68,1,Competitor,Competitor had better devices,84,Rowland Heights,2494,Month-to-Month,United States,3606-TWKGI,Churned,0,1,Male,1,Cable,"33.976753, -117.897367",33.976753,-117.897367,0,106.9,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,46342,0,Q3,0,1,1,California,1,0,1,13,1364.3,10,424.84,0,1799.14,0,0,91748
-61,3,43.03,1,Competitor,Competitor had better devices,93,Rowland Heights,5355,Month-to-Month,United States,4317-VTEOA,Churned,0,0,Male,1,DSL,"33.976753, -117.897367",33.976753,-117.897367,0,50.75,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,46342,0,Q3,0,2,0,California,0,0,0,1,50.75,0,43.03,0,93.78,0,1,91748
-60,26,42.04,1,Attitude,Attitude of service provider,92,Rowland Heights,2761,One Year,United States,5906-CVLHP,Churned,0,0,Female,1,Cable,"33.976753, -117.897367",33.976753,-117.897367,1,54.15,0,0,1,,1,0,1,1,Credit Card,1,46342,1,Q3,1,2,0,California,0,0,0,45,2319.8,0,1891.8,0,4211.6,0,1,91748
-59,6,27.68,0,,,35,Rowland Heights,6153,One Year,United States,7188-CBBBA,Stayed,0,1,Female,1,Fiber Optic,"33.976753, -117.897367",33.976753,-117.897367,0,95.5,1,0,0,,1,0,1,0,Bank Withdrawal,1,46342,0,Q3,0,5,0,California,0,0,1,65,6153.85,80,1799.2,0,8033.05,0,0,91748
-51,0,17.01,0,,,78,Rowland Heights,5594,Month-to-Month,United States,5018-HEKFO,Stayed,0,0,Female,0,,"33.976753, -117.897367",33.976753,-117.897367,0,24.5,1,0,0,Offer D,0,0,1,0,Credit Card,1,46342,0,Q3,0,3,0,California,0,0,0,10,270.15,0,170.1,0,440.25,0,0,91748
-68,9,9.43,1,Competitor,Competitor had better devices,81,Ontario,3810,Month-to-Month,United States,4385-GZQXV,Churned,0,0,Female,1,Fiber Optic,"34.074087, -117.605618",34.074087,-117.605618,0,94.45,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,49474,1,Q3,0,1,1,California,1,1,1,16,1511.2,0,150.88,0,1662.08,0,1,91764
-58,25,47.92,1,Competitor,Competitor had better devices,82,Ontario,2898,Month-to-Month,United States,2990-HWIML,Churned,0,0,Female,1,Fiber Optic,"34.074087, -117.605618",34.074087,-117.605618,0,89.5,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,49474,0,Q3,0,1,0,California,1,1,1,6,573.3,0,287.52,0,860.82,0,1,91764
-55,76,25.87,0,,,75,Ontario,3192,Month-to-Month,United States,8201-AAXCB,Stayed,1,0,Male,1,Cable,"34.074087, -117.605618",34.074087,-117.605618,1,60.35,1,3,1,,0,0,0,1,Bank Withdrawal,1,49474,0,Q3,1,4,0,California,0,0,1,25,1404.65,10,646.75,0,2061.4,0,0,91764
-30,0,29.86,0,,,40,Ontario,2183,Month-to-Month,United States,4634-JLRJT,Joined,0,0,Female,0,,"34.074087, -117.605618",34.074087,-117.605618,0,20.35,0,0,0,Offer E,0,0,1,0,Credit Card,1,49474,0,Q3,0,4,0,California,0,0,0,1,20.35,0,29.86,0,50.21,0,0,91764
-50,0,33.9,0,,,40,Ontario,5209,Month-to-Month,United States,8044-BGWPI,Stayed,1,0,Male,0,,"34.074087, -117.605618",34.074087,-117.605618,1,21.15,0,2,8,Offer D,0,0,1,1,Bank Withdrawal,1,49474,0,Q3,1,4,0,California,0,0,0,12,306.05,0,406.8,0,712.85,0,0,91764
-66,7,1.78,1,Dissatisfaction,Poor expertise of online support,80,Alpine,4345,Month-to-Month,United States,3488-PGMQJ,Churned,0,0,Male,1,Fiber Optic,"32.827184, -116.703729",32.827184,-116.703729,0,74.5,0,0,0,,1,0,1,0,Bank Withdrawal,1,16486,0,Q3,0,2,1,California,0,0,0,8,606.55,0,14.24,0,620.79,0,1,91901
-43,22,36.99,1,Competitor,Competitor offered higher download speeds,78,Alpine,4689,Month-to-Month,United States,6128-CZOMY,Churned,0,0,Female,1,Cable,"32.827184, -116.703729",32.827184,-116.703729,0,45.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,16486,0,Q3,0,2,0,California,0,0,0,1,45.65,0,36.99,0,82.64,0,1,91901
-55,9,34.48,1,Attitude,Attitude of service provider,76,Alpine,3238,Month-to-Month,United States,3085-QUOZK,Churned,0,0,Female,1,Cable,"32.827184, -116.703729",32.827184,-116.703729,0,43.95,0,0,0,Offer E,0,0,0,0,Credit Card,1,16486,0,Q3,0,3,0,California,0,0,0,1,43.95,0,34.48,0,78.43,0,1,91901
-46,11,18.05,0,,,36,Alpine,5342,One Year,United States,4890-VMUAV,Stayed,0,1,Male,1,DSL,"32.827184, -116.703729",32.827184,-116.703729,0,71.5,1,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,16486,1,Q3,0,3,0,California,0,0,0,63,4576.3,70,1137.15,0,5783.45,0,0,91901
-42,8,13.82,0,,,32,Alpine,5470,Month-to-Month,United States,6233-HXJMX,Stayed,0,1,Female,1,Fiber Optic,"32.827184, -116.703729",32.827184,-116.703729,0,89.3,1,0,0,Offer B,0,0,1,0,Credit Card,1,16486,0,Q3,0,3,0,California,1,1,0,45,4192.15,0,621.9,0,4814.05,0,1,91901
-69,15,30.87,1,Competitor,Competitor made better offer,91,San Diego,2018,Month-to-Month,United States,7534-BFESC,Churned,0,0,Male,1,Fiber Optic,"32.85723, -117.209754",32.85723,-117.209774,0,76.1,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,2,1,California,0,0,0,24,1712.7,0,740.88,0,2453.58,0,1,92122
-74,2,31.61,1,Competitor,Competitor made better offer,85,San Diego,3677,Month-to-Month,United States,8098-LLAZX,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209756",32.85723,-117.209774,0,95.45,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,3,1,California,1,0,1,4,396.1,0,126.44,0,522.54,0,1,92122
-76,10,47.34,1,Attitude,Attitude of support person,69,San Diego,4105,Month-to-Month,United States,0265-EDXBD,Churned,0,0,Male,1,Fiber Optic,"32.85723, -117.209757",32.85723,-117.209774,1,74.9,1,0,2,Offer C,0,0,1,1,Bank Withdrawal,1,34902,0,Q3,1,2,1,California,0,0,0,32,2303.35,0,1514.88,0,3818.23,0,1,92122
-77,12,16.1,1,Competitor,Competitor made better offer,73,San Diego,2212,Month-to-Month,United States,2840-XANRC,Churned,0,1,Male,1,Cable,"32.85723, -117.209760",32.85723,-117.209774,1,93.15,0,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,34902,0,Q3,1,2,1,California,1,1,1,24,2231.05,0,386.4,0,2617.45,0,1,92122
-70,5,12.08,1,Competitor,Competitor made better offer,83,San Diego,4149,One Year,United States,5020-ZSTTY,Churned,0,0,Female,1,DSL,"32.85723, -117.209761",32.85723,-117.209774,0,82.45,1,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,34902,1,Q3,0,1,1,California,1,1,1,54,4350.1,0,652.32,0,5002.42,0,1,92122
-74,10,13.17,1,Other,Don't know,73,San Diego,2671,Month-to-Month,United States,5804-LEPIM,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209762",32.85723,-117.209774,0,70.35,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,3,1,California,0,0,0,2,139.05,0,26.34,0,165.39,0,1,92122
-77,8,0,1,Competitor,Competitor made better offer,90,San Diego,4778,Month-to-Month,United States,0623-IIHUG,Churned,0,0,Female,1,Cable,"32.85723, -117.209770",32.85723,-117.209774,0,41.9,0,0,0,,0,1,1,0,Bank Withdrawal,0,34902,0,Q3,0,1,1,California,0,0,1,21,840.1,0,0,0,840.1,0,1,92122
-71,13,0,1,Competitor,Competitor made better offer,91,San Diego,2927,Month-to-Month,United States,9057-MSWCO,Churned,0,0,Male,1,Cable,"32.85723, -117.209772",32.85723,-117.209774,1,30.75,0,0,0,,0,1,0,1,Credit Card,0,34902,0,Q3,0,1,1,California,0,0,0,27,805.1,140,0,0,945.1,0,0,92122
-79,0,29.54,1,Competitor,Competitor made better offer,80,San Diego,5888,Month-to-Month,United States,4895-TMWIR,Churned,0,0,Male,0,,"32.85723, -117.209778",32.85723,-117.209774,1,19.95,0,0,1,,0,0,0,1,Mailed Check,1,34902,0,Q3,1,1,1,California,0,0,0,11,214.75,0,324.94,0,539.69,0,0,92122
-66,27,42.82,1,Competitor,Competitor made better offer,91,San Diego,5502,Month-to-Month,United States,0533-BNWKF,Churned,0,1,Female,1,Fiber Optic,"32.85723, -117.209779",32.85723,-117.209774,1,85.45,1,0,2,Offer B,1,0,1,1,Bank Withdrawal,1,34902,0,Q3,1,1,1,California,0,0,0,55,4874.7,90,2355.1,0,7319.8,0,0,92122
-77,14,9.22,1,Competitor,Competitor made better offer,73,San Diego,2818,Month-to-Month,United States,0334-GDDSO,Churned,0,0,Male,1,Fiber Optic,"32.85723, -117.209784",32.85723,-117.209774,0,81.35,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,1,1,California,0,0,0,3,233.7,0,27.66,0,261.36,0,1,92122
-68,11,47.28,1,Competitor,Competitor made better offer,91,San Diego,4287,Month-to-Month,United States,4795-KTRTH,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209774",32.85723,-117.209774,1,81,1,0,1,Offer E,1,0,1,1,Bank Withdrawal,1,34902,0,Q3,1,1,1,California,0,0,0,5,371.65,10,236.4,40.64,577.41,0,0,92122
-34,17,49.58,1,Competitor,Competitor made better offer,83,San Diego,4061,Month-to-Month,United States,3580-REOAC,Churned,0,0,Male,1,DSL,"32.85723, -117.209753",32.85723,-117.209774,0,44.85,0,0,0,,0,0,1,0,Credit Card,1,34902,0,Q3,0,2,0,California,0,0,0,10,435.4,0,495.8,0,931.2,0,1,92122
-21,52,6.19,1,Competitor,Competitor made better offer,80,San Diego,2565,Month-to-Month,United States,6390-DSAZX,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209755",32.85723,-117.209774,0,73.6,0,0,0,,0,1,1,0,Credit Card,1,34902,0,Q3,0,1,0,California,0,1,0,1,73.6,0,6.19,0,79.79,1,1,92122
-30,52,5.78,1,Competitor,Competitor made better offer,69,San Diego,5715,Month-to-Month,United States,7563-BIUPC,Churned,0,0,Male,1,Fiber Optic,"32.85723, -117.209758",32.85723,-117.209774,0,80.6,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,2,0,California,0,0,1,5,415.55,40,28.9,36.44,448.01,0,0,92122
-55,19,42.14,1,Other,Don't know,81,San Diego,2071,One Year,United States,2321-OMBXY,Churned,0,0,Female,1,DSL,"32.85723, -117.209759",32.85723,-117.209774,1,80.3,0,0,1,Offer C,1,1,0,1,Credit Card,1,34902,1,Q3,1,1,0,California,1,1,1,38,3058.65,0,1601.32,0,4659.97,0,1,92122
-29,26,28.62,1,Competitor,Competitor made better offer,67,San Diego,2473,Month-to-Month,United States,0122-OAHPZ,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209763",32.85723,-117.209774,0,73.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,3,0,California,0,1,0,7,511.25,0,200.34,13.03,698.56,1,1,92122
-54,20,5.32,1,Competitor,Competitor made better offer,92,San Diego,2683,Month-to-Month,United States,2868-SNELZ,Churned,0,1,Female,1,Fiber Optic,"32.85723, -117.209764",32.85723,-117.209774,0,80.6,1,0,0,,0,0,0,0,Credit Card,1,34902,0,Q3,0,1,0,California,0,0,0,2,155.8,0,10.64,0,166.44,0,1,92122
-63,18,29.18,1,Competitor,Competitor made better offer,81,San Diego,4903,One Year,United States,4322-RCYMT,Churned,0,1,Male,1,DSL,"32.85723, -117.209765",32.85723,-117.209774,1,75.8,1,0,1,Offer A,1,0,1,1,Bank Withdrawal,1,34902,1,Q3,1,3,0,California,1,1,0,68,5293.95,90,1984.24,0,7368.19,0,0,92122
-24,59,12.88,1,Competitor,Competitor made better offer,91,San Diego,5250,Two Year,United States,6680-NENYN,Churned,0,1,Female,1,Fiber Optic,"32.85723, -117.209766",32.85723,-117.209774,0,104.6,1,0,0,,1,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,1,0,California,1,1,1,43,4759.85,0,553.84,0,5313.69,1,1,92122
-61,13,48.95,1,Competitor,Competitor made better offer,91,San Diego,4352,Month-to-Month,United States,1343-EHPYB,Churned,0,1,Male,1,Fiber Optic,"32.85723, -117.209767",32.85723,-117.209774,1,103.4,1,0,2,,1,0,1,1,Bank Withdrawal,1,34902,0,Q3,1,2,0,California,1,1,1,63,6603,0,3083.85,0,9686.85,0,1,92122
-47,8,10.53,1,Other,Don't know,76,San Diego,4157,Month-to-Month,United States,2034-GDRCN,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209768",32.85723,-117.209774,0,90.4,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,3,0,California,1,1,1,2,168.2,0,21.06,0,189.26,0,1,92122
-26,19,28.77,1,Competitor,Competitor made better offer,73,San Diego,4939,Month-to-Month,United States,0219-YTZUE,Churned,0,1,Male,1,Fiber Optic,"32.85723, -117.209769",32.85723,-117.209774,1,84.8,1,0,5,Offer E,1,0,1,1,Bank Withdrawal,1,34902,0,Q3,1,3,0,California,0,1,0,4,371.9,0,115.08,0,486.98,1,1,92122
-40,11,27.1,1,Competitor,Competitor made better offer,85,San Diego,3598,Month-to-Month,United States,4572-DVCGN,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209771",32.85723,-117.209774,0,80.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,3,0,California,1,1,0,10,846,0,271,0,1117,0,1,92122
-54,8,20.86,1,Competitor,Competitor made better offer,91,San Diego,5383,Month-to-Month,United States,1010-DIAUQ,Churned,0,1,Male,1,Fiber Optic,"32.85723, -117.209773",32.85723,-117.209774,0,96.5,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,34902,0,Q3,0,3,0,California,1,1,1,5,492.55,0,104.3,0,596.85,0,1,92122
-22,27,40.43,1,Competitor,Competitor made better offer,73,San Diego,3878,Month-to-Month,United States,0259-GBZSH,Churned,0,0,Male,1,Cable,"32.85723, -117.209774",32.85723,-117.209774,0,85.65,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,34902,0,Q3,0,1,0,California,0,1,1,2,181.5,0,80.86,0,262.36,1,1,92122
-48,10,8.91,1,Competitor,Competitor made better offer,66,San Diego,3642,Month-to-Month,United States,9601-BRXPO,Churned,0,1,Female,1,Fiber Optic,"32.85723, -117.209775",32.85723,-117.209774,1,104.95,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,34902,1,Q3,1,3,0,California,1,1,1,25,2566.5,0,222.75,0,2789.25,0,1,92122
-26,59,14.78,1,Competitor,Competitor made better offer,76,San Diego,2431,Month-to-Month,United States,6905-NIQIN,Churned,0,0,Male,1,DSL,"32.85723, -117.209776",32.85723,-117.209774,0,50.65,0,0,0,Offer E,1,0,0,0,Credit Card,1,34902,0,Q3,0,1,0,California,0,1,0,1,50.65,0,14.78,0,65.43,1,1,92122
-64,24,8.56,1,Competitor,Competitor made better offer,81,San Diego,3424,Month-to-Month,United States,5167-ZFFMM,Churned,0,0,Male,1,Fiber Optic,"32.85723, -117.209777",32.85723,-117.209774,0,90.85,1,0,0,Offer E,1,0,1,0,Credit Card,1,34902,0,Q3,0,3,0,California,1,1,0,1,90.85,0,8.56,0,99.41,0,1,92122
-63,14,1.55,1,Competitor,Competitor made better offer,94,San Diego,5795,Month-to-Month,United States,6599-CEBNN,Churned,0,0,Female,1,Fiber Optic,"32.85723, -117.209780",32.85723,-117.209774,0,73.95,0,0,0,Offer C,1,0,1,0,Credit Card,1,34902,0,Q3,0,3,0,California,0,0,0,34,2524.45,0,52.7,0,2577.15,0,1,92122
-30,26,48.8,1,Competitor,Competitor made better offer,80,San Diego,4020,Month-to-Month,United States,0979-PHULV,Churned,0,1,Male,1,Fiber Optic,"32.85723, -117.209781",32.85723,-117.209774,1,99.45,1,0,2,Offer A,0,0,1,1,Credit Card,1,34902,0,Q3,1,3,0,California,1,1,1,69,7007.6,0,3367.2,0,10374.8,0,1,92122
-59,0,36.63,1,Competitor,Competitor made better offer,92,San Diego,3351,Month-to-Month,United States,4800-VHZKI,Churned,0,0,Female,0,,"32.85723, -117.209782",32.85723,-117.209774,0,19.9,0,0,0,Offer E,0,0,1,0,Credit Card,1,34902,0,Q3,0,3,0,California,0,0,0,1,19.9,0,36.63,0,56.53,0,0,92122
-52,0,14.17,1,Competitor,Competitor made better offer,95,San Diego,3448,Month-to-Month,United States,7989-CHGTL,Churned,0,0,Male,0,,"32.85723, -117.209783",32.85723,-117.209774,0,19.6,0,0,0,Offer E,0,0,1,0,Credit Card,1,34902,0,Q3,0,1,0,California,0,0,0,1,19.6,0,14.17,0,33.77,0,0,92122
-54,0,8.56,0,,,54,San Diego,4454,Month-to-Month,United States,9753-OYLBX,Joined,0,0,Female,0,,"32.85723, -117.209774",32.85723,-117.209774,0,20.5,0,0,0,,0,0,0,0,Credit Card,1,34902,0,Q3,0,5,0,California,0,0,0,1,20.5,0,8.56,0,29.06,0,0,92122
-24,0,12.85,0,,,38,San Diego,5045,Two Year,United States,1270-XKUCC,Stayed,1,0,Female,0,,"32.85723, -117.209774",32.85723,-117.209774,1,19.7,0,1,1,,0,0,0,1,Credit Card,1,34902,0,Q3,1,3,0,California,0,0,0,30,599.25,0,385.5,49.79,934.96,1,0,92122
-64,17,0,0,,,80,San Diego,4276,Month-to-Month,United States,5351-QESIO,Joined,1,0,Male,1,Cable,"32.85723, -117.209774",32.85723,-117.209774,0,24.2,0,2,0,Offer E,0,0,0,0,Mailed Check,0,34902,0,Q3,0,5,0,California,0,0,0,1,24.2,0,0,0,24.2,0,1,92122
-80,17,35.09,1,Dissatisfaction,Network reliability,67,Thermal,4902,Month-to-Month,United States,5564-NEMQO,Churned,0,1,Female,1,Fiber Optic,"33.53604, -116.119222",33.53604,-116.119222,0,75.3,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,17018,0,Q3,0,2,1,California,0,0,0,1,75.3,20,35.09,0,130.39,0,0,92274
-53,27,11.4,0,,,58,Thermal,4803,Two Year,United States,3392-EHMNK,Stayed,1,0,Female,1,Fiber Optic,"33.53604, -116.119222",33.53604,-116.119222,1,94.1,1,3,1,Offer A,1,0,0,1,Credit Card,1,17018,1,Q3,1,4,0,California,0,0,1,67,6302.8,0,763.8,0,7066.6,0,1,92274
-39,0,14.6,0,,,71,Thermal,2047,Month-to-Month,United States,7010-ZMVBF,Stayed,1,0,Female,0,,"33.53604, -116.119222",33.53604,-116.119222,1,20.45,0,2,8,,0,0,0,1,Credit Card,1,17018,0,Q3,1,4,0,California,0,0,0,18,357,0,262.8,0,619.8,0,0,92274
-64,21,40.99,0,,,65,Thermal,4645,Month-to-Month,United States,0550-DCXLH,Stayed,0,0,Male,1,DSL,"33.53604, -116.119222",33.53604,-116.119222,0,73.35,0,0,0,,1,0,0,0,Mailed Check,1,17018,1,Q3,0,4,0,California,1,1,1,13,931.55,0,532.87,49.02,1415.4,0,1,92274
-77,26,0,1,Dissatisfaction,Limited range of services,89,Riverside,4099,Month-to-Month,United States,6235-VDHOM,Churned,0,0,Female,1,DSL,"34.004379, -117.447864",34.004379,-117.447864,0,28.45,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,0,63999,0,Q3,0,2,1,California,0,0,0,5,131.05,0,0,0,131.05,0,1,92509
-76,22,12.46,1,Dissatisfaction,Network reliability,67,Riverside,5948,Month-to-Month,United States,2506-TNFCO,Churned,0,0,Female,1,Fiber Optic,"34.004379, -117.447864",34.004379,-117.447864,1,69.55,0,0,1,,0,0,1,1,Bank Withdrawal,1,63999,0,Q3,1,2,1,California,0,0,0,1,69.55,0,12.46,0,82.01,0,1,92509
-46,9,49.05,0,,,69,Riverside,4649,Month-to-Month,United States,5628-FCGYG,Stayed,0,0,Male,1,Fiber Optic,"34.004379, -117.447864",34.004379,-117.447864,0,84.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,63999,0,Q3,0,4,0,California,1,1,0,21,1737.45,0,1030.05,0,2767.5,0,1,92509
-55,0,25.99,0,,,38,Riverside,5650,Month-to-Month,United States,7698-YFGEZ,Joined,0,0,Male,0,,"34.004379, -117.447864",34.004379,-117.447864,0,20,0,0,0,Offer E,0,0,0,0,Credit Card,1,63999,0,Q3,0,4,0,California,0,0,0,1,20,0,25.99,0,45.99,0,0,92509
-77,12,48.73,1,Competitor,Competitor had better devices,87,Hemet,2666,Month-to-Month,United States,5609-CEBID,Churned,0,1,Female,1,Fiber Optic,"33.644585, -116.871544",33.644585,-116.871544,0,94.1,1,0,0,,1,0,1,0,Bank Withdrawal,1,39264,0,Q3,0,1,1,California,1,0,0,20,1782.4,80,974.6,0,2837,0,0,92544
-31,21,29.4,0,,,33,Hemet,4640,One Year,United States,1784-EZDKJ,Stayed,0,1,Male,1,Fiber Optic,"33.644585, -116.871544",33.644585,-116.871544,1,106.8,1,0,3,Offer B,1,0,1,1,Bank Withdrawal,1,39264,0,Q3,1,3,0,California,1,1,1,51,5498.8,140,1499.4,0,7138.2,0,0,92544
-24,0,21.72,0,,,29,Hemet,5249,One Year,United States,9602-WCXPI,Stayed,0,0,Male,0,,"33.644585, -116.871544",33.644585,-116.871544,0,20.15,0,0,0,,0,0,0,0,Credit Card,1,39264,0,Q3,0,5,0,California,0,0,0,50,989.05,0,1086,0,2075.05,1,0,92544
-45,18,23.18,0,,,47,Hemet,5172,Two Year,United States,1221-GHZEP,Stayed,0,0,Female,1,DSL,"33.644585, -116.871544",33.644585,-116.871544,0,65.1,0,0,0,,0,1,1,0,Credit Card,1,39264,1,Q3,0,3,0,California,1,1,0,62,3846.75,0,1437.16,0,5283.91,0,1,92544
-72,22,45.76,1,Dissatisfaction,Product dissatisfaction,82,Moreno Valley,5273,Month-to-Month,United States,5956-VKDTT,Churned,0,0,Female,1,Fiber Optic,"33.970661, -117.255039",33.970661,-117.255039,1,74.35,1,0,4,Offer E,0,0,1,1,Bank Withdrawal,1,46214,0,Q3,1,1,1,California,0,0,0,5,334.8,0,228.8,0,563.6,0,1,92557
-74,18,32.9,0,,,34,Moreno Valley,6084,Two Year,United States,4304-XUMGI,Stayed,1,1,Male,1,DSL,"33.970661, -117.255039",33.970661,-117.255039,1,75.15,1,2,3,,1,1,1,1,Bank Withdrawal,1,46214,0,Q3,1,4,1,California,1,1,0,50,3822.45,0,1645,0,5467.45,0,1,92557
-31,16,28.92,1,Attitude,Attitude of support person,91,Moreno Valley,3109,Month-to-Month,United States,6437-UKHMV,Churned,0,0,Female,1,Fiber Optic,"33.970661, -117.255039",33.970661,-117.255039,0,79.7,0,0,0,,0,0,1,0,Bank Withdrawal,1,46214,0,Q3,0,2,0,California,0,0,1,7,586.05,0,202.44,0,788.49,0,1,92557
-52,19,49.67,0,,,62,Moreno Valley,4226,Two Year,United States,5453-YBTWV,Stayed,1,1,Male,1,Fiber Optic,"33.970661, -117.255039",33.970661,-117.255039,1,101.1,0,2,10,,1,1,1,1,Credit Card,1,46214,1,Q3,1,3,0,California,0,0,1,70,6994.8,0,3476.9,0,10471.7,0,1,92557
-80,25,7.02,1,Attitude,Attitude of support person,91,Perris,4517,Month-to-Month,United States,0257-ZESQC,Churned,0,0,Female,1,Cable,"33.828289, -117.201666",33.828289,-117.201666,1,75.2,0,0,2,,0,1,1,1,Bank Withdrawal,1,26357,0,Q3,1,1,1,California,0,0,0,27,1929.35,0,189.54,0,2118.89,0,1,92571
-30,51,7.41,0,,,25,Perris,4870,One Year,United States,8220-OCUFY,Stayed,0,1,Female,1,DSL,"33.828289, -117.201666",33.828289,-117.201666,0,60.25,0,0,0,,0,1,1,0,Bank Withdrawal,1,26357,1,Q3,0,4,0,California,0,0,0,21,1258.35,0,155.61,0,1413.96,0,1,92571
-39,19,41.29,0,,,59,Perris,3083,Month-to-Month,United States,6137-NICCO,Stayed,1,1,Female,1,Fiber Optic,"33.828289, -117.201666",33.828289,-117.201666,1,94.05,1,2,7,,1,0,1,1,Credit Card,1,26357,0,Q3,1,3,0,California,0,0,1,6,518.75,0,247.74,0,766.49,0,1,92571
-44,11,7.34,0,,,46,Perris,2196,Month-to-Month,United States,4912-PIGUY,Joined,0,0,Female,1,Fiber Optic,"33.828289, -117.201666",33.828289,-117.201666,0,84.6,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,26357,0,Q3,0,3,0,California,0,0,1,1,84.6,0,7.34,0,91.94,0,0,92571
-74,24,48.35,1,Competitor,Competitor had better devices,74,Anaheim,5808,Month-to-Month,United States,2865-TCHJW,Churned,0,1,Female,1,Cable,"33.848733, -117.788357",33.848733,-117.788357,0,89.2,1,0,0,,0,0,1,0,Bank Withdrawal,1,36301,0,Q3,0,1,1,California,0,0,1,4,346.2,0,193.4,0,539.6,0,1,92807
-69,20,7.85,0,,,58,Anaheim,4768,One Year,United States,3786-WOVKF,Stayed,0,0,Female,1,Fiber Optic,"33.848733, -117.788357",33.848733,-117.788357,1,106.85,1,0,8,Offer A,1,1,1,1,Bank Withdrawal,1,36301,0,Q3,1,4,1,California,1,1,1,72,7677.4,100,565.2,0,8342.6,0,0,92807
-53,24,22.86,1,Competitor,Competitor offered more data,85,Anaheim,2075,Month-to-Month,United States,4614-NUVZD,Churned,0,0,Female,1,Fiber Optic,"33.848733, -117.788357",33.848733,-117.788357,0,81.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,36301,0,Q3,0,3,0,California,1,1,0,1,81.1,0,22.86,0,103.96,0,1,92807
-33,17,13.79,0,,,49,Anaheim,3464,Two Year,United States,4500-HKANN,Stayed,0,0,Male,1,Cable,"33.848733, -117.788357",33.848733,-117.788357,1,59.7,1,0,6,,1,0,0,1,Credit Card,1,36301,1,Q3,1,5,0,California,0,0,0,23,1414.2,0,317.17,0,1731.37,0,1,92807
-68,21,45.81,1,Competitor,Competitor had better devices,66,Brea,4880,Month-to-Month,United States,5192-EBGOV,Churned,0,0,Female,1,Fiber Optic,"33.924143, -117.79387",33.924143,-117.79387,0,85.7,1,0,0,,0,0,1,0,Bank Withdrawal,1,1408,0,Q3,0,1,1,California,0,0,1,1,85.7,0,45.81,0,131.51,0,1,92823
-39,28,41.23,1,Competitor,Competitor offered more data,68,Brea,4183,Two Year,United States,6804-GDMOI,Churned,0,1,Female,1,Fiber Optic,"33.924143, -117.79387",33.924143,-117.79387,0,106.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,1408,1,Q3,0,3,0,California,1,1,1,61,6428.4,0,2515.03,0,8943.43,0,1,92823
-25,27,0,0,,,49,Brea,2068,One Year,United States,2212-LYASK,Stayed,0,1,Male,1,DSL,"33.924143, -117.79387",33.924143,-117.79387,1,45.85,0,0,3,,1,0,1,1,Credit Card,0,1408,0,Q3,1,4,0,California,1,1,0,27,1246.4,30,0,0,1276.4,1,0,92823
-44,0,45.03,0,,,66,Brea,2823,One Year,United States,2592-HODOV,Stayed,0,0,Male,0,,"33.924143, -117.79387",33.924143,-117.79387,0,19.3,0,0,0,Offer D,0,0,0,0,Credit Card,1,1408,0,Q3,0,4,0,California,0,0,0,13,259.65,0,585.39,35.28,809.76,0,0,92823
-78,28,18.39,1,Attitude,Attitude of support person,91,Yorba Linda,4196,Month-to-Month,United States,3419-SNJJD,Churned,0,1,Female,1,Fiber Optic,"33.884073, -117.732197",33.884073,-117.732197,1,105.25,1,0,3,Offer B,0,1,0,1,Bank Withdrawal,1,20893,0,Q3,1,1,1,California,1,0,1,65,6786.4,0,1195.35,0,7981.75,0,1,92887
-46,30,0,1,Dissatisfaction,Lack of self-service on Website,66,Yorba Linda,2601,Month-to-Month,United States,5087-SUURX,Churned,0,1,Female,1,Cable,"33.884073, -117.732197",33.884073,-117.732197,1,39.05,0,0,1,,0,0,1,1,Bank Withdrawal,0,20893,0,Q3,1,3,0,California,0,0,1,18,669.85,0,0,0,669.85,0,1,92887
-19,41,28.42,0,,,40,Yorba Linda,5224,Month-to-Month,United States,3126-WQMGH,Stayed,0,0,Female,1,DSL,"33.884073, -117.732197",33.884073,-117.732197,1,52.15,1,0,6,,0,0,1,1,Credit Card,1,20893,0,Q3,1,4,0,California,0,1,0,49,2583.75,50,1392.58,0,4026.33,1,0,92887
-38,0,13.72,0,,,71,Yorba Linda,6251,Two Year,United States,8749-TZYEC,Stayed,0,0,Male,0,,"33.884073, -117.732197",33.884073,-117.732197,1,24.8,1,0,1,,0,0,0,1,Credit Card,1,20893,0,Q3,1,3,0,California,0,0,0,72,1874.3,0,987.84,16.26,2845.88,0,0,92887
-75,14,22.92,1,Competitor,Competitor made better offer,96,Summerland,5059,Month-to-Month,United States,4554-YGZIH,Churned,0,0,Male,1,Fiber Optic,"34.420998, -119.60137",34.420998,-119.60137,1,90.05,1,0,3,Offer B,1,0,0,1,Credit Card,1,576,0,Q3,1,2,1,California,1,0,0,49,4547.25,0,1123.08,0,5670.33,0,1,93067
-48,30,47.45,1,Competitor,Competitor had better devices,73,Summerland,4722,Month-to-Month,United States,9578-VRMNM,Churned,0,1,Female,1,DSL,"34.420998, -119.60137",34.420998,-119.60137,0,65.2,1,0,0,,0,0,1,0,Credit Card,1,576,0,Q3,0,1,0,California,1,1,0,16,1043.35,0,759.2,0,1802.55,0,1,93067
-61,0,49.2,1,Dissatisfaction,Service dissatisfaction,91,Summerland,4266,Month-to-Month,United States,4667-OHGKG,Churned,0,0,Male,0,,"34.420998, -119.60137",34.420998,-119.60137,0,19.3,0,0,0,,0,0,1,0,Credit Card,1,576,0,Q3,0,3,0,California,0,0,0,1,19.3,0,49.2,0,68.5,0,0,93067
-37,0,24.89,0,,,66,Summerland,4194,Month-to-Month,United States,5396-IZEPB,Stayed,0,0,Male,0,,"34.420998, -119.60137",34.420998,-119.60137,0,19.7,0,0,0,Offer E,0,0,0,0,Credit Card,1,576,0,Q3,0,4,0,California,0,0,0,9,180.7,0,224.01,0,404.71,0,0,93067
-77,5,14.52,1,Competitor,Competitor made better offer,65,Santa Barbara,2728,Month-to-Month,United States,5099-BAILX,Churned,0,1,Male,1,Fiber Optic,"34.419203, -119.710008",34.419203,-119.710008,1,110.75,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,31727,1,Q3,1,2,1,California,1,0,1,43,4687.9,0,624.36,0,5312.26,0,1,93101
-79,25,28.86,1,Competitor,Competitor had better devices,96,Santa Barbara,4479,Month-to-Month,United States,1587-FKLZB,Churned,0,1,Male,1,Fiber Optic,"34.419203, -119.710008",34.419203,-119.710008,1,99.5,1,0,1,Offer A,0,0,1,1,Credit Card,1,31727,0,Q3,1,1,1,California,1,0,1,66,6822.15,0,1904.76,0,8726.91,0,1,93101
-52,57,0,0,,,38,Santa Barbara,2876,One Year,United States,1729-VLAZJ,Stayed,1,0,Female,1,DSL,"34.419203, -119.710008",34.419203,-119.710008,0,40.25,0,5,0,Offer D,1,1,0,0,Credit Card,0,31727,1,Q3,0,3,0,California,0,0,0,10,411.45,30,0,17.96,423.49,0,0,93101
-36,0,20.18,0,,,38,Santa Barbara,5606,One Year,United States,1998-VHJHK,Stayed,0,0,Female,0,,"34.419203, -119.710008",34.419203,-119.710008,0,19.15,0,0,0,,0,0,0,0,Credit Card,1,31727,0,Q3,0,5,0,California,0,0,0,27,501.35,0,544.86,0,1046.21,0,0,93101
-80,12,48.8,1,Competitor,Competitor offered higher download speeds,91,Alpaugh,6268,One Year,United States,4913-EHYUI,Churned,0,1,Male,1,Fiber Optic,"35.869626, -119.498771",35.869626,-119.498771,1,104.55,1,0,0,Offer B,0,1,1,1,Bank Withdrawal,1,1054,0,Q3,0,1,1,California,1,0,1,56,5794.65,0,2732.8,0,8527.45,0,1,93201
-42,8,0,1,Attitude,Attitude of support person,86,Alpaugh,2655,Month-to-Month,United States,7470-MCQTK,Churned,0,1,Female,1,DSL,"35.869626, -119.498771",35.869626,-119.498771,1,48.75,0,0,1,,0,0,1,1,Bank Withdrawal,0,1054,0,Q3,1,2,0,California,1,1,1,13,633.4,0,0,0,633.4,0,1,93201
-47,11,4.02,1,Competitor,Competitor had better devices,87,Alpaugh,4895,Month-to-Month,United States,6959-UWKHF,Churned,0,0,Male,1,Cable,"35.869626, -119.498771",35.869626,-119.498771,0,42.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1054,0,Q3,0,1,0,California,0,0,0,1,42.9,0,4.02,0,46.92,0,1,93201
-30,30,34.91,0,,,78,Alpaugh,3585,Month-to-Month,United States,0027-KWYKW,Stayed,1,0,Female,1,Fiber Optic,"35.869626, -119.498771",35.869626,-119.498771,1,83.75,1,2,1,Offer D,0,0,1,1,Bank Withdrawal,1,1054,0,Q3,1,4,0,California,0,0,1,23,1849.95,0,802.93,0,2652.88,0,1,93201
-75,10,5.31,1,Competitor,Competitor had better devices,84,Camp Nelson,5604,Month-to-Month,United States,1626-ERCMM,Churned,0,0,Male,1,Fiber Optic,"36.057458, -118.591951",36.057458,-118.591951,1,94.55,1,0,7,,0,0,1,1,Bank Withdrawal,1,191,0,Q3,1,1,1,California,1,1,1,20,1899.65,0,106.2,0,2005.85,0,1,93208
-21,71,2.18,1,Competitor,Competitor had better devices,90,Camp Nelson,6189,One Year,United States,3870-MQAMG,Churned,0,1,Female,1,Fiber Optic,"36.057458, -118.591951",36.057458,-118.591951,1,110.35,1,0,1,Offer B,1,0,0,1,Bank Withdrawal,1,191,1,Q3,1,1,0,California,1,1,1,54,5893.15,0,117.72,0,6010.87,1,1,93208
-25,30,17.51,0,,,79,Camp Nelson,3425,Month-to-Month,United States,4495-LHSSK,Stayed,1,0,Female,1,DSL,"36.057458, -118.591951",36.057458,-118.591951,0,57.65,1,2,0,Offer D,0,1,0,0,Credit Card,1,191,0,Q3,0,3,0,California,0,0,0,18,992.7,0,315.18,0,1307.88,1,1,93208
-36,30,0,0,,,78,Camp Nelson,5691,One Year,United States,2877-VDUER,Stayed,1,0,Female,1,DSL,"36.057458, -118.591951",36.057458,-118.591951,1,40.9,0,1,6,,0,0,0,1,Credit Card,0,191,1,Q3,1,3,0,California,0,0,1,35,1383.6,0,0,0,1383.6,0,1,93208
-69,19,47.47,1,Attitude,Attitude of support person,80,Delano,2065,Month-to-Month,United States,5644-PDMZC,Churned,0,0,Female,1,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,0,89.5,1,0,0,,1,0,0,0,Bank Withdrawal,1,37280,0,Q3,0,2,1,California,1,1,0,2,161.5,0,94.94,0,256.44,0,1,93215
-24,47,6.36,1,Attitude,Attitude of service provider,71,Delano,4736,One Year,United States,4800-CZMPC,Churned,0,0,Female,1,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,1,103.25,1,0,1,Offer B,1,1,1,1,Credit Card,1,37280,0,Q3,1,1,0,California,1,1,1,48,5037.55,0,305.28,0,5342.83,1,1,93215
-19,82,10.05,0,,,28,Delano,5430,Two Year,United States,9861-PDSZP,Stayed,0,1,Female,1,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,0,108.05,1,0,0,,1,0,1,0,Credit Card,1,37280,1,Q3,0,3,0,California,1,1,1,72,7806.6,0,723.6,0,8530.2,1,1,93215
-26,52,35.88,0,,,56,Delano,5420,Month-to-Month,United States,9432-VOFYX,Stayed,0,0,Male,1,Fiber Optic,"35.772244, -119.209689",35.772244,-119.209689,0,70.8,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,37280,0,Q3,0,5,0,California,0,0,0,17,1207,0,609.96,0,1816.96,1,1,93215
-74,0,27.95,1,Attitude,Attitude of support person,83,Fellows,5432,Month-to-Month,United States,4160-AMJTL,Churned,0,0,Female,0,,"35.215731, -119.57013",35.215731,-119.57013,0,19.65,0,0,0,,0,0,0,0,Bank Withdrawal,1,626,0,Q3,0,2,1,California,0,0,0,8,164.3,0,223.6,0,387.9,0,0,93224
-32,30,17.96,1,Other,Don't know,77,Fellows,3226,Month-to-Month,United States,4652-NNHNY,Churned,0,0,Male,1,Fiber Optic,"35.215731, -119.57013",35.215731,-119.57013,1,73.85,1,0,1,,0,0,1,1,Bank Withdrawal,1,626,0,Q3,1,1,0,California,0,0,0,16,1284.2,0,287.36,0,1571.56,0,1,93224
-30,85,47.51,1,Attitude,Attitude of service provider,79,Fellows,5948,Month-to-Month,United States,1320-HTRDR,Churned,0,0,Female,1,Fiber Optic,"35.215731, -119.57013",35.215731,-119.57013,0,75.5,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,626,0,Q3,0,2,0,California,0,0,0,3,220.6,0,142.53,0,363.13,0,1,93224
-53,21,34.76,0,,,40,Fellows,4764,Month-to-Month,United States,7245-NIIWQ,Joined,0,0,Female,1,Fiber Optic,"35.215731, -119.57013",35.215731,-119.57013,0,69.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,626,0,Q3,0,5,0,California,0,0,0,3,199.85,0,104.28,0,304.13,0,1,93224
-76,18,0,1,Competitor,Competitor made better offer,90,Temecula,5597,Month-to-Month,United States,0823-HSCDJ,Churned,0,0,Male,1,DSL,"33.507255, -117.029473",33.507255,-117.029473,0,49.15,0,0,0,,1,0,1,0,Bank Withdrawal,0,46171,0,Q3,0,2,1,California,1,1,1,52,2550.9,30,0,0,2580.9,0,0,92592
-65,3,44.13,1,Competitor,Competitor made better offer,70,Temecula,2596,Month-to-Month,United States,2774-LVQUS,Churned,0,1,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,83.05,1,0,2,,0,0,1,1,Bank Withdrawal,1,46171,1,Q3,1,3,1,California,0,0,0,15,1258.3,110,661.95,0,2030.25,0,0,92592
-79,9,21.15,1,Competitor,Competitor made better offer,73,Temecula,4819,Month-to-Month,United States,4094-NSEDU,Churned,0,0,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,94.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,46171,0,Q3,0,2,1,California,1,0,1,21,1973.75,0,444.15,0,2417.9,0,1,92592
-80,25,33.63,1,Competitor,Competitor made better offer,90,Temecula,2673,One Year,United States,6946-LMSQS,Churned,0,0,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,89.05,1,0,3,Offer C,0,1,1,1,Bank Withdrawal,1,46171,0,Q3,1,1,1,California,1,0,0,25,2177.45,0,840.75,0,3018.2,0,1,92592
-75,21,4.21,0,,,61,Temecula,5295,One Year,United States,8406-LNMHF,Stayed,0,1,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,82.95,0,0,10,,1,1,1,1,Credit Card,1,46171,0,Q3,1,4,1,California,0,0,0,59,4903.15,0,248.39,0,5151.54,0,1,92592
-23,58,32.86,1,Competitor,Competitor made better offer,78,Temecula,4838,Month-to-Month,United States,3276-HDUEG,Churned,0,0,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,75.05,1,0,0,Offer E,0,0,1,0,Mailed Check,1,46171,0,Q3,0,2,0,California,0,0,0,1,75.05,0,32.86,0,107.91,1,1,92592
-24,41,41.8,1,Competitor,Competitor made better offer,76,Temecula,4161,One Year,United States,2037-XJFUP,Churned,0,1,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,95.8,0,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,46171,0,Q3,1,2,0,California,1,1,1,33,3036.75,60,1379.4,0,4476.15,1,0,92592
-42,14,41.18,1,Competitor,Competitor made better offer,90,Temecula,3051,Month-to-Month,United States,7314-OXENN,Churned,0,0,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,82,1,0,0,,1,0,1,0,Bank Withdrawal,1,46171,0,Q3,0,3,0,California,0,0,0,2,184.65,0,82.36,0,267.01,0,1,92592
-62,10,32.12,1,Competitor,Competitor made better offer,74,Temecula,5056,Month-to-Month,United States,7548-SEPYI,Churned,0,0,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,96.25,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,46171,0,Q3,0,2,0,California,1,1,1,5,512.45,0,160.6,0,673.05,0,1,92592
-24,52,31.34,1,Competitor,Competitor made better offer,80,Temecula,3555,Month-to-Month,United States,5960-WPXQM,Churned,0,0,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,79.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,46171,0,Q3,0,1,0,California,0,1,1,1,79.05,0,31.34,0,110.39,1,1,92592
-31,9,0,1,Competitor,Competitor made better offer,70,Temecula,4909,Month-to-Month,United States,5261-QSHQM,Churned,0,0,Female,1,DSL,"33.507255, -117.029473",33.507255,-117.029473,0,24.45,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,46171,0,Q3,0,1,0,California,0,0,0,4,86.6,0,0,0,86.6,0,1,92592
-47,4,7.39,1,Competitor,Competitor made better offer,73,Temecula,4554,Month-to-Month,United States,1731-TVIUK,Churned,0,0,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,93.5,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,46171,1,Q3,0,2,0,California,1,1,0,4,362.2,0,29.56,0,391.76,0,1,92592
-64,19,2.03,1,Competitor,Competitor made better offer,91,Temecula,5764,Month-to-Month,United States,2873-ZLIWT,Churned,0,1,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,84.85,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,46171,1,Q3,1,2,0,California,0,0,0,40,3303.05,0,81.2,0,3384.25,0,1,92592
-49,17,19.8,1,Other,Don't know,76,Temecula,3378,One Year,United States,0628-CNQRM,Churned,0,1,Male,1,Cable,"33.507255, -117.029473",33.507255,-117.029473,1,67.5,0,0,1,,0,1,1,1,Bank Withdrawal,1,46171,1,Q3,1,1,0,California,0,0,1,22,1544.05,0,435.6,0,1979.65,0,1,92592
-25,59,14.19,1,Competitor,Competitor made better offer,79,Temecula,2412,Month-to-Month,United States,7665-TOALD,Churned,0,0,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,69.6,0,0,0,,0,0,1,0,Bank Withdrawal,1,46171,0,Q3,0,1,0,California,0,1,0,1,69.6,0,14.19,0,83.79,1,1,92592
-38,4,19.41,1,Competitor,Competitor made better offer,79,Temecula,4398,Month-to-Month,United States,5536-SLHPM,Churned,0,1,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,77.75,1,0,5,,0,0,1,1,Bank Withdrawal,1,46171,0,Q3,1,2,0,California,0,0,0,55,4458.15,0,1067.55,0,5525.7,0,1,92592
-28,41,17.02,1,Competitor,Competitor made better offer,65,Temecula,2110,Month-to-Month,United States,6821-BUXUX,Churned,0,0,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,96.65,1,0,0,Offer D,1,1,1,0,Bank Withdrawal,1,46171,0,Q3,0,1,0,California,0,0,1,13,1244.5,0,221.26,0,1465.76,1,1,92592
-52,28,34.74,1,Competitor,Competitor made better offer,83,Temecula,4811,Month-to-Month,United States,9801-GDWGV,Churned,0,1,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,103.45,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,46171,0,Q3,0,2,0,California,1,1,1,39,3994.45,0,1354.86,0,5349.31,0,1,92592
-23,27,44.56,1,Competitor,Competitor made better offer,66,Temecula,3389,Month-to-Month,United States,0231-LXVAP,Churned,0,0,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,75.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,46171,1,Q3,0,3,0,California,0,0,0,1,75.9,0,44.56,0,120.46,1,1,92592
-32,18,11.57,0,,,76,Temecula,6016,One Year,United States,5968-XQIVE,Stayed,0,0,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,89.7,1,0,2,Offer A,1,0,1,1,Bank Withdrawal,1,46171,0,Q3,1,3,0,California,0,0,1,72,6588.95,0,833.04,0,7421.99,0,1,92592
-30,69,43.75,0,,,49,Temecula,5653,One Year,United States,3571-DPYUH,Stayed,1,0,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,94.7,1,3,1,Offer B,1,0,1,1,Credit Card,1,46171,1,Q3,1,4,0,California,0,0,1,58,5430.35,0,2537.5,0,7967.85,0,1,92592
-19,53,4.65,0,,,29,Temecula,5361,Month-to-Month,United States,0139-IVFJG,Joined,0,0,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,90.35,0,0,10,,1,1,0,1,Bank Withdrawal,1,46171,0,Q3,1,3,0,California,0,0,1,2,190.5,0,9.3,0,199.8,1,1,92592
-44,0,4.72,0,,,68,Temecula,2325,One Year,United States,9805-FILKB,Stayed,0,0,Male,0,,"33.507255, -117.029473",33.507255,-117.029473,1,20.2,0,0,6,,0,0,1,1,Bank Withdrawal,1,46171,0,Q3,1,3,0,California,0,0,0,46,845.6,0,217.12,0,1062.72,0,0,92592
-54,0,37.97,0,,,47,Temecula,2575,One Year,United States,7311-MQJCH,Stayed,0,0,Female,0,,"33.507255, -117.029473",33.507255,-117.029473,0,19.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,46171,0,Q3,0,4,0,California,0,0,0,5,99.6,0,189.85,0,289.45,0,0,92592
-21,82,11.85,0,,,46,Temecula,4807,One Year,United States,2266-SJNAT,Stayed,0,1,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,109.15,1,0,2,Offer A,1,0,0,1,Credit Card,1,46171,1,Q3,1,4,0,California,1,1,1,72,7789.6,0,853.2,0,8642.8,1,1,92592
-48,23,0,0,,,38,Temecula,5977,Month-to-Month,United States,1049-FYSYG,Stayed,0,1,Female,1,DSL,"33.507255, -117.029473",33.507255,-117.029473,1,35.65,0,0,5,Offer D,1,0,1,1,Credit Card,0,46171,0,Q3,1,3,0,California,0,0,0,17,646.05,0,0,0,646.05,0,1,92592
-47,10,5.39,0,,,69,Temecula,3953,Month-to-Month,United States,0432-CAJZV,Joined,0,0,Male,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,0,90.7,0,0,0,,0,0,0,0,Credit Card,1,46171,0,Q3,0,4,0,California,1,1,1,3,237.65,0,16.17,0,253.82,0,1,92592
-41,23,28.54,0,,,64,Temecula,5979,Two Year,United States,6297-NOOPG,Stayed,0,1,Female,1,Fiber Optic,"33.507255, -117.029473",33.507255,-117.029473,1,110.5,1,0,4,,1,0,1,1,Bank Withdrawal,1,46171,1,Q3,1,4,0,California,1,1,1,70,7752.05,0,1997.8,0,9749.85,0,1,92592
-31,0,4.72,0,,,75,Temecula,4260,Two Year,United States,7167-PCEYD,Stayed,0,0,Male,0,,"33.507255, -117.029473",33.507255,-117.029473,0,19.8,0,0,0,,0,0,1,0,Credit Card,1,46171,0,Q3,0,3,0,California,0,0,0,67,1311.3,0,316.24,0,1627.54,0,0,92592
-43,0,16.84,0,,,54,Temecula,6342,Two Year,United States,4817-KEQSP,Stayed,1,0,Female,0,,"33.507255, -117.029473",33.507255,-117.029473,1,19.85,0,2,2,,0,0,0,1,Bank Withdrawal,1,46171,0,Q3,1,4,0,California,0,0,0,71,1326.35,0,1195.64,0,2521.99,0,0,92592
-69,27,43.99,1,Competitor,Competitor made better offer,95,San Diego,3475,Month-to-Month,United States,0067-DKWBL,Churned,0,0,Male,1,DSL,"32.961064, -117.134917",32.961064,-117.134917,0,49.25,0,0,0,,0,1,1,0,Bank Withdrawal,1,47224,0,Q3,0,2,1,California,0,0,0,2,91.1,0,87.98,0,179.08,0,1,92129
-72,8,27.78,1,Other,Poor expertise of online support,91,San Diego,4333,Month-to-Month,United States,5244-IRFIH,Churned,0,0,Male,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,1,94.5,1,0,1,,0,0,1,1,Bank Withdrawal,1,47224,0,Q3,1,3,1,California,1,0,1,33,3105.55,0,916.74,0,4022.29,0,1,92129
-69,19,45.88,1,Competitor,Competitor made better offer,90,San Diego,2482,Month-to-Month,United States,2684-EIWEO,Churned,0,1,Female,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,0,91.7,1,0,0,,1,1,0,0,Credit Card,1,47224,0,Q3,0,1,1,California,0,0,0,30,2758.15,0,1376.4,0,4134.55,0,1,92129
-73,13,44.44,1,Competitor,Competitor made better offer,92,San Diego,5444,Month-to-Month,United States,6683-VLCTZ,Churned,0,1,Male,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,0,98.55,1,0,0,,0,0,1,0,Bank Withdrawal,1,47224,0,Q3,0,3,1,California,1,0,1,20,1842.8,120,888.8,0,2851.6,0,0,92129
-80,22,5.36,1,Competitor,Competitor made better offer,88,San Diego,2436,Month-to-Month,United States,4433-JCGCG,Churned,0,1,Male,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,1,101,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,47224,0,Q3,1,1,1,California,1,0,1,46,4680.05,0,246.56,0,4926.61,0,1,92129
-63,10,26.52,1,Competitor,Competitor made better offer,92,San Diego,4965,Month-to-Month,United States,2276-YDAVZ,Churned,0,0,Female,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,0,75.1,1,0,0,Offer E,0,0,1,0,Credit Card,1,47224,0,Q3,0,3,0,California,0,0,0,3,270.7,0,79.56,0,350.26,0,1,92129
-23,51,13.54,1,Competitor,Competitor made better offer,93,San Diego,3273,Month-to-Month,United States,5896-NPFWW,Churned,0,1,Male,1,Cable,"32.961064, -117.134917",32.961064,-117.134917,1,50.15,0,0,1,,0,0,1,1,Bank Withdrawal,1,47224,0,Q3,1,1,0,California,0,0,0,3,168.15,0,40.62,0,208.77,1,1,92129
-54,12,26.81,1,Competitor,Competitor made better offer,91,San Diego,4535,Month-to-Month,United States,7133-VBDCG,Churned,0,0,Female,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,0,79.85,0,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,47224,0,Q3,0,2,0,California,0,0,0,25,2015.35,0,670.25,0,2685.6,0,1,92129
-27,0,38.44,1,Competitor,Competitor made better offer,95,San Diego,3556,Month-to-Month,United States,1029-QFBEN,Churned,0,0,Male,0,,"32.961064, -117.134917",32.961064,-117.134917,0,19.55,0,0,0,,0,0,0,0,Mailed Check,1,47224,0,Q3,0,2,0,California,0,0,0,1,19.55,0,38.44,0,57.99,1,0,92129
-48,30,4.14,1,Competitor,Competitor made better offer,95,San Diego,5640,Month-to-Month,United States,4952-YSOGZ,Churned,0,0,Female,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,1,85.95,1,0,1,,0,0,1,1,Bank Withdrawal,1,47224,0,Q3,1,3,0,California,1,1,0,4,381.3,0,16.56,0,397.86,0,1,92129
-26,59,36.48,1,Other,Don't know,90,San Diego,2450,Month-to-Month,United States,1589-AGTLK,Churned,0,0,Male,1,DSL,"32.961064, -117.134917",32.961064,-117.134917,0,45.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,47224,0,Q3,0,3,0,California,0,0,0,3,141.5,0,109.44,0,250.94,1,1,92129
-29,51,4.48,1,Competitor,Competitor made better offer,90,San Diego,5269,Month-to-Month,United States,6439-GTPCA,Churned,0,1,Female,1,Cable,"32.961064, -117.134917",32.961064,-117.134917,0,87.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,47224,1,Q3,0,1,0,California,0,0,0,45,3941.7,0,201.6,0,4143.3,1,1,92129
-51,13,27.57,1,Competitor,Competitor made better offer,93,San Diego,3658,Month-to-Month,United States,5138-WVKYJ,Churned,0,0,Male,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,0,98.55,1,0,0,Offer D,0,1,0,0,Bank Withdrawal,1,47224,0,Q3,0,1,0,California,1,1,1,10,1008.55,0,275.7,0,1284.25,0,1,92129
-31,5,30.75,1,Competitor,Competitor made better offer,73,San Diego,4394,One Year,United States,6481-OGDOO,Churned,0,0,Male,1,Fiber Optic,"32.961064, -117.134917",32.961064,-117.134917,1,90.6,0,0,1,Offer A,1,1,1,1,Credit Card,1,47224,0,Q3,1,1,0,California,1,1,0,67,6056.15,0,2060.25,0,8116.4,0,1,92129
-28,27,9.76,1,Competitor,Competitor made better offer,86,San Diego,4559,Month-to-Month,United States,8835-VSDSE,Churned,0,0,Female,1,Cable,"32.961064, -117.134917",32.961064,-117.134917,1,70.7,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,47224,0,Q3,1,2,0,California,0,0,0,2,141.45,0,19.52,0,160.97,1,1,92129
-23,52,0,0,,,48,San Diego,2308,One Year,United States,6967-PEJLL,Stayed,1,1,Male,1,Cable,"32.961064, -117.134917",32.961064,-117.134917,1,40.2,0,2,7,Offer C,0,1,1,1,Bank Withdrawal,0,47224,1,Q3,1,4,0,California,0,0,0,37,1525.35,0,0,0,1525.35,1,1,92129
-65,20,2.37,1,Competitor,Competitor made better offer,81,Biola,2403,One Year,United States,0691-IFBQW,Churned,0,1,Female,1,Fiber Optic,"36.798882, -120.019511",36.798882,-120.019511,0,110,1,0,0,,1,1,1,0,Bank Withdrawal,1,807,0,Q3,0,1,1,California,1,1,1,46,4874.8,0,109.02,0,4983.82,0,1,93606
-55,12,16.48,1,Competitor,Competitor made better offer,82,Biola,5003,Month-to-Month,United States,4282-YMKNA,Churned,0,0,Female,1,Fiber Optic,"36.798882, -120.019511",36.798882,-120.019511,0,74.75,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,807,0,Q3,0,2,0,California,0,0,0,9,706.6,0,148.32,0,854.92,0,1,93606
-54,18,2.19,1,Competitor,Competitor had better devices,76,Biola,3670,Month-to-Month,United States,5883-GTGVD,Churned,0,0,Male,1,Fiber Optic,"36.798882, -120.019511",36.798882,-120.019511,0,99.95,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,807,0,Q3,0,1,0,California,1,1,1,19,1931.75,0,41.61,0,1973.36,0,1,93606
-38,14,15.84,0,,,71,Biola,2845,Month-to-Month,United States,0567-GGCAC,Stayed,0,1,Female,1,DSL,"36.798882, -120.019511",36.798882,-120.019511,0,61.4,0,0,0,,1,1,0,0,Bank Withdrawal,1,807,0,Q3,0,3,0,California,0,0,0,7,438.9,0,110.88,0,549.78,0,1,93606
-74,11,21.91,1,Competitor,Competitor made better offer,83,Selma,3265,Month-to-Month,United States,3643-AHCFP,Churned,0,0,Male,1,Cable,"36.545322, -119.642281",36.545322,-119.642281,1,95.6,1,0,1,,0,0,1,1,Bank Withdrawal,1,26213,0,Q3,1,3,1,California,1,0,1,7,644.35,0,153.37,0,797.72,0,1,93662
-70,5,31.13,1,Attitude,Attitude of service provider,82,Selma,4741,Month-to-Month,United States,4871-JTKJF,Churned,0,0,Female,1,Fiber Optic,"36.545322, -119.642281",36.545322,-119.642281,0,69.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,26213,0,Q3,0,3,1,California,0,0,0,1,69.65,0,31.13,0,100.78,0,1,93662
-38,29,30.07,0,,,45,Selma,2124,Month-to-Month,United States,7878-JGDKK,Stayed,0,0,Male,1,Cable,"36.545322, -119.642281",36.545322,-119.642281,0,44.55,0,0,0,Offer E,0,0,0,0,Credit Card,1,26213,0,Q3,0,3,0,California,0,0,0,4,220.75,0,120.28,0,341.03,0,1,93662
-33,23,0,0,,,24,Selma,4571,Month-to-Month,United States,4439-YRNVD,Stayed,0,0,Female,1,DSL,"36.545322, -119.642281",36.545322,-119.642281,0,36.25,0,0,0,,1,0,0,0,Bank Withdrawal,0,26213,1,Q3,0,3,0,California,0,0,0,10,374,0,0,0,374,0,1,93662
-65,18,36.93,1,Other,Moved,72,Squaw Valley,5301,Month-to-Month,United States,9231-ZJYAM,Churned,0,0,Female,1,Fiber Optic,"36.719141, -119.202677",36.719141,-119.202677,0,78.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,3146,0,Q3,0,3,1,California,0,0,1,4,292.8,0,147.72,0,440.52,0,1,93675
-48,23,22.97,1,Price,Lack of affordable download/upload speed,95,Squaw Valley,4931,Month-to-Month,United States,5597-GLBUC,Churned,0,1,Female,1,Fiber Optic,"36.719141, -119.202677",36.719141,-119.202677,0,85.45,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,3146,0,Q3,0,2,0,California,0,0,1,1,85.45,0,22.97,0,108.42,0,1,93675
-44,19,26.28,0,,,74,Squaw Valley,5823,One Year,United States,1174-FGIFN,Stayed,1,0,Female,1,Fiber Optic,"36.719141, -119.202677",36.719141,-119.202677,1,90.45,1,1,7,Offer C,0,0,1,1,Bank Withdrawal,1,3146,1,Q3,1,3,0,California,1,1,0,28,2509.25,0,735.84,0,3245.09,0,1,93675
-27,52,0,0,,,35,Squaw Valley,2819,Month-to-Month,United States,0980-PVMRC,Stayed,1,0,Female,1,DSL,"36.719141, -119.202677",36.719141,-119.202677,1,50.85,0,3,0,,1,0,1,1,Bank Withdrawal,0,3146,0,Q3,0,3,0,California,1,1,1,40,2036.55,0,0,0,2036.55,1,1,93675
-66,7,37.38,1,Competitor,Competitor offered higher download speeds,83,Fresno,5679,One Year,United States,0727-BMPLR,Churned,0,1,Female,1,Fiber Optic,"36.654614, -119.903674",36.654614,-119.903674,0,100,1,0,0,,0,0,1,0,Bank Withdrawal,1,35790,0,Q3,0,3,1,California,1,1,1,55,5509.3,100,2055.9,0,7665.2,0,0,93706
-28,71,0,1,Dissatisfaction,Network reliability,88,Fresno,5212,Month-to-Month,United States,9206-GVPEQ,Churned,0,0,Male,1,Cable,"36.654614, -119.903674",36.654614,-119.903674,1,54.45,0,0,1,,0,1,1,1,Bank Withdrawal,0,35790,1,Q3,1,1,0,California,1,1,1,13,706.85,0,0,0,706.85,1,1,93706
-60,3,15.89,0,,,77,Fresno,4520,Month-to-Month,United States,7181-OQCUT,Stayed,0,1,Male,1,Fiber Optic,"36.654614, -119.903674",36.654614,-119.903674,0,103.85,1,0,0,Offer D,0,1,0,0,Credit Card,1,35790,0,Q3,0,3,0,California,1,1,1,21,2215,0,333.69,0,2548.69,0,1,93706
-37,25,0,0,,,48,Fresno,3248,Two Year,United States,8571-ZCMCX,Stayed,1,1,Female,1,DSL,"36.654614, -119.903674",36.654614,-119.903674,1,60,0,2,1,,1,1,1,1,Credit Card,0,35790,0,Q3,1,3,0,California,1,1,1,47,2768.65,0,0,0,2768.65,0,1,93706
-71,24,5.37,1,Competitor,Competitor had better devices,95,Jolon,5849,Month-to-Month,United States,0947-MUGVO,Churned,0,0,Male,1,Fiber Optic,"35.930782, -121.189757",35.930782,-121.189757,1,73.65,0,0,1,,1,0,1,1,Bank Withdrawal,1,254,0,Q3,1,1,1,California,0,0,0,20,1463.5,0,107.4,0,1570.9,0,1,93928
-72,6,36.36,1,Dissatisfaction,Poor expertise of online support,82,Jolon,4078,Month-to-Month,United States,8922-LIEGH,Churned,0,0,Female,1,Fiber Optic,"35.930782, -121.189757",35.930782,-121.189757,0,89.7,1,0,0,,1,0,1,0,Bank Withdrawal,1,254,0,Q3,0,3,1,California,1,0,0,25,2187.55,0,909,23.33,3073.22,0,1,93928
-79,0,25.89,0,,,78,Jolon,3836,One Year,United States,5917-RYRMG,Stayed,0,0,Male,0,,"35.930782, -121.189757",35.930782,-121.189757,0,19.8,0,0,0,,0,0,0,0,Credit Card,1,254,0,Q3,0,4,1,California,0,0,0,32,587.7,0,828.48,0,1416.18,0,0,93928
-47,30,27.75,0,,,28,Jolon,5649,Two Year,United States,3197-NNYNB,Stayed,0,1,Male,1,Fiber Optic,"35.930782, -121.189757",35.930782,-121.189757,0,105.1,1,0,0,Offer B,1,0,0,0,Credit Card,1,254,0,Q3,0,3,0,California,1,1,1,65,6631.85,0,1803.75,0,8435.6,0,1,93928
-65,15,48.71,1,Competitor,Competitor had better devices,70,San Francisco,4038,Month-to-Month,United States,0781-LKXBR,Churned,0,1,Male,1,Fiber Optic,"37.7795, -122.419233",37.7795,-122.419233,0,100.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,28998,0,Q3,0,1,1,California,1,1,1,9,918.6,0,438.39,0,1356.99,0,1,94102
-35,17,20.37,0,,,72,San Francisco,3666,Month-to-Month,United States,4061-UKJWL,Joined,0,0,Male,1,Cable,"37.7795, -122.419233",37.7795,-122.419233,0,45.45,0,0,0,,0,0,0,0,Credit Card,1,28998,0,Q3,0,5,0,California,0,0,0,3,141.7,0,61.11,0,202.81,0,1,94102
-58,52,46.54,0,,,21,San Francisco,4412,Month-to-Month,United States,4385-ZKVNW,Stayed,1,0,Male,1,DSL,"37.7795, -122.419233",37.7795,-122.419233,1,54.9,0,3,4,,1,0,1,1,Bank Withdrawal,1,28998,1,Q3,1,4,0,California,0,0,0,44,2549.1,130,2047.76,0,4726.86,0,0,94102
-33,0,4.24,0,,,77,San Francisco,2682,Two Year,United States,9631-RXVJM,Stayed,0,0,Male,0,,"37.7795, -122.419233",37.7795,-122.419233,0,19.25,0,0,0,Offer C,0,0,0,0,Credit Card,1,28998,0,Q3,0,4,0,California,0,0,0,35,677.9,0,148.4,0,826.3,0,0,94102
-69,24,5.46,1,Competitor,Competitor had better devices,91,San Francisco,3189,Month-to-Month,United States,1907-UBQFC,Churned,0,0,Male,1,Fiber Optic,"37.791998, -122.408653",37.791998,-122.408653,0,72.85,0,0,0,,1,0,1,0,Bank Withdrawal,1,13723,0,Q3,0,1,1,California,0,0,0,10,688.65,30,54.6,0,773.25,0,0,94108
-42,11,12.24,1,Competitor,Competitor offered more data,91,San Francisco,3212,Month-to-Month,United States,4228-ZGYUW,Churned,0,0,Male,1,Fiber Optic,"37.791998, -122.408653",37.791998,-122.408653,0,90.05,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,13723,0,Q3,0,3,0,California,1,1,0,4,368.1,30,48.96,0,447.06,0,0,94108
-33,23,0,0,,,30,San Francisco,4652,Two Year,United States,0277-ORXQS,Stayed,1,0,Male,1,Cable,"37.791998, -122.408653",37.791998,-122.408653,1,50.55,0,4,9,Offer A,0,0,0,1,Bank Withdrawal,0,13723,1,Q3,1,4,0,California,1,1,1,66,3364.55,110,0,0,3474.55,0,0,94108
-46,0,35.59,0,,,55,San Francisco,4852,Month-to-Month,United States,7526-IVLYU,Joined,0,0,Male,0,,"37.791998, -122.408653",37.791998,-122.408653,0,19.65,0,0,0,,0,0,1,0,Credit Card,1,13723,0,Q3,0,5,0,California,0,0,0,3,68.35,0,106.77,0,175.12,0,0,94108
-75,6,36.92,1,Price,Price too high,94,San Francisco,4369,Month-to-Month,United States,6513-EECDB,Churned,0,0,Male,1,Fiber Optic,"37.758085, -122.434801",37.758085,-122.434801,1,73.55,1,0,0,,0,0,1,1,Bank Withdrawal,1,30587,0,Q3,0,2,1,California,0,0,0,1,73.55,0,36.92,0,110.47,0,1,94114
-59,16,35.22,1,Dissatisfaction,Service dissatisfaction,88,San Francisco,4129,Month-to-Month,United States,0407-BDJKB,Churned,0,1,Male,1,Fiber Optic,"37.758085, -122.434801",37.758085,-122.434801,1,95.75,1,0,1,,1,0,1,1,Bank Withdrawal,1,30587,0,Q3,1,2,0,California,0,0,1,60,5742.9,0,2113.2,0,7856.1,0,1,94114
-43,5,8.99,1,Competitor,Competitor had better devices,90,San Francisco,4126,Month-to-Month,United States,0733-VUNUW,Churned,0,0,Male,1,DSL,"37.758085, -122.434801",37.758085,-122.434801,0,55.65,1,0,0,,0,1,1,0,Bank Withdrawal,1,30587,0,Q3,0,1,0,California,0,0,0,24,1400.55,60,215.76,0,1676.31,0,0,94114
-64,23,41.26,0,,,75,San Francisco,3345,One Year,United States,5176-LDKUH,Stayed,0,0,Female,1,Fiber Optic,"37.758085, -122.434801",37.758085,-122.434801,0,75.15,0,0,0,,1,0,0,0,Bank Withdrawal,1,30587,0,Q3,0,4,0,California,0,0,0,48,3772.65,0,1980.48,0,5753.13,0,1,94114
-75,11,41.9,1,Dissatisfaction,Product dissatisfaction,91,San Francisco,3501,Month-to-Month,United States,7074-IEVOJ,Churned,0,0,Female,1,Fiber Optic,"37.820894, -122.369725",37.820894,-122.369725,0,79.4,1,0,0,,1,0,1,0,Bank Withdrawal,1,1458,0,Q3,0,1,1,California,0,0,0,3,205.05,0,125.7,0,330.75,0,1,94130
-70,21,47.95,1,Other,Don't know,91,San Francisco,4050,Month-to-Month,United States,0354-WYROK,Churned,0,1,Female,1,Fiber Optic,"37.820894, -122.369725",37.820894,-122.369725,1,98.9,0,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,1458,1,Q3,1,2,1,California,1,0,1,31,2911.3,0,1486.45,0,4397.75,0,1,94130
-30,30,38.88,1,Competitor,Competitor made better offer,75,San Francisco,4509,Month-to-Month,United States,5108-ADXWO,Churned,0,0,Male,1,Fiber Optic,"37.820894, -122.369725",37.820894,-122.369725,0,73.5,0,0,0,,0,1,1,0,Bank Withdrawal,1,1458,0,Q3,0,1,0,California,0,0,0,11,791.75,0,427.68,0,1219.43,0,1,94130
-40,0,15.33,0,,,68,San Francisco,2966,Two Year,United States,2138-VFAPZ,Stayed,1,0,Female,0,,"37.820894, -122.369725",37.820894,-122.369725,1,19.7,0,1,8,Offer D,0,0,1,1,Credit Card,1,1458,0,Q3,1,4,0,California,0,0,0,14,263.65,0,214.62,0,478.27,0,0,94130
-68,17,6.68,1,Competitor,Competitor had better devices,83,Palo Alto,2467,Month-to-Month,United States,4750-ZRXIU,Churned,0,0,Female,1,Cable,"37.386978, -122.177746",37.386978,-122.177746,0,84.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,1723,0,Q3,0,1,1,California,1,0,0,4,360.1,0,26.72,0,386.82,0,1,94304
-65,23,0,0,,,27,Palo Alto,5546,Month-to-Month,United States,9693-XMUOB,Stayed,0,0,Male,1,Cable,"37.386978, -122.177746",37.386978,-122.177746,1,50.25,0,0,4,,1,0,1,1,Bank Withdrawal,0,1723,0,Q3,1,4,1,California,1,1,1,59,2997.45,0,0,0,2997.45,0,1,94304
-52,26,14.26,1,Price,Price too high,84,Palo Alto,4944,Month-to-Month,United States,6715-OFDBP,Churned,0,1,Male,1,DSL,"37.386978, -122.177746",37.386978,-122.177746,0,70.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,1723,0,Q3,0,1,0,California,1,1,1,5,346.4,0,71.3,0,417.7,0,1,94304
-49,0,41.99,0,,,61,Palo Alto,5336,Two Year,United States,9624-EGDEQ,Stayed,0,0,Female,0,,"37.386978, -122.177746",37.386978,-122.177746,0,19.8,0,0,0,,0,0,0,0,Credit Card,1,1723,0,Q3,0,5,0,California,0,0,0,37,813.3,0,1553.63,0,2366.93,0,0,94304
-71,19,20.83,1,Other,Don't know,82,Birds Landing,2074,Month-to-Month,United States,7028-DVOIQ,Churned,0,1,Male,1,Fiber Optic,"38.140719, -121.838298",38.140719,-121.838298,0,99.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,138,0,Q3,0,1,1,California,1,0,1,35,3395.8,120,729.05,0,4244.85,0,0,94512
-53,23,1.15,0,,,74,Birds Landing,2475,Month-to-Month,United States,2262-SLNVK,Joined,0,0,Female,1,Fiber Optic,"38.140719, -121.838298",38.140719,-121.838298,0,70.1,0,0,0,,0,0,0,0,Bank Withdrawal,1,138,0,Q3,0,4,0,California,0,0,0,1,70.1,0,1.15,0,71.25,0,1,94512
-54,27,36.88,0,,,27,Birds Landing,3367,Month-to-Month,United States,5939-XAIXZ,Stayed,0,1,Female,1,DSL,"38.140719, -121.838298",38.140719,-121.838298,0,56.1,1,0,0,Offer D,0,0,1,0,Credit Card,1,138,0,Q3,0,3,0,California,0,0,0,19,1033.9,0,700.72,0,1734.62,0,1,94512
-25,59,8.39,0,,,20,Birds Landing,5980,One Year,United States,9402-CXWPL,Stayed,0,0,Female,1,Fiber Optic,"38.140719, -121.838298",38.140719,-121.838298,0,98.9,1,0,0,Offer A,1,0,0,0,Bank Withdrawal,1,138,0,Q3,0,5,0,California,1,1,1,70,6838.6,0,587.3,0,7425.9,1,1,94512
-80,11,26.62,1,Other,Don't know,84,Byron,5900,Month-to-Month,United States,4208-UFFGW,Churned,0,0,Male,1,DSL,"37.83323, -121.601461",37.83323,-121.601461,0,44.95,0,0,0,Offer E,0,0,0,0,Credit Card,1,10153,0,Q3,0,2,1,California,0,0,0,2,85.15,0,53.24,0,138.39,0,1,94514
-65,6,16.36,1,Competitor,Competitor made better offer,88,Byron,5203,Month-to-Month,United States,1965-AKTSX,Churned,0,0,Female,1,Fiber Optic,"37.83323, -121.601461",37.83323,-121.601461,0,78.95,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,10153,0,Q3,0,1,1,California,0,0,0,14,1101.85,0,229.04,0,1330.89,0,1,94514
-37,12,28.37,1,Dissatisfaction,Lack of self-service on Website,91,Byron,2651,Month-to-Month,United States,2683-BPJSO,Churned,0,0,Male,1,Fiber Optic,"37.83323, -121.601461",37.83323,-121.601461,1,84.45,1,0,0,,1,1,1,1,Bank Withdrawal,1,10153,0,Q3,0,1,0,California,0,0,0,29,2467.1,0,822.73,0,3289.83,0,1,94514
-48,53,39.37,0,,,74,Byron,5129,One Year,United States,1135-HIORI,Stayed,1,1,Female,1,Fiber Optic,"37.83323, -121.601461",37.83323,-121.601461,1,111.45,1,3,3,Offer B,1,0,1,1,Bank Withdrawal,1,10153,1,Q3,1,5,0,California,1,1,1,64,7266.95,0,2519.68,0,9786.63,0,1,94514
-66,27,11.57,1,Competitor,Competitor had better devices,74,Fremont,5084,Month-to-Month,United States,9889-TMAHG,Churned,0,0,Male,1,Fiber Optic,"37.516791, -121.899117",37.516791,-121.899117,0,100.3,0,0,0,,0,1,0,0,Credit Card,1,46917,1,Q3,0,1,1,California,1,1,1,8,832.35,0,92.56,0,924.91,0,1,94539
-24,0,5.36,1,Price,Price too high,91,Fremont,4205,Month-to-Month,United States,4588-YBNIB,Churned,0,0,Female,0,,"37.516791, -121.899117",37.516791,-121.899117,0,19.6,0,0,0,Offer E,0,0,1,0,Credit Card,1,46917,0,Q3,0,2,0,California,0,0,0,1,19.6,0,5.36,0,24.96,1,0,94539
-62,9,12.06,1,Dissatisfaction,Product dissatisfaction,91,Fremont,2026,Month-to-Month,United States,9170-CCKOU,Churned,0,1,Male,1,Fiber Optic,"37.516791, -121.899117",37.516791,-121.899117,1,90.2,1,0,1,Offer D,1,1,0,1,Credit Card,1,46917,0,Q3,1,1,0,California,0,0,0,17,1454.15,0,205.02,0,1659.17,0,1,94539
-20,59,48.91,0,,,54,Fremont,2297,One Year,United States,0068-FIGTF,Stayed,0,1,Female,1,DSL,"37.516791, -121.899117",37.516791,-121.899117,0,78.2,0,0,0,Offer C,1,0,0,0,Credit Card,1,46917,1,Q3,0,3,0,California,1,1,1,27,2078.95,0,1320.57,0,3399.52,1,1,94539
-73,28,0,1,Competitor,Competitor had better devices,96,Livermore,4829,Month-to-Month,United States,8919-FYFQZ,Churned,0,0,Male,1,Cable,"37.571748, -121.659562",37.571748,-121.659562,1,30.35,0,0,2,,1,0,1,1,Bank Withdrawal,0,75929,0,Q3,1,1,1,California,0,0,0,44,1359.7,0,0,0,1359.7,0,1,94550
-68,3,4.76,0,,,25,Livermore,4415,Month-to-Month,United States,5828-DWPIL,Stayed,0,1,Male,1,Fiber Optic,"37.571748, -121.659562",37.571748,-121.659562,1,89.1,1,0,4,,1,1,1,1,Bank Withdrawal,1,75929,0,Q3,1,4,1,California,0,0,0,62,5618.3,0,295.12,0,5913.42,0,1,94550
-32,13,37.15,0,,,64,Livermore,4449,Month-to-Month,United States,0880-FVFWF,Stayed,0,0,Male,1,Fiber Optic,"37.571748, -121.659562",37.571748,-121.659562,0,86.4,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,75929,0,Q3,0,5,0,California,0,0,0,56,4922.4,0,2080.4,0,7002.8,0,1,94550
-40,0,43.19,0,,,77,Livermore,5554,Month-to-Month,United States,5955-EPOAZ,Stayed,0,0,Female,0,,"37.571748, -121.659562",37.571748,-121.659562,0,20.95,0,0,0,,0,0,1,0,Credit Card,1,75929,0,Q3,0,3,0,California,0,0,0,6,109.5,0,259.14,0,368.64,0,0,94550
-77,16,7.11,1,Competitor,Competitor had better devices,91,Napa,5052,One Year,United States,6646-QVXLR,Churned,0,1,Male,1,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,1,103.75,1,0,1,,1,0,1,1,Bank Withdrawal,1,63947,0,Q3,1,1,1,California,1,1,1,62,6383.35,0,440.82,0,6824.17,0,1,94558
-73,26,9.28,1,Dissatisfaction,Network reliability,86,Napa,2591,Month-to-Month,United States,9912-GVSEQ,Churned,0,1,Female,1,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,1,93.85,1,0,1,Offer C,1,0,1,1,Bank Withdrawal,1,63947,0,Q3,1,2,1,California,1,0,0,26,2381.55,0,241.28,0,2622.83,0,1,94558
-52,7,12.96,0,,,49,Napa,4604,Two Year,United States,0014-BMAQU,Stayed,0,0,Male,1,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,1,84.65,1,0,8,Offer B,0,1,1,1,Credit Card,1,63947,1,Q3,1,4,0,California,0,0,0,63,5377.8,20,816.48,0,6214.28,0,0,94558
-20,52,44.79,0,,,25,Napa,5954,One Year,United States,5811-IWXYM,Stayed,1,1,Female,1,Fiber Optic,"38.489789, -122.27011",38.489789,-122.27011,1,101.25,1,1,1,Offer B,0,0,0,1,Bank Withdrawal,1,63947,0,Q3,1,5,0,California,1,1,1,52,5301.1,0,2329.08,0,7630.18,1,1,94558
-76,15,33.19,1,Competitor,Competitor offered more data,72,Pleasanton,3601,Month-to-Month,United States,9369-XFEHK,Churned,0,0,Female,1,Cable,"37.633361, -121.862395",37.633361,-121.862395,1,80.6,1,0,1,,1,0,1,1,Bank Withdrawal,1,36669,0,Q3,1,2,1,California,0,0,0,33,2656.5,0,1095.27,0,3751.77,0,1,94566
-19,71,0,0,,,44,Pleasanton,2564,Two Year,United States,7665-NKLAV,Stayed,1,1,Female,1,Cable,"37.633361, -121.862395",37.633361,-121.862395,1,40.65,0,3,5,,0,1,0,1,Credit Card,0,36669,1,Q3,1,4,0,California,0,0,0,36,1547.35,0,0,0,1547.35,1,1,94566
-45,0,26.25,0,,,57,Pleasanton,5755,Two Year,United States,2228-BZDEE,Stayed,0,0,Female,0,,"37.633361, -121.862395",37.633361,-121.862395,0,20.1,0,0,0,Offer B,0,0,0,0,Credit Card,1,36669,0,Q3,0,5,0,California,0,0,0,54,1079.45,0,1417.5,0,2496.95,0,0,94566
-41,2,0,0,,,50,Pleasanton,4452,Month-to-Month,United States,2908-ZTPNF,Stayed,0,0,Female,1,Cable,"37.633361, -121.862395",37.633361,-121.862395,0,34.85,0,0,0,Offer C,1,0,1,0,Bank Withdrawal,0,36669,1,Q3,0,4,0,California,0,0,0,36,1267.2,0,0,0,1267.2,0,1,94566
-65,23,49.5,1,Competitor,Competitor made better offer,91,San Ramon,5419,Month-to-Month,United States,1374-DMZUI,Churned,0,0,Female,1,Fiber Optic,"37.766556, -121.976784",37.766556,-121.976784,0,94.3,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,44078,0,Q3,0,2,1,California,1,1,1,4,424.45,0,198,0,622.45,0,1,94583
-44,0,6.81,0,,,61,San Ramon,5538,Two Year,United States,3027-YNWZU,Stayed,0,0,Female,0,,"37.766556, -121.976784",37.766556,-121.976784,1,25,1,0,5,Offer B,0,0,0,1,Credit Card,1,44078,0,Q3,1,5,0,California,0,0,0,64,1584.8,0,435.84,0,2020.64,0,0,94583
-62,0,31.53,0,,,58,San Ramon,4485,Two Year,United States,7729-XBTWX,Stayed,1,0,Male,0,,"37.766556, -121.976784",37.766556,-121.976784,1,19.75,0,2,7,,0,0,1,1,Credit Card,1,44078,0,Q3,1,4,0,California,0,0,0,66,1344.5,0,2080.98,0,3425.48,0,0,94583
-56,14,38.05,0,,,30,San Ramon,3007,Month-to-Month,United States,6888-SBYAI,Joined,0,0,Male,1,Cable,"37.766556, -121.976784",37.766556,-121.976784,0,50.7,0,0,0,Offer E,0,1,1,0,Credit Card,1,44078,0,Q3,0,3,0,California,0,0,0,1,50.7,0,38.05,0,88.75,0,1,94583
-75,23,10.6,1,Competitor,Competitor had better devices,65,Pleasanton,2377,Month-to-Month,United States,1989-PRJHP,Churned,0,0,Male,1,Fiber Optic,"37.685052, -121.912061",37.685052,-121.912061,1,75.5,1,0,1,,0,0,1,1,Bank Withdrawal,1,28568,0,Q3,1,1,1,California,0,0,0,27,1893.95,0,286.2,0,2180.15,0,1,94588
-66,18,4.98,1,Attitude,Attitude of support person,84,Pleasanton,3521,Month-to-Month,United States,6877-LGWXO,Churned,0,0,Male,1,Fiber Optic,"37.685052, -121.912061",37.685052,-121.912061,1,78.55,0,0,1,Offer D,0,0,0,1,Bank Withdrawal,1,28568,0,Q3,1,3,1,California,1,0,0,18,1422.65,0,89.64,0,1512.29,0,1,94588
-35,53,39.53,0,,,64,Pleasanton,6477,Two Year,United States,9481-WHGWY,Stayed,1,0,Female,1,DSL,"37.685052, -121.912061",37.685052,-121.912061,1,75.35,0,3,9,Offer A,0,1,0,1,Credit Card,1,28568,1,Q3,1,3,0,California,1,1,1,70,5437.75,0,2767.1,0,8204.85,0,1,94588
-44,0,49.96,0,,,77,Pleasanton,5758,Two Year,United States,0559-CKHUS,Stayed,0,0,Female,0,,"37.685052, -121.912061",37.685052,-121.912061,1,19.55,0,0,6,Offer C,0,0,1,1,Credit Card,1,28568,0,Q3,1,3,0,California,0,0,0,29,521.8,0,1448.84,0,1970.64,0,0,94588
-75,29,40.45,1,Attitude,Attitude of support person,90,Berkeley,5906,Month-to-Month,United States,4822-RVYBB,Churned,0,1,Male,1,Fiber Optic,"37.871416, -122.246597",37.871416,-122.246597,0,100.6,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,21205,0,Q3,0,1,1,California,1,0,1,8,819.4,0,323.6,0,1143,0,1,94704
-59,25,20.26,1,Competitor,Competitor had better devices,72,Berkeley,3666,Month-to-Month,United States,4013-TLDHQ,Churned,0,1,Male,1,Fiber Optic,"37.871416, -122.246597",37.871416,-122.246597,0,78.25,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,21205,0,Q3,0,1,0,California,0,0,0,19,1490.95,0,384.94,0,1875.89,0,1,94704
-62,0,24.57,0,,,59,Berkeley,3302,One Year,United States,7026-YMSBE,Stayed,0,0,Male,0,,"37.871416, -122.246597",37.871416,-122.246597,0,19.7,0,0,0,,0,0,0,0,Mailed Check,1,21205,0,Q3,0,4,0,California,0,0,0,30,625.05,0,737.1,0,1362.15,0,0,94704
-49,0,5.54,0,,,28,Berkeley,5753,One Year,United States,3721-CNZHX,Stayed,0,0,Male,0,,"37.871416, -122.246597",37.871416,-122.246597,0,19.8,0,0,0,,0,0,0,0,Credit Card,1,21205,0,Q3,0,4,0,California,0,0,0,15,304.6,0,83.1,0,387.7,0,0,94704
-68,2,25.77,1,Attitude,Attitude of support person,68,Berkeley,4486,Month-to-Month,United States,4184-TJFAN,Churned,0,0,Female,1,Fiber Optic,"37.897753, -122.279391",37.897753,-122.279391,1,88.3,0,0,1,Offer E,0,1,1,1,Mailed Check,1,11889,1,Q3,1,1,1,California,0,0,1,3,273.75,0,77.31,0,351.06,0,1,94707
-63,26,0,0,,,44,Berkeley,2519,Two Year,United States,9674-EHPPG,Stayed,0,1,Male,1,DSL,"37.897753, -122.279391",37.897753,-122.279391,1,40.4,0,0,6,Offer B,0,1,0,1,Credit Card,0,11889,1,Q3,1,3,0,California,0,0,0,46,1842.7,80,0,0,1922.7,0,0,94707
-47,21,22.42,0,,,48,Berkeley,5722,Month-to-Month,United States,5325-UWTWJ,Stayed,0,0,Male,1,Fiber Optic,"37.897753, -122.279391",37.897753,-122.279391,1,90.55,1,0,4,Offer C,1,1,1,1,Credit Card,1,11889,1,Q3,1,4,0,California,0,0,0,31,2929.75,0,695.02,0,3624.77,0,1,94707
-25,27,6.63,0,,,76,Berkeley,4546,One Year,United States,3585-YNADK,Stayed,0,1,Female,1,Cable,"37.897753, -122.279391",37.897753,-122.279391,1,74.6,1,0,2,,1,0,0,1,Bank Withdrawal,1,11889,1,Q3,1,4,0,California,0,0,1,57,4368.95,0,377.91,0,4746.86,1,1,94707
-71,9,42.93,1,Competitor,Competitor had better devices,81,Berkeley,5662,Month-to-Month,United States,4145-UQXUQ,Churned,0,1,Female,1,Fiber Optic,"37.872902, -122.303708",37.872902,-122.303708,0,92.1,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,8157,0,Q3,0,1,1,California,1,0,1,8,729.95,0,343.44,0,1073.39,0,1,94710
-77,23,14.12,0,,,57,Berkeley,5232,Two Year,United States,3244-CQPHU,Stayed,0,0,Female,1,Fiber Optic,"37.872902, -122.303708",37.872902,-122.303708,0,110.1,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,8157,1,Q3,0,4,1,California,1,0,1,72,7746.7,0,1016.64,44.81,8718.53,0,1,94710
-48,28,44.57,0,,,47,Berkeley,6247,One Year,United States,5440-VHLUL,Stayed,0,0,Male,1,Fiber Optic,"37.872902, -122.303708",37.872902,-122.303708,0,105.2,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,8157,1,Q3,0,3,0,California,1,1,1,69,7386.05,0,3075.33,0,10461.38,0,1,94710
-24,0,49.7,0,,,25,Berkeley,4843,Two Year,United States,6828-HMKWP,Stayed,1,0,Male,0,,"37.872902, -122.303708",37.872902,-122.303708,1,21.05,0,1,3,,0,0,0,1,Bank Withdrawal,1,8157,0,Q3,1,4,0,California,0,0,0,12,262.05,0,596.4,0,858.45,1,0,94710
-74,24,11.31,1,Competitor,Competitor offered more data,96,Greenbrae,4777,Month-to-Month,United States,1236-WFCDV,Churned,0,0,Male,1,Fiber Optic,"37.946617, -122.563571",37.946617,-122.563571,0,90.45,0,0,0,,0,0,0,0,Credit Card,1,12010,0,Q3,0,3,1,California,1,0,1,14,1266.1,0,158.34,0,1424.44,0,1,94904
-64,11,31.53,0,,,29,Greenbrae,4667,Month-to-Month,United States,5445-GLVOT,Stayed,0,0,Female,1,Cable,"37.946617, -122.563571",37.946617,-122.563571,0,49.8,0,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,12010,0,Q3,0,3,0,California,0,0,0,22,1049.05,0,693.66,0,1742.71,0,1,94904
-52,13,20.3,0,,,70,Greenbrae,5914,Two Year,United States,2200-DSAAL,Stayed,0,1,Female,1,DSL,"37.946617, -122.563571",37.946617,-122.563571,0,80.65,1,0,0,,1,0,1,0,Bank Withdrawal,1,12010,0,Q3,0,3,0,California,1,1,1,68,5330.2,90,1380.4,0,6800.6,0,0,94904
-29,0,14.17,0,,,45,Greenbrae,4278,Two Year,United States,5656-JAMLX,Stayed,0,0,Male,0,,"37.946617, -122.563571",37.946617,-122.563571,0,19.85,0,0,0,,0,0,0,0,Bank Withdrawal,1,12010,0,Q3,0,5,0,California,0,0,0,62,1253.65,0,878.54,0,2132.19,1,0,94904
-77,10,0,1,Competitor,Competitor had better devices,74,Forest Knolls,2437,Month-to-Month,United States,1271-SJBGZ,Churned,0,1,Male,1,DSL,"38.010092, -122.689442",38.010092,-122.689442,0,43.65,0,0,0,,0,0,1,0,Bank Withdrawal,0,1025,1,Q3,0,1,1,California,1,0,0,12,526.95,0,0,0,526.95,0,1,94933
-62,17,13.4,0,,,61,Forest Knolls,2785,Month-to-Month,United States,1942-OQFRW,Joined,0,0,Male,1,DSL,"38.010092, -122.689442",38.010092,-122.689442,0,44,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,1025,0,Q3,0,5,0,California,0,0,0,1,44,0,13.4,0,57.4,0,1,94933
-47,0,47.17,0,,,65,Forest Knolls,5216,Two Year,United States,1955-IBMMB,Stayed,0,0,Male,0,,"38.010092, -122.689442",38.010092,-122.689442,0,20.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,1025,0,Q3,0,4,0,California,0,0,0,59,1192.3,0,2783.03,0,3975.33,0,0,94933
-45,19,0,0,,,62,Forest Knolls,4960,Month-to-Month,United States,1360-RCYRT,Stayed,1,0,Male,1,DSL,"38.010092, -122.689442",38.010092,-122.689442,1,30.35,0,1,2,Offer D,0,0,1,1,Bank Withdrawal,0,1025,1,Q3,1,4,0,California,0,0,0,23,678.75,0,0,0,678.75,0,1,94933
-73,21,40.37,1,Competitor,Competitor had better devices,90,Freedom,2995,Month-to-Month,United States,4441-NIHPT,Churned,0,1,Female,1,Fiber Optic,"36.936228, -121.785559",36.936228,-121.785559,0,74.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,4753,0,Q3,0,1,1,California,0,0,0,13,940.35,0,524.81,0,1465.16,0,1,95019
-47,23,25.95,0,,,80,Freedom,6443,One Year,United States,5074-FBGHB,Stayed,0,1,Male,1,Fiber Optic,"36.936228, -121.785559",36.936228,-121.785559,0,104.65,1,0,0,,0,0,1,0,Credit Card,1,4753,1,Q3,0,4,0,California,1,1,1,64,6889.8,0,1660.8,0,8550.6,0,1,95019
-45,19,17.26,0,,,37,Freedom,3778,Month-to-Month,United States,1482-OXZSY,Stayed,0,0,Male,1,Fiber Optic,"36.936228, -121.785559",36.936228,-121.785559,0,100.4,1,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,4753,0,Q3,0,3,0,California,1,1,1,30,2936.25,0,517.8,0,3454.05,0,1,95019
-33,0,34.8,0,,,67,Freedom,5252,Month-to-Month,United States,3363-EWLGO,Stayed,0,0,Female,0,,"36.936228, -121.785559",36.936228,-121.785559,0,19.95,0,0,0,,0,0,0,0,Credit Card,1,4753,0,Q3,0,3,0,California,0,0,0,5,109.6,0,174,0,283.6,0,0,95019
-68,27,3.96,1,Attitude,Attitude of support person,89,Gilroy,2202,Month-to-Month,United States,8999-BOHSE,Churned,0,0,Female,1,Fiber Optic,"37.03889, -121.528955",37.03889,-121.528955,0,89.7,0,0,0,,0,0,0,0,Bank Withdrawal,1,49968,0,Q3,0,2,1,California,1,0,1,11,1047.7,0,43.56,0,1091.26,0,1,95020
-77,0,25.35,0,,,77,Gilroy,5730,One Year,United States,4750-UKWJK,Stayed,0,0,Female,0,,"37.03889, -121.528955",37.03889,-121.528955,1,19.6,0,0,1,,0,0,0,1,Mailed Check,1,49968,0,Q3,1,4,1,California,0,0,0,37,727.8,0,937.95,0,1665.75,0,0,95020
-30,59,29.98,0,,,23,Gilroy,3976,Two Year,United States,2351-BKRZW,Stayed,1,1,Female,1,Cable,"37.03889, -121.528955",37.03889,-121.528955,1,75.2,0,1,10,,0,1,0,1,Bank Withdrawal,1,49968,0,Q3,1,3,0,California,1,1,1,43,3254.35,0,1289.14,0,4543.49,0,1,95020
-21,82,42.58,0,,,41,Gilroy,5036,Month-to-Month,United States,0377-JBKKT,Stayed,1,0,Male,1,DSL,"37.03889, -121.528955",37.03889,-121.528955,1,57.95,0,3,9,Offer D,1,1,1,1,Credit Card,1,49968,1,Q3,1,3,0,California,0,1,0,22,1271.8,0,936.76,0,2208.56,1,1,95020
-74,16,28.18,1,Competitor,Competitor offered more data,87,Los Gatos,5508,Month-to-Month,United States,7029-RPUAV,Churned,0,1,Male,1,Cable,"37.222842, -121.988727",37.222842,-121.988727,1,100.45,1,0,1,,0,0,1,1,Credit Card,1,13290,0,Q3,1,3,1,California,1,0,1,17,1622.45,0,479.06,0,2101.51,0,1,95030
-58,30,26.53,1,Attitude,Attitude of support person,76,Los Gatos,3204,Month-to-Month,United States,0415-MOSGF,Churned,0,0,Female,1,DSL,"37.222842, -121.988727",37.222842,-121.988727,0,44.4,0,0,0,Offer E,0,0,0,0,Credit Card,1,13290,0,Q3,0,2,0,California,0,0,0,1,44.4,0,26.53,0,70.93,0,1,95030
-57,0,32.78,0,,,46,Los Gatos,3007,Month-to-Month,United States,3373-YZZYM,Joined,1,0,Male,0,,"37.222842, -121.988727",37.222842,-121.988727,1,19.2,0,3,10,,0,0,0,1,Credit Card,1,13290,0,Q3,1,5,0,California,0,0,0,1,19.2,0,32.78,0,51.98,0,0,95030
-43,23,26.13,0,,,61,Los Gatos,3280,Month-to-Month,United States,1689-YQBYY,Stayed,1,0,Female,1,Fiber Optic,"37.222842, -121.988727",37.222842,-121.988727,0,76.6,1,1,0,Offer D,0,0,1,0,Bank Withdrawal,1,13290,0,Q3,0,3,0,California,0,0,0,12,893,0,313.56,0,1206.56,0,1,95030
-65,26,33.25,1,Attitude,Attitude of support person,96,San Jose,4687,Month-to-Month,United States,8111-SLLHI,Churned,0,1,Male,1,Fiber Optic,"37.316146, -121.936285",37.316146,-121.936285,1,105.65,1,0,1,,1,0,1,1,Bank Withdrawal,1,32804,0,Q3,1,3,1,California,1,1,1,39,4284.8,0,1296.75,0,5581.55,0,1,95128
-27,0,39.39,0,,,63,San Jose,2706,Month-to-Month,United States,4860-YZGZM,Stayed,0,0,Male,0,,"37.316146, -121.936285",37.316146,-121.936285,0,20,0,0,0,,0,0,0,0,Bank Withdrawal,1,32804,0,Q3,0,3,0,California,0,0,0,10,185.4,0,393.9,0,579.3,1,0,95128
-44,19,8.36,0,,,41,San Jose,4848,Two Year,United States,3486-HOOGQ,Stayed,1,1,Female,1,DSL,"37.316146, -121.936285",37.316146,-121.936285,1,79.7,1,1,3,Offer A,1,1,0,1,Bank Withdrawal,1,32804,1,Q3,1,3,0,California,0,0,1,70,5743.3,0,585.2,0,6328.5,0,1,95128
-55,13,38.21,0,,,24,San Jose,2978,Month-to-Month,United States,8757-TFHHJ,Joined,0,0,Male,1,Cable,"37.316146, -121.936285",37.316146,-121.936285,0,49.8,0,0,0,,0,1,1,0,Credit Card,1,32804,0,Q3,0,3,0,California,0,0,0,1,49.8,0,38.21,0,88.01,0,1,95128
-73,27,17.25,1,Competitor,Competitor offered more data,82,San Jose,4553,Month-to-Month,United States,5293-WXJAK,Churned,0,1,Female,1,Fiber Optic,"37.28682, -121.723877",37.28682,-121.723877,1,104.05,1,0,5,,0,0,1,1,Bank Withdrawal,1,15798,1,Q3,1,3,1,California,1,0,1,11,1133.65,0,189.75,0,1323.4,0,1,95135
-34,18,5.63,1,Competitor,Competitor made better offer,87,San Jose,2895,Month-to-Month,United States,7295-JOMMD,Churned,0,1,Female,1,Fiber Optic,"37.28682, -121.723877",37.28682,-121.723877,0,98.1,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,15798,1,Q3,0,1,0,California,1,1,1,4,396.3,0,22.52,0,418.82,0,1,95135
-37,4,13.01,1,Competitor,Competitor had better devices,70,San Jose,2294,Month-to-Month,United States,3063-QFSZL,Churned,0,0,Female,1,Cable,"37.28682, -121.723877",37.28682,-121.723877,0,55.4,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,15798,0,Q3,0,1,0,California,1,1,0,1,55.4,0,13.01,0,68.41,0,1,95135
-52,20,36.48,0,,,33,San Jose,2463,Month-to-Month,United States,3639-XJHKQ,Stayed,1,1,Female,1,DSL,"37.28682, -121.723877",37.28682,-121.723877,0,60.6,0,3,0,Offer D,1,1,1,0,Bank Withdrawal,1,15798,0,Q3,0,3,0,California,0,0,0,19,1297.8,0,693.12,0,1990.92,0,1,95135
-74,9,3.29,1,Attitude,Attitude of service provider,89,Glencoe,3834,Month-to-Month,United States,4086-YQSNZ,Churned,0,0,Female,1,Fiber Optic,"38.358464, -120.579304",38.358464,-120.579304,1,80.4,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,21,0,Q3,1,2,1,California,0,0,1,3,224.05,0,9.87,0,233.92,0,1,95232
-51,19,12.13,1,Competitor,Competitor had better devices,90,Glencoe,4548,Month-to-Month,United States,4603-JANFB,Churned,0,0,Male,1,Fiber Optic,"38.358464, -120.579304",38.358464,-120.579304,0,69.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,21,0,Q3,0,1,0,California,0,0,0,1,69.85,0,12.13,0,81.98,0,1,95232
-40,0,15.91,0,,,61,Glencoe,3944,Two Year,United States,5804-JMYIO,Stayed,1,0,Female,0,,"38.358464, -120.579304",38.358464,-120.579304,1,19.75,0,3,6,Offer C,0,0,0,1,Credit Card,1,21,0,Q3,1,3,0,California,0,0,0,39,757.95,0,620.49,0,1378.44,0,0,95232
-38,19,32.23,0,,,55,Glencoe,6419,Two Year,United States,3831-YCPUO,Stayed,1,1,Female,1,Fiber Optic,"38.358464, -120.579304",38.358464,-120.579304,1,109.5,0,1,3,,1,1,1,1,Credit Card,1,21,1,Q3,1,3,0,California,1,1,1,72,7854.9,0,2320.56,0,10175.46,0,1,95232
-80,14,34.62,1,Competitor,Competitor had better devices,70,Columbia,4716,Month-to-Month,United States,8399-YNDCH,Churned,0,1,Male,1,DSL,"38.085839, -120.37855",38.085839,-120.37855,0,60.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,2144,0,Q3,0,1,1,California,0,0,1,21,1236.15,0,727.02,0,1963.17,0,1,95310
-34,22,24.32,1,Competitor,Competitor offered higher download speeds,74,Columbia,5435,Month-to-Month,United States,0870-VEMYL,Churned,0,0,Female,1,Cable,"38.085839, -120.37855",38.085839,-120.37855,0,53.85,0,0,0,Offer E,0,1,0,0,Credit Card,1,2144,1,Q3,0,1,0,California,0,0,0,5,259.8,10,121.6,22.96,368.44,0,0,95310
-25,30,21.37,0,,,66,Columbia,5133,Two Year,United States,5993-JSUWV,Stayed,0,1,Female,1,DSL,"38.085839, -120.37855",38.085839,-120.37855,0,61.15,0,0,0,,1,1,1,0,Bank Withdrawal,1,2144,0,Q3,0,3,0,California,0,0,0,66,4017.45,0,1410.42,0,5427.87,1,1,95310
-19,58,23.27,0,,,39,Columbia,5453,Two Year,United States,7975-JMZNT,Stayed,0,1,Male,1,DSL,"38.085839, -120.37855",38.085839,-120.37855,1,91.7,1,0,1,Offer A,1,1,0,1,Bank Withdrawal,1,2144,1,Q3,1,3,0,California,1,1,1,66,6075.9,0,1535.82,0,7611.72,1,1,95310
-76,16,38.75,1,Other,Don't know,96,Escondido,5913,Month-to-Month,United States,5565-FILXA,Churned,0,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,96.15,1,0,0,,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,2,1,California,1,0,1,16,1529.2,0,620,0,2149.2,0,1,92027
-71,14,41.37,1,Competitor,Competitor made better offer,75,Escondido,5353,Month-to-Month,United States,2660-EMUBI,Churned,0,0,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,95.35,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,1,1,California,1,0,1,10,898.35,0,413.7,0,1312.05,0,1,92027
-67,10,31.83,1,Competitor,Competitor made better offer,86,Escondido,2833,Month-to-Month,United States,6179-GJPSO,Churned,0,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,108.15,0,0,0,,1,1,1,0,Credit Card,1,48690,1,Q3,0,1,1,California,1,0,1,43,4600.7,0,1368.69,0,5969.39,0,1,92027
-80,5,28.64,1,Competitor,Competitor made better offer,72,Escondido,5345,Month-to-Month,United States,7409-KIUTL,Churned,0,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,71,0,0,0,,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,3,1,California,0,0,0,1,71,0,28.64,0,99.64,0,1,92027
-73,26,26.95,1,Competitor,Competitor made better offer,82,Escondido,4457,Month-to-Month,United States,1732-VHUBQ,Churned,0,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,1,70.55,0,0,1,,0,0,0,1,Bank Withdrawal,1,48690,0,Q3,1,3,1,California,0,0,0,47,3309.25,0,1266.65,26.99,4548.91,0,1,92027
-79,23,8.35,1,Competitor,Competitor made better offer,90,Escondido,5571,Month-to-Month,United States,6894-LFHLY,Churned,0,0,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,75.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,1,1,California,0,0,0,1,75.75,0,8.35,0,84.1,0,1,92027
-75,24,46.71,0,,,60,Escondido,3493,Two Year,United States,5692-ICXLW,Stayed,0,0,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,90.7,1,0,0,,1,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,5,1,California,0,0,1,31,2845.15,100,1448.01,0,4393.16,0,0,92027
-80,5,25.57,0,,,70,Escondido,5170,Two Year,United States,6917-YACBP,Stayed,0,1,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,89.75,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,48690,0,Q3,0,3,1,California,0,0,0,59,5496.9,0,1508.63,0,7005.53,0,1,92027
-68,11,2.17,0,,,27,Escondido,5242,Two Year,United States,9029-FEGVJ,Stayed,0,1,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,1,79.3,1,0,2,Offer C,0,0,0,1,Mailed Check,1,48690,0,Q3,1,3,1,California,0,0,0,32,2570,0,69.44,0,2639.44,0,1,92027
-78,18,21.09,0,,,62,Escondido,3896,Month-to-Month,United States,0439-IFYUN,Stayed,0,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,74.7,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,4,1,California,0,0,0,18,1294.6,20,379.62,0,1694.22,0,0,92027
-20,47,44.5,1,Competitor,Competitor made better offer,74,Escondido,6105,One Year,United States,2239-JALAW,Churned,0,1,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,103.25,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,1,0,California,1,1,1,58,6017.65,0,2581,0,8598.65,1,1,92027
-41,15,32.58,1,Competitor,Competitor made better offer,91,Escondido,5600,One Year,United States,2382-BCKQJ,Churned,0,1,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,100.15,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,3,0,California,1,1,1,62,6413.65,0,2019.96,0,8433.61,0,1,92027
-44,23,38.38,1,Competitor,Competitor made better offer,92,Escondido,4428,Month-to-Month,United States,5835-BEQEU,Churned,0,0,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,76.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,2,0,California,0,0,0,3,228.4,10,115.14,0,353.54,0,0,92027
-47,29,9.73,1,Competitor,Competitor made better offer,75,Escondido,2426,Month-to-Month,United States,7250-EQKIY,Churned,1,1,Female,1,DSL,"33.141265, -116.967221",33.141265,-116.967221,1,50.45,0,2,1,Offer E,0,0,0,1,Mailed Check,1,48690,0,Q3,1,2,0,California,0,0,0,1,50.45,0,9.73,0,60.18,0,1,92027
-37,18,11.96,1,Competitor,Competitor made better offer,87,Escondido,5953,Month-to-Month,United States,1965-DDBWU,Churned,0,0,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,89.05,1,0,0,,0,0,1,0,Credit Card,1,48690,1,Q3,0,3,0,California,1,1,0,16,1448.6,0,191.36,0,1639.96,0,1,92027
-26,27,36.29,1,Competitor,Competitor made better offer,92,Escondido,4233,Month-to-Month,United States,2568-OIADY,Churned,0,1,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,1,99.5,1,0,1,,0,0,1,1,Bank Withdrawal,1,48690,0,Q3,1,1,0,California,1,1,1,37,3762,0,1342.73,0,5104.73,1,1,92027
-19,26,0,1,Competitor,Competitor made better offer,75,Escondido,4710,Month-to-Month,United States,6338-AVWCY,Churned,0,1,Male,1,DSL,"33.141265, -116.967221",33.141265,-116.967221,0,40.15,0,0,0,,0,0,1,0,Mailed Check,0,48690,0,Q3,0,3,0,California,0,0,1,3,130.75,0,0,0,130.75,1,1,92027
-58,28,14.14,1,Competitor,Competitor made better offer,67,Escondido,3273,Month-to-Month,United States,0220-EBGCE,Churned,0,1,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,85.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,1,0,California,1,1,0,2,167.3,0,28.28,0,195.58,0,1,92027
-27,58,46.21,1,Competitor,Competitor made better offer,87,Escondido,2072,Month-to-Month,United States,6502-MJQAE,Churned,0,0,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,69.6,0,0,0,,0,0,1,0,Bank Withdrawal,1,48690,0,Q3,0,1,0,California,0,1,0,1,69.6,0,46.21,0,115.81,1,1,92027
-30,71,44.34,0,,,63,Escondido,4044,Month-to-Month,United States,4983-CLMLV,Stayed,0,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,1,102.7,1,0,0,,1,0,1,1,Credit Card,1,48690,1,Q3,0,3,0,California,1,1,1,52,5138.1,0,2305.68,0,7443.78,0,1,92027
-46,23,49.92,0,,,77,Escondido,3055,One Year,United States,7663-ZTEGJ,Stayed,0,1,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,100.55,1,0,0,,1,0,0,0,Credit Card,1,48690,1,Q3,0,5,0,California,1,1,0,29,2830.45,100,1447.68,0,4378.13,0,0,92027
-31,24,0,0,,,26,Escondido,2164,Month-to-Month,United States,8111-BKVDS,Stayed,0,1,Female,1,DSL,"33.141265, -116.967221",33.141265,-116.967221,0,40.7,0,0,0,Offer D,1,1,0,0,Bank Withdrawal,0,48690,0,Q3,0,5,0,California,0,0,0,10,449.3,0,0,0,449.3,0,1,92027
-53,25,6.2,0,,,66,Escondido,2426,Month-to-Month,United States,7241-AJHFS,Stayed,0,0,Male,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,0,87.65,1,0,0,,0,1,0,0,Bank Withdrawal,1,48690,1,Q3,0,3,0,California,0,0,0,32,2766.4,150,198.4,47.87,3066.93,0,0,92027
-19,69,34.01,0,,,58,Escondido,5718,One Year,United States,7228-PAQPD,Stayed,0,0,Female,1,Cable,"33.141265, -116.967221",33.141265,-116.967221,0,59.1,0,0,0,Offer D,0,0,0,0,Credit Card,1,48690,1,Q3,0,4,0,California,1,1,0,14,772.85,0,476.14,0,1248.99,1,1,92027
-61,21,20.1,0,,,53,Escondido,2706,Month-to-Month,United States,2585-KTFRE,Joined,1,0,Male,1,Cable,"33.141265, -116.967221",33.141265,-116.967221,0,70.45,0,1,0,,1,1,1,0,Bank Withdrawal,1,48690,1,Q3,0,3,0,California,1,1,0,1,70.45,0,20.1,0,90.55,0,1,92027
-20,0,32.18,0,,,38,Escondido,4058,Two Year,United States,9668-PUGNU,Stayed,0,0,Male,0,,"33.141265, -116.967221",33.141265,-116.967221,1,24.5,1,0,9,,0,0,1,1,Bank Withdrawal,1,48690,0,Q3,1,4,0,California,0,0,0,71,1816.2,0,2284.78,0,4100.98,1,0,92027
-35,23,36.13,0,,,79,Escondido,5177,One Year,United States,4455-BFSPD,Stayed,0,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,1,101.15,1,0,5,,0,0,0,1,Bank Withdrawal,1,48690,1,Q3,1,3,0,California,1,1,1,61,6383.9,0,2203.93,0,8587.83,0,1,92027
-33,0,45.24,0,,,33,Escondido,3931,Two Year,United States,7527-QNRUS,Stayed,1,0,Male,0,,"33.141265, -116.967221",33.141265,-116.967221,1,25.15,1,3,8,Offer D,0,0,1,1,Credit Card,1,48690,0,Q3,1,3,0,California,0,0,0,17,412.6,0,769.08,0,1181.68,0,0,92027
-19,59,37.32,0,,,68,Escondido,4081,One Year,United States,6352-GIGGQ,Stayed,0,1,Male,1,DSL,"33.141265, -116.967221",33.141265,-116.967221,0,88.8,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,48690,1,Q3,0,3,0,California,1,1,1,67,5903.15,0,2500.44,0,8403.59,1,1,92027
-60,0,14.54,0,,,69,Escondido,4057,Two Year,United States,1574-DYCWE,Stayed,1,0,Female,0,,"33.141265, -116.967221",33.141265,-116.967221,1,19.95,0,1,10,Offer B,0,0,0,1,Credit Card,1,48690,0,Q3,1,4,0,California,0,0,0,51,1028.75,0,741.54,0,1770.29,0,0,92027
-33,20,39.19,0,,,53,Escondido,4011,Month-to-Month,United States,5778-BVOFB,Stayed,0,0,Female,1,Cable,"33.141265, -116.967221",33.141265,-116.967221,0,59.5,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,48690,1,Q3,0,5,0,California,0,0,1,9,530.05,0,352.71,0,882.76,0,1,92027
-52,0,2.29,0,,,62,Escondido,2285,Month-to-Month,United States,6728-WYQBC,Joined,0,0,Male,0,,"33.141265, -116.967221",33.141265,-116.967221,0,20.95,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,48690,0,Q3,0,3,0,California,0,0,0,1,20.95,0,2.29,0,23.24,0,0,92027
-56,27,22.62,0,,,65,Escondido,6063,Two Year,United States,7399-QHBJS,Stayed,1,0,Female,1,Cable,"33.141265, -116.967221",33.141265,-116.967221,1,66.75,1,3,8,,1,1,0,1,Credit Card,1,48690,1,Q3,1,3,0,California,0,0,0,72,4760.3,0,1628.64,0,6388.94,0,1,92027
-28,69,2.87,0,,,62,Escondido,4292,Two Year,United States,5320-BRKGK,Stayed,1,1,Female,1,DSL,"33.141265, -116.967221",33.141265,-116.967221,1,75.8,1,2,1,Offer B,0,1,0,1,Credit Card,1,48690,1,Q3,1,3,0,California,0,0,1,58,4415.75,0,166.46,0,4582.21,1,1,92027
-55,18,1.39,0,,,54,Escondido,3835,One Year,United States,1183-CANVH,Stayed,0,0,Female,1,DSL,"33.141265, -116.967221",33.141265,-116.967221,1,60,0,0,5,Offer D,0,0,0,1,Bank Withdrawal,1,48690,1,Q3,1,4,0,California,0,0,1,23,1347.15,0,31.97,0,1379.12,0,1,92027
-29,51,23.31,0,,,64,Escondido,4161,Two Year,United States,6754-LZUKA,Stayed,0,1,Male,1,DSL,"33.141265, -116.967221",33.141265,-116.967221,1,80.9,1,0,1,,1,0,0,1,Bank Withdrawal,1,48690,0,Q3,1,3,0,California,1,1,1,61,4932.5,0,1421.91,0,6354.41,1,1,92027
-50,29,15.94,0,,,43,Escondido,5958,One Year,United States,2868-LLSKM,Stayed,1,0,Female,1,Fiber Optic,"33.141265, -116.967221",33.141265,-116.967221,1,83.65,1,2,1,Offer A,1,0,1,1,Bank Withdrawal,1,48690,1,Q3,1,4,0,California,0,0,0,68,5733.4,0,1083.92,46.99,6770.33,0,1,92027
-57,0,6.85,0,,,80,Escondido,5191,Month-to-Month,United States,0871-OPBXW,Joined,0,0,Female,0,,"33.141265, -116.967221",33.141265,-116.967221,0,20.05,0,0,0,Offer E,0,0,1,0,Mailed Check,1,48690,0,Q3,0,3,0,California,0,0,0,2,39.25,0,13.7,0,52.95,0,0,92027
-73,30,6.13,1,Competitor,Competitor had better devices,90,Lakewood,3180,One Year,United States,4187-CINZD,Churned,0,0,Female,1,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,0,95.25,0,0,0,,1,0,0,0,Credit Card,1,30173,0,Q3,0,2,1,California,1,0,1,46,4424.2,0,281.98,0,4706.18,0,1,90712
-78,17,9.7,1,Attitude,Attitude of service provider,75,Lakewood,3591,Month-to-Month,United States,6502-HCJTI,Churned,0,0,Male,1,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,1,94.7,1,0,0,,1,1,1,1,Credit Card,1,30173,0,Q3,0,1,1,California,1,1,0,7,673.1,0,67.9,0,741,0,1,90712
-79,29,47.35,1,Attitude,Attitude of support person,83,Lakewood,3330,Month-to-Month,United States,2446-BEGGB,Churned,0,0,Female,1,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,0,98.25,1,0,0,,1,0,1,0,Bank Withdrawal,1,30173,0,Q3,0,3,1,California,1,1,1,6,560.6,0,284.1,0,844.7,0,1,90712
-45,3,46.84,1,Other,Don't know,76,Lakewood,2570,Month-to-Month,United States,2372-HWUHI,Churned,0,0,Male,1,DSL,"33.840524, -118.148403",33.840524,-118.148403,0,44.35,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,30173,0,Q3,0,3,0,California,0,0,0,2,81.25,0,93.68,0,174.93,0,1,90712
-26,41,17.66,1,Attitude,Attitude of support person,70,Lakewood,2885,Month-to-Month,United States,7530-HDYDS,Churned,0,1,Female,1,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,0,84.25,0,0,0,,1,0,1,0,Credit Card,1,30173,1,Q3,0,2,0,California,0,1,0,38,3264.5,0,671.08,0,3935.58,1,1,90712
-53,20,31.49,1,Price,Long distance charges,72,Lakewood,2206,Month-to-Month,United States,5955-ERIHD,Churned,0,0,Male,1,Fiber Optic,"33.840524, -118.148403",33.840524,-118.148403,1,94.7,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,30173,0,Q3,1,1,0,California,1,1,1,18,1687.95,0,566.82,0,2254.77,0,1,90712
-61,12,16.53,0,,,22,Lakewood,4509,Two Year,United States,1960-UOTYM,Stayed,1,1,Male,1,DSL,"33.840524, -118.148403",33.840524,-118.148403,1,79.2,0,2,5,,1,1,0,1,Bank Withdrawal,1,30173,0,Q3,1,4,0,California,1,1,1,52,4016.3,0,859.56,0,4875.86,0,1,90712
-70,24,24.13,1,Competitor,Competitor had better devices,69,Fulton,5651,Month-to-Month,United States,6818-WOBHJ,Churned,0,0,Female,1,Fiber Optic,"38.493888, -122.777141",38.493888,-122.777141,1,89.6,1,0,1,Offer A,1,0,1,1,Bank Withdrawal,1,476,0,Q3,1,1,1,California,1,0,0,68,6127.6,0,1640.84,0,7768.44,0,1,95439
-68,9,0,1,Attitude,Attitude of service provider,83,Fulton,4095,Month-to-Month,United States,1496-GGSUK,Churned,0,0,Female,1,Cable,"38.493888, -122.777141",38.493888,-122.777141,0,25.7,0,0,0,,0,0,1,0,Mailed Check,0,476,0,Q3,0,1,1,California,0,0,0,1,25.7,0,0,0,25.7,0,1,95439
-61,22,0,0,,,32,Fulton,6107,Two Year,United States,0301-FIDRB,Stayed,1,1,Female,1,DSL,"38.493888, -122.777141",38.493888,-122.777141,1,63.8,0,3,8,,1,1,1,1,Bank Withdrawal,0,476,1,Q3,1,4,0,California,1,1,1,72,4684.3,0,0,0,4684.3,0,1,95439
-51,18,28,0,,,74,Fulton,5503,Month-to-Month,United States,2697-NQBPF,Stayed,0,0,Male,1,Fiber Optic,"38.493888, -122.777141",38.493888,-122.777141,0,105.35,1,0,0,,1,0,1,0,Bank Withdrawal,1,476,1,Q3,0,3,0,California,1,1,1,34,3540.65,0,952,0,4492.65,0,1,95439
-75,27,13.63,1,Dissatisfaction,Network reliability,89,Nice,3077,Month-to-Month,United States,9134-CEQMF,Churned,0,0,Male,1,Fiber Optic,"39.12334, -122.838198",39.12334,-122.838198,1,89.5,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,2223,0,Q3,1,2,1,California,1,0,1,7,676.7,0,95.41,0,772.11,0,1,95464
-47,29,40.79,1,Competitor,Competitor had better devices,68,Nice,5598,Month-to-Month,United States,8878-HMWBV,Churned,0,1,Male,1,DSL,"39.12334, -122.838198",39.12334,-122.838198,0,49.15,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,2223,0,Q3,0,1,0,California,0,0,0,3,169.05,10,122.37,0,301.42,0,0,95464
-21,69,37.47,0,,,58,Nice,5206,One Year,United States,5312-IRCFR,Stayed,1,1,Female,1,Fiber Optic,"39.12334, -122.838198",39.12334,-122.838198,1,92.85,1,3,8,,1,0,1,1,Bank Withdrawal,1,2223,0,Q3,1,4,0,California,1,1,0,64,5980.75,0,2398.08,0,8378.83,1,1,95464
-51,0,18.62,0,,,74,Nice,2836,Two Year,United States,1494-EJZDW,Stayed,1,0,Female,0,,"39.12334, -122.838198",39.12334,-122.838198,1,20.15,0,3,1,,0,0,0,1,Credit Card,1,2223,0,Q3,1,5,0,California,0,0,0,10,220.8,0,186.2,0,407,0,0,95464
-74,22,45.25,1,Competitor,Competitor had better devices,83,Alderpoint,4981,Month-to-Month,United States,8519-IMDHU,Churned,0,0,Male,1,Cable,"40.166028, -123.584144",40.166028,-123.584144,1,85.6,1,0,1,,0,0,1,1,Bank Withdrawal,1,261,0,Q3,1,1,1,California,1,0,0,15,1345.55,0,678.75,0,2024.3,0,1,95511
-34,2,42.33,0,,,78,Alderpoint,5787,Month-to-Month,United States,5649-RXQTV,Stayed,0,1,Male,1,Fiber Optic,"40.166028, -123.584144",40.166028,-123.584144,0,99,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,261,0,Q3,0,5,0,California,1,1,1,51,5038.15,0,2158.83,0,7196.98,0,1,95511
-48,23,26.3,0,,,59,Alderpoint,6483,Two Year,United States,0813-TAXXS,Stayed,0,1,Male,1,DSL,"40.166028, -123.584144",40.166028,-123.584144,0,77.8,1,0,0,,0,0,1,0,Bank Withdrawal,1,261,0,Q3,0,5,0,California,1,1,1,55,4323.35,0,1446.5,0,5769.85,0,1,95511
-58,13,0,0,,,69,Alderpoint,3239,Two Year,United States,0458-HEUZG,Stayed,0,1,Female,1,Cable,"40.166028, -123.584144",40.166028,-123.584144,0,35.4,0,0,0,Offer D,0,0,0,0,Credit Card,0,261,1,Q3,0,3,0,California,0,0,0,13,450.4,100,0,0,550.4,0,0,95511
-76,22,19.18,1,Dissatisfaction,Network reliability,81,Bayside,2508,Month-to-Month,United States,3372-KWFBM,Churned,0,0,Male,1,Fiber Optic,"40.825486, -124.049485",40.825486,-124.049485,0,86.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,1689,0,Q3,0,3,1,California,0,0,1,16,1281,0,306.88,0,1587.88,0,1,95524
-51,17,35.93,1,Other,Don't know,91,Bayside,4152,Month-to-Month,United States,5590-BYNII,Churned,0,0,Male,1,Fiber Optic,"40.825486, -124.049485",40.825486,-124.049485,0,100.75,1,0,0,,0,1,1,0,Bank Withdrawal,1,1689,0,Q3,0,2,0,California,1,1,1,22,2095,0,790.46,0,2885.46,0,1,95524
-33,25,0,0,,,37,Bayside,5712,Two Year,United States,6723-CEGQI,Stayed,1,0,Female,1,DSL,"40.825486, -124.049485",40.825486,-124.049485,0,45.25,0,2,0,,1,0,0,0,Credit Card,0,1689,1,Q3,0,5,0,California,0,0,1,65,2933.95,0,0,0,2933.95,0,1,95524
-30,59,48.95,0,,,68,Bayside,4025,Two Year,United States,2578-JQPHZ,Stayed,0,1,Male,1,Fiber Optic,"40.825486, -124.049485",40.825486,-124.049485,0,100.1,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,1689,1,Q3,0,3,0,California,1,1,1,44,4378.35,0,2153.8,0,6532.15,0,1,95524
-75,18,29.68,1,Attitude,Attitude of support person,75,Loleta,4371,Month-to-Month,United States,7206-GZCDC,Churned,0,0,Female,1,Cable,"40.665952, -124.240051",40.665952,-124.240051,0,69.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1447,0,Q3,0,2,1,California,0,0,0,1,69.25,0,29.68,0,98.93,0,1,95551
-54,0,8.02,0,,,21,Loleta,3753,Month-to-Month,United States,5906-BFOZT,Joined,0,0,Male,0,,"40.665952, -124.240051",40.665952,-124.240051,0,19.5,0,0,0,,0,0,1,0,Credit Card,1,1447,0,Q3,0,5,0,California,0,0,0,1,19.5,0,8.02,0,27.52,0,0,95551
-50,0,21.36,0,,,23,Loleta,5917,Month-to-Month,United States,6112-KTHFQ,Stayed,0,0,Female,0,,"40.665952, -124.240051",40.665952,-124.240051,0,19.3,0,0,0,Offer D,0,0,1,0,Credit Card,1,1447,0,Q3,0,5,0,California,0,0,0,13,279.3,0,277.68,0,556.98,0,0,95551
-24,0,12.17,0,,,20,Loleta,4439,One Year,United States,7435-ZNUYY,Stayed,0,0,Male,0,,"40.665952, -124.240051",40.665952,-124.240051,0,20.6,0,0,0,Offer E,0,0,0,0,Credit Card,1,1447,0,Q3,0,3,0,California,0,0,0,6,116.6,0,73.02,0,189.62,1,0,95551
-74,5,0,1,Competitor,Competitor made better offer,67,Rio Dell,5688,Month-to-Month,United States,1768-ZAIFU,Churned,0,0,Female,1,Cable,"40.485849, -124.163234",40.485849,-124.163234,0,25.2,0,0,0,,0,0,1,0,Bank Withdrawal,0,3284,0,Q3,0,1,1,California,0,0,0,1,25.2,0,0,0,25.2,0,1,95562
-32,28,41.37,1,Competitor,Competitor made better offer,77,Rio Dell,4320,Month-to-Month,United States,7817-BOQPW,Churned,0,0,Female,1,Fiber Optic,"40.485849, -124.163234",40.485849,-124.163234,0,75.55,1,0,0,,0,0,1,0,Bank Withdrawal,1,3284,0,Q3,0,2,0,California,0,0,0,2,166.3,0,82.74,0,249.04,0,1,95562
-55,17,40.52,1,Competitor,Competitor offered more data,91,Rio Dell,4296,Two Year,United States,2530-ENDWQ,Churned,0,0,Female,1,Fiber Optic,"40.485849, -124.163234",40.485849,-124.163234,1,93.7,1,0,2,Offer A,0,0,1,1,Bank Withdrawal,1,3284,0,Q3,1,3,0,California,1,1,1,71,6585.35,0,2876.92,0,9462.27,0,1,95562
-52,17,27.87,0,,,67,Rio Dell,4318,Two Year,United States,1303-SRDOK,Stayed,1,0,Female,1,Fiber Optic,"40.485849, -124.163234",40.485849,-124.163234,1,69.05,0,2,3,Offer B,0,0,1,1,Credit Card,1,3284,0,Q3,1,3,0,California,0,0,0,55,3842.6,0,1532.85,0,5375.45,0,1,95562
-73,24,19.03,1,Competitor,Competitor made better offer,90,Davis,2230,Month-to-Month,United States,3793-MMFUH,Churned,0,0,Female,1,Fiber Optic,"38.544002, -121.685559",38.544002,-121.685559,0,95.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,648,0,Q3,0,1,1,California,1,1,1,13,1290,0,247.39,0,1537.39,0,1,95618
-37,18,38.28,1,Price,Long distance charges,93,Davis,2078,Month-to-Month,United States,7571-YXDAD,Churned,0,0,Female,1,Fiber Optic,"38.544002, -121.685559",38.544002,-121.685559,0,74.9,1,0,0,,0,0,0,0,Credit Card,1,648,0,Q3,0,1,0,California,0,0,0,2,147.15,0,76.56,0,223.71,0,1,95618
-25,52,24.59,0,,,49,Davis,5725,Two Year,United States,2160-GPFXD,Stayed,1,0,Male,1,DSL,"38.544002, -121.685559",38.544002,-121.685559,1,65.65,1,2,1,Offer B,1,1,1,1,Credit Card,1,648,1,Q3,1,3,0,California,0,0,0,54,3566.7,0,1327.86,0,4894.56,1,1,95618
-19,0,24.5,0,,,39,Davis,6245,Two Year,United States,8946-BFWSG,Stayed,1,0,Male,0,,"38.544002, -121.685559",38.544002,-121.685559,1,25.25,1,3,8,Offer B,0,0,0,1,Credit Card,1,648,0,Q3,1,5,0,California,0,0,0,63,1573.05,0,1543.5,0,3116.55,1,0,95618
-69,24,20.06,1,Competitor,Competitor made better offer,76,Folsom,4363,Month-to-Month,United States,6567-HOOPW,Churned,0,0,Female,1,Fiber Optic,"38.672638, -121.147403",38.672638,-121.147403,0,79.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,51855,0,Q3,0,3,1,California,0,0,1,1,79.2,0,20.06,0,99.26,0,1,95630
-56,23,39.37,1,Dissatisfaction,Product dissatisfaction,93,Folsom,4760,One Year,United States,7486-KSRVI,Churned,0,0,Male,1,Fiber Optic,"38.672638, -121.147403",38.672638,-121.147403,0,100,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,51855,1,Q3,0,1,0,California,1,1,1,43,4211.55,140,1692.91,0,6044.46,0,0,95630
-25,30,33.75,0,,,50,Folsom,4193,Two Year,United States,0238-WHBIQ,Stayed,1,1,Male,1,Cable,"38.672638, -121.147403",38.672638,-121.147403,1,89.7,1,1,10,Offer A,1,1,0,1,Credit Card,1,51855,1,Q3,1,3,0,California,1,1,1,72,6339.3,0,2430,0,8769.3,1,1,95630
-50,12,13.69,0,,,41,Folsom,2886,One Year,United States,3736-BLEPA,Stayed,0,0,Male,1,Fiber Optic,"38.672638, -121.147403",38.672638,-121.147403,0,91.25,0,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,51855,1,Q3,0,5,0,California,0,0,1,28,2483.65,0,383.32,0,2866.97,0,1,95630
-75,4,2.88,1,Competitor,Competitor had better devices,88,Madison,3369,Month-to-Month,United States,8621-MNIHH,Churned,0,1,Female,1,Fiber Optic,"38.674276, -121.961866",38.674276,-121.961866,1,94.25,1,0,1,,1,0,1,1,Bank Withdrawal,1,844,0,Q3,1,1,1,California,1,0,0,34,3217.55,0,97.92,0,3315.47,0,1,95653
-68,25,31.74,0,,,33,Madison,2069,Month-to-Month,United States,6048-QBXKL,Joined,0,0,Female,1,DSL,"38.674276, -121.961866",38.674276,-121.961866,0,56.55,1,0,0,Offer E,1,0,1,0,Credit Card,1,844,0,Q3,0,4,1,California,0,0,0,2,118.25,0,63.48,0,181.73,0,1,95653
-29,76,6.35,0,,,39,Madison,3239,Month-to-Month,United States,1406-PUQVY,Joined,1,0,Male,1,DSL,"38.674276, -121.961866",38.674276,-121.961866,0,49.9,0,1,0,Offer E,1,0,1,0,Bank Withdrawal,1,844,0,Q3,0,5,0,California,0,0,0,1,49.9,0,6.35,0,56.25,1,1,95653
-26,0,23.12,0,,,76,Madison,5662,Two Year,United States,0463-TXOAK,Stayed,1,0,Male,0,,"38.674276, -121.961866",38.674276,-121.961866,0,25.6,1,1,0,,0,0,0,0,Credit Card,1,844,0,Q3,0,3,0,California,0,0,0,52,1334.5,0,1202.24,0,2536.74,1,0,95653
-65,10,12.68,1,Competitor,Competitor had better devices,89,Pleasant Grove,2268,Month-to-Month,United States,5419-CONWX,Churned,0,1,Female,1,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,0,99.8,0,0,0,,1,0,1,0,Credit Card,1,901,0,Q3,0,1,1,California,1,1,1,4,442.85,0,50.72,0,493.57,0,1,95668
-39,16,49.33,1,Dissatisfaction,Network reliability,72,Pleasant Grove,6110,One Year,United States,8079-XRJRS,Churned,0,1,Male,1,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,1,89.75,1,0,5,Offer B,1,1,0,1,Bank Withdrawal,1,901,0,Q3,1,1,0,California,0,0,0,65,5769.6,0,3206.45,18.72,8957.33,0,1,95668
-40,57,39.52,0,,,25,Pleasant Grove,4024,Two Year,United States,0960-HUWBM,Stayed,1,1,Male,1,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,1,104.1,1,3,0,Offer B,0,0,1,1,Bank Withdrawal,1,901,1,Q3,0,4,0,California,1,1,1,65,6700.05,0,2568.8,0,9268.85,0,1,95668
-55,28,29.52,0,,,35,Pleasant Grove,4093,Month-to-Month,United States,5760-FXFVO,Stayed,0,0,Male,1,Fiber Optic,"38.833554, -121.498102",38.833554,-121.498102,0,78.95,0,0,0,Offer E,1,1,1,0,Bank Withdrawal,1,901,0,Q3,0,3,0,California,0,0,0,6,494.95,0,177.12,0,672.07,0,1,95668
-77,18,19.27,1,Other,Poor expertise of online support,72,Sheridan,4193,Month-to-Month,United States,7024-OHCCK,Churned,0,0,Female,1,Fiber Optic,"38.984756, -121.345074",38.984756,-121.345074,0,93.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,1219,0,Q3,0,3,1,California,1,0,1,2,170.85,0,38.54,0,209.39,0,1,95681
-68,28,0,0,,,63,Sheridan,2525,Two Year,United States,8070-AAWZP,Stayed,0,1,Male,1,Cable,"38.984756, -121.345074",38.984756,-121.345074,1,34.25,0,0,3,,0,0,0,1,Credit Card,0,1219,1,Q3,1,4,1,California,0,0,0,24,828.2,0,0,0,828.2,0,1,95681
-43,14,28.46,0,,,25,Sheridan,5509,Two Year,United States,0016-QLJIS,Stayed,1,1,Female,1,Cable,"38.984756, -121.345074",38.984756,-121.345074,1,90.45,1,1,3,,1,1,1,1,Credit Card,1,1219,1,Q3,1,3,0,California,1,1,1,65,5957.9,0,1849.9,0,7807.8,0,1,95681
-57,25,23.29,0,,,31,Sheridan,5425,Two Year,United States,2845-KDHVX,Stayed,0,1,Female,1,DSL,"38.984756, -121.345074",38.984756,-121.345074,1,68.3,0,0,9,,1,0,1,1,Credit Card,1,1219,1,Q3,1,5,0,California,1,1,0,64,4378.8,0,1490.56,0,5869.36,0,1,95681
-67,18,30.8,1,Attitude,Attitude of support person,83,Wheatland,5745,Month-to-Month,United States,5357-TZHPP,Churned,0,0,Male,1,Fiber Optic,"39.043387, -121.409837",39.043387,-121.409837,0,84.4,1,0,0,,0,0,1,0,Credit Card,1,3600,0,Q3,0,2,1,California,1,0,0,9,732.5,0,277.2,0,1009.7,0,1,95692
-58,12,47.83,1,Other,Moved,86,Wheatland,2937,Month-to-Month,United States,1541-ETJZO,Churned,0,1,Male,1,DSL,"39.043387, -121.409837",39.043387,-121.409837,0,62.05,1,0,0,Offer E,0,0,0,0,Mailed Check,1,3600,1,Q3,0,2,0,California,0,0,0,1,62.05,10,47.83,0,119.88,0,0,95692
-49,19,0,1,Competitor,Competitor had better devices,66,Wheatland,3704,Month-to-Month,United States,7851-FLGGQ,Churned,0,0,Male,1,Cable,"39.043387, -121.409837",39.043387,-121.409837,0,44.65,0,0,0,Offer E,1,0,1,0,Mailed Check,0,3600,1,Q3,0,1,0,California,1,1,0,1,44.65,0,0,0,44.65,0,1,95692
-40,19,0,0,,,21,Wheatland,5122,Two Year,United States,5762-TJXGK,Stayed,0,1,Female,1,DSL,"39.043387, -121.409837",39.043387,-121.409837,0,58.75,0,0,0,Offer B,1,1,1,0,Bank Withdrawal,0,3600,0,Q3,0,4,0,California,1,1,1,52,3038.55,0,0,0,3038.55,0,1,95692
-78,9,42.33,1,Competitor,Competitor had better devices,90,Rancho Cordova,4028,Month-to-Month,United States,0506-LVNGN,Churned,0,1,Female,1,Fiber Optic,"38.591134, -121.161585",38.591134,-121.161585,0,75.55,0,0,0,,0,0,1,0,Credit Card,1,299,0,Q3,0,1,1,California,0,0,0,5,349.65,0,211.65,0,561.3,0,1,95742
-36,10,45.03,1,Competitor,Competitor had better devices,84,Rancho Cordova,2098,One Year,United States,3058-HJCUY,Churned,0,1,Male,1,Fiber Optic,"38.591134, -121.161585",38.591134,-121.161585,1,102.6,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,299,1,Q3,1,1,0,California,1,1,1,41,4213.35,0,1846.23,2.93,6056.65,0,1,95742
-52,0,44.73,0,,,80,Rancho Cordova,3233,One Year,United States,8189-DUKMV,Stayed,0,0,Female,0,,"38.591134, -121.161585",38.591134,-121.161585,1,20.5,0,0,8,,0,0,0,1,Bank Withdrawal,1,299,0,Q3,1,5,0,California,0,0,0,4,79.05,0,178.92,0,257.97,0,0,95742
-34,17,35.55,0,,,71,Rancho Cordova,5477,Two Year,United States,6681-ZSEXG,Stayed,0,1,Male,1,DSL,"38.591134, -121.161585",38.591134,-121.161585,1,59.5,1,0,9,Offer B,1,0,0,1,Credit Card,1,299,0,Q3,1,5,0,California,0,0,0,56,3389.25,0,1990.8,0,5380.05,0,1,95742
-65,8,40.18,1,Competitor,Competitor made better offer,93,Canyon Dam,4458,Month-to-Month,United States,9809-IMGCQ,Churned,0,0,Male,1,Fiber Optic,"40.171312, -121.120605",40.171312,-121.120605,0,96.7,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,86,0,Q3,0,1,1,California,1,1,1,22,2082.95,100,883.96,0,3066.91,0,0,95923
-41,9,10.19,1,Competitor,Competitor made better offer,91,Canyon Dam,5824,Month-to-Month,United States,0511-JTEOY,Churned,0,0,Female,1,Fiber Optic,"40.171312, -121.120605",40.171312,-121.120605,0,71.1,0,0,0,Offer E,0,0,0,0,Mailed Check,1,86,0,Q3,0,2,0,California,0,0,0,1,71.1,0,10.19,0,81.29,0,1,95923
-28,59,20.41,0,,,77,Canyon Dam,4854,One Year,United States,4567-AKPIA,Stayed,1,1,Female,1,Fiber Optic,"40.171312, -121.120605",40.171312,-121.120605,1,109.1,1,2,3,,1,0,1,1,Bank Withdrawal,1,86,1,Q3,1,5,0,California,1,1,1,41,4454.25,0,836.81,0,5291.06,1,1,95923
-25,69,20.23,0,,,57,Canyon Dam,5465,Month-to-Month,United States,5084-OOVCJ,Stayed,1,0,Female,1,DSL,"40.171312, -121.120605",40.171312,-121.120605,1,55.35,0,3,1,,0,1,1,1,Credit Card,1,86,1,Q3,1,4,0,California,0,0,0,17,920.5,0,343.91,0,1264.41,1,1,95923
-74,9,39.97,1,Competitor,Competitor had better devices,69,Dobbins,5683,Month-to-Month,United States,3254-YRILK,Churned,0,0,Male,1,Fiber Optic,"39.381174, -121.21191",39.381174,-121.21191,0,88.2,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,614,0,Q3,0,1,1,California,0,0,1,19,1775.8,0,759.43,0,2535.23,0,1,95935
-34,25,41.14,1,Dissatisfaction,Service dissatisfaction,66,Dobbins,5411,One Year,United States,3685-YLCMQ,Churned,0,1,Male,1,Fiber Optic,"39.381174, -121.21191",39.381174,-121.21191,0,104.65,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,614,1,Q3,0,2,0,California,1,1,1,58,6219.6,40,2386.12,0,8645.72,0,0,95935
-24,0,27.54,0,,,68,Dobbins,5920,Month-to-Month,United States,7968-QUXNS,Stayed,0,0,Male,0,,"39.381174, -121.21191",39.381174,-121.21191,0,18.95,0,0,0,,0,0,0,0,Mailed Check,1,614,0,Q3,0,4,0,California,0,0,0,6,110.15,0,165.24,0,275.39,1,0,95935
-59,17,24.93,0,,,63,Dobbins,6021,One Year,United States,3807-BPOMJ,Stayed,0,0,Female,1,Fiber Optic,"39.381174, -121.21191",39.381174,-121.21191,1,94.75,0,0,6,Offer B,0,1,1,1,Bank Withdrawal,1,614,0,Q3,1,4,0,California,1,1,1,55,5276.1,0,1371.15,0,6647.25,0,1,95935
-70,19,46.38,1,Attitude,Attitude of support person,96,Forest Ranch,2099,Month-to-Month,United States,0529-ONKER,Churned,0,0,Male,1,Fiber Optic,"40.077028, -121.494168",40.077028,-121.494168,0,75.65,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,1351,0,Q3,0,3,1,California,0,0,0,15,1146.65,0,695.7,0,1842.35,0,1,95942
-63,11,0,0,,,24,Forest Ranch,3090,Month-to-Month,United States,6029-CSMJE,Stayed,0,0,Male,1,Cable,"40.077028, -121.494168",40.077028,-121.494168,0,25.65,0,0,0,,0,0,1,0,Mailed Check,0,1351,0,Q3,0,3,0,California,0,0,0,17,440.2,0,0,0,440.2,0,1,95942
-55,7,25.59,0,,,73,Forest Ranch,3185,Month-to-Month,United States,9972-NKTFD,Stayed,0,0,Female,1,Cable,"40.077028, -121.494168",40.077028,-121.494168,0,54.65,0,0,0,,1,0,0,0,Bank Withdrawal,1,1351,1,Q3,0,5,0,California,0,0,0,28,1517.5,0,716.52,0,2234.02,0,1,95942
-32,19,7.83,0,,,62,Forest Ranch,2299,Month-to-Month,United States,2669-QVCRG,Stayed,0,0,Female,1,Fiber Optic,"40.077028, -121.494168",40.077028,-121.494168,0,81.3,1,0,0,,0,1,1,0,Credit Card,1,1351,0,Q3,0,4,0,California,0,0,0,41,3190.65,0,321.03,0,3511.68,0,1,95942
-69,20,11.34,1,Competitor,Competitor had better devices,88,Grass Valley,3348,Month-to-Month,United States,5240-IJOQT,Churned,0,0,Male,1,Fiber Optic,"39.099204, -121.137962",39.099204,-121.137962,0,74.7,1,0,0,,0,0,1,0,Bank Withdrawal,1,17922,0,Q3,0,1,1,California,0,0,0,1,74.7,0,11.34,0,86.04,0,1,95949
-57,26,2.88,1,Competitor,Competitor had better devices,66,Grass Valley,5023,Month-to-Month,United States,3030-YZADT,Churned,0,0,Male,1,DSL,"39.099204, -121.137962",39.099204,-121.137962,0,44.95,0,0,0,Offer E,0,0,0,0,Mailed Check,1,17922,0,Q3,0,1,0,California,0,0,0,9,431,10,25.92,0,466.92,0,0,95949
-60,0,6.64,0,,,54,Grass Valley,4215,Month-to-Month,United States,7814-LEEVE,Joined,0,0,Female,0,,"39.099204, -121.137962",39.099204,-121.137962,1,20.3,0,0,7,,0,0,1,1,Bank Withdrawal,1,17922,0,Q3,1,5,0,California,0,0,0,1,20.3,0,6.64,0,26.94,0,0,95949
-44,23,14.21,0,,,71,Grass Valley,4696,Month-to-Month,United States,0419-YAAPX,Stayed,0,0,Male,1,Fiber Optic,"39.099204, -121.137962",39.099204,-121.137962,1,85.3,0,0,1,Offer B,1,0,1,1,Credit Card,1,17922,0,Q3,1,4,0,California,0,0,1,49,4297.95,0,696.29,0,4994.24,0,1,95949
-76,26,0,1,Competitor,Competitor had better devices,90,Nevada City,3884,Month-to-Month,United States,0661-XEYAN,Churned,0,0,Female,1,DSL,"39.333737, -120.858667",39.333737,-120.858667,0,25.8,0,0,0,,0,0,1,0,Mailed Check,0,17269,0,Q3,0,1,1,California,0,0,0,1,25.8,20,0,0,45.8,0,0,95959
-61,0,40.81,0,,,58,Nevada City,3000,One Year,United States,1834-WULEG,Stayed,1,0,Male,0,,"39.333737, -120.858667",39.333737,-120.858667,1,20.25,0,2,5,Offer C,0,0,0,1,Mailed Check,1,17269,0,Q3,1,4,0,California,0,0,0,24,439.75,0,979.44,0,1419.19,0,0,95959
-21,0,1.5,0,,,54,Nevada City,5057,Month-to-Month,United States,6654-QGBZZ,Joined,0,0,Female,0,,"39.333737, -120.858667",39.333737,-120.858667,0,19.9,0,0,0,,0,0,0,0,Credit Card,1,17269,0,Q3,0,5,0,California,0,0,0,1,19.9,0,1.5,0,21.4,1,0,95959
-47,0,17.2,0,,,71,Nevada City,3967,Two Year,United States,7945-PRBVF,Stayed,0,0,Male,0,,"39.333737, -120.858667",39.333737,-120.858667,0,21.45,0,0,0,,0,0,0,0,Bank Withdrawal,1,17269,0,Q3,0,3,0,California,0,0,0,35,705.45,0,602,0,1307.45,0,0,95959
-76,6,30.14,1,Competitor,Competitor made better offer,77,Fallbrook,4145,Month-to-Month,United States,7675-OZCZG,Churned,0,0,Female,1,DSL,"33.362575, -117.299644",33.362575,-117.299644,0,45,0,0,0,,0,0,0,0,Bank Withdrawal,1,42239,0,Q3,0,3,1,California,0,0,0,3,127.1,10,90.42,0,227.52,0,0,92028
-69,6,33.74,1,Competitor,Competitor made better offer,90,Fallbrook,5247,Month-to-Month,United States,8290-YWKHZ,Churned,0,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,93.2,1,0,1,,0,0,1,1,Bank Withdrawal,1,42239,0,Q3,1,3,1,California,1,0,1,32,2931,0,1079.68,17.88,3992.8,0,1,92028
-68,52,42.13,1,Competitor,Competitor made better offer,92,Fallbrook,4797,Month-to-Month,United States,2718-GAXQD,Churned,1,0,Female,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,1,46,0,3,1,Offer E,0,0,0,1,Bank Withdrawal,1,42239,0,Q3,1,1,1,California,0,0,0,4,181.6,0,168.52,0,350.12,0,1,92028
-73,27,10.19,1,Competitor,Competitor made better offer,75,Fallbrook,3444,Month-to-Month,United States,3096-JRDSO,Churned,0,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,104.3,1,0,5,Offer C,0,1,1,1,Bank Withdrawal,1,42239,1,Q3,1,1,1,California,1,0,1,27,2867.75,0,275.13,0,3142.88,0,1,92028
-73,11,31.27,1,Other,Don't know,94,Fallbrook,2394,Month-to-Month,United States,0723-DRCLG,Churned,0,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,74.45,1,0,1,,0,0,1,1,Bank Withdrawal,1,42239,0,Q3,1,2,1,California,0,0,0,1,74.45,10,31.27,0,115.72,0,0,92028
-75,8,10.61,1,Competitor,Competitor made better offer,77,Fallbrook,5839,Month-to-Month,United States,8361-LTMKD,Churned,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,74.4,1,0,0,,0,0,1,1,Mailed Check,1,42239,0,Q3,0,2,1,California,0,0,0,4,306.6,20,42.44,0,369.04,0,0,92028
-68,2,29.15,0,,,21,Fallbrook,4413,One Year,United States,5701-YVSVF,Stayed,0,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,82.9,0,0,9,Offer D,0,0,1,1,Bank Withdrawal,1,42239,1,Q3,1,4,1,California,0,0,1,11,880.05,0,320.65,0,1200.7,0,1,92028
-67,7,7.82,0,,,37,Fallbrook,4615,Two Year,United States,7351-KYHQH,Stayed,0,1,Female,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,0,64.95,0,0,0,,1,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,4,1,California,0,0,1,7,493.65,0,54.74,0,548.39,0,1,92028
-77,4,2.97,0,,,77,Fallbrook,5990,Two Year,United States,0141-YEAYS,Stayed,0,1,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,86.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,4,1,California,0,0,0,27,2401.05,0,80.19,0,2481.24,0,1,92028
-68,27,42.9,0,,,54,Fallbrook,4958,Two Year,United States,0531-ZZJWQ,Stayed,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,74,1,0,6,,0,0,1,1,Bank Withdrawal,1,42239,0,Q3,1,5,1,California,0,0,0,55,4052.4,0,2359.5,0,6411.9,0,1,92028
-50,22,9.67,1,Competitor,Competitor made better offer,82,Fallbrook,3394,Month-to-Month,United States,0742-MOABM,Churned,0,0,Male,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,1,50.05,0,0,2,,0,0,0,1,Credit Card,1,42239,1,Q3,1,2,0,California,0,0,0,4,179.35,0,38.68,0,218.03,0,1,92028
-49,14,11.12,1,Competitor,Competitor made better offer,68,Fallbrook,2887,Month-to-Month,United States,2957-LOLHO,Churned,0,0,Male,1,DSL,"33.362575, -117.299644",33.362575,-117.299644,0,45.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,3,0,California,0,0,0,12,518.9,0,133.44,0,652.34,0,1,92028
-61,11,31.09,1,Competitor,Competitor made better offer,66,Fallbrook,4192,Month-to-Month,United States,0306-JAELE,Churned,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,96.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,42239,1,Q3,0,1,0,California,1,1,1,5,453.4,0,155.45,0,608.85,0,1,92028
-54,20,7.62,1,Competitor,Competitor made better offer,90,Fallbrook,5863,Month-to-Month,United States,6599-RCLCJ,Churned,0,1,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,109.55,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,42239,1,Q3,1,2,0,California,1,1,1,47,5124.55,0,358.14,0,5482.69,0,0,92028
-49,19,29.18,1,Competitor,Competitor made better offer,78,Fallbrook,4786,Month-to-Month,United States,2845-HSJCY,Churned,0,1,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,87.25,1,0,1,,0,0,1,1,Bank Withdrawal,1,42239,0,Q3,1,2,0,California,1,1,0,14,1258.6,0,408.52,0,1667.12,0,1,92028
-27,52,24.83,1,Competitor,Competitor made better offer,90,Fallbrook,5115,Month-to-Month,United States,9734-UYXQI,Churned,0,0,Female,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,0,49.4,1,0,0,,0,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,1,0,California,0,1,0,2,106.55,0,49.66,0,156.21,1,1,92028
-22,58,44.77,1,Competitor,Competitor made better offer,94,Fallbrook,5074,One Year,United States,8945-MUQUF,Churned,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,94.8,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,42239,0,Q3,0,3,0,California,0,1,1,51,4837.6,0,2283.27,0,7120.87,1,1,92028
-38,16,5.62,1,Other,Poor expertise of online support,91,Fallbrook,4769,Month-to-Month,United States,1591-NFNLQ,Churned,0,1,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,80,1,0,0,,0,0,0,0,Credit Card,1,42239,0,Q3,0,3,0,California,0,0,0,51,4242.35,0,286.62,0,4528.97,0,1,92028
-33,19,48.82,1,Competitor,Competitor made better offer,67,Fallbrook,4612,Month-to-Month,United States,4013-UBXWQ,Churned,0,0,Female,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,0,74.65,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,42239,1,Q3,0,3,0,California,1,1,1,7,521.1,0,341.74,28.35,834.49,0,1,92028
-33,0,16.81,1,Competitor,Competitor made better offer,80,Fallbrook,5747,Month-to-Month,United States,3148-BLQJT,Churned,0,0,Male,0,,"33.362575, -117.299644",33.362575,-117.299644,0,20.1,0,0,0,Offer E,0,0,0,0,Credit Card,1,42239,0,Q3,0,1,0,California,0,0,0,1,20.1,0,16.81,0,36.91,0,0,92028
-41,23,36.91,1,Competitor,Competitor made better offer,68,Fallbrook,5762,Month-to-Month,United States,4210-QFJMF,Churned,0,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,79.15,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,1,0,California,1,1,0,4,317.25,0,147.64,0,464.89,0,1,92028
-63,3,44.73,1,Competitor,Competitor made better offer,75,Fallbrook,5861,Month-to-Month,United States,3746-EUBYR,Churned,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,74.6,1,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,42239,0,Q3,1,1,0,California,0,0,0,1,74.6,0,44.73,0,119.33,0,1,92028
-36,0,2.01,1,Competitor,Competitor made better offer,85,Fallbrook,5822,Month-to-Month,United States,9986-BONCE,Churned,0,0,Female,0,,"33.362575, -117.299644",33.362575,-117.299644,0,20.95,0,0,0,,0,0,0,0,Bank Withdrawal,1,42239,0,Q3,0,1,0,California,0,0,0,4,85.5,0,8.04,0,93.54,0,0,92028
-54,2,37.1,1,Competitor,Competitor made better offer,94,Fallbrook,2353,Month-to-Month,United States,8601-QACRS,Churned,0,0,Female,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,0,50.6,1,0,0,Offer E,0,0,1,0,Mailed Check,1,42239,0,Q3,0,2,0,California,0,0,0,5,249.95,20,185.5,0,455.45,0,0,92028
-37,2,8.38,1,Competitor,Competitor made better offer,84,Fallbrook,5035,Month-to-Month,United States,5923-GXUOC,Churned,0,1,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,104.4,0,0,0,,1,1,1,0,Bank Withdrawal,1,42239,0,Q3,0,1,0,California,1,1,1,10,1081.45,0,83.8,0,1165.25,0,1,92028
-46,11,24.9,1,Competitor,Competitor made better offer,91,Fallbrook,4655,Month-to-Month,United States,4432-ADRLB,Churned,0,0,Male,1,DSL,"33.362575, -117.299644",33.362575,-117.299644,0,44.65,0,0,0,,0,0,0,0,Mailed Check,1,42239,0,Q3,0,1,0,California,0,0,0,2,74.9,10,49.8,0,134.7,0,0,92028
-48,6,35.64,1,Other,Don't know,91,Fallbrook,3520,Month-to-Month,United States,9048-JVYVF,Churned,0,0,Male,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,0,69.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,42239,1,Q3,0,2,0,California,1,1,1,3,191.35,0,106.92,0,298.27,0,1,92028
-20,58,35.22,1,Competitor,Competitor made better offer,79,Fallbrook,4600,Month-to-Month,United States,9250-WYPLL,Churned,0,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,75.55,1,0,0,,0,0,0,0,Bank Withdrawal,1,42239,0,Q3,0,2,0,California,0,1,0,5,413.65,0,176.1,0,589.75,1,1,92028
-31,16,36.43,1,Competitor,Competitor made better offer,90,Fallbrook,5900,Month-to-Month,United States,1518-VOWAV,Churned,0,0,Female,1,DSL,"33.362575, -117.299644",33.362575,-117.299644,0,74.65,0,0,0,Offer E,1,1,1,0,Bank Withdrawal,1,42239,0,Q3,0,1,0,California,1,1,1,9,703.55,0,327.87,0,1031.42,0,1,92028
-22,59,30.61,1,Competitor,Competitor made better offer,66,Fallbrook,3780,Month-to-Month,United States,9451-LPGOO,Churned,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,86.8,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,2,0,California,1,1,0,7,620.35,0,214.27,0,834.62,1,1,92028
-56,10,30.35,0,,,75,Fallbrook,2444,Month-to-Month,United States,5175-WLYXL,Stayed,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,78.85,1,0,0,Offer D,1,0,1,0,Credit Card,1,42239,0,Q3,0,5,0,California,0,0,0,22,1600.25,50,667.7,0,2317.95,0,0,92028
-64,3,23.27,0,,,61,Fallbrook,4965,Two Year,United States,9637-CDTKZ,Stayed,0,1,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,114.1,1,0,6,,1,1,1,1,Credit Card,1,42239,1,Q3,1,3,0,California,1,1,1,72,8086.4,0,1675.44,0,9761.84,0,1,92028
-21,48,36.14,0,,,38,Fallbrook,4487,Two Year,United States,0602-DDUML,Stayed,0,1,Female,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,0,69.75,0,0,0,,1,0,0,0,Mailed Check,1,42239,1,Q3,0,3,0,California,0,1,1,57,3894.4,0,2059.98,0,5954.38,1,1,92028
-19,52,43.56,0,,,34,Fallbrook,4545,Month-to-Month,United States,4770-UEZOX,Joined,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,74.75,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,3,0,California,0,0,0,2,144.8,0,87.12,0,231.92,1,1,92028
-56,19,17.85,0,,,77,Fallbrook,4621,Month-to-Month,United States,8800-JOOCF,Stayed,1,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,84.05,1,1,0,,0,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,4,0,California,0,0,1,12,966.55,0,214.2,0,1180.75,0,1,92028
-28,0,13.89,0,,,46,Fallbrook,2107,Month-to-Month,United States,3007-FDPEA,Joined,0,0,Female,0,,"33.362575, -117.299644",33.362575,-117.299644,0,20.7,0,0,0,,0,0,1,0,Bank Withdrawal,1,42239,0,Q3,0,4,0,California,0,0,0,2,39.85,0,27.78,0,67.63,1,0,92028
-42,0,31.83,0,,,72,Fallbrook,5359,Month-to-Month,United States,6509-TSGWN,Stayed,1,0,Female,0,,"33.362575, -117.299644",33.362575,-117.299644,1,26.45,1,2,1,,0,0,0,1,Credit Card,1,42239,0,Q3,1,4,0,California,0,0,0,37,911.6,0,1177.71,0,2089.31,0,0,92028
-63,13,45.76,0,,,55,Fallbrook,5187,Month-to-Month,United States,9701-CDXHR,Stayed,0,0,Female,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,69.15,0,0,1,Offer B,0,0,0,1,Credit Card,1,42239,0,Q3,1,4,0,California,0,0,0,51,3649.6,110,2333.76,0,6093.36,0,0,92028
-55,53,10.36,0,,,38,Fallbrook,3087,Month-to-Month,United States,9921-EZKBY,Stayed,1,1,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,0,95.3,1,3,0,Offer C,0,1,1,0,Bank Withdrawal,1,42239,0,Q3,0,4,0,California,1,1,0,33,3275.15,0,341.88,0,3617.03,0,1,92028
-59,12,0,0,,,66,Fallbrook,2553,Month-to-Month,United States,2946-KIQSP,Stayed,0,1,Female,1,Cable,"33.362575, -117.299644",33.362575,-117.299644,0,33.45,0,0,0,Offer C,0,0,1,0,Credit Card,0,42239,1,Q3,0,5,0,California,0,0,0,35,1175.85,30,0,0,1205.85,0,0,92028
-38,0,31.78,0,,,69,Fallbrook,5748,Two Year,United States,4957-SREEC,Stayed,1,0,Male,0,,"33.362575, -117.299644",33.362575,-117.299644,1,20.35,0,1,2,Offer A,0,0,0,1,Credit Card,1,42239,0,Q3,1,5,0,California,0,0,0,70,1458.1,0,2224.6,35.44,3647.26,0,0,92028
-23,82,9.07,0,,,69,Fallbrook,4200,One Year,United States,7696-AMHOD,Stayed,1,1,Female,1,DSL,"33.362575, -117.299644",33.362575,-117.299644,1,78,0,1,10,,1,0,0,1,Credit Card,1,42239,0,Q3,1,5,0,California,1,1,1,49,3824.2,0,444.43,0,4268.63,1,1,92028
-27,85,3.86,0,,,65,Fallbrook,5973,Two Year,United States,6257-DTAYD,Stayed,0,0,Male,1,Fiber Optic,"33.362575, -117.299644",33.362575,-117.299644,1,104.15,1,0,1,Offer A,1,0,1,1,Credit Card,1,42239,1,Q3,1,4,0,California,1,1,1,71,7365.3,0,274.06,0,7639.36,1,1,92028
-77,19,6.97,1,Competitor,Competitor made better offer,69,Lewiston,5374,Month-to-Month,United States,9391-EOYLI,Churned,0,0,Male,1,Fiber Optic,"40.704293, -122.803899",40.704293,-122.803899,1,80.45,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,1845,0,Q3,1,2,1,California,1,0,0,12,950.2,0,83.64,0,1033.84,0,1,96052
-65,4,0,1,Competitor,Competitor had better devices,85,Lewiston,5971,Month-to-Month,United States,5233-GEEAX,Churned,0,1,Male,1,DSL,"40.704293, -122.803899",40.704293,-122.803899,0,29.4,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,1845,0,Q3,0,1,1,California,0,0,0,8,221.9,0,0,0,221.9,0,1,96052
-26,48,39.84,1,Price,Price too high,80,Lewiston,2473,One Year,United States,0520-FDVVT,Churned,0,1,Male,1,Fiber Optic,"40.704293, -122.803899",40.704293,-122.803899,0,102.35,0,0,0,,1,0,1,0,Bank Withdrawal,1,1845,0,Q3,0,3,0,California,1,1,1,35,3626.1,0,1394.4,0,5020.5,1,1,96052
-58,2,8.97,0,,,46,Lewiston,4653,Month-to-Month,United States,9938-EKRGF,Stayed,0,1,Female,1,Cable,"40.704293, -122.803899",40.704293,-122.803899,0,84.45,0,0,0,Offer D,1,1,0,0,Mailed Check,1,1845,1,Q3,0,3,0,California,1,1,1,15,1287.85,0,134.55,0,1422.4,0,1,96052
-74,11,6.51,1,Competitor,Competitor made better offer,81,Palo Cedro,2803,Month-to-Month,United States,2761-OCIAX,Churned,0,0,Male,1,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,0,74.7,0,0,0,,1,0,1,0,Bank Withdrawal,1,4931,0,Q3,0,2,1,California,0,0,0,2,165.4,0,13.02,0,178.42,0,1,96073
-21,69,41.72,1,Competitor,Competitor offered higher download speeds,95,Palo Cedro,5552,Month-to-Month,United States,1565-RHDJD,Churned,0,1,Female,1,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,0,84.05,1,0,0,,1,0,0,0,Bank Withdrawal,1,4931,0,Q3,0,3,0,California,0,1,0,4,333.55,0,166.88,0,500.43,1,1,96073
-42,13,24.19,0,,,59,Palo Cedro,5425,Two Year,United States,8853-TZDGH,Stayed,0,1,Female,1,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,0,111.6,1,0,0,,1,0,1,0,Bank Withdrawal,1,4931,1,Q3,0,5,0,California,1,1,1,72,8012.75,0,1741.68,0,9754.43,0,1,96073
-20,51,20.51,0,,,80,Palo Cedro,5016,One Year,United States,6728-VOIFY,Stayed,0,0,Female,1,Fiber Optic,"40.582399, -122.195512",40.582399,-122.195512,1,96,0,0,5,Offer B,1,0,1,1,Bank Withdrawal,1,4931,0,Q3,1,3,0,California,1,1,1,63,6109.75,30,1292.13,0,7431.88,1,0,96073
-77,20,49.6,1,Competitor,Competitor made better offer,91,Round Mountain,3106,Month-to-Month,United States,3068-OMWZA,Churned,0,1,Male,1,Fiber Optic,"40.923558, -122.059933",40.923558,-122.059933,0,88.8,1,0,0,,0,0,1,0,Bank Withdrawal,1,459,0,Q3,0,1,1,California,0,0,1,1,88.8,10,49.6,0,148.4,0,0,96084
-58,28,32.27,0,,,33,Round Mountain,3937,One Year,United States,1536-YHDOE,Stayed,1,0,Male,1,Cable,"40.923558, -122.059933",40.923558,-122.059933,1,62.1,1,3,10,,0,1,1,1,Credit Card,1,459,1,Q3,1,3,0,California,0,0,0,17,1096.65,0,548.59,0,1645.24,0,1,96084
-39,12,49.69,0,,,33,Round Mountain,4800,Month-to-Month,United States,0114-PEGZZ,Stayed,0,1,Female,1,Fiber Optic,"40.923558, -122.059933",40.923558,-122.059933,0,107.55,1,0,0,,1,0,0,0,Bank Withdrawal,1,459,0,Q3,0,3,0,California,1,1,1,33,3645.5,0,1639.77,0,5285.27,0,1,96084
-38,0,30.01,0,,,46,Round Mountain,5518,One Year,United States,0661-KQHNK,Stayed,1,0,Female,0,,"40.923558, -122.059933",40.923558,-122.059933,1,19,0,3,0,,0,0,0,1,Credit Card,1,459,0,Q3,0,5,0,California,0,0,0,6,105.5,0,180.06,0,285.56,0,0,96084
-76,5,1.47,1,Competitor,Competitor made better offer,82,San Diego,3861,Month-to-Month,United States,4154-AQUGT,Churned,0,0,Male,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,1,89.05,0,0,1,Offer D,1,0,1,1,Bank Withdrawal,1,28201,1,Q3,1,1,1,California,1,0,0,13,1169.35,0,19.11,0,1188.46,0,1,92130
-77,23,31.17,1,Competitor,Competitor made better offer,95,San Diego,2740,Month-to-Month,United States,8017-LXHFA,Churned,0,0,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,94.75,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,28201,0,Q3,0,2,1,California,1,0,1,23,2293.6,0,716.91,0,3010.51,0,1,92130
-80,6,36.82,1,Competitor,Competitor made better offer,90,San Diego,3209,Month-to-Month,United States,4248-QPAVC,Churned,0,1,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,1,85.35,1,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,28201,0,Q3,1,1,1,California,0,0,0,17,1463.45,0,625.94,0,2089.39,0,1,92130
-68,2,40.93,1,Competitor,Competitor made better offer,93,San Diego,3797,Month-to-Month,United States,4690-LLKUA,Churned,0,0,Male,1,DSL,"32.957195, -117.202542",32.957195,-117.202542,0,45.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,28201,0,Q3,0,1,1,California,0,0,0,17,770.6,0,695.81,0,1466.41,0,1,92130
-79,17,9.53,1,Competitor,Competitor made better offer,90,San Diego,4871,Month-to-Month,United States,9490-DFPMD,Churned,0,0,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,84.65,1,0,0,,0,0,1,0,Bank Withdrawal,1,28201,0,Q3,0,2,1,California,0,0,1,42,3541.35,0,400.26,0,3941.61,0,1,92130
-65,16,42.3,1,Competitor,Competitor made better offer,92,San Diego,5001,Month-to-Month,United States,8580-AECUZ,Churned,0,0,Male,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,79.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,28201,0,Q3,0,3,1,California,0,0,1,1,79.1,0,42.3,0,121.4,0,1,92130
-33,19,30.06,1,Competitor,Competitor made better offer,84,San Diego,5654,Month-to-Month,United States,6032-KRXXO,Churned,0,0,Male,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,90.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,28201,0,Q3,0,2,0,California,1,1,1,30,2755.35,0,901.8,0,3657.15,0,1,92130
-51,26,47.57,1,Competitor,Competitor made better offer,89,San Diego,4780,Month-to-Month,United States,7459-RRWQZ,Churned,0,0,Female,1,DSL,"32.957195, -117.202542",32.957195,-117.202542,0,64.65,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,28201,0,Q3,0,1,0,California,1,1,0,15,994.55,0,713.55,0,1708.1,0,1,92130
-34,10,28.4,1,Competitor,Competitor made better offer,65,San Diego,4421,One Year,United States,3092-IGHWF,Churned,0,1,Male,1,Cable,"32.957195, -117.202542",32.957195,-117.202542,1,87.4,1,0,1,Offer A,1,0,0,1,Bank Withdrawal,1,28201,0,Q3,1,2,0,California,0,0,0,67,5918.8,0,1902.8,0,7821.6,0,1,92130
-32,17,19.07,1,Competitor,Competitor made better offer,68,San Diego,5874,Month-to-Month,United States,6352-TWCAU,Churned,0,0,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,86.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,28201,0,Q3,0,1,0,California,0,0,1,35,3029.1,0,667.45,0,3696.55,0,1,92130
-21,48,19.16,1,Competitor,Competitor made better offer,90,San Diego,4886,One Year,United States,2929-QNSRW,Churned,0,0,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,1,98.25,1,0,1,,1,0,1,1,Bank Withdrawal,1,28201,0,Q3,1,1,0,California,1,1,1,56,5508.35,150,1072.96,0,6731.31,1,0,92130
-46,25,31.75,1,Competitor,Competitor made better offer,92,San Diego,5105,Month-to-Month,United States,1262-OPMFY,Churned,0,1,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,1,75.75,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,28201,0,Q3,1,3,0,California,0,0,0,9,655.9,0,285.75,0,941.65,0,1,92130
-55,4,24.73,1,Other,Don't know,89,San Diego,5898,One Year,United States,1899-VXWXM,Churned,0,1,Male,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,106.1,1,0,0,,1,0,1,0,Credit Card,1,28201,0,Q3,0,1,0,California,1,1,1,48,5082.8,0,1187.04,0,6269.84,0,1,92130
-23,76,7.99,1,Competitor,Competitor made better offer,89,San Diego,3410,Month-to-Month,United States,3331-HQDTW,Churned,0,1,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,109.8,1,0,0,,1,1,1,0,Credit Card,1,28201,0,Q3,0,1,0,California,1,1,1,34,3587.25,0,271.66,0,3858.91,1,1,92130
-61,19,13.33,1,Competitor,Competitor made better offer,91,San Diego,3469,Month-to-Month,United States,5442-XSDCW,Churned,0,0,Male,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,1,79.5,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,28201,0,Q3,1,1,0,California,0,0,1,11,868.5,50,146.63,0,1065.13,0,0,92130
-30,59,34.47,1,Competitor,Competitor made better offer,89,San Diego,2850,Month-to-Month,United States,3049-NDXFL,Churned,0,0,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,85.8,1,0,0,Offer E,0,0,0,0,Credit Card,1,28201,0,Q3,0,3,0,California,1,1,0,1,85.8,0,34.47,0,120.27,0,1,92130
-31,26,30.95,1,Competitor,Competitor made better offer,89,San Diego,5365,Month-to-Month,United States,7786-WBJYI,Churned,0,0,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,77.95,1,0,0,,1,0,0,0,Bank Withdrawal,1,28201,0,Q3,0,2,0,California,0,0,0,4,305.55,0,123.8,0,429.35,0,1,92130
-62,18,38.66,1,Competitor,Competitor made better offer,82,San Diego,5795,Month-to-Month,United States,3716-BDVDB,Churned,0,0,Male,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,69.1,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,28201,0,Q3,0,1,0,California,0,0,0,1,69.1,0,38.66,0,107.76,0,1,92130
-62,20,38.53,1,Competitor,Competitor made better offer,91,San Diego,2847,Month-to-Month,United States,5884-GCYMI,Churned,0,0,Male,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,0,69.4,0,0,0,Offer E,0,0,0,0,Mailed Check,1,28201,0,Q3,0,1,0,California,0,0,0,1,69.4,0,38.53,0,107.93,0,1,92130
-63,24,7.01,1,Competitor,Competitor made better offer,94,San Diego,5255,Month-to-Month,United States,3976-BWUCK,Churned,0,0,Female,1,Fiber Optic,"32.957195, -117.202542",32.957195,-117.202542,1,94.1,1,0,1,,1,0,1,1,Credit Card,1,28201,1,Q3,1,3,0,California,0,0,1,30,2804.45,0,210.3,0,3014.75,0,1,92130
-52,8,23.45,0,,,48,San Diego,6149,Two Year,United States,2863-IMQDR,Stayed,0,1,Female,1,DSL,"32.957195, -117.202542",32.957195,-117.202542,0,89.65,1,0,0,,1,1,0,0,Bank Withdrawal,1,28201,1,Q3,0,3,0,California,1,1,1,61,5308.7,0,1430.45,0,6739.15,0,1,92130
-54,12,14.88,0,,,78,San Diego,3172,Month-to-Month,United States,3090-LETTY,Joined,1,0,Male,1,DSL,"32.957195, -117.202542",32.957195,-117.202542,0,60.95,1,2,0,,1,1,0,0,Bank Withdrawal,1,28201,0,Q3,0,4,0,California,0,0,0,2,134.6,0,29.76,0,164.36,0,1,92130
-68,12,39.78,1,Competitor,Competitor made better offer,91,San Diego,3438,Month-to-Month,United States,5047-LHVLY,Churned,0,1,Male,1,Cable,"32.898613, -117.202937",32.898613,-117.202937,0,50.15,0,0,0,Offer E,0,0,1,0,Mailed Check,1,4258,0,Q3,0,2,1,California,0,0,0,1,50.15,0,39.78,0,89.93,0,1,92121
-76,21,12.91,1,Competitor,Competitor made better offer,95,San Diego,3543,Month-to-Month,United States,8058-JMEQO,Churned,0,0,Female,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,0,84.45,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,4258,0,Q3,0,3,1,California,1,0,0,9,762.5,0,116.19,0,878.69,0,1,92121
-74,13,3.84,1,Competitor,Competitor made better offer,95,San Diego,3763,Month-to-Month,United States,9248-OJYKK,Churned,0,0,Male,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,0,76.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,4258,0,Q3,0,3,1,California,0,0,0,1,76.45,10,3.84,0,90.29,0,0,92121
-79,18,34.01,1,Competitor,Competitor made better offer,94,San Diego,4703,Month-to-Month,United States,3398-FSHON,Churned,0,0,Female,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,0,91.3,1,0,0,,1,0,1,0,Bank Withdrawal,1,4258,0,Q3,0,2,1,California,0,0,1,12,1094.5,0,408.12,0,1502.62,0,1,92121
-69,6,47.9,1,Competitor,Competitor made better offer,90,San Diego,5750,Month-to-Month,United States,3319-DWOEP,Churned,0,1,Male,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,1,95.75,0,0,0,Offer E,0,0,1,1,Bank Withdrawal,1,4258,0,Q3,0,3,1,California,1,0,1,6,573.75,0,287.4,0,861.15,0,1,92121
-21,69,9.41,1,Competitor,Competitor made better offer,78,San Diego,5925,Month-to-Month,United States,4190-MFLUW,Churned,0,1,Female,1,Cable,"32.898613, -117.202937",32.898613,-117.202937,1,55.2,0,0,6,,0,0,0,1,Credit Card,1,4258,1,Q3,1,1,0,California,0,0,0,10,528.35,0,94.1,0,622.45,1,1,92121
-41,18,22.11,1,Competitor,Competitor made better offer,78,San Diego,5973,Month-to-Month,United States,7825-GKXMW,Churned,0,0,Female,1,DSL,"32.898613, -117.202937",32.898613,-117.202937,0,45.8,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,4258,0,Q3,0,1,0,California,0,0,0,1,45.8,10,22.11,0,77.91,0,0,92121
-44,21,0,1,Competitor,Competitor made better offer,91,San Diego,5825,Month-to-Month,United States,4430-UZIPO,Churned,0,0,Male,1,DSL,"32.898613, -117.202937",32.898613,-117.202937,0,36.85,0,0,0,Offer E,1,0,1,0,Mailed Check,0,4258,1,Q3,0,1,0,California,0,0,0,3,108.7,0,0,0,108.7,0,1,92121
-59,0,31.14,1,Competitor,Competitor made better offer,73,San Diego,4672,Month-to-Month,United States,5688-KZTSN,Churned,1,0,Male,0,,"32.898613, -117.202937",32.898613,-117.202937,1,20,0,3,1,,0,0,1,1,Bank Withdrawal,1,4258,0,Q3,1,1,0,California,0,0,0,15,288.05,0,467.1,0,755.15,0,0,92121
-60,4,19.08,1,Other,Don't know,92,San Diego,2341,Month-to-Month,United States,6518-LGAOV,Churned,0,1,Female,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,1,105,1,0,1,,0,0,1,1,Bank Withdrawal,1,4258,1,Q3,1,1,0,California,1,1,1,38,4026.4,0,725.04,0,4751.44,0,1,92121
-20,51,0,1,Competitor,Competitor made better offer,91,San Diego,5421,Month-to-Month,United States,7242-QZLXF,Churned,1,0,Male,1,Cable,"32.898613, -117.202937",32.898613,-117.202937,0,25.3,0,3,0,,0,0,1,0,Bank Withdrawal,0,4258,0,Q3,0,2,0,California,0,0,0,1,25.3,10,0,0,35.3,1,0,92121
-22,59,33.53,1,Competitor,Competitor made better offer,90,San Diego,5866,One Year,United States,4576-CSAJH,Churned,0,0,Male,1,DSL,"32.898613, -117.202937",32.898613,-117.202937,0,55.15,0,0,0,,1,0,1,0,Credit Card,1,4258,1,Q3,0,3,0,California,0,0,0,22,1193.05,0,737.66,0,1930.71,1,1,92121
-25,0,4.11,1,Competitor,Competitor made better offer,90,San Diego,4389,Month-to-Month,United States,1000-AJSLD,Churned,0,0,Male,0,,"32.898613, -117.202937",32.898613,-117.202937,0,20.1,0,0,0,,0,0,1,0,Mailed Check,1,4258,0,Q3,0,1,0,California,0,0,0,1,20.1,0,4.11,0,24.21,1,0,92121
-49,28,4.99,1,Competitor,Competitor made better offer,90,San Diego,2100,Month-to-Month,United States,1062-LHZOD,Churned,0,0,Male,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,1,69.9,0,0,0,,0,0,1,1,Mailed Check,1,4258,0,Q3,0,1,0,California,0,0,0,1,69.9,0,4.99,0,74.89,0,1,92121
-39,27,49.64,1,Competitor,Competitor made better offer,90,San Diego,3370,Month-to-Month,United States,9600-NAXZN,Churned,0,0,Male,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,0,101.4,1,0,0,,1,0,1,0,Bank Withdrawal,1,4258,0,Q3,0,1,0,California,1,1,1,43,4528,0,2134.52,0,6662.52,0,1,92121
-34,15,41.77,1,Competitor,Competitor made better offer,90,San Diego,4424,Month-to-Month,United States,6457-USBER,Churned,0,0,Male,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,0,80.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,4258,0,Q3,0,3,0,California,1,1,0,1,80.8,0,41.77,0,122.57,0,1,92121
-44,20,37.29,1,Competitor,Competitor made better offer,90,San Diego,5344,Month-to-Month,United States,4662-EKDPQ,Churned,0,0,Male,1,Cable,"32.898613, -117.202937",32.898613,-117.202937,0,62.05,1,0,0,,0,0,0,0,Bank Withdrawal,1,4258,0,Q3,0,1,0,California,1,1,0,2,118.3,0,74.58,0,192.88,0,1,92121
-63,0,34.22,0,,,52,San Diego,5212,One Year,United States,6563-VRERX,Stayed,0,0,Male,0,,"32.898613, -117.202937",32.898613,-117.202937,1,20.6,0,0,2,,0,0,0,1,Credit Card,1,4258,0,Q3,1,5,0,California,0,0,0,33,690.25,0,1129.26,0,1819.51,0,0,92121
-40,28,22.3,0,,,65,San Diego,3511,Month-to-Month,United States,5989-PGKJB,Stayed,0,0,Female,1,Fiber Optic,"32.898613, -117.202937",32.898613,-117.202937,0,86.25,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,4258,0,Q3,0,5,0,California,1,1,0,16,1340.1,0,356.8,0,1696.9,0,1,92121
-50,16,4.11,0,,,49,San Diego,4412,Two Year,United States,6439-PKTRR,Stayed,1,1,Female,1,Cable,"32.898613, -117.202937",32.898613,-117.202937,1,80.7,1,2,6,Offer A,1,1,0,1,Bank Withdrawal,1,4258,1,Q3,1,4,0,California,0,0,1,70,5617.95,0,287.7,0,5905.65,0,1,92121
-72,15,34.51,1,Competitor,Competitor had better devices,96,Hermosa Beach,3438,Month-to-Month,United States,8375-DKEBR,Churned,0,0,Female,1,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,0,69.6,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,18693,0,Q3,0,1,1,California,0,0,0,1,69.6,0,34.51,0,104.11,0,1,90254
-78,18,17.73,1,Price,Price too high,67,Hermosa Beach,4225,Month-to-Month,United States,5561-NWEVX,Churned,0,1,Female,1,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,1,79.2,1,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,18693,0,Q3,1,3,1,California,0,0,0,2,172.85,0,35.46,0,208.31,0,1,90254
-33,13,21.23,1,Dissatisfaction,Product dissatisfaction,88,Hermosa Beach,5838,Month-to-Month,United States,8185-UPYBR,Churned,0,0,Male,1,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,1,75.5,1,0,4,,0,0,1,1,Bank Withdrawal,1,18693,0,Q3,1,1,0,California,0,0,0,6,438,0,127.38,0,565.38,0,1,90254
-48,0,22.49,0,,,78,Hermosa Beach,5741,One Year,United States,3887-PBQAO,Stayed,0,0,Female,0,,"33.86532, -118.396336",33.86532,-118.396336,1,25.9,1,0,4,Offer B,0,0,1,1,Credit Card,1,18693,0,Q3,1,4,0,California,0,0,0,45,1216.6,0,1012.05,0,2228.65,0,0,90254
-45,24,45.39,0,,,80,Hermosa Beach,2317,Month-to-Month,United States,3955-JBZZM,Stayed,0,0,Male,1,Fiber Optic,"33.86532, -118.396336",33.86532,-118.396336,0,78.8,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,18693,0,Q3,0,3,0,California,0,0,1,20,1641.3,0,907.8,0,2549.1,0,1,90254
-66,23,27.95,1,Attitude,Attitude of support person,89,Buena Park,3380,Month-to-Month,United States,7279-BUYWN,Churned,0,1,Female,1,Fiber Optic,"33.845706, -118.012204",33.845706,-118.012204,0,113.2,1,0,0,,1,1,1,0,Bank Withdrawal,1,44442,0,Q3,0,1,1,California,1,1,1,41,4689.5,0,1145.95,0,5835.45,0,1,90620
-74,21,9.86,1,Price,Long distance charges,96,Buena Park,4407,Month-to-Month,United States,0685-MLYYM,Churned,0,0,Female,1,Fiber Optic,"33.845706, -118.012204",33.845706,-118.012204,0,70.75,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,44442,0,Q3,0,2,1,California,0,0,0,2,154.85,0,19.72,0,174.57,0,1,90620
-53,0,31.62,0,,,59,Buena Park,5918,Two Year,United States,8402-OOOHJ,Stayed,0,0,Female,0,,"33.845706, -118.012204",33.845706,-118.012204,0,20.65,0,0,0,,0,0,0,0,Credit Card,1,44442,0,Q3,0,5,0,California,0,0,0,41,835.15,0,1296.42,0,2131.57,0,0,90620
-54,13,0,0,,,55,Buena Park,4093,Two Year,United States,1837-YQUCE,Stayed,0,1,Female,1,DSL,"33.845706, -118.012204",33.845706,-118.012204,0,58.35,0,0,0,Offer A,0,1,1,0,Bank Withdrawal,0,44442,1,Q3,0,3,0,California,1,1,1,70,4214.25,0,0,0,4214.25,0,1,90620
-25,0,45.64,0,,,34,Buena Park,4170,One Year,United States,2821-WARNZ,Stayed,1,0,Female,0,,"33.845706, -118.012204",33.845706,-118.012204,0,19.45,0,1,0,,0,0,0,0,Credit Card,1,44442,0,Q3,0,5,0,California,0,0,0,49,921.3,0,2236.36,0,3157.66,1,0,90620
-68,4,26.11,1,Competitor,Competitor had better devices,76,Buena Park,5394,Month-to-Month,United States,7156-MHUGY,Churned,0,0,Male,1,Fiber Optic,"33.874224, -117.993368",33.874224,-117.993368,0,90.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,33528,0,Q3,0,1,1,California,1,1,1,13,1201.15,140,339.43,29.84,1650.74,0,0,90621
-68,9,0,0,,,48,Buena Park,4118,Month-to-Month,United States,0749-IRGQE,Stayed,0,0,Female,1,DSL,"33.874224, -117.993368",33.874224,-117.993368,1,45.3,0,0,5,,0,0,0,1,Bank Withdrawal,0,33528,0,Q3,1,4,1,California,1,0,1,13,528.45,0,0,0,528.45,0,1,90621
-47,13,11.86,1,Dissatisfaction,Service dissatisfaction,82,Buena Park,3677,Month-to-Month,United States,2947-DOMLJ,Churned,1,0,Male,1,Cable,"33.874224, -117.993368",33.874224,-117.993368,0,50.6,0,2,0,,0,1,0,0,Credit Card,1,33528,0,Q3,0,1,0,California,0,0,0,1,50.6,0,11.86,0,62.46,0,1,90621
-33,15,48.17,0,,,28,Buena Park,3796,Month-to-Month,United States,9445-ZUEQE,Stayed,1,0,Male,1,Fiber Optic,"33.874224, -117.993368",33.874224,-117.993368,1,85.2,1,1,1,Offer C,1,0,1,1,Credit Card,1,33528,1,Q3,1,3,0,California,0,0,0,27,2151.6,30,1300.59,0,3482.19,0,0,90621
-33,53,17.75,0,,,33,Buena Park,5697,Month-to-Month,United States,4879-GZLFH,Stayed,1,1,Female,1,Fiber Optic,"33.874224, -117.993368",33.874224,-117.993368,1,92.15,0,3,10,,0,0,1,1,Bank Withdrawal,1,33528,0,Q3,1,5,0,California,1,1,1,42,3875.4,0,745.5,0,4620.9,0,1,90621
-69,23,5.99,1,Attitude,Attitude of support person,94,Long Beach,4584,Month-to-Month,United States,9606-PBKBQ,Churned,0,0,Male,1,Fiber Optic,"33.781086, -118.199049",33.781086,-118.199049,1,85,1,0,1,,0,0,1,1,Bank Withdrawal,1,63136,0,Q3,1,1,1,California,1,1,0,32,2642.05,0,191.68,49.57,2784.16,0,1,90813
-37,0,48.06,0,,,72,Long Beach,2173,One Year,United States,2749-CTKAJ,Stayed,0,0,Male,0,,"33.781086, -118.199049",33.781086,-118.199049,1,20.15,0,0,3,,0,0,0,1,Credit Card,1,63136,0,Q3,1,5,0,California,0,0,0,22,419.9,0,1057.32,0,1477.22,0,0,90813
-49,14,36.41,0,,,61,Long Beach,4149,Month-to-Month,United States,8400-WZICQ,Stayed,1,0,Female,1,DSL,"33.781086, -118.199049",33.781086,-118.199049,1,55.7,0,2,9,Offer B,1,1,0,1,Bank Withdrawal,1,63136,0,Q3,1,3,0,California,0,0,0,55,3131.8,0,2002.55,34.16,5100.19,0,1,90813
-23,41,4.32,0,,,27,Long Beach,6208,Two Year,United States,9258-CNWAC,Stayed,1,1,Female,1,Fiber Optic,"33.781086, -118.199049",33.781086,-118.199049,1,113.65,1,2,2,Offer A,1,1,0,1,Credit Card,1,63136,1,Q3,1,4,0,California,1,1,1,71,8166.8,0,306.72,0,8473.52,1,1,90813
-55,0,20.98,0,,,60,Long Beach,6053,Two Year,United States,5115-SQAAU,Stayed,1,0,Female,0,,"33.781086, -118.199049",33.781086,-118.199049,1,25.6,1,1,5,,0,0,1,1,Bank Withdrawal,1,63136,0,Q3,1,4,0,California,0,0,0,69,1673.4,0,1447.62,28.09,3092.93,0,0,90813
-76,10,49.6,1,Competitor,Competitor had better devices,75,South Pasadena,2712,Month-to-Month,United States,3536-IQCTX,Churned,0,0,Male,1,Fiber Optic,"34.110444, -118.156957",34.110444,-118.156957,1,85.3,1,0,1,,0,0,0,1,Bank Withdrawal,1,23984,0,Q3,1,1,1,California,1,1,0,32,2661.1,0,1587.2,0,4248.3,0,1,91030
-54,21,2.41,1,Other,Don't know,93,South Pasadena,2265,Month-to-Month,United States,7599-FKVXZ,Churned,0,1,Male,1,Fiber Optic,"34.110444, -118.156957",34.110444,-118.156957,1,106.15,1,0,1,,0,0,1,1,Bank Withdrawal,1,23984,1,Q3,1,1,0,California,1,1,1,42,4512.7,0,101.22,0,4613.92,0,1,91030
-64,18,25.67,1,Competitor,Competitor made better offer,67,South Pasadena,2120,Month-to-Month,United States,2982-VPSGI,Churned,0,0,Female,1,Fiber Optic,"34.110444, -118.156957",34.110444,-118.156957,1,94,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,23984,0,Q3,1,1,0,California,1,1,1,11,1078.9,0,282.37,0,1361.27,0,1,91030
-59,0,45.54,0,,,62,South Pasadena,3990,Month-to-Month,United States,1159-WFSGR,Stayed,1,0,Female,0,,"34.110444, -118.156957",34.110444,-118.156957,1,20.4,0,2,3,Offer D,0,0,0,1,Bank Withdrawal,1,23984,0,Q3,1,4,0,California,0,0,0,16,321.4,0,728.64,0,1050.04,0,0,91030
-22,41,0,0,,,23,South Pasadena,4416,Month-to-Month,United States,9572-WUKSB,Joined,0,0,Male,1,DSL,"34.110444, -118.156957",34.110444,-118.156957,1,29.9,0,0,5,,0,0,1,1,Bank Withdrawal,0,23984,1,Q3,1,3,0,California,0,0,0,3,92.25,0,0,0,92.25,1,1,91030
-70,3,0,1,Attitude,Attitude of support person,82,Glendale,5172,Month-to-Month,United States,3132-TVFDZ,Churned,0,0,Male,1,Cable,"34.167926, -118.267539",34.167926,-118.267539,1,44.85,0,0,1,,0,0,1,1,Bank Withdrawal,0,21990,0,Q3,1,2,1,California,1,1,1,57,2572.95,0,0,12.07,2560.88,0,1,91202
-76,15,3.42,0,,,49,Glendale,2768,Two Year,United States,2921-XWDJH,Stayed,0,0,Female,1,Fiber Optic,"34.167926, -118.267539",34.167926,-118.267539,1,83.45,0,0,0,,0,1,1,1,Bank Withdrawal,1,21990,0,Q3,0,3,1,California,1,0,0,38,3147.15,0,129.96,24.98,3252.13,0,1,91202
-73,30,15.19,0,,,47,Glendale,5098,Month-to-Month,United States,3295-YVUSR,Joined,0,0,Male,1,Fiber Optic,"34.167926, -118.267539",34.167926,-118.267539,0,72.6,1,0,0,,0,0,1,0,Mailed Check,1,21990,0,Q3,0,3,1,California,0,0,0,2,154.3,0,30.38,0,184.68,0,1,91202
-54,27,0,1,Competitor,Competitor had better devices,95,Glendale,4534,Month-to-Month,United States,6317-YPKDH,Churned,0,0,Female,1,DSL,"34.167926, -118.267539",34.167926,-118.267539,0,29.95,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,0,21990,0,Q3,0,1,0,California,0,0,0,1,29.95,0,0,0,29.95,0,1,91202
-55,0,3.07,0,,,60,Glendale,3274,Month-to-Month,United States,1760-CAZHT,Stayed,1,0,Male,0,,"34.167926, -118.267539",34.167926,-118.267539,0,20.8,0,3,0,,0,0,0,0,Credit Card,1,21990,0,Q3,0,5,0,California,0,0,0,25,460.2,0,76.75,21.81,515.14,0,0,91202
-71,14,15.28,1,Attitude,Attitude of support person,79,Glendale,4499,Month-to-Month,United States,8080-DDEMJ,Churned,0,0,Male,1,Cable,"34.136306, -118.26036",34.136306,-118.26036,0,45.1,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,17015,0,Q3,0,2,1,California,0,0,0,1,45.1,0,15.28,0,60.38,0,1,91204
-67,21,34.8,0,,,28,Glendale,6423,Two Year,United States,4119-ZYPZY,Stayed,0,0,Male,1,Fiber Optic,"34.136306, -118.26036",34.136306,-118.26036,0,106.8,1,0,0,,1,0,1,0,Bank Withdrawal,1,17015,1,Q3,0,3,1,California,1,0,1,71,7623.2,0,2470.8,0,10094,0,1,91204
-51,19,25.73,1,Price,Extra data charges,86,Glendale,2152,Month-to-Month,United States,9367-WXLCH,Churned,1,0,Male,1,Fiber Optic,"34.136306, -118.26036",34.136306,-118.26036,0,84.5,1,2,0,Offer E,0,0,0,0,Bank Withdrawal,1,17015,0,Q3,0,2,0,California,1,1,0,8,662.65,0,205.84,33.21,835.28,0,1,91204
-51,20,40.25,0,,,66,Glendale,5022,One Year,United States,2558-BUOZZ,Stayed,0,0,Male,1,Fiber Optic,"34.136306, -118.26036",34.136306,-118.26036,0,94.8,1,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,17015,0,Q3,0,4,0,California,0,0,1,47,4535.85,0,1891.75,3.34,6424.26,0,1,91204
-53,0,16.72,0,,,34,Glendale,5183,Two Year,United States,8441-SHIPE,Stayed,0,0,Female,0,,"34.136306, -118.26036",34.136306,-118.26036,0,25.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,17015,0,Q3,0,3,0,California,0,0,0,67,1790.35,0,1120.24,46.06,2864.53,0,0,91204
-75,26,0,1,Other,Poor expertise of online support,91,Reseda,4972,Month-to-Month,United States,6702-OHFWR,Churned,0,1,Male,1,DSL,"34.200175, -118.540958",34.200175,-118.540958,0,43.3,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,0,68018,0,Q3,0,3,1,California,1,0,0,1,43.3,0,0,0,43.3,0,1,91335
-56,29,0,1,Competitor,Competitor offered more data,82,Reseda,5518,Month-to-Month,United States,7758-XKCBS,Churned,0,0,Male,1,DSL,"34.200175, -118.540958",34.200175,-118.540958,0,29.7,0,0,0,,0,0,1,0,Bank Withdrawal,0,68018,1,Q3,0,1,0,California,0,0,0,15,438.25,90,0,0,528.25,0,0,91335
-55,53,25.02,0,,,63,Reseda,5010,Two Year,United States,3363-DTIVD,Stayed,1,1,Male,1,Fiber Optic,"34.200175, -118.540958",34.200175,-118.540958,1,105.55,1,3,3,Offer A,0,1,0,1,Bank Withdrawal,1,68018,0,Q3,1,3,0,California,1,1,1,71,7405.5,0,1776.42,0,9181.92,0,1,91335
-29,41,11.42,0,,,24,Reseda,5157,Month-to-Month,United States,2916-BQZLN,Stayed,0,1,Male,1,Fiber Optic,"34.200175, -118.540958",34.200175,-118.540958,0,84.75,1,0,0,,0,1,1,0,Bank Withdrawal,1,68018,0,Q3,0,4,0,California,0,0,0,19,1651.95,0,216.98,49.38,1819.55,1,1,91335
-25,0,29.29,0,,,35,Reseda,5398,Two Year,United States,8092-NLTGF,Stayed,0,0,Male,0,,"34.200175, -118.540958",34.200175,-118.540958,0,24.75,1,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,68018,0,Q3,0,5,0,California,0,0,0,72,1777.6,0,2108.88,0,3886.48,1,0,91335
-67,27,26.1,1,Attitude,Attitude of support person,75,Sylmar,3110,Month-to-Month,United States,4510-PYUSH,Churned,0,0,Female,1,DSL,"34.321621, -118.399841",34.321621,-118.399841,0,57.15,0,0,0,,1,1,1,0,Credit Card,1,81986,0,Q3,0,1,1,California,0,0,0,38,2250.65,0,991.8,0,3242.45,0,1,91342
-80,20,4.14,0,,,44,Sylmar,5397,Month-to-Month,United States,6563-VNPMN,Stayed,0,0,Female,1,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,0,85.7,0,0,0,,1,1,1,0,Bank Withdrawal,1,81986,1,Q3,0,4,1,California,0,0,0,45,3778.1,50,186.3,0,4014.4,0,0,91342
-41,28,1.7,0,,,51,Sylmar,2053,Month-to-Month,United States,9142-KZXOP,Stayed,0,0,Male,1,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,0,68.85,0,0,0,Offer B,0,0,0,0,Credit Card,1,81986,0,Q3,0,3,0,California,0,0,0,44,2958.95,0,74.8,0,3033.75,0,1,91342
-28,30,17.32,0,,,75,Sylmar,6424,Two Year,United States,2368-GAKKQ,Stayed,0,1,Female,1,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,0,113.65,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,81986,1,Q3,0,4,0,California,1,1,1,70,7939.25,0,1212.4,0,9151.65,1,1,91342
-43,4,24.41,0,,,80,Sylmar,4237,Month-to-Month,United States,9840-EFJQB,Joined,0,0,Female,1,Fiber Optic,"34.321621, -118.399841",34.321621,-118.399841,0,74.35,0,0,0,,1,0,0,0,Bank Withdrawal,1,81986,0,Q3,0,4,0,California,0,0,0,1,74.35,0,24.41,0,98.76,0,1,91342
-65,22,15.98,1,Attitude,Attitude of support person,81,Burbank,4745,Month-to-Month,United States,8840-DQLGN,Churned,0,0,Female,1,Cable,"34.177267, -118.31003",34.177267,-118.31003,1,100.5,1,0,1,,1,1,1,1,Bank Withdrawal,1,11517,1,Q3,1,1,1,California,0,0,1,35,3653.35,0,559.3,0,4212.65,0,1,91502
-78,15,6.33,0,,,61,Burbank,4477,Month-to-Month,United States,2080-CAZNM,Stayed,0,1,Female,1,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,0,104.4,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,11517,0,Q3,0,5,1,California,1,0,1,41,4133.95,0,259.53,0,4393.48,0,1,91502
-45,28,48.64,1,Price,Long distance charges,65,Burbank,2229,Month-to-Month,United States,4078-SAYYN,Churned,0,1,Female,1,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,0,100.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,11517,0,Q3,0,2,0,California,1,1,1,11,1129.75,0,535.04,0,1664.79,0,1,91502
-64,21,40.83,0,,,70,Burbank,6367,Month-to-Month,United States,3316-UWXUY,Stayed,0,0,Male,1,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,0,93.5,0,0,0,Offer B,1,1,1,0,Credit Card,1,11517,1,Q3,0,4,0,California,1,1,0,50,4747.5,0,2041.5,0,6789,0,1,91502
-53,12,13.73,0,,,34,Burbank,5543,Two Year,United States,3612-YUNGG,Stayed,1,1,Male,1,Fiber Optic,"34.177267, -118.31003",34.177267,-118.31003,1,109.2,1,1,1,,1,0,1,1,Credit Card,1,11517,1,Q3,1,4,0,California,1,1,1,64,6741.15,0,878.72,17.3,7602.57,0,1,91502
-80,14,15.24,1,Competitor,Competitor had better devices,70,North Hollywood,2740,Month-to-Month,United States,4193-ORFCL,Churned,0,0,Female,1,DSL,"34.187599, -118.387125",34.187599,-118.387125,0,45.1,0,0,0,Offer E,0,0,0,0,Credit Card,1,45358,0,Q3,0,1,1,California,0,0,0,1,45.1,0,15.24,0,60.34,0,1,91606
-40,0,40.17,0,,,53,North Hollywood,4272,Two Year,United States,9227-UAQFT,Stayed,0,0,Male,0,,"34.187599, -118.387125",34.187599,-118.387125,0,19.75,0,0,0,Offer D,0,0,0,0,Mailed Check,1,45358,0,Q3,0,5,0,California,0,0,0,16,284.35,0,642.72,0,927.07,0,0,91606
-59,5,6.15,0,,,48,North Hollywood,5981,Two Year,United States,0853-TWRVK,Stayed,0,1,Male,1,Fiber Optic,"34.187599, -118.387125",34.187599,-118.387125,1,105.6,1,0,5,,1,1,0,1,Bank Withdrawal,1,45358,1,Q3,1,3,0,California,1,1,0,72,7581.5,0,442.8,0,8024.3,0,1,91606
-32,22,15.03,0,,,55,North Hollywood,6284,Two Year,United States,1676-MQAOA,Stayed,0,1,Male,1,Cable,"34.187599, -118.387125",34.187599,-118.387125,0,75.1,0,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,45358,1,Q3,0,3,0,California,0,0,1,72,5336.35,0,1082.16,0,6418.51,0,1,91606
-33,30,18.47,0,,,76,North Hollywood,2035,Month-to-Month,United States,8930-XOTDP,Stayed,1,0,Female,1,DSL,"34.187599, -118.387125",34.187599,-118.387125,1,55.95,0,4,1,,0,0,0,1,Credit Card,1,45358,0,Q3,1,4,0,California,0,0,1,18,1082.8,0,332.46,0,1415.26,0,1,91606
-71,29,4.65,1,Attitude,Attitude of support person,83,Chino,4795,Month-to-Month,United States,7776-QWNFX,Churned,0,0,Male,1,DSL,"33.990646, -117.663025",33.990646,-117.663025,1,50.4,0,0,1,,1,0,1,1,Bank Withdrawal,1,75319,0,Q3,1,3,1,California,0,0,0,30,1527.5,0,139.5,0,1667,0,1,91710
-66,29,36.4,0,,,40,Chino,4033,One Year,United States,0221-WMXNQ,Stayed,0,0,Male,1,Fiber Optic,"33.990646, -117.663025",33.990646,-117.663025,0,75.35,0,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,75319,0,Q3,0,3,1,California,0,0,0,4,273.4,0,145.6,0,419,0,1,91710
-56,16,46.74,1,Dissatisfaction,Product dissatisfaction,93,Chino,5527,Month-to-Month,United States,9079-YEXQJ,Churned,0,1,Female,1,Fiber Optic,"33.990646, -117.663025",33.990646,-117.663025,0,111.1,1,0,0,,1,0,0,0,Bank Withdrawal,1,75319,1,Q3,0,1,0,California,1,1,1,54,6014.85,50,2523.96,0,8588.81,0,0,91710
-23,59,42.31,0,,,78,Chino,4436,Two Year,United States,6897-RWMUB,Stayed,1,1,Male,1,DSL,"33.990646, -117.663025",33.990646,-117.663025,1,68.05,0,2,2,,1,1,1,1,Bank Withdrawal,1,75319,1,Q3,1,4,0,California,0,0,0,61,4158.25,0,2580.91,0,6739.16,1,1,91710
-28,0,4.02,0,,,31,Chino,3643,One Year,United States,6202-JVYEU,Stayed,0,0,Male,0,,"33.990646, -117.663025",33.990646,-117.663025,0,19.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,75319,0,Q3,0,4,0,California,0,0,0,9,164.6,0,36.18,0,200.78,1,0,91710
-70,20,12.27,1,Attitude,Attitude of support person,65,Claremont,4054,Month-to-Month,United States,6689-TCZHQ,Churned,0,0,Female,1,Fiber Optic,"34.127621, -117.717863",34.127621,-117.717863,0,78.95,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,34716,0,Q3,0,3,1,California,1,0,0,5,378.4,0,61.35,0,439.75,0,1,91711
-45,26,25.21,1,Attitude,Attitude of support person,93,Claremont,3606,Month-to-Month,United States,0963-ZBDRN,Churned,0,0,Male,1,Fiber Optic,"34.127621, -117.717863",34.127621,-117.717863,0,96.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,34716,1,Q3,0,3,0,California,1,1,1,32,3183.4,0,806.72,0,3990.12,0,1,91711
-35,30,37.55,0,,,57,Claremont,5043,One Year,United States,0303-UNCIP,Stayed,0,1,Male,1,DSL,"34.127621, -117.717863",34.127621,-117.717863,0,65,1,0,0,Offer B,0,0,0,0,Mailed Check,1,34716,0,Q3,0,4,0,California,1,1,0,41,2531.8,140,1539.55,0,4211.35,0,0,91711
-40,57,46.1,0,,,76,Claremont,4952,Two Year,United States,8591-TKMZH,Stayed,1,0,Male,1,Fiber Optic,"34.127621, -117.717863",34.127621,-117.717863,1,111.1,1,3,1,Offer B,1,1,1,1,Credit Card,1,34716,1,Q3,1,4,0,California,1,1,1,59,6555.2,0,2719.9,0,9275.1,0,1,91711
-46,0,17.03,0,,,77,Claremont,3922,Month-to-Month,United States,9700-ZCLOT,Joined,0,0,Male,0,,"34.127621, -117.717863",34.127621,-117.717863,0,20,0,0,0,Offer E,0,0,0,0,Credit Card,1,34716,0,Q3,0,5,0,California,0,0,0,2,32.7,0,34.06,0,66.76,0,0,91711
-73,6,30.17,1,Competitor,Competitor made better offer,81,San Diego,5536,Month-to-Month,United States,9497-QCMMS,Churned,0,0,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,93.55,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,1,1,California,1,0,1,1,93.55,0,30.17,0,123.72,0,1,92117
-78,19,49.38,1,Competitor,Competitor made better offer,91,San Diego,4739,One Year,United States,3424-NMNBO,Churned,0,1,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,108.85,1,0,1,,1,1,1,1,Bank Withdrawal,1,51213,0,Q3,1,1,1,California,1,0,1,58,6287.25,0,2864.04,0,9151.29,0,1,92117
-76,7,17.51,1,Attitude,Attitude of support person,91,San Diego,5136,Month-to-Month,United States,4514-GFCFI,Churned,0,0,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,84.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,2,1,California,0,0,1,16,1350.15,0,280.16,0,1630.31,0,1,92117
-73,27,22.5,1,Competitor,Competitor made better offer,94,San Diego,3208,Month-to-Month,United States,8000-REIQB,Churned,0,0,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,69.95,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,2,1,California,0,0,0,1,69.95,10,22.5,0,102.45,0,0,92117
-40,16,0,1,Attitude,Attitude of support person,78,San Diego,5578,Month-to-Month,United States,0420-BWTPW,Churned,0,0,Male,1,DSL,"32.825086, -117.199424",32.825086,-117.199424,0,25.5,0,0,0,,0,0,0,0,Mailed Check,0,51213,0,Q3,0,2,0,California,0,0,0,8,215.2,0,0,0,215.2,0,1,92117
-41,6,5.11,1,Competitor,Competitor made better offer,87,San Diego,2176,Month-to-Month,United States,8183-ONMXC,Churned,0,0,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,80.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,51213,0,Q3,0,3,0,California,1,1,0,2,159.45,0,10.22,0,169.67,0,1,92117
-29,73,36.75,1,Competitor,Competitor made better offer,82,San Diego,5530,Month-to-Month,United States,9614-RMGHA,Churned,0,0,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,91.85,1,0,0,,1,0,1,1,Bank Withdrawal,1,51213,0,Q3,0,3,0,California,0,1,1,65,5940.85,0,2388.75,0,8329.6,1,1,92117
-41,21,32.82,1,Competitor,Competitor made better offer,90,San Diego,5284,Month-to-Month,United States,5054-IEXZT,Churned,0,0,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,75.35,0,0,0,,1,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,3,0,California,0,0,0,1,75.35,10,32.82,0,118.17,0,0,92117
-55,15,11.58,1,Competitor,Competitor made better offer,74,San Diego,5518,Month-to-Month,United States,5834-ASPWA,Churned,0,0,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,75.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,3,0,California,0,0,0,1,75.45,0,11.58,0,87.03,0,1,92117
-35,28,14.39,1,Other,Don't know,80,San Diego,5005,Month-to-Month,United States,3948-XHGNA,Churned,0,0,Male,1,DSL,"32.825086, -117.199424",32.825086,-117.199424,0,49.55,0,0,0,,0,1,1,0,Bank Withdrawal,1,51213,0,Q3,0,1,0,California,0,0,0,24,1210.4,0,345.36,0,1555.76,0,1,92117
-51,9,29.38,1,Competitor,Competitor made better offer,93,San Diego,6230,One Year,United States,0565-IYCGT,Churned,0,1,Male,1,DSL,"32.825086, -117.199424",32.825086,-117.199424,0,78.6,1,0,0,Offer A,1,1,1,0,Credit Card,1,51213,1,Q3,0,1,0,California,1,1,0,69,5356.45,0,2027.22,0,7383.67,0,1,92117
-35,27,11.58,1,Competitor,Competitor made better offer,87,San Diego,3238,Month-to-Month,United States,5445-UTODQ,Churned,0,0,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,81.1,0,0,1,,0,0,1,1,Bank Withdrawal,1,51213,0,Q3,1,2,0,California,0,0,1,7,576.65,0,81.06,0,657.71,0,1,92117
-39,30,21.58,1,Competitor,Competitor made better offer,70,San Diego,2044,Month-to-Month,United States,1024-VRZHF,Churned,0,0,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,74.95,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,51213,0,Q3,1,1,0,California,0,0,0,11,825.7,0,237.38,0,1063.08,0,1,92117
-33,28,3.51,1,Competitor,Competitor made better offer,96,San Diego,4415,Month-to-Month,United States,0348-SDKOL,Churned,0,1,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,102.1,1,0,1,,0,0,1,1,Credit Card,1,51213,1,Q3,1,2,0,California,1,1,1,58,5885.4,100,203.58,0,6188.98,0,0,92117
-64,9,13.64,1,Competitor,Competitor made better offer,70,San Diego,5148,Month-to-Month,United States,4373-MAVJG,Churned,0,0,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,90.9,1,0,1,Offer D,1,0,1,1,Bank Withdrawal,1,51213,0,Q3,1,2,0,California,1,1,0,14,1259,0,190.96,0,1449.96,0,1,92117
-46,27,0,1,Competitor,Competitor made better offer,94,San Diego,3747,Month-to-Month,United States,8901-HJXTF,Churned,0,0,Female,1,DSL,"32.825086, -117.199424",32.825086,-117.199424,1,29.2,0,0,1,,1,0,0,1,Mailed Check,0,51213,0,Q3,1,1,0,California,0,0,0,12,309.1,0,0,0,309.1,0,1,92117
-36,5,24.64,1,Competitor,Competitor made better offer,90,San Diego,5853,Month-to-Month,United States,5419-KLXBN,Churned,0,1,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,89.15,0,0,1,,1,0,1,1,Bank Withdrawal,1,51213,0,Q3,1,2,0,California,0,0,1,25,2257.75,0,616,0,2873.75,0,1,92117
-37,5,12.8,1,Competitor,Competitor made better offer,91,San Diego,3187,Month-to-Month,United States,9828-AOQLM,Churned,0,0,Female,1,DSL,"32.825086, -117.199424",32.825086,-117.199424,1,45.7,0,0,3,,0,0,1,1,Bank Withdrawal,1,51213,0,Q3,1,1,0,California,0,0,0,1,45.7,0,12.8,0,58.5,0,1,92117
-23,51,0,1,Competitor,Competitor made better offer,70,San Diego,5482,Month-to-Month,United States,7615-ESMYF,Churned,0,0,Female,1,Cable,"32.825086, -117.199424",32.825086,-117.199424,1,44.6,0,0,1,,0,0,0,1,Bank Withdrawal,0,51213,0,Q3,1,3,0,California,1,1,1,2,97.1,0,0,0,97.1,1,1,92117
-48,13,28.8,1,Competitor,Competitor made better offer,89,San Diego,5897,Month-to-Month,United States,3858-VOBET,Churned,0,0,Male,1,Cable,"32.825086, -117.199424",32.825086,-117.199424,0,74.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,3,0,California,0,0,0,23,1710.45,0,662.4,0,2372.85,0,1,92117
-39,15,17.55,1,Competitor,Competitor made better offer,93,San Diego,5789,Two Year,United States,1447-PJGGA,Churned,0,1,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,95.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,1,0,California,1,1,1,57,5464.65,0,1000.35,0,6465,0,1,92117
-23,58,27.97,1,Competitor,Competitor made better offer,95,San Diego,2050,Month-to-Month,United States,8565-CLBZW,Churned,0,1,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,89.85,1,0,0,,0,0,1,0,Mailed Check,1,51213,0,Q3,0,3,0,California,0,1,1,24,2165.05,0,671.28,0,2836.33,1,1,92117
-35,19,26.37,1,Other,Poor expertise of online support,90,San Diego,4235,One Year,United States,9139-WQQDY,Churned,0,0,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,100.45,1,0,1,,1,0,0,1,Mailed Check,1,51213,0,Q3,1,3,0,California,1,1,1,49,4941.8,0,1292.13,0,6233.93,0,1,92117
-25,85,22.01,1,Competitor,Competitor made better offer,82,San Diego,2857,Month-to-Month,United States,0224-HJAPT,Churned,0,0,Male,1,Cable,"32.825086, -117.199424",32.825086,-117.199424,0,47.15,1,0,0,,0,0,0,0,Bank Withdrawal,1,51213,0,Q3,0,2,0,California,0,1,0,5,223.15,0,110.05,0,333.2,1,1,92117
-58,10,26.47,1,Competitor,Competitor made better offer,91,San Diego,2384,Month-to-Month,United States,8086-OVPWV,Churned,0,0,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,80.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,1,0,California,1,1,0,2,181.1,10,52.94,0,244.04,0,0,92117
-33,3,32.46,1,Competitor,Competitor made better offer,80,San Diego,5587,Month-to-Month,United States,9430-FRQOC,Churned,0,1,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,87.1,1,0,0,,0,0,1,0,Mailed Check,1,51213,1,Q3,0,2,0,California,0,0,0,4,341.45,0,129.84,0,471.29,0,1,92117
-30,59,46.88,1,Competitor,Competitor made better offer,87,San Diego,3520,Month-to-Month,United States,3074-GQWYX,Churned,0,0,Male,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,75.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,51213,0,Q3,0,2,0,California,0,0,0,5,357.75,0,234.4,0,592.15,0,1,92117
-29,51,2.87,1,Competitor,Competitor made better offer,80,San Diego,4622,Month-to-Month,United States,6845-RGTYS,Churned,0,1,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,98.75,1,0,1,,1,1,1,1,Bank Withdrawal,1,51213,0,Q3,1,1,0,California,0,1,1,47,4533.7,0,134.89,0,4668.59,1,1,92117
-57,20,17.65,1,Competitor,Competitor made better offer,80,San Diego,5699,Month-to-Month,United States,8861-HGGKB,Churned,0,0,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,0,86.45,1,0,0,,0,0,0,0,Bank Withdrawal,1,51213,0,Q3,0,2,0,California,1,1,0,10,830.85,0,176.5,0,1007.35,0,1,92117
-28,59,39.94,1,Competitor,Competitor made better offer,69,San Diego,3049,Month-to-Month,United States,7065-YUNRY,Churned,0,0,Female,1,Cable,"32.825086, -117.199424",32.825086,-117.199424,0,45.3,0,0,0,,0,0,1,0,Mailed Check,1,51213,0,Q3,0,1,0,California,0,1,0,1,45.3,0,39.94,0,85.24,1,1,92117
-25,69,3.67,0,,,42,San Diego,5379,Month-to-Month,United States,9069-LGEUL,Stayed,0,0,Male,1,DSL,"32.825086, -117.199424",32.825086,-117.199424,1,59.95,0,0,5,,0,1,1,1,Bank Withdrawal,1,51213,0,Q3,1,4,0,California,1,1,0,23,1406,140,84.41,26.55,1603.86,1,0,92117
-49,0,9.97,0,,,73,San Diego,5531,Month-to-Month,United States,5442-BXVND,Stayed,1,0,Female,0,,"32.825086, -117.199424",32.825086,-117.199424,1,24.25,1,2,2,,0,0,0,1,Bank Withdrawal,1,51213,0,Q3,1,5,0,California,0,0,0,33,838.5,0,329.01,0,1167.51,0,0,92117
-26,48,11.23,0,,,55,San Diego,3350,Month-to-Month,United States,8731-WBBMB,Stayed,0,1,Female,1,Cable,"32.825086, -117.199424",32.825086,-117.199424,1,81.9,0,0,7,,1,0,0,1,Bank Withdrawal,1,51213,1,Q3,1,4,0,California,1,1,1,26,2078.55,0,291.98,44.86,2325.67,1,1,92117
-34,23,47.72,0,,,43,San Diego,6034,One Year,United States,0422-UXFAP,Stayed,0,1,Female,1,Fiber Optic,"32.825086, -117.199424",32.825086,-117.199424,1,98.85,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,51213,0,Q3,1,5,0,California,1,1,1,51,4947.55,130,2433.72,0,7511.27,0,0,92117
-79,7,42.27,1,Dissatisfaction,Product dissatisfaction,87,Desert Center,4317,Month-to-Month,United States,9961-JBNMK,Churned,0,1,Male,1,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,0,96.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,964,0,Q3,0,1,1,California,1,0,1,21,2030.3,0,887.67,10.2,2907.77,0,1,92239
-78,20,25.15,0,,,59,Desert Center,5655,One Year,United States,0177-PXBAT,Stayed,0,1,Male,1,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,1,109.9,1,0,7,,0,1,1,1,Bank Withdrawal,1,964,1,Q3,1,3,1,California,1,0,1,33,3694.7,0,829.95,0,4524.65,0,1,92239
-30,0,22.78,1,Attitude,Attitude of support person,86,Desert Center,3785,Month-to-Month,United States,5616-PRTNT,Churned,1,0,Male,0,,"33.889605, -115.257009",33.889605,-115.257009,0,19.4,0,3,0,,0,0,1,0,Bank Withdrawal,1,964,0,Q3,0,2,0,California,0,0,0,20,374.5,0,455.6,0,830.1,0,0,92239
-26,76,37,0,,,62,Desert Center,4191,Month-to-Month,United States,6559-PDZLR,Stayed,0,1,Male,1,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,0,98.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,964,1,Q3,0,3,0,California,1,1,1,26,2537,0,962,0,3499,1,1,92239
-47,11,6.71,0,,,62,Desert Center,5393,Month-to-Month,United States,6075-SLNIL,Stayed,0,1,Male,1,Fiber Optic,"33.889605, -115.257009",33.889605,-115.257009,0,95.1,1,0,0,Offer C,1,0,1,0,Credit Card,1,964,0,Q3,0,3,0,California,1,1,0,38,3691.2,0,254.98,0,3946.18,0,1,92239
-72,13,18.2,1,Attitude,Attitude of service provider,82,Wrightwood,2146,Month-to-Month,United States,8051-HJRLT,Churned,0,0,Female,1,Fiber Optic,"34.358321, -117.618263",34.358321,-117.618263,0,70.55,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,4253,0,Q3,0,3,1,California,0,0,0,1,70.55,0,18.2,0,88.75,0,1,92397
-71,24,16.88,1,Competitor,Competitor made better offer,76,Wrightwood,5124,Month-to-Month,United States,8337-UPOAQ,Churned,0,1,Male,1,Fiber Optic,"34.358321, -117.618263",34.358321,-117.618263,1,89.8,1,0,0,,0,0,1,1,Bank Withdrawal,1,4253,0,Q3,0,2,1,California,1,0,0,10,914.3,0,168.8,0,1083.1,0,1,92397
-67,27,27.11,1,Price,Long distance charges,85,Wrightwood,3866,Month-to-Month,United States,7000-WCEVQ,Churned,0,0,Female,1,DSL,"34.358321, -117.618263",34.358321,-117.618263,0,61.6,1,0,0,,0,0,1,0,Credit Card,1,4253,0,Q3,0,1,1,California,1,0,0,20,1174.35,0,542.2,0,1716.55,0,1,92397
-28,58,0,1,Price,Price too high,65,Wrightwood,4926,Month-to-Month,United States,0447-BEMNG,Churned,0,1,Female,1,Cable,"34.358321, -117.618263",34.358321,-117.618263,1,45.3,0,0,3,,0,1,1,1,Bank Withdrawal,0,4253,0,Q3,1,1,0,California,1,1,0,48,2145,140,0,0,2285,1,0,92397
-75,28,25.78,1,Attitude,Attitude of service provider,72,Moreno Valley,5137,Month-to-Month,United States,4021-RQSNY,Churned,0,1,Male,1,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,1,98.5,1,0,1,,0,0,1,1,Bank Withdrawal,1,12743,0,Q3,1,3,1,California,1,1,1,29,3004.15,40,747.62,37.55,3754.22,0,0,92555
-44,27,35.54,1,Competitor,Competitor made better offer,94,Moreno Valley,3207,Month-to-Month,United States,9306-CPCBC,Churned,0,0,Female,1,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,0,74.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,12743,0,Q3,0,3,0,California,0,0,0,3,210.3,0,106.62,0,316.92,0,1,92555
-21,73,36.05,0,,,65,Moreno Valley,4842,Month-to-Month,United States,8535-SFUTN,Stayed,0,1,Male,1,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,0,106.45,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,12743,0,Q3,0,3,0,California,1,1,1,61,6300.15,0,2199.05,0,8499.2,1,1,92555
-52,12,29.39,0,,,20,Moreno Valley,4635,One Year,United States,9770-KXGQU,Stayed,0,1,Female,1,Fiber Optic,"33.907361, -117.109972",33.907361,-117.109972,0,98.6,1,0,0,,1,1,0,0,Credit Card,1,12743,0,Q3,0,3,0,California,0,0,1,53,5311.85,0,1557.67,0,6869.52,0,1,92555
-67,6,31.7,1,Competitor,Competitor had better devices,90,Murrieta,2982,Month-to-Month,United States,9061-TIHDA,Churned,0,0,Male,1,Cable,"33.581045, -117.14719",33.581045,-117.14719,1,95.25,1,0,1,,0,0,1,1,Bank Withdrawal,1,18311,0,Q3,1,1,1,California,1,1,1,13,1233.65,0,412.1,48.09,1597.66,0,1,92563
-55,8,35.58,1,Competitor,Competitor had better devices,88,Murrieta,3492,Month-to-Month,United States,9412-GHEEC,Churned,0,1,Male,1,Fiber Optic,"33.581045, -117.14719",33.581045,-117.14719,0,104.8,1,0,0,,0,0,0,0,Bank Withdrawal,1,18311,1,Q3,0,1,0,California,1,1,1,40,4131.95,0,1423.2,0,5555.15,0,1,92563
-44,19,0,0,,,42,Murrieta,5646,One Year,United States,6174-NRBTZ,Stayed,0,0,Male,1,Cable,"33.581045, -117.14719",33.581045,-117.14719,0,30.75,0,0,0,,0,1,1,0,Bank Withdrawal,0,18311,0,Q3,0,3,0,California,0,0,0,46,1489.3,0,0,0,1489.3,0,1,92563
-25,82,16.38,0,,,55,Murrieta,3982,Month-to-Month,United States,3002-WQZWT,Stayed,0,0,Female,1,Fiber Optic,"33.581045, -117.14719",33.581045,-117.14719,0,74.2,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,18311,0,Q3,0,5,0,California,0,0,0,29,1993.25,0,475.02,0,2468.27,1,1,92563
-72,17,8.92,1,Attitude,Attitude of service provider,96,Nuevo,4969,Month-to-Month,United States,8699-ASUFO,Churned,0,0,Male,1,Fiber Optic,"33.82769, -117.102244",33.82769,-117.102244,1,74.4,1,0,1,,0,0,1,1,Credit Card,1,7344,0,Q3,1,3,1,California,0,0,0,7,527.9,0,62.44,32.46,557.88,0,1,92567
-69,14,30.3,0,,,29,Nuevo,5569,Two Year,United States,9481-IEBZY,Stayed,0,1,Male,1,Fiber Optic,"33.82769, -117.102244",33.82769,-117.102244,1,112.9,1,0,6,Offer A,1,1,1,1,Credit Card,1,7344,1,Q3,1,3,1,California,1,1,1,72,8061.5,20,2181.6,0,10263.1,0,0,92567
-19,48,28.42,0,,,30,Nuevo,5271,One Year,United States,3482-ABPKK,Stayed,0,0,Female,1,DSL,"33.82769, -117.102244",33.82769,-117.102244,0,54.3,0,0,0,Offer C,0,1,0,0,Credit Card,1,7344,1,Q3,0,3,0,California,0,0,0,28,1546.3,150,795.76,0,2492.06,1,0,92567
-51,26,45.68,0,,,50,Nuevo,3019,Month-to-Month,United States,4277-UDIEF,Stayed,1,0,Male,1,Cable,"33.82769, -117.102244",33.82769,-117.102244,1,81,1,3,3,Offer C,0,1,0,1,Bank Withdrawal,1,7344,1,Q3,1,3,0,California,1,1,1,24,1923.85,0,1096.32,0,3020.17,0,1,92567
-68,28,21.57,1,Competitor,Competitor had better devices,80,Irvine,3685,Month-to-Month,United States,4695-WJZUE,Churned,0,1,Female,1,Fiber Optic,"33.703976, -117.824172",33.703976,-117.824172,0,88.55,1,0,0,,0,0,1,0,Bank Withdrawal,1,17621,0,Q3,0,1,1,California,1,1,0,2,179.25,0,43.14,0,222.39,0,1,92606
-71,20,2.38,0,,,66,Irvine,2535,One Year,United States,7856-GANIL,Stayed,0,1,Male,1,Fiber Optic,"33.703976, -117.824172",33.703976,-117.824172,1,98.7,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,17621,1,Q3,1,3,1,California,0,0,1,45,4525.8,0,107.1,0,4632.9,0,1,92606
-25,73,37.7,0,,,44,Irvine,5213,Month-to-Month,United States,4234-XTNEA,Joined,0,0,Male,1,Fiber Optic,"33.703976, -117.824172",33.703976,-117.824172,0,79.95,0,0,0,,0,0,1,0,Bank Withdrawal,1,17621,0,Q3,0,5,0,California,0,0,1,2,174.45,0,75.4,0,249.85,1,1,92606
-27,52,40.28,0,,,55,Irvine,5331,One Year,United States,6872-HXFNF,Stayed,0,1,Female,1,DSL,"33.703976, -117.824172",33.703976,-117.824172,1,58.35,1,0,1,Offer B,0,0,0,1,Bank Withdrawal,1,17621,1,Q3,1,3,0,California,0,0,0,64,3756.45,0,2577.92,0,6334.37,1,1,92606
-68,2,43.61,1,Attitude,Attitude of service provider,71,Corona Del Mar,2371,Month-to-Month,United States,3988-RQIXO,Churned,0,0,Female,1,Fiber Optic,"33.600987, -117.862734",33.600987,-117.862734,0,91.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,13422,0,Q3,0,3,1,California,1,1,1,1,91.3,0,43.61,0,134.91,0,1,92625
-65,13,49.6,1,Price,Long distance charges,69,Corona Del Mar,3022,Month-to-Month,United States,0812-WUPTB,Churned,0,0,Male,1,Fiber Optic,"33.600987, -117.862734",33.600987,-117.862734,1,70.85,0,0,1,Offer E,0,0,0,1,Credit Card,1,13422,0,Q3,1,2,1,California,0,0,0,1,70.85,0,49.6,0,120.45,0,1,92625
-40,25,44.94,1,Other,Moved,66,Corona Del Mar,3634,Month-to-Month,United States,2696-NARTR,Churned,0,0,Male,1,Fiber Optic,"33.600987, -117.862734",33.600987,-117.862734,0,73.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,13422,1,Q3,0,2,0,California,0,0,0,11,926.25,0,494.34,0,1420.59,0,1,92625
-26,42,14,0,,,52,Corona Del Mar,5667,Two Year,United States,5394-MEITZ,Stayed,0,1,Female,1,Cable,"33.600987, -117.862734",33.600987,-117.862734,1,80.6,0,0,5,,1,0,1,1,Bank Withdrawal,1,13422,1,Q3,1,5,0,California,1,1,1,60,4946.7,0,840,0,5786.7,1,1,92625
-75,22,16.05,1,Attitude,Attitude of service provider,83,Midway City,3669,Month-to-Month,United States,5931-FLJJF,Churned,0,0,Male,1,Fiber Optic,"33.744439, -117.98588",33.744439,-117.98588,1,70.1,0,0,1,,0,0,1,1,Credit Card,1,8660,0,Q3,1,2,1,California,0,0,0,7,467.55,0,112.35,20.23,559.67,0,1,92655
-44,51,33.01,0,,,73,Midway City,5780,Two Year,United States,3580-HYCSP,Stayed,1,1,Male,1,Fiber Optic,"33.744439, -117.98588",33.744439,-117.98588,1,110.3,1,4,10,,1,1,1,1,Bank Withdrawal,1,8660,0,Q3,1,3,0,California,1,1,1,72,7966.9,0,2376.72,0,10343.62,0,1,92655
-62,13,34.57,0,,,21,Midway City,4676,Month-to-Month,United States,0237-YFUTL,Stayed,0,0,Female,1,Fiber Optic,"33.744439, -117.98588",33.744439,-117.98588,1,109.65,1,0,4,Offer B,1,1,1,1,Bank Withdrawal,1,8660,1,Q3,1,3,0,California,1,1,1,50,5405.8,0,1728.5,0,7134.3,0,1,92655
-63,0,13.08,0,,,42,Midway City,4496,Month-to-Month,United States,8048-DSDFQ,Joined,0,0,Male,0,,"33.744439, -117.98588",33.744439,-117.98588,0,20.2,0,0,0,,0,0,0,0,Credit Card,1,8660,0,Q3,0,5,0,California,0,0,0,1,20.2,0,13.08,0,33.28,0,0,92655
-74,21,49.91,1,Attitude,Attitude of support person,86,Newport Beach,6259,Month-to-Month,United States,3207-OYBWH,Churned,0,1,Male,1,Fiber Optic,"33.601309, -117.902304",33.601309,-117.902304,1,95.25,1,0,1,,1,0,1,1,Bank Withdrawal,1,4242,0,Q3,1,2,1,California,1,0,0,57,5427.05,0,2844.87,12.59,8259.33,0,1,92661
-31,21,1.49,1,Competitor,Competitor had better devices,92,Newport Beach,5974,Month-to-Month,United States,5301-GAUUY,Churned,0,0,Male,1,Fiber Optic,"33.601309, -117.902304",33.601309,-117.902304,0,80.35,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,4242,0,Q3,0,1,0,California,0,0,0,32,2596.15,0,47.68,0,2643.83,0,1,92661
-33,25,36.78,0,,,57,Newport Beach,5631,One Year,United States,0840-DCNZE,Stayed,0,1,Male,1,DSL,"33.601309, -117.902304",33.601309,-117.902304,0,86.95,0,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,4242,1,Q3,0,4,0,California,1,1,1,47,4138.9,0,1728.66,0,5867.56,0,1,92661
-61,20,7.56,0,,,80,Newport Beach,5948,Month-to-Month,United States,6693-FRIRW,Stayed,0,1,Male,1,Fiber Optic,"33.601309, -117.902304",33.601309,-117.902304,0,101.3,0,0,0,,1,0,0,0,Credit Card,1,4242,0,Q3,0,3,0,California,1,1,1,18,1794.65,0,136.08,0,1930.73,0,1,92661
-78,23,17.35,1,Attitude,Attitude of service provider,65,Newport Beach,3128,Month-to-Month,United States,7216-EWTRS,Churned,0,1,Female,1,Fiber Optic,"33.62251, -117.927024",33.62251,-117.927024,1,100.8,1,0,4,,0,0,1,1,Bank Withdrawal,1,22133,0,Q3,1,1,1,California,1,0,1,1,100.8,0,17.35,0,118.15,0,1,92663
-22,0,11.83,0,,,49,Newport Beach,2010,Month-to-Month,United States,2654-VBVPB,Joined,0,0,Female,0,,"33.62251, -117.927024",33.62251,-117.927024,0,19.9,0,0,0,,0,0,0,0,Bank Withdrawal,1,22133,0,Q3,0,5,0,California,0,0,0,1,19.9,0,11.83,0,31.73,1,0,92663
-19,59,0,0,,,68,Newport Beach,3072,Month-to-Month,United States,9862-KJTYK,Stayed,1,0,Male,1,DSL,"33.62251, -117.927024",33.62251,-117.927024,0,25.35,0,2,0,Offer D,0,0,1,0,Credit Card,0,22133,0,Q3,0,4,0,California,0,1,0,19,566.1,0,0,0,566.1,1,1,92663
-51,22,23.36,0,,,80,Newport Beach,4291,Month-to-Month,United States,3173-NVMPX,Stayed,1,0,Female,1,DSL,"33.62251, -117.927024",33.62251,-117.927024,1,55.3,1,3,1,,1,0,1,1,Credit Card,1,22133,0,Q3,1,5,0,California,0,0,0,9,501.2,0,210.24,0,711.44,0,1,92663
-66,8,1.05,1,Competitor,Competitor had better devices,92,Santa Ana,3266,Month-to-Month,United States,2528-HFYZX,Churned,0,0,Male,1,Fiber Optic,"33.765893, -117.881533",33.765893,-117.881533,1,76.45,0,0,2,,1,0,1,1,Bank Withdrawal,1,37879,0,Q3,1,1,1,California,0,0,0,17,1233.4,0,17.85,0,1251.25,0,1,92706
-55,23,5,0,,,49,Santa Ana,3206,One Year,United States,5756-JYOJT,Stayed,0,1,Female,1,Cable,"33.765893, -117.881533",33.765893,-117.881533,0,64.9,0,0,0,,0,0,0,0,Credit Card,1,37879,1,Q3,0,3,0,California,1,1,0,11,697.25,0,55,0,752.25,0,1,92706
-26,73,28.42,0,,,34,Santa Ana,4094,Month-to-Month,United States,7392-YYPYJ,Stayed,0,0,Male,1,Fiber Optic,"33.765893, -117.881533",33.765893,-117.881533,0,100.65,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,37879,0,Q3,0,5,0,California,1,1,1,22,2415.95,0,625.24,5.01,3036.18,1,1,92706
-39,24,17.61,0,,,35,Santa Ana,5981,One Year,United States,9127-QRZMH,Stayed,0,0,Male,1,DSL,"33.765893, -117.881533",33.765893,-117.881533,1,59.85,0,0,1,,1,1,1,1,Bank Withdrawal,1,37879,1,Q3,1,3,0,California,0,0,0,44,2603.95,0,774.84,0,3378.79,0,1,92706
-73,20,18.38,1,Attitude,Attitude of service provider,70,Oak View,3561,Month-to-Month,United States,4140-MUHUG,Churned,0,1,Female,1,Fiber Optic,"34.404544, -119.302118",34.404544,-119.302118,0,86.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,6503,0,Q3,0,2,1,California,0,0,1,3,220.95,0,55.14,0,276.09,0,1,93022
-79,23,7.2,0,,,47,Oak View,4228,Two Year,United States,6173-GOLSU,Stayed,0,0,Male,1,Fiber Optic,"34.404544, -119.302118",34.404544,-119.302118,1,94.65,1,0,4,Offer A,0,0,1,1,Credit Card,1,6503,0,Q3,1,4,1,California,1,0,1,67,6079,0,482.4,0,6561.4,0,1,93022
-30,41,28.27,0,,,43,Oak View,4882,Month-to-Month,United States,5240-CAOYT,Stayed,0,0,Female,1,Fiber Optic,"34.404544, -119.302118",34.404544,-119.302118,0,87.55,1,0,0,,1,1,1,0,Bank Withdrawal,1,6503,1,Q3,0,3,0,California,0,0,0,57,4884.85,0,1611.39,1.83,6494.41,0,1,93022
-52,0,15.48,0,,,80,Oak View,2839,Month-to-Month,United States,5546-BYZSM,Stayed,0,0,Female,0,,"34.404544, -119.302118",34.404544,-119.302118,0,20.45,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,6503,0,Q3,0,5,0,California,0,0,0,41,775.6,0,634.68,0,1410.28,0,0,93022
-69,4,48.88,1,Attitude,Attitude of service provider,73,Santa Barbara,4708,Two Year,United States,5440-FLBQG,Churned,0,1,Male,1,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,1,108.4,1,0,1,Offer A,1,0,1,1,Bank Withdrawal,1,15757,1,Q3,1,3,1,California,1,0,1,69,7318.2,0,3372.72,0,10690.92,0,1,93110
-20,26,34.14,1,Competitor,Competitor had better devices,89,Santa Barbara,5720,Month-to-Month,United States,7207-RMRDB,Churned,0,1,Female,1,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,1,105.5,1,0,7,,1,0,1,1,Bank Withdrawal,1,15757,0,Q3,1,1,0,California,1,1,1,65,6985.65,0,2219.1,0,9204.75,1,1,93110
-41,10,46.09,1,Competitor,Competitor had better devices,81,Santa Barbara,2728,Month-to-Month,United States,8945-GRKHX,Churned,0,0,Female,1,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,0,78.65,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,15757,0,Q3,0,1,0,California,1,1,0,1,78.65,0,46.09,0,124.74,0,1,93110
-32,15,49.14,1,Other,Don't know,91,Santa Barbara,2456,Month-to-Month,United States,7228-OMTPN,Churned,0,0,Male,1,Fiber Optic,"34.437945, -119.77191",34.437945,-119.77191,0,88.45,0,0,0,,0,0,1,0,Bank Withdrawal,1,15757,0,Q3,0,3,0,California,1,1,1,4,370.65,0,196.56,0,567.21,0,1,93110
-68,4,34.58,1,Attitude,Attitude of service provider,93,Terra Bella,5605,One Year,United States,4612-THJBS,Churned,0,1,Female,1,Fiber Optic,"35.939068, -119.043666",35.939068,-119.043666,0,104.75,1,0,0,,1,0,1,0,Bank Withdrawal,1,5868,0,Q3,0,3,1,California,1,0,1,56,5510.65,0,1936.48,0,7447.13,0,1,93270
-33,4,14.93,0,,,56,Terra Bella,4667,Month-to-Month,United States,1536-HBSWP,Joined,0,0,Female,1,DSL,"35.939068, -119.043666",35.939068,-119.043666,0,49.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,5868,1,Q3,0,3,0,California,0,0,0,1,49.9,0,14.93,0,64.83,0,1,93270
-22,51,0,0,,,22,Terra Bella,4194,Month-to-Month,United States,7634-WSWDB,Stayed,1,0,Female,1,DSL,"35.939068, -119.043666",35.939068,-119.043666,0,38.5,0,1,0,,0,1,1,0,Bank Withdrawal,0,5868,0,Q3,0,3,0,California,1,1,0,8,330.8,0,0,0,330.8,1,1,93270
-45,0,46.57,0,,,53,Terra Bella,5986,One Year,United States,7452-FOLON,Stayed,1,0,Male,0,,"35.939068, -119.043666",35.939068,-119.043666,0,25.45,1,2,0,,0,0,0,0,Bank Withdrawal,1,5868,0,Q3,0,5,0,California,0,0,0,39,958.45,0,1816.23,0,2774.68,0,0,93270
-80,8,47.97,1,Competitor,Competitor made better offer,71,Bradley,2825,Month-to-Month,United States,1846-XWOQN,Churned,0,0,Female,1,Fiber Optic,"35.842889, -121.004862",35.842889,-121.004862,0,70.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,1363,0,Q3,0,2,1,California,0,0,0,1,70.15,0,47.97,0,118.12,0,1,93426
-31,0,18.26,1,Price,Long distance charges,86,Bradley,4648,Month-to-Month,United States,7812-FZHPE,Churned,1,0,Female,0,,"35.842889, -121.004862",35.842889,-121.004862,1,24.1,1,2,1,Offer D,0,0,0,1,Credit Card,1,1363,0,Q3,1,1,0,California,0,0,0,17,409.9,0,310.42,0,720.32,0,0,93426
-61,0,34.29,0,,,30,Bradley,5512,Two Year,United States,4312-KFRXN,Stayed,0,0,Male,0,,"35.842889, -121.004862",35.842889,-121.004862,1,25.4,1,0,2,Offer A,0,0,0,1,Credit Card,1,1363,0,Q3,1,3,0,California,0,0,0,72,1710.9,0,2468.88,0,4179.78,0,0,93426
-39,29,18.91,0,,,54,Bradley,3334,One Year,United States,2969-WGHQO,Stayed,1,1,Female,1,DSL,"35.842889, -121.004862",35.842889,-121.004862,1,69.45,0,3,1,,1,1,0,1,Bank Withdrawal,1,1363,0,Q3,1,3,0,California,0,0,1,7,477.05,0,132.37,0,609.42,0,1,93426
-77,3,7.92,1,Other,Moved,65,Nipomo,4113,Month-to-Month,United States,3757-NJYBX,Churned,0,1,Male,1,Fiber Optic,"35.050345, -120.489599",35.050345,-120.489599,1,106.35,1,0,3,,1,0,0,1,Bank Withdrawal,1,15405,0,Q3,1,2,1,California,1,0,1,32,3520.75,0,253.44,0,3774.19,0,1,93444
-35,4,0,1,Attitude,Attitude of support person,94,Nipomo,4119,Month-to-Month,United States,5057-LCOUI,Churned,0,1,Female,1,DSL,"35.050345, -120.489599",35.050345,-120.489599,0,50.75,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,0,15405,0,Q3,0,3,0,California,1,1,1,39,2011.4,0,0,0,2011.4,0,1,93444
-20,73,47.91,0,,,69,Nipomo,5109,Month-to-Month,United States,6786-OBWQR,Stayed,1,0,Female,1,Fiber Optic,"35.050345, -120.489599",35.050345,-120.489599,1,80.85,0,2,8,,0,0,1,1,Bank Withdrawal,1,15405,0,Q3,1,5,0,California,0,0,1,5,356.1,0,239.55,0,595.65,1,1,93444
-33,18,46.23,0,,,55,Nipomo,6030,Two Year,United States,8309-PPCED,Stayed,0,1,Female,1,Fiber Optic,"35.050345, -120.489599",35.050345,-120.489599,1,110.45,1,0,1,,1,0,1,1,Bank Withdrawal,1,15405,1,Q3,1,4,0,California,1,1,1,72,7982.5,0,3328.56,0,11311.06,0,1,93444
-65,20,49.5,1,Competitor,Competitor had better devices,95,Lee Vining,5676,Month-to-Month,United States,9898-KZQDZ,Churned,0,0,Female,1,Fiber Optic,"37.890145, -119.184087",37.890145,-119.184087,1,94.55,1,0,1,,0,0,1,1,Credit Card,1,504,0,Q3,1,1,1,California,1,1,1,40,3640.45,0,1980,0,5620.45,0,1,93541
-56,20,14.65,0,,,32,Lee Vining,6264,Two Year,United States,1266-NZYUI,Stayed,0,1,Female,1,DSL,"37.890145, -119.184087",37.890145,-119.184087,1,66.85,1,0,6,Offer A,0,1,0,1,Bank Withdrawal,1,504,1,Q3,1,3,0,California,0,0,0,72,4758.8,0,1054.8,0,5813.6,0,1,93541
-38,14,47.95,0,,,39,Lee Vining,5601,Two Year,United States,9140-CZQZZ,Stayed,0,0,Female,1,DSL,"37.890145, -119.184087",37.890145,-119.184087,1,79.6,0,0,7,Offer A,1,1,1,1,Bank Withdrawal,1,504,1,Q3,1,4,0,California,1,1,1,68,5515.8,0,3260.6,0,8776.4,0,1,93541
-43,0,46.3,0,,,31,Lee Vining,3594,Two Year,United States,1089-XZWHH,Stayed,1,0,Female,0,,"37.890145, -119.184087",37.890145,-119.184087,1,19.7,0,3,5,,0,0,1,1,Credit Card,1,504,0,Q3,1,5,0,California,0,0,0,24,494.05,0,1111.2,0,1605.25,0,0,93541
-66,6,0,1,Competitor,Competitor offered more data,77,Palmdale,5573,Month-to-Month,United States,8263-JQAIK,Churned,0,0,Male,1,DSL,"34.598221, -117.79593",34.598221,-117.79593,0,24.45,0,0,0,,0,0,1,0,Credit Card,0,6787,0,Q3,0,3,1,California,0,0,0,2,47.5,0,0,0,47.5,0,1,93591
-74,24,21.33,1,Competitor,Competitor offered more data,70,Palmdale,4481,Month-to-Month,United States,0324-BRPCJ,Churned,0,0,Female,1,Cable,"34.598221, -117.79593",34.598221,-117.79593,1,100.2,1,0,1,,1,0,1,1,Bank Withdrawal,1,6787,0,Q3,1,1,1,California,1,1,1,68,6851.65,0,1450.44,0,8302.09,0,1,93591
-63,9,25.49,1,Competitor,Competitor had better devices,81,Palmdale,3478,Month-to-Month,United States,0322-CHQRU,Churned,0,0,Male,1,DSL,"34.598221, -117.79593",34.598221,-117.79593,0,45.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,6787,0,Q3,0,1,0,California,0,0,0,2,89.5,0,50.98,0,140.48,0,1,93591
-19,0,9.77,0,,,50,Palmdale,2608,Two Year,United States,9251-AWQGT,Stayed,1,0,Female,0,,"34.598221, -117.79593",34.598221,-117.79593,1,20,0,3,2,,0,0,0,1,Credit Card,1,6787,0,Q3,1,5,0,California,0,0,0,48,935.9,0,468.96,0,1404.86,1,0,93591
-75,13,39.51,1,Competitor,Competitor made better offer,70,Clovis,2015,Month-to-Month,United States,2205-YMZZJ,Churned,0,0,Male,1,Fiber Optic,"36.814539, -119.711868",36.814539,-119.711868,0,84.8,1,0,0,,0,0,1,0,Bank Withdrawal,1,33856,0,Q3,0,3,1,California,0,0,1,7,546.95,0,276.57,0,823.52,0,0,93612
-46,19,49.5,1,Attitude,Attitude of support person,95,Clovis,2946,Month-to-Month,United States,4817-QRJSX,Churned,0,0,Female,1,Fiber Optic,"36.814539, -119.711868",36.814539,-119.711868,0,81,1,0,0,Offer D,1,0,1,0,Credit Card,1,33856,0,Q3,0,2,0,California,0,0,0,10,818.05,0,495,0,1313.05,0,1,93612
-46,19,0,0,,,37,Clovis,5790,Two Year,United States,7131-ZQZNK,Stayed,0,1,Female,1,DSL,"36.814539, -119.711868",36.814539,-119.711868,1,59.85,0,0,1,Offer B,0,1,0,1,Credit Card,0,33856,1,Q3,1,5,0,California,1,1,1,60,3590.2,0,0,0,3590.2,0,1,93612
-34,25,23.7,0,,,34,Clovis,4148,Month-to-Month,United States,8687-BAFGU,Joined,0,0,Male,1,Fiber Optic,"36.814539, -119.711868",36.814539,-119.711868,0,74,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,33856,1,Q3,0,4,0,California,0,0,0,1,74,0,23.7,0,97.7,0,1,93612
-74,4,39.36,1,Competitor,Competitor made better offer,96,Cutler,5362,Month-to-Month,United States,1254-IZEYF,Churned,0,0,Female,1,Fiber Optic,"36.497895, -119.285484",36.497895,-119.285484,0,99.95,1,0,0,,1,0,1,0,Bank Withdrawal,1,5519,0,Q3,0,3,1,California,1,0,1,31,3186.65,0,1220.16,0,4406.81,0,1,93615
-44,0,17.09,0,,,65,Cutler,3260,Two Year,United States,5726-CVNYA,Stayed,0,0,Female,0,,"36.497895, -119.285484",36.497895,-119.285484,1,19.85,0,0,8,Offer E,0,0,1,1,Credit Card,1,5519,0,Q3,1,5,0,California,0,0,0,8,146.6,0,136.72,0,283.32,0,0,93615
-48,21,30.52,0,,,68,Cutler,2098,Month-to-Month,United States,0829-XXPLX,Stayed,0,1,Female,1,Fiber Optic,"36.497895, -119.285484",36.497895,-119.285484,0,89.4,0,0,0,,0,1,1,0,Bank Withdrawal,1,5519,0,Q3,0,4,0,California,0,0,1,20,1871.15,0,610.4,0,2481.55,0,1,93615
-24,48,24.86,0,,,74,Cutler,2113,Month-to-Month,United States,4686-UXDML,Stayed,0,0,Female,1,Fiber Optic,"36.497895, -119.285484",36.497895,-119.285484,0,99.85,1,0,0,,1,0,1,0,Credit Card,1,5519,0,Q3,0,3,0,California,1,1,1,21,1992.55,0,522.06,0,2514.61,1,1,93615
-80,7,29.96,1,Dissatisfaction,Product dissatisfaction,86,Dunlap,2292,Month-to-Month,United States,9221-OTIVJ,Churned,0,1,Female,1,Fiber Optic,"36.789213, -119.140338",36.789213,-119.140338,0,104.85,1,0,0,,1,0,1,0,Bank Withdrawal,1,506,0,Q3,0,1,1,California,1,0,1,14,1531.4,0,419.44,0,1950.84,0,1,93621
-24,76,17.18,0,,,68,Dunlap,4850,One Year,United States,2040-OBMLJ,Stayed,0,0,Male,1,Fiber Optic,"36.789213, -119.140338",36.789213,-119.140338,0,81.7,1,0,0,,0,0,0,0,Credit Card,1,506,1,Q3,0,5,0,California,0,0,0,31,2548.65,0,532.58,0,3081.23,1,1,93621
-55,0,1.87,0,,,61,Dunlap,5914,Two Year,United States,0608-JDVEC,Stayed,0,0,Male,0,,"36.789213, -119.140338",36.789213,-119.140338,1,19.8,0,0,5,Offer B,0,0,0,1,Bank Withdrawal,1,506,0,Q3,1,4,0,California,0,0,0,50,1013.2,0,93.5,0,1106.7,0,0,93621
-63,0,11.6,0,,,22,Dunlap,4933,Two Year,United States,7480-SPLEF,Stayed,1,0,Male,0,,"36.789213, -119.140338",36.789213,-119.140338,1,26,1,2,5,,0,0,1,1,Bank Withdrawal,1,506,0,Q3,1,3,0,California,0,0,0,69,1796.55,0,800.4,0,2596.95,0,0,93621
-74,9,23.53,1,Competitor,Competitor had better devices,80,Fowler,4553,Month-to-Month,United States,5908-QMGOE,Churned,0,0,Male,1,Fiber Optic,"36.625792, -119.672483",36.625792,-119.672483,0,74.2,1,0,0,,0,0,1,0,Credit Card,1,5635,0,Q3,0,1,1,California,0,0,0,15,1133.9,0,352.95,43.31,1443.54,0,1,93625
-72,3,16.87,0,,,30,Fowler,4181,Two Year,United States,5671-RQRLP,Stayed,0,0,Female,1,Fiber Optic,"36.625792, -119.672483",36.625792,-119.672483,1,75.65,1,0,4,Offer A,0,0,1,1,Credit Card,1,5635,0,Q3,1,4,1,California,0,0,0,70,5411.4,0,1180.9,25.67,6566.63,0,1,93625
-24,53,2.38,0,,,25,Fowler,5922,Month-to-Month,United States,3345-PBBFH,Stayed,0,0,Male,1,DSL,"36.625792, -119.672483",36.625792,-119.672483,1,49.55,0,0,6,Offer E,1,0,1,1,Bank Withdrawal,1,5635,0,Q3,1,5,0,California,0,0,0,8,393.45,0,19.04,0,412.49,1,1,93625
-62,0,18.81,0,,,36,Fowler,6338,Two Year,United States,6349-JDHQP,Stayed,0,0,Female,0,,"36.625792, -119.672483",36.625792,-119.672483,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,5635,0,Q3,0,3,0,California,0,0,0,53,1049.6,0,996.93,0,2046.53,0,0,93625
-70,15,10.78,1,Price,Price too high,85,South Dos Palos,5390,Month-to-Month,United States,0397-GZBBC,Churned,0,0,Male,1,Fiber Optic,"36.959731, -120.653519",36.959731,-120.653519,1,93.85,1,0,0,,0,0,1,1,Bank Withdrawal,1,343,0,Q3,0,2,1,California,1,0,1,59,5574.75,0,636.02,8.13,6202.64,0,1,93665
-21,52,33.25,1,Other,Moved,76,South Dos Palos,4111,One Year,United States,3104-OWCGK,Churned,0,1,Male,1,Fiber Optic,"36.959731, -120.653519",36.959731,-120.653519,1,90.95,0,0,1,Offer B,1,0,0,1,Bank Withdrawal,1,343,0,Q3,1,3,0,California,0,1,1,60,5453.4,0,1995,0,7448.4,1,1,93665
-30,53,0,1,Dissatisfaction,Limited range of services,82,South Dos Palos,2967,Month-to-Month,United States,6834-NXDCA,Churned,0,0,Female,1,DSL,"36.959731, -120.653519",36.959731,-120.653519,0,23.9,0,0,0,,0,0,1,0,Bank Withdrawal,0,343,0,Q3,0,3,0,California,0,0,0,13,300.8,0,0,0,300.8,0,1,93665
-25,41,43.29,0,,,39,South Dos Palos,4809,Month-to-Month,United States,7401-RUBNK,Stayed,0,0,Female,1,Fiber Optic,"36.959731, -120.653519",36.959731,-120.653519,1,74.8,0,0,1,Offer D,0,1,0,1,Bank Withdrawal,1,343,0,Q3,1,3,0,California,0,0,0,18,1438.05,0,779.22,0,2217.27,1,1,93665
-76,17,49.11,1,Dissatisfaction,Product dissatisfaction,72,Tranquillity,5712,Month-to-Month,United States,7641-EUYET,Churned,0,1,Male,1,Fiber Optic,"36.635661, -120.288644",36.635661,-120.288644,1,100.7,1,0,3,,1,1,1,1,Bank Withdrawal,1,1130,0,Q3,1,1,1,California,0,0,1,46,4541.2,0,2259.06,46.64,6753.62,0,1,93668
-42,24,27.72,1,Competitor,Competitor had better devices,92,Tranquillity,2558,Month-to-Month,United States,6711-VTNRE,Churned,0,1,Female,1,Fiber Optic,"36.635661, -120.288644",36.635661,-120.288644,0,87.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,1130,1,Q3,0,1,0,California,1,1,0,36,3078.1,0,997.92,0,4076.02,0,1,93668
-44,0,33.1,0,,,73,Tranquillity,3772,Two Year,United States,9650-VBUOG,Stayed,1,0,Male,0,,"36.635661, -120.288644",36.635661,-120.288644,1,25.05,1,1,9,Offer C,0,0,0,1,Credit Card,1,1130,0,Q3,1,3,0,California,0,0,0,38,963.95,0,1257.8,0,2221.75,0,0,93668
-23,59,40.54,0,,,77,Tranquillity,3570,Two Year,United States,8670-MEFCP,Stayed,1,1,Female,1,Cable,"36.635661, -120.288644",36.635661,-120.288644,1,92.9,1,2,7,,1,1,1,1,Credit Card,1,1130,1,Q3,1,3,0,California,1,1,1,36,3379.25,0,1459.44,0,4838.69,1,1,93668
-66,14,32.11,1,Dissatisfaction,Poor expertise of phone support,80,Lockwood,2688,Month-to-Month,United States,8245-UMPYT,Churned,0,0,Female,1,Fiber Optic,"35.989792, -121.055933",35.989792,-121.055933,0,96.4,1,0,0,,0,0,1,0,Bank Withdrawal,1,538,0,Q3,0,3,1,California,1,0,1,16,1581.2,0,513.76,47.2,2047.76,0,1,93932
-52,16,46.28,1,Competitor,Competitor offered higher download speeds,85,Lockwood,3665,Month-to-Month,United States,4124-MMETB,Churned,0,0,Male,1,Fiber Optic,"35.989792, -121.055933",35.989792,-121.055933,0,94.65,1,0,0,,0,0,1,0,Credit Card,1,538,0,Q3,0,2,0,California,1,1,1,22,2104.55,40,1018.16,0,3162.71,0,0,93932
-22,59,0,0,,,59,Lockwood,6427,Two Year,United States,1194-BHJYC,Stayed,0,1,Male,1,DSL,"35.989792, -121.055933",35.989792,-121.055933,1,62.15,0,0,1,Offer B,0,1,1,1,Credit Card,0,538,1,Q3,1,3,0,California,1,1,1,61,3778.85,0,0,0,3778.85,1,1,93932
-39,16,15.24,0,,,63,Lockwood,5488,One Year,United States,1752-OZXFY,Stayed,0,0,Male,1,DSL,"35.989792, -121.055933",35.989792,-121.055933,1,59.8,0,0,6,Offer B,0,1,1,1,Credit Card,1,538,0,Q3,1,3,0,California,0,0,1,60,3561.15,0,914.4,0,4475.55,0,1,93932
-75,15,41.2,1,Price,Price too high,77,Marina,3273,Month-to-Month,United States,5186-SAMNZ,Churned,0,0,Male,1,Fiber Optic,"36.689582, -121.758398",36.689582,-121.758398,0,69.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,21759,0,Q3,0,2,1,California,0,0,0,1,69.5,80,41.2,0,190.7,0,0,93933
-46,2,14.3,1,Competitor,Competitor offered more data,86,Marina,3080,Month-to-Month,United States,3671-SHRSP,Churned,0,1,Male,1,Fiber Optic,"36.689582, -121.758398",36.689582,-121.758398,1,80.6,0,0,1,Offer E,0,0,1,1,Mailed Check,1,21759,1,Q3,1,3,0,California,0,0,0,4,319.15,0,57.2,0,376.35,0,1,93933
-43,26,16.82,1,Dissatisfaction,Lack of self-service on Website,85,Marina,3968,Month-to-Month,United States,3663-MITLP,Churned,0,1,Female,1,Fiber Optic,"36.689582, -121.758398",36.689582,-121.758398,0,101.25,0,0,0,,1,0,1,0,Bank Withdrawal,1,21759,0,Q3,0,3,0,California,1,1,1,15,1457.25,0,252.3,0,1709.55,0,1,93933
-23,0,22.08,0,,,25,Marina,5418,One Year,United States,9066-QRSDU,Stayed,0,0,Female,0,,"36.689582, -121.758398",36.689582,-121.758398,1,26.3,1,0,7,Offer A,0,0,1,1,Bank Withdrawal,1,21759,0,Q3,1,4,0,California,0,0,0,69,1763.55,0,1523.52,0,3287.07,1,0,93933
-65,5,24.54,1,Dissatisfaction,Product dissatisfaction,82,San Lucas,3041,Month-to-Month,United States,5373-SFODM,Churned,0,0,Male,1,Fiber Optic,"36.125529, -120.864443",36.125529,-120.864443,1,85.25,1,0,1,,0,0,1,1,Credit Card,1,521,0,Q3,1,2,1,California,1,1,0,36,3132.75,0,883.44,0,4016.19,0,1,93954
-80,27,39.1,1,Competitor,Competitor had better devices,91,San Lucas,4962,Month-to-Month,United States,1363-TXLSL,Churned,0,0,Male,1,Fiber Optic,"36.125529, -120.864443",36.125529,-120.864443,1,70.3,0,0,0,Offer E,0,0,1,1,Bank Withdrawal,1,521,0,Q3,0,1,1,California,0,0,0,1,70.3,0,39.1,0,109.4,0,1,93954
-44,0,33.87,0,,,77,San Lucas,4315,Two Year,United States,0323-XWWTN,Joined,1,0,Male,0,,"36.125529, -120.864443",36.125529,-120.864443,0,26.4,1,1,0,,0,0,1,0,Credit Card,1,521,0,Q3,0,5,0,California,0,0,0,3,121.25,0,101.61,0,222.86,0,0,93954
-33,25,18.75,0,,,71,San Lucas,2061,Month-to-Month,United States,7858-GTZSP,Stayed,0,0,Female,1,Fiber Optic,"36.125529, -120.864443",36.125529,-120.864443,0,86.55,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,521,0,Q3,0,5,0,California,1,1,0,12,1066.9,110,225,0,1401.9,0,0,93954
-79,17,10.67,1,Dissatisfaction,Limited range of services,92,Daly City,2654,One Year,United States,0022-TCJCI,Churned,0,1,Male,1,DSL,"37.680844, -122.48131",37.680844,-122.48131,0,62.7,0,0,0,,0,1,0,0,Credit Card,1,63337,0,Q3,0,1,1,California,1,0,0,45,2791.5,0,480.15,0,3271.65,0,1,94015
-65,14,0,0,,,20,Daly City,4615,Month-to-Month,United States,4976-LNFVV,Stayed,0,1,Male,1,DSL,"37.680844, -122.48131",37.680844,-122.48131,1,34.3,0,0,6,,1,0,1,1,Credit Card,0,63337,0,Q3,1,5,1,California,0,0,0,19,577.15,0,0,0,577.15,0,1,94015
-48,10,0,0,,,37,Daly City,5404,One Year,United States,7876-AEHIG,Stayed,0,1,Female,1,DSL,"37.680844, -122.48131",37.680844,-122.48131,0,60.15,0,0,0,,0,1,0,0,Bank Withdrawal,0,63337,1,Q3,0,3,0,California,1,1,1,51,3077,0,0,0,3077,0,1,94015
-30,82,15.06,0,,,77,Daly City,5049,Month-to-Month,United States,4553-DVPZG,Stayed,0,1,Female,1,Fiber Optic,"37.680844, -122.48131",37.680844,-122.48131,1,101.35,1,0,10,Offer B,0,0,1,1,Bank Withdrawal,1,63337,0,Q3,1,5,0,California,1,1,1,62,6164.7,0,933.72,0,7098.42,0,1,94015
-73,22,46.34,1,Price,Price too high,91,San Francisco,4283,Month-to-Month,United States,5130-IEKQT,Churned,0,1,Male,1,Fiber Optic,"37.794487, -122.42227",37.794487,-122.42227,0,105.95,1,0,0,Offer C,1,0,0,0,Credit Card,1,56330,0,Q3,0,2,1,California,1,0,1,25,2655.25,0,1158.5,0,3813.75,0,1,94109
-72,21,1.67,0,,,77,San Francisco,4452,One Year,United States,7508-SMHXL,Stayed,0,0,Female,1,Fiber Optic,"37.794487, -122.42227",37.794487,-122.42227,0,89,1,0,0,,1,0,0,0,Credit Card,1,56330,0,Q3,0,4,1,California,0,0,1,15,1288.3,0,25.05,45.69,1267.66,0,1,94109
-74,0,1.89,0,,,42,San Francisco,4975,Two Year,United States,2428-HYUNX,Stayed,0,0,Male,0,,"37.794487, -122.42227",37.794487,-122.42227,1,19.35,0,0,4,,0,0,1,1,Credit Card,1,56330,0,Q3,1,5,1,California,0,0,0,44,847.25,0,83.16,0,930.41,0,0,94109
-21,71,14.19,0,,,57,San Francisco,4773,Two Year,United States,9031-ZVQPT,Stayed,0,1,Male,1,Fiber Optic,"37.794487, -122.42227",37.794487,-122.42227,1,108.2,1,0,10,,1,0,1,1,Bank Withdrawal,1,56330,1,Q3,1,4,0,California,1,1,1,72,7840.6,0,1021.68,0,8862.28,1,1,94109
-79,23,41.93,1,Other,Don't know,65,San Francisco,4892,Month-to-Month,United States,3269-ATYWD,Churned,0,0,Male,1,Fiber Optic,"37.800254, -122.436975",37.800254,-122.436975,0,95.65,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,22920,0,Q3,0,1,1,California,1,0,1,39,3759.05,150,1635.27,0,5544.32,0,0,94123
-61,29,44.34,1,Competitor,Competitor offered more data,79,San Francisco,4062,Month-to-Month,United States,3519-ZKXGG,Churned,0,0,Female,1,Fiber Optic,"37.800254, -122.436975",37.800254,-122.436975,1,75.85,1,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,22920,0,Q3,1,2,0,California,0,0,0,3,256.6,0,133.02,0,389.62,0,1,94123
-25,46,25.83,0,,,51,San Francisco,5432,Month-to-Month,United States,4301-VVZKA,Stayed,0,0,Male,1,Fiber Optic,"37.800254, -122.436975",37.800254,-122.436975,1,75.4,1,0,1,,0,0,1,1,Bank Withdrawal,1,22920,0,Q3,1,5,0,California,0,0,0,16,1189.4,0,413.28,0,1602.68,1,1,94123
-40,0,12.05,0,,,29,San Francisco,2088,One Year,United States,8909-BOLNL,Joined,0,0,Male,0,,"37.800254, -122.436975",37.800254,-122.436975,0,21.2,0,0,0,,0,0,0,0,Credit Card,1,22920,0,Q3,0,5,0,California,0,0,0,3,52.05,0,36.15,0,88.2,0,0,94123
-71,28,30.25,1,Competitor,Competitor had better devices,67,San Mateo,2930,Month-to-Month,United States,7576-OYWBN,Churned,0,0,Male,1,Fiber Optic,"37.556634, -122.317723",37.556634,-122.317723,0,76.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,23393,0,Q3,0,1,1,California,0,0,0,3,231.8,0,90.75,0,322.55,0,1,94402
-51,27,19.74,1,Dissatisfaction,Network reliability,91,San Mateo,3263,Month-to-Month,United States,6400-BWQKW,Churned,0,0,Female,1,Fiber Optic,"37.556634, -122.317723",37.556634,-122.317723,0,79.05,1,0,0,,0,1,1,0,Bank Withdrawal,1,23393,0,Q3,0,1,0,California,0,0,0,6,434.5,0,118.44,0,552.94,0,1,94402
-21,30,42.98,1,Dissatisfaction,Service dissatisfaction,87,San Mateo,4626,Month-to-Month,United States,2150-UWTFY,Churned,1,1,Female,1,DSL,"37.556634, -122.317723",37.556634,-122.317723,1,61.15,0,3,1,Offer D,1,1,0,1,Credit Card,1,23393,0,Q3,1,1,0,California,0,0,0,22,1422.05,80,945.56,0,2447.61,1,0,94402
-56,0,26.17,0,,,69,San Mateo,3705,Two Year,United States,3549-ZTMNH,Stayed,1,0,Male,0,,"37.556634, -122.317723",37.556634,-122.317723,1,24,1,1,0,,0,0,1,1,Bank Withdrawal,1,23393,0,Q3,0,3,0,California,0,0,0,12,269.65,0,314.04,0,583.69,0,0,94402
-69,5,33.84,1,Competitor,Competitor had better devices,69,Concord,5057,Month-to-Month,United States,5539-TMZLF,Churned,0,0,Male,1,Fiber Optic,"38.013825, -122.039144",38.013825,-122.039144,0,69.75,0,0,0,,0,0,1,0,Bank Withdrawal,1,36186,0,Q3,0,1,1,California,0,0,0,1,69.75,0,33.84,0,103.59,0,1,94520
-21,73,32.08,1,Other,Don't know,74,Concord,3700,Month-to-Month,United States,9448-REEVD,Churned,0,0,Male,1,DSL,"38.013825, -122.039144",38.013825,-122.039144,1,44.7,0,0,1,,0,0,0,1,Credit Card,1,36186,0,Q3,1,3,0,California,0,1,0,1,44.7,0,32.08,0,76.78,1,1,94520
-38,0,13.28,1,Attitude,Attitude of support person,81,Concord,5000,Month-to-Month,United States,1087-UDSIH,Churned,0,0,Female,0,,"38.013825, -122.039144",38.013825,-122.039144,0,19.6,0,0,0,Offer E,0,0,1,0,Credit Card,1,36186,0,Q3,0,3,0,California,0,0,0,3,59.75,0,39.84,0,99.59,0,0,94520
-47,17,0,0,,,32,Concord,5100,Month-to-Month,United States,1976-AZZPJ,Stayed,0,0,Male,1,DSL,"38.013825, -122.039144",38.013825,-122.039144,1,34.2,0,0,3,Offer E,1,1,0,1,Credit Card,0,36186,0,Q3,1,4,0,California,0,0,0,7,256.6,0,0,0,256.6,0,1,94520
-70,25,17.24,1,Dissatisfaction,Product dissatisfaction,80,Hayward,3401,Month-to-Month,United States,3336-JORSO,Churned,0,1,Female,1,Fiber Optic,"37.656695, -122.048361",37.656695,-122.048361,0,110.45,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,11147,1,Q3,0,1,1,California,1,1,1,33,3655.45,70,568.92,0,4294.37,0,0,94542
-50,0,19.58,0,,,38,Hayward,5868,Month-to-Month,United States,7764-BDPEE,Joined,1,0,Male,0,,"37.656695, -122.048361",37.656695,-122.048361,0,20.85,0,3,0,,0,0,0,0,Credit Card,1,11147,0,Q3,0,4,0,California,0,0,0,3,60.65,0,58.74,0,119.39,0,0,94542
-64,0,21.91,0,,,41,Hayward,2987,One Year,United States,2819-GWENI,Stayed,1,0,Female,0,,"37.656695, -122.048361",37.656695,-122.048361,1,19.9,0,1,9,Offer C,0,0,0,1,Credit Card,1,11147,0,Q3,1,4,0,California,0,0,0,28,543,0,613.48,0,1156.48,0,0,94542
-60,10,35.88,0,,,76,Hayward,4430,Month-to-Month,United States,8035-PWSEV,Stayed,0,1,Female,1,Fiber Optic,"37.656695, -122.048361",37.656695,-122.048361,0,89.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,11147,1,Q3,0,3,0,California,1,1,0,6,487.05,0,215.28,0,702.33,0,1,94542
-71,2,42.92,1,Attitude,Attitude of support person,90,Napa,2487,Month-to-Month,United States,6861-XWTWQ,Churned,0,1,Male,1,Fiber Optic,"38.232389, -122.324944",38.232389,-122.324944,1,99.25,1,0,1,,0,0,1,1,Bank Withdrawal,1,26894,0,Q3,1,2,1,California,1,1,1,7,665.45,0,300.44,0,965.89,0,1,94559
-70,8,6.03,0,,,53,Napa,4444,Two Year,United States,7044-YAACC,Stayed,0,0,Male,1,Fiber Optic,"38.232389, -122.324944",38.232389,-122.324944,1,70.2,0,0,5,,0,0,1,1,Bank Withdrawal,1,26894,0,Q3,1,5,1,California,0,0,0,4,280.35,0,24.12,30.75,273.72,0,1,94559
-76,30,49.9,0,,,58,Napa,5254,Month-to-Month,United States,2931-FSOHN,Stayed,0,0,Male,1,DSL,"38.232389, -122.324944",38.232389,-122.324944,0,59.9,0,0,0,,1,0,1,0,Bank Withdrawal,1,26894,0,Q3,0,5,1,California,0,0,1,13,788.35,0,648.7,0,1437.05,0,1,94559
-20,59,42.18,0,,,30,Napa,4858,One Year,United States,6461-PPAXN,Stayed,0,0,Female,1,Cable,"38.232389, -122.324944",38.232389,-122.324944,1,54.95,0,0,5,,0,1,1,1,Bank Withdrawal,1,26894,1,Q3,1,4,0,California,0,0,0,35,1916,0,1476.3,0,3392.3,1,1,94559
-67,15,16.78,1,Dissatisfaction,Network reliability,65,El Sobrante,3715,Month-to-Month,United States,4283-FUTGF,Churned,0,1,Male,1,Fiber Optic,"37.963995, -122.288296",37.963995,-122.288296,0,79.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,25399,0,Q3,0,3,1,California,0,0,0,19,1471.75,0,318.82,0,1790.57,0,1,94803
-74,4,0,0,,,68,El Sobrante,2599,Two Year,United States,9708-HPXWZ,Stayed,0,1,Male,1,DSL,"37.963995, -122.288296",37.963995,-122.288296,0,45.4,0,0,0,,0,0,0,0,Credit Card,0,25399,1,Q3,0,5,1,California,0,0,1,5,214.75,0,0,0,214.75,0,1,94803
-25,58,6.23,0,,,78,El Sobrante,4090,Two Year,United States,8146-QQKZH,Stayed,0,1,Female,1,DSL,"37.963995, -122.288296",37.963995,-122.288296,1,81.85,0,0,4,Offer A,0,1,0,1,Bank Withdrawal,1,25399,1,Q3,1,4,0,California,1,1,1,71,5924.4,0,442.33,0,6366.73,1,1,94803
-55,18,21.3,0,,,76,El Sobrante,4671,Month-to-Month,United States,1472-TNCWL,Stayed,1,0,Male,1,Fiber Optic,"37.963995, -122.288296",37.963995,-122.288296,0,94.7,0,1,0,,1,0,1,0,Bank Withdrawal,1,25399,0,Q3,0,3,0,California,1,1,1,36,3512.5,0,766.8,0,4279.3,0,1,94803
-67,2,26.99,1,Other,Don't know,91,San Rafael,3443,Month-to-Month,United States,2397-BRLOM,Churned,0,0,Male,1,Fiber Optic,"37.972662, -122.491452",37.972662,-122.491452,1,80.45,0,0,2,,0,0,1,1,Credit Card,1,40239,0,Q3,1,1,1,California,0,0,1,8,583.45,0,215.92,0,799.37,0,1,94901
-78,3,34,0,,,71,San Rafael,5085,Two Year,United States,5792-JALQC,Stayed,0,1,Female,1,DSL,"37.972662, -122.491452",37.972662,-122.491452,0,59.85,1,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,40239,0,Q3,0,3,1,California,0,0,0,52,3103.25,0,1768,19.16,4852.09,0,1,94901
-26,52,33.46,1,Competitor,Competitor made better offer,89,San Rafael,2317,Month-to-Month,United States,9661-ACXBS,Churned,0,1,Female,1,Fiber Optic,"37.972662, -122.491452",37.972662,-122.491452,0,105.2,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,40239,0,Q3,0,1,0,California,1,1,1,42,4400.75,0,1405.32,40.15,5765.92,1,1,94901
-37,24,46.18,0,,,56,San Rafael,5344,One Year,United States,4869-EPIUS,Stayed,0,0,Male,1,Fiber Optic,"37.972662, -122.491452",37.972662,-122.491452,1,80.9,0,0,3,,0,0,1,1,Bank Withdrawal,1,40239,0,Q3,1,5,0,California,1,1,0,56,4557.5,0,2586.08,0,7143.58,0,1,94901
-69,28,7.22,1,Attitude,Attitude of support person,65,Novato,3269,Month-to-Month,United States,8510-AWCXC,Churned,0,0,Female,1,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,0,100.8,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,16429,0,Q3,0,1,1,California,1,0,1,13,1308.1,0,93.86,0,1401.96,0,1,94945
-76,18,46.06,0,,,68,Novato,5597,Two Year,United States,2675-OTVVJ,Stayed,0,0,Male,1,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,1,89.45,1,0,5,Offer C,0,1,0,1,Bank Withdrawal,1,16429,0,Q3,1,4,1,California,0,0,1,31,2807.65,0,1427.86,31.58,4203.93,0,1,94945
-26,42,43.99,1,Competitor,Competitor made better offer,90,Novato,3937,Month-to-Month,United States,6941-PMGEP,Churned,0,0,Female,1,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,0,80,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,16429,0,Q3,0,3,0,California,1,1,0,5,412.5,10,219.95,40,602.45,1,0,94945
-54,23,7,1,Competitor,Competitor offered higher download speeds,93,Novato,4565,Month-to-Month,United States,5685-IIXLY,Churned,0,0,Female,1,Fiber Optic,"38.135897, -122.563683",38.135897,-122.563683,1,83.6,0,0,1,,1,0,1,1,Bank Withdrawal,1,16429,0,Q3,1,3,0,California,1,1,0,5,404.2,0,35,24.44,414.76,0,1,94945
-75,18,7.51,1,Competitor,Competitor had better devices,87,Stinson Beach,3856,Month-to-Month,United States,8225-BTJAU,Churned,0,0,Male,1,Fiber Optic,"37.921137, -122.657562",37.921137,-122.657562,0,79.25,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,781,0,Q3,0,1,1,California,1,0,0,10,793.55,0,75.1,0,868.65,0,1,94970
-68,21,22.31,0,,,20,Stinson Beach,5090,One Year,United States,8883-GRDWQ,Stayed,0,0,Male,1,DSL,"37.921137, -122.657562",37.921137,-122.657562,0,54,0,0,0,,0,1,0,0,Credit Card,1,781,1,Q3,0,4,1,California,0,0,0,20,1055.9,0,446.2,0,1502.1,0,1,94970
-52,0,13.06,0,,,60,Stinson Beach,2010,One Year,United States,7632-YUTXB,Stayed,1,0,Female,0,,"37.921137, -122.657562",37.921137,-122.657562,1,20.05,0,2,7,Offer C,0,0,0,1,Credit Card,1,781,0,Q3,1,4,0,California,0,0,0,25,520.1,0,326.5,0,846.6,0,0,94970
-58,28,38.94,0,,,42,Stinson Beach,4418,Month-to-Month,United States,2887-JPYLU,Stayed,1,0,Female,1,DSL,"37.921137, -122.657562",37.921137,-122.657562,0,45.2,0,3,0,,0,0,0,0,Bank Withdrawal,1,781,0,Q3,0,5,0,California,0,0,0,41,1841.9,0,1596.54,0,3438.44,0,1,94970
-67,6,45.72,1,Attitude,Attitude of support person,66,Los Gatos,2718,Month-to-Month,United States,1724-BQUHA,Churned,0,0,Male,1,Fiber Optic,"37.233034, -121.947427",37.233034,-121.947427,0,89.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,24443,0,Q3,0,2,1,California,1,0,1,5,477.7,0,228.6,0,706.3,0,1,95032
-50,29,42.22,1,Competitor,Competitor offered more data,72,Los Gatos,2036,Month-to-Month,United States,2057-ZBLPD,Churned,0,0,Female,1,Fiber Optic,"37.233034, -121.947427",37.233034,-121.947427,1,86.5,1,0,3,Offer D,0,0,1,1,Bank Withdrawal,1,24443,0,Q3,1,3,0,California,1,1,0,21,1808.7,0,886.62,0,2695.32,0,1,95032
-35,16,13.04,0,,,27,Los Gatos,3574,Month-to-Month,United States,4546-FOKWR,Stayed,0,0,Female,1,Fiber Optic,"37.233034, -121.947427",37.233034,-121.947427,0,74.75,1,0,0,,0,0,1,0,Credit Card,1,24443,0,Q3,0,5,0,California,0,0,0,16,1129.35,0,208.64,39.99,1298,0,1,95032
-60,0,36.72,0,,,53,Los Gatos,4623,One Year,United States,4487-ZYJZK,Stayed,1,0,Female,0,,"37.233034, -121.947427",37.233034,-121.947427,1,19.6,0,2,1,,0,0,0,1,Credit Card,1,24443,0,Q3,1,3,0,California,0,0,0,38,763.1,0,1395.36,0,2158.46,0,0,95032
-66,23,38.78,1,Competitor,Competitor had better devices,96,Moss Landing,4843,Month-to-Month,United States,4826-XTSOH,Churned,0,0,Male,1,Fiber Optic,"36.863303, -121.781632",36.863303,-121.781632,1,86.05,1,0,0,,0,0,1,1,Bank Withdrawal,1,899,0,Q3,0,1,1,California,0,0,1,1,86.05,0,38.78,0,124.83,0,1,95039
-25,59,32.16,0,,,34,Moss Landing,6171,Two Year,United States,8659-IOOPU,Stayed,1,1,Female,1,Fiber Optic,"36.863303, -121.781632",36.863303,-121.781632,1,100.45,1,2,4,Offer A,0,1,0,1,Bank Withdrawal,1,899,1,Q3,1,3,0,California,1,1,0,71,7159.7,0,2283.36,16.12,9426.94,1,1,95039
-33,8,44.27,0,,,56,Moss Landing,5096,Two Year,United States,7663-YJHSN,Stayed,0,1,Female,1,Fiber Optic,"36.863303, -121.781632",36.863303,-121.781632,1,103.95,1,0,10,Offer A,1,1,1,1,Bank Withdrawal,1,899,1,Q3,1,3,0,California,0,0,1,72,7556.9,70,3187.44,0,10814.34,0,0,95039
-52,0,1.44,0,,,35,Moss Landing,3260,Two Year,United States,7634-HLQJR,Stayed,1,0,Female,0,,"36.863303, -121.781632",36.863303,-121.781632,1,20.05,0,1,1,,0,0,0,1,Credit Card,1,899,0,Q3,1,5,0,California,0,0,0,47,1016.7,0,67.68,0,1084.38,0,0,95039
-67,4,0,1,Other,Deceased,92,San Jose,3244,Month-to-Month,United States,2408-WITXK,Churned,0,0,Female,1,DSL,"37.34667, -121.910019",37.34667,-121.910019,0,34.7,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,0,18197,0,Q3,0,1,1,California,1,0,0,10,329.8,0,0,0,329.8,0,1,95110
-80,28,30.37,1,Dissatisfaction,Service dissatisfaction,89,San Jose,5082,Month-to-Month,United States,1792-UXAFY,Churned,0,1,Female,1,Fiber Optic,"37.34667, -121.910019",37.34667,-121.910019,0,89.15,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,18197,0,Q3,0,1,1,California,0,0,1,17,1496.9,0,516.29,0,2013.19,0,1,95110
-32,28,24.3,0,,,71,San Jose,2454,Month-to-Month,United States,3391-JSQEW,Stayed,0,0,Male,1,DSL,"37.34667, -121.910019",37.34667,-121.910019,1,50.15,0,0,7,,1,0,1,1,Credit Card,1,18197,0,Q3,1,4,0,California,0,0,0,40,2058.5,0,972,37.03,2993.47,0,1,95110
-25,0,25.89,0,,,69,San Jose,5537,Two Year,United States,4458-KVRBJ,Stayed,0,0,Male,0,,"37.34667, -121.910019",37.34667,-121.910019,0,25,1,0,0,,0,0,0,0,Credit Card,1,18197,0,Q3,0,4,0,California,0,0,0,59,1510.5,0,1527.51,0,3038.01,1,0,95110
-71,6,21.67,1,Other,Moved,77,San Jose,5271,One Year,United States,2634-HCZGT,Churned,0,0,Male,1,Cable,"37.327069, -121.916819",37.327069,-121.916819,1,60.05,1,0,1,,0,1,1,1,Bank Withdrawal,1,27023,1,Q3,1,1,1,California,0,0,0,53,3229.65,100,1148.51,0,4478.16,0,0,95126
-46,19,6.45,0,,,66,San Jose,3807,One Year,United States,0074-HDKDG,Stayed,0,1,Male,1,Cable,"37.327069, -121.916819",37.327069,-121.916819,1,61.6,0,0,5,,1,1,1,1,Bank Withdrawal,1,27023,0,Q3,1,3,0,California,0,0,0,25,1611,0,161.25,44.9,1727.35,0,1,95126
-49,27,11.11,0,,,52,San Jose,5499,Two Year,United States,5278-PNYOX,Stayed,0,1,Female,1,Fiber Optic,"37.327069, -121.916819",37.327069,-121.916819,0,100.65,0,0,0,,0,0,0,0,Credit Card,1,27023,1,Q3,0,3,0,California,1,1,1,49,4917.75,0,544.39,0,5462.14,0,1,95126
-29,59,12.12,0,,,64,San Jose,5701,Month-to-Month,United States,9881-VCZEP,Stayed,0,0,Female,1,Cable,"37.327069, -121.916819",37.327069,-121.916819,1,54.1,1,0,8,,1,0,0,1,Bank Withdrawal,1,27023,0,Q3,1,3,0,California,0,0,0,25,1373,110,303,0,1786,1,0,95126
-74,8,26.12,1,Competitor,Competitor had better devices,81,San Jose,2076,Month-to-Month,United States,7503-QQRVF,Churned,0,0,Male,1,Fiber Optic,"37.375156, -121.795867",37.375156,-121.795867,1,74.3,0,0,1,Offer D,1,0,1,1,Credit Card,1,60620,0,Q3,1,1,1,California,0,0,0,16,1178.25,0,417.92,0,1596.17,0,1,95127
-34,22,28.04,1,Price,Lack of affordable download/upload speed,67,San Jose,2349,Month-to-Month,United States,5449-FIBXJ,Churned,0,1,Male,1,Fiber Optic,"37.375156, -121.795867",37.375156,-121.795867,1,103.3,1,0,1,Offer D,0,0,0,1,Bank Withdrawal,1,60620,1,Q3,1,3,0,California,1,1,1,19,2012.7,0,532.76,0,2545.46,0,1,95127
-30,69,0,1,Dissatisfaction,Product dissatisfaction,74,San Jose,3383,Month-to-Month,United States,9526-BIHHD,Churned,0,0,Male,1,Cable,"37.375156, -121.795867",37.375156,-121.795867,0,29.7,0,0,0,Offer E,0,1,0,0,Mailed Check,0,60620,0,Q3,0,1,0,California,0,0,0,1,29.7,0,0,0,29.7,0,1,95127
-58,12,44.78,0,,,70,San Jose,4244,Month-to-Month,United States,8791-GFXLZ,Stayed,0,0,Male,1,DSL,"37.375156, -121.795867",37.375156,-121.795867,0,49.05,0,0,0,,1,0,1,0,Bank Withdrawal,1,60620,0,Q3,0,5,0,California,0,0,0,12,593.05,0,537.36,29.32,1101.09,0,1,95127
-70,27,17.56,1,Competitor,Competitor had better devices,69,Stockton,3145,Month-to-Month,United States,0709-TVGUR,Churned,0,0,Female,1,Fiber Optic,"38.002125, -121.324979",38.002125,-121.324979,0,74.55,1,0,0,,0,0,1,0,Bank Withdrawal,1,49965,0,Q3,0,1,1,California,0,0,0,9,622.9,0,158.04,33.25,747.69,0,1,95207
-19,30,1.28,0,,,59,Stockton,5558,Month-to-Month,United States,2446-ZKVAF,Stayed,0,0,Male,1,DSL,"38.002125, -121.324979",38.002125,-121.324979,1,56.8,1,0,5,,1,0,0,1,Credit Card,1,49965,0,Q3,1,5,0,California,0,0,0,18,1074.65,0,23.04,0,1097.69,1,1,95207
-25,48,24.01,0,,,53,Stockton,5015,Month-to-Month,United States,7821-DPRQE,Stayed,0,0,Male,1,Fiber Optic,"38.002125, -121.324979",38.002125,-121.324979,1,107.7,1,0,2,Offer A,1,1,1,1,Bank Withdrawal,1,49965,1,Q3,1,3,0,California,1,1,1,68,7320.9,0,1632.68,0,8953.58,1,1,95207
-42,0,19.49,0,,,45,Stockton,5187,Two Year,United States,7711-GQBZC,Stayed,1,0,Female,0,,"38.002125, -121.324979",38.002125,-121.324979,1,24.7,1,1,1,,0,0,0,1,Bank Withdrawal,1,49965,0,Q3,1,4,0,California,0,0,0,71,1810.55,0,1383.79,0,3194.34,0,0,95207
-76,22,43.51,1,Attitude,Attitude of support person,79,Angels Camp,3966,Month-to-Month,United States,3001-CBHLQ,Churned,0,1,Male,1,Fiber Optic,"38.071327, -120.632221",38.071327,-120.632221,1,104.9,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,4264,1,Q3,1,1,1,California,1,0,1,32,3351.55,0,1392.32,33.73,4710.14,0,1,95222
-19,52,5.33,1,Competitor,Competitor made better offer,70,Angels Camp,4235,Month-to-Month,United States,5493-SDRDQ,Churned,0,1,Male,1,Cable,"38.071327, -120.632221",38.071327,-120.632221,0,55.1,0,0,0,Offer E,0,1,1,0,Mailed Check,1,4264,0,Q3,0,1,0,California,0,0,0,2,113.35,0,10.66,0,124.01,1,1,95222
-59,21,0,0,,,79,Angels Camp,2454,Month-to-Month,United States,8807-ARQET,Stayed,0,0,Female,1,Cable,"38.071327, -120.632221",38.071327,-120.632221,0,40.35,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,0,4264,0,Q3,0,5,0,California,1,1,0,41,1677.85,0,0,0,1677.85,0,1,95222
-26,0,22.54,0,,,54,Angels Camp,4402,Month-to-Month,United States,8410-BGQXN,Stayed,0,0,Male,0,,"38.071327, -120.632221",38.071327,-120.632221,0,19.4,0,0,0,,0,0,0,0,Credit Card,1,4264,0,Q3,0,5,0,California,0,0,0,4,93.4,0,90.16,0,183.56,1,0,95222
-67,29,17.36,1,Competitor,Competitor made better offer,91,Sheep Ranch,5429,Month-to-Month,United States,4102-OQUPX,Churned,0,0,Male,1,Fiber Optic,"38.244806, -120.417301",38.244806,-120.417301,1,74.4,1,0,1,,0,0,1,1,Bank Withdrawal,1,88,0,Q3,1,3,1,California,0,0,0,1,74.4,30,17.36,0,121.76,0,0,95250
-68,13,0,0,,,68,Sheep Ranch,4022,One Year,United States,1282-IHQAC,Stayed,0,1,Male,1,Cable,"38.244806, -120.417301",38.244806,-120.417301,0,44.05,0,0,0,Offer A,1,0,1,0,Credit Card,0,88,0,Q3,0,3,1,California,0,0,1,70,3011.65,0,0,0,3011.65,0,1,95250
-79,11,18.66,0,,,38,Sheep Ranch,3114,Two Year,United States,2665-NPTGL,Stayed,0,1,Female,1,Fiber Optic,"38.244806, -120.417301",38.244806,-120.417301,1,98.1,1,0,8,Offer C,0,0,1,1,Bank Withdrawal,1,88,0,Q3,1,4,1,California,1,0,1,26,2510.7,0,485.16,44.17,2951.69,0,1,95250
-36,28,30.55,1,Competitor,Competitor had better devices,66,Sheep Ranch,2003,Month-to-Month,United States,0871-URUWO,Churned,0,1,Male,1,Fiber Optic,"38.244806, -120.417301",38.244806,-120.417301,1,102.25,1,0,1,,0,0,1,1,Credit Card,1,88,0,Q3,1,1,0,California,1,1,1,13,1359,0,397.15,0,1756.15,0,1,95250
-80,20,14.89,1,Dissatisfaction,Product dissatisfaction,88,Ballico,3068,Month-to-Month,United States,3999-QGRJH,Churned,0,0,Male,1,Fiber Optic,"37.4695, -120.672724",37.4695,-120.672724,0,69.7,0,0,0,,0,0,1,0,Bank Withdrawal,1,809,0,Q3,0,1,1,California,0,0,0,8,560.85,0,119.12,0,679.97,0,1,95303
-56,2,46.83,0,,,63,Ballico,2007,Two Year,United States,2933-XEUJM,Stayed,0,1,Female,1,DSL,"37.4695, -120.672724",37.4695,-120.672724,0,79.2,1,0,0,Offer B,0,1,0,0,Mailed Check,1,809,0,Q3,0,4,0,California,1,1,1,46,3593.8,0,2154.18,0,5747.98,0,1,95303
-37,7,0,0,,,68,Ballico,4348,Month-to-Month,United States,8644-XYTSV,Stayed,0,0,Male,1,DSL,"37.4695, -120.672724",37.4695,-120.672724,1,40.15,0,0,1,Offer B,0,1,1,1,Bank Withdrawal,0,809,0,Q3,1,4,0,California,0,0,1,42,1626.05,0,0,0,1626.05,0,1,95303
-22,48,0,0,,,41,Ballico,4033,Month-to-Month,United States,9638-JIQYA,Joined,0,0,Male,1,DSL,"37.4695, -120.672724",37.4695,-120.672724,0,24.9,0,0,0,,0,0,1,0,Credit Card,0,809,0,Q3,0,3,0,California,0,0,0,2,49.7,10,0,0,59.7,1,0,95303
-67,27,30.63,1,Dissatisfaction,Service dissatisfaction,90,Catheys Valley,2709,Month-to-Month,United States,2454-RPBRZ,Churned,0,1,Female,1,Fiber Optic,"37.394411, -120.127262",37.394411,-120.127262,1,98.1,1,0,1,Offer D,1,0,1,1,Bank Withdrawal,1,986,0,Q3,1,3,1,California,0,0,1,12,1060.2,0,367.56,49.06,1378.7,0,1,95306
-71,5,4.59,0,,,63,Catheys Valley,2040,One Year,United States,5461-QKNTN,Stayed,0,0,Male,1,Fiber Optic,"37.394411, -120.127262",37.394411,-120.127262,1,94.3,1,0,1,,1,0,1,1,Bank Withdrawal,1,986,1,Q3,1,3,1,California,0,0,1,43,3953.15,0,197.37,0,4150.52,0,1,95306
-58,0,11.74,0,,,38,Catheys Valley,4879,Two Year,United States,3873-WOSBC,Stayed,0,0,Male,0,,"37.394411, -120.127262",37.394411,-120.127262,1,25.6,1,0,1,Offer A,0,0,0,1,Credit Card,1,986,0,Q3,1,3,0,California,0,0,0,67,1784.9,0,786.58,0,2571.48,0,0,95306
-25,59,25.45,0,,,23,Catheys Valley,5600,Two Year,United States,3726-TBHQT,Stayed,1,1,Male,1,Fiber Optic,"37.394411, -120.127262",37.394411,-120.127262,1,114,1,1,0,,1,1,1,1,Bank Withdrawal,1,986,1,Q3,0,4,0,California,1,1,1,71,8175.9,0,1806.95,0,9982.85,1,1,95306
-68,20,18.91,1,Dissatisfaction,Network reliability,77,Hickman,4708,Month-to-Month,United States,2265-CYWIV,Churned,0,0,Female,1,Fiber Optic,"37.605926, -120.69955",37.605926,-120.69955,1,99.6,1,0,1,,0,1,1,1,Bank Withdrawal,1,1055,0,Q3,1,1,1,California,1,0,1,4,347.65,0,75.64,25.79,397.5,0,1,95323
-31,27,35.91,1,Competitor,Competitor made better offer,91,Hickman,5356,Month-to-Month,United States,1579-KLYDT,Churned,0,1,Male,1,Fiber Optic,"37.605926, -120.69955",37.605926,-120.69955,0,90.45,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1055,0,Q3,0,2,0,California,0,0,1,7,593.45,0,251.37,0,844.82,0,1,95323
-41,20,15.58,0,,,60,Hickman,5096,Two Year,United States,9489-JMTTN,Stayed,1,1,Female,1,DSL,"37.605926, -120.69955",37.605926,-120.69955,1,89.75,1,1,1,Offer A,1,1,0,1,Credit Card,1,1055,1,Q3,1,3,0,California,1,1,1,72,6595.9,0,1121.76,0,7717.66,0,1,95323
-46,7,13.91,0,,,68,Hickman,5059,Two Year,United States,8990-YOZLV,Stayed,0,0,Female,1,Cable,"37.605926, -120.69955",37.605926,-120.69955,0,66.9,1,0,0,Offer A,1,1,1,0,Credit Card,1,1055,1,Q3,0,3,0,California,0,0,0,69,4577.9,0,959.79,0,5537.69,0,1,95323
-69,20,17.45,1,Competitor,Competitor had better devices,91,Soulsbyville,5005,Month-to-Month,United States,4550-VBOFE,Churned,0,1,Male,1,Fiber Optic,"37.990574, -120.261821",37.990574,-120.261821,1,102.95,1,0,1,,1,0,1,1,Bank Withdrawal,1,1519,0,Q3,1,1,1,California,1,0,1,70,7101.5,0,1221.5,15.24,8307.76,0,1,95372
-30,59,31.67,1,Dissatisfaction,Network reliability,93,Soulsbyville,4533,Month-to-Month,United States,4910-AQFFX,Churned,0,1,Male,1,Cable,"37.990574, -120.261821",37.990574,-120.261821,1,79.35,1,0,1,,0,0,1,1,Bank Withdrawal,1,1519,0,Q3,1,3,0,California,0,0,0,9,661.25,10,285.03,0,956.28,0,0,95372
-62,18,7.19,0,,,78,Soulsbyville,3171,One Year,United States,8496-DMZUK,Stayed,0,1,Male,1,Fiber Optic,"37.990574, -120.261821",37.990574,-120.261821,0,90.4,1,0,0,Offer C,1,1,0,0,Bank Withdrawal,1,1519,0,Q3,0,4,0,California,0,0,0,30,2820.65,0,215.7,0,3036.35,0,1,95372
-25,69,0,0,,,39,Soulsbyville,3423,One Year,United States,6981-TDRFT,Stayed,1,1,Male,1,DSL,"37.990574, -120.261821",37.990574,-120.261821,1,54.3,0,1,1,,0,0,1,1,Bank Withdrawal,0,1519,1,Q3,1,5,0,California,1,1,1,44,2317.1,10,0,0,2327.1,1,0,95372
-73,8,37.3,1,Competitor,Competitor had better devices,87,Branscomb,4568,Month-to-Month,United States,0679-IDSTG,Churned,0,0,Female,1,Fiber Optic,"39.710591, -123.682799",39.710591,-123.682799,1,69.25,0,0,1,,0,0,1,1,Bank Withdrawal,1,176,0,Q3,1,1,1,California,0,0,0,1,69.25,0,37.3,0,106.55,0,1,95417
-46,3,22.36,1,Competitor,Competitor had better devices,66,Branscomb,5250,Month-to-Month,United States,7321-PKUYW,Churned,0,0,Female,1,Cable,"39.710591, -123.682799",39.710591,-123.682799,0,90.15,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,176,1,Q3,0,1,0,California,0,0,1,11,987.95,0,245.96,0,1233.91,0,1,95417
-32,0,45.99,0,,,41,Branscomb,2392,Month-to-Month,United States,1385-TQOZW,Stayed,0,0,Female,0,,"39.710591, -123.682799",39.710591,-123.682799,0,20.45,0,0,0,Offer E,0,0,1,0,Credit Card,1,176,0,Q3,0,4,0,California,0,0,0,9,147.55,0,413.91,0,561.46,0,0,95417
-37,16,0,0,,,53,Branscomb,4943,Month-to-Month,United States,3058-WQDRE,Stayed,0,0,Male,1,Cable,"39.710591, -123.682799",39.710591,-123.682799,0,25.15,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,0,176,0,Q3,0,5,0,California,0,0,0,13,331.85,0,0,48.59,283.26,0,1,95417
-65,7,28.63,1,Competitor,Competitor had better devices,78,Philo,5565,Month-to-Month,United States,8802-UNOJF,Churned,0,1,Male,1,Cable,"39.094102, -123.500853",39.094102,-123.500853,0,83.8,0,0,0,Offer D,1,0,1,0,Credit Card,1,1113,1,Q3,0,1,1,California,0,0,0,12,1029.75,80,343.56,44.58,1408.73,0,0,95466
-62,18,24.56,0,,,51,Philo,3094,Month-to-Month,United States,8800-ZKRFW,Stayed,1,1,Female,1,Fiber Optic,"39.094102, -123.500853",39.094102,-123.500853,1,107.5,1,2,9,,1,0,1,1,Bank Withdrawal,1,1113,1,Q3,1,4,0,California,1,1,1,30,3242.5,0,736.8,0,3979.3,0,1,95466
-52,0,10.46,0,,,34,Philo,2066,Month-to-Month,United States,8003-EWNDZ,Stayed,0,0,Female,0,,"39.094102, -123.500853",39.094102,-123.500853,0,21.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,1113,0,Q3,0,4,0,California,0,0,0,10,222.65,0,104.6,0,327.25,0,0,95466
-36,22,12.84,0,,,67,Philo,4116,Two Year,United States,3544-FBCAS,Stayed,1,1,Female,1,DSL,"39.094102, -123.500853",39.094102,-123.500853,1,83.6,1,1,4,,1,1,1,1,Credit Card,1,1113,0,Q3,1,3,0,California,1,1,1,72,5959.3,0,924.48,0,6883.78,0,1,95466
-73,25,0,1,Price,Price too high,65,Point Arena,6280,Month-to-Month,United States,6313-GIDIT,Churned,0,1,Male,1,DSL,"38.911299, -123.609588",38.911299,-123.609588,0,54.45,0,0,0,,1,0,1,0,Bank Withdrawal,0,1352,0,Q3,0,2,1,California,1,0,1,53,2854.55,0,0,20.16,2834.39,0,1,95468
-67,13,38.48,0,,,34,Point Arena,4011,Month-to-Month,United States,5331-RGMTT,Stayed,0,1,Male,1,Fiber Optic,"38.911299, -123.609588",38.911299,-123.609588,1,99.05,1,0,0,,0,0,1,1,Credit Card,1,1352,0,Q3,0,5,1,California,1,0,1,54,5295.7,40,2077.92,0,7413.62,0,0,95468
-42,0,38.96,0,,,27,Point Arena,6036,Two Year,United States,2616-FLVQC,Stayed,0,0,Male,0,,"38.911299, -123.609588",38.911299,-123.609588,0,19.55,0,0,0,,0,0,0,0,Credit Card,1,1352,0,Q3,0,3,0,California,0,0,0,64,1240.15,0,2493.44,0,3733.59,0,0,95468
-31,0,5.88,0,,,67,Point Arena,3109,One Year,United States,1897-RCFUM,Stayed,1,0,Female,0,,"38.911299, -123.609588",38.911299,-123.609588,1,24.2,1,2,1,,0,0,1,1,Credit Card,1,1352,0,Q3,1,3,0,California,0,0,0,39,914.6,0,229.32,0,1143.92,0,0,95468
-78,15,22.56,1,Dissatisfaction,Product dissatisfaction,76,Westport,4726,Month-to-Month,United States,2845-AFFTX,Churned,0,1,Male,1,Fiber Optic,"39.724433, -123.767578",39.724433,-123.767578,1,99.8,1,0,0,,0,0,1,1,Bank Withdrawal,1,309,0,Q3,0,1,1,California,1,0,1,41,4259.3,0,924.96,8.88,5175.38,0,1,95488
-71,4,21.49,0,,,73,Westport,3111,One Year,United States,6729-GDNGC,Stayed,0,0,Female,1,Fiber Optic,"39.724433, -123.767578",39.724433,-123.767578,0,80.7,0,0,0,,0,0,0,0,Bank Withdrawal,1,309,0,Q3,0,5,1,California,0,0,1,20,1614.2,0,429.8,0,2044,0,1,95488
-42,27,40.86,0,,,75,Westport,4937,Two Year,United States,1741-WTPON,Stayed,1,1,Male,1,Fiber Optic,"39.724433, -123.767578",39.724433,-123.767578,1,115.85,1,3,8,Offer B,1,1,0,1,Credit Card,1,309,1,Q3,1,3,0,California,1,1,1,56,6567.9,0,2288.16,0,8856.06,0,1,95488
-44,23,0,0,,,27,Westport,6018,Month-to-Month,United States,9074-KGVOX,Stayed,1,0,Male,1,DSL,"39.724433, -123.767578",39.724433,-123.767578,1,39.45,0,3,10,,0,1,1,1,Credit Card,0,309,0,Q3,1,3,0,California,0,0,1,50,2021.35,0,0,0,2021.35,0,1,95488
-68,17,2.27,1,Price,Price too high,89,Gasquet,3684,Month-to-Month,United States,2815-CPTUL,Churned,0,0,Male,1,Fiber Optic,"41.867908, -123.794144",41.867908,-123.794144,0,70.25,0,0,0,,0,0,1,0,Credit Card,1,532,0,Q3,0,2,1,California,0,0,0,5,331.9,0,11.35,12.48,330.77,0,1,95543
-47,27,41.13,0,,,35,Gasquet,4490,Month-to-Month,United States,1907-YLNYW,Stayed,0,1,Male,1,DSL,"41.867908, -123.794144",41.867908,-123.794144,0,66.7,0,0,0,,0,1,1,0,Bank Withdrawal,1,532,0,Q3,0,3,0,California,1,1,0,8,579,0,329.04,0,908.04,0,1,95543
-58,23,5.92,0,,,40,Gasquet,6339,Month-to-Month,United States,8705-DWKTI,Stayed,0,1,Male,1,Fiber Optic,"41.867908, -123.794144",41.867908,-123.794144,0,83.8,0,0,0,,0,0,1,0,Credit Card,1,532,0,Q3,0,3,0,California,1,1,0,52,4331.4,70,307.84,0,4709.24,0,0,95543
-45,26,36.08,0,,,71,Gasquet,6109,One Year,United States,4685-ERGHK,Stayed,0,0,Male,1,Fiber Optic,"41.867908, -123.794144",41.867908,-123.794144,0,86.9,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,532,0,Q3,0,5,0,California,0,0,1,57,4939.25,0,2056.56,0,6995.81,0,1,95543
-65,4,16.34,1,Competitor,Competitor had better devices,82,Piercy,6363,Month-to-Month,United States,1891-FZYSA,Churned,0,0,Male,1,Fiber Optic,"39.955587, -123.681175",39.955587,-123.681175,1,89.95,1,0,1,,1,0,1,1,Bank Withdrawal,1,200,0,Q3,1,1,1,California,0,0,1,69,6143.15,110,1127.46,6.79,7373.82,0,0,95587
-68,28,48.43,0,,,33,Piercy,4826,Month-to-Month,United States,7872-RDDLZ,Stayed,0,0,Female,1,DSL,"39.955587, -123.681175",39.955587,-123.681175,0,54.9,1,0,0,,1,0,0,0,Bank Withdrawal,1,200,0,Q3,0,4,1,California,0,0,0,67,3725.5,0,3244.81,0,6970.31,0,1,95587
-39,11,3.72,0,,,31,Piercy,6354,One Year,United States,2293-IJWPS,Stayed,0,1,Female,1,Fiber Optic,"39.955587, -123.681175",39.955587,-123.681175,1,100.75,1,0,5,Offer B,0,0,1,1,Credit Card,1,200,0,Q3,1,3,0,California,1,1,1,57,5985,0,212.04,0,6197.04,0,1,95587
-28,53,21.26,0,,,21,Piercy,5758,Two Year,United States,5172-RKOCB,Stayed,0,0,Male,1,Fiber Optic,"39.955587, -123.681175",39.955587,-123.681175,1,108.95,1,0,0,,1,1,1,1,Credit Card,1,200,1,Q3,0,4,0,California,1,1,1,72,7875,0,1530.72,0,9405.72,1,1,95587
-67,11,16.32,1,Price,Extra data charges,70,Carmichael,2075,Month-to-Month,United States,9685-WKZGT,Churned,0,0,Male,1,Fiber Optic,"38.626128, -121.328011",38.626128,-121.328011,0,74.95,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,58830,0,Q3,0,3,1,California,0,0,0,14,1036.75,0,228.48,39.29,1225.94,0,1,95608
-47,23,12.67,1,Competitor,Competitor offered more data,96,Carmichael,5727,Month-to-Month,United States,9415-DPEWS,Churned,0,0,Female,1,Fiber Optic,"38.626128, -121.328011",38.626128,-121.328011,0,88.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,58830,1,Q3,0,3,0,California,0,0,1,18,1639.3,0,228.06,0,1867.36,0,1,95608
-56,16,10.91,0,,,65,Carmichael,4909,Month-to-Month,United States,8455-HIRAQ,Stayed,0,0,Female,1,DSL,"38.626128, -121.328011",38.626128,-121.328011,0,44.45,0,0,0,,0,0,0,0,Credit Card,1,58830,0,Q3,0,3,0,California,0,0,0,8,369.3,0,87.28,0,456.58,0,1,95608
-29,73,0,0,,,48,Carmichael,4928,One Year,United States,5872-OEQNH,Stayed,0,1,Female,1,DSL,"38.626128, -121.328011",38.626128,-121.328011,0,44.45,0,0,0,Offer B,0,1,1,0,Bank Withdrawal,0,58830,0,Q3,0,4,0,California,1,1,0,60,2773.9,0,0,0,2773.9,1,1,95608
-70,9,33.22,1,Competitor,Competitor had better devices,90,Citrus Heights,2091,Month-to-Month,United States,6022-UGGSO,Churned,0,0,Female,1,Fiber Optic,"38.69508, -121.271616",38.69508,-121.271616,0,74.4,0,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,43718,0,Q3,0,1,1,California,0,0,0,32,2276.95,0,1063.04,44.31,3295.68,0,1,95610
-75,3,29.6,0,,,64,Citrus Heights,5182,One Year,United States,3162-KKZXO,Stayed,0,1,Female,1,Fiber Optic,"38.69508, -121.271616",38.69508,-121.271616,0,100.15,1,0,0,,0,0,1,0,Bank Withdrawal,1,43718,0,Q3,0,4,1,California,1,0,1,55,5409.75,0,1628,0,7037.75,0,1,95610
-43,0,46.94,0,,,64,Citrus Heights,4283,Month-to-Month,United States,5624-RYAMH,Stayed,0,0,Female,0,,"38.69508, -121.271616",38.69508,-121.271616,0,19.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,43718,0,Q3,0,4,0,California,0,0,0,9,178.85,0,422.46,0,601.31,0,0,95610
-23,59,13.17,0,,,76,Citrus Heights,4997,Two Year,United States,6616-AALSR,Stayed,1,1,Female,1,Fiber Optic,"38.69508, -121.271616",38.69508,-121.271616,1,104.3,1,1,5,,0,1,1,1,Credit Card,1,43718,0,Q3,1,3,0,California,1,1,1,65,6725.3,70,856.05,0,7651.35,1,0,95610
-69,24,4.6,1,Other,Poor expertise of online support,94,Herald,5746,Month-to-Month,United States,3923-CSIHK,Churned,0,0,Female,1,Cable,"38.313447, -121.123886",38.313447,-121.123886,1,71.05,0,0,1,,0,0,1,1,Bank Withdrawal,1,1745,0,Q3,1,3,1,California,0,0,0,50,3444.85,0,230,0,3674.85,0,1,95638
-62,11,0,0,,,26,Herald,4442,Two Year,United States,0562-KBDVM,Stayed,0,1,Female,1,DSL,"38.313447, -121.123886",38.313447,-121.123886,0,44.6,0,0,0,Offer A,1,1,1,0,Bank Withdrawal,0,1745,1,Q3,0,3,0,California,0,0,0,70,3058.15,0,0,0,3058.15,0,1,95638
-60,14,30.42,0,,,69,Herald,3192,Month-to-Month,United States,9360-OMDZZ,Stayed,0,0,Male,1,Fiber Optic,"38.313447, -121.123886",38.313447,-121.123886,0,94.1,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,1745,0,Q3,0,3,0,California,1,1,1,24,2322.85,110,730.08,0,3162.93,0,0,95638
-52,29,37.01,0,,,69,Herald,5351,Month-to-Month,United States,7798-JVXYM,Stayed,0,0,Female,1,DSL,"38.313447, -121.123886",38.313447,-121.123886,0,69.65,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,1745,1,Q3,0,3,0,California,1,1,1,14,921.4,0,518.14,0,1439.54,0,1,95638
-73,13,0,1,Attitude,Attitude of support person,90,Newcastle,4002,Month-to-Month,United States,3677-IYRBF,Churned,0,1,Female,1,DSL,"38.883224, -121.15918",38.883224,-121.15918,0,30.4,0,0,0,,0,0,1,0,Bank Withdrawal,0,6096,0,Q3,0,1,1,California,0,0,0,2,78.65,0,0,0,78.65,0,1,95658
-62,16,39.5,0,,,70,Newcastle,2568,Month-to-Month,United States,9885-AIBVB,Stayed,0,1,Male,1,Fiber Optic,"38.883224, -121.15918",38.883224,-121.15918,1,85.8,1,0,4,,1,0,1,1,Bank Withdrawal,1,6096,0,Q3,1,3,0,California,0,0,0,29,2440.25,150,1145.5,0,3735.75,0,0,95658
-34,0,35.5,0,,,67,Newcastle,4261,One Year,United States,9509-MPYOD,Stayed,0,0,Female,0,,"38.883224, -121.15918",38.883224,-121.15918,0,20.75,0,0,0,Offer C,0,0,0,0,Credit Card,1,6096,0,Q3,0,4,0,California,0,0,0,35,700.45,0,1242.5,0,1942.95,0,0,95658
-54,10,24.17,0,,,47,Newcastle,3351,Month-to-Month,United States,7718-RXDGG,Stayed,0,0,Male,1,Fiber Optic,"38.883224, -121.15918",38.883224,-121.15918,1,68.6,0,0,9,Offer D,0,0,1,1,Bank Withdrawal,1,6096,0,Q3,1,4,0,California,0,0,0,15,1108.6,90,362.55,0,1561.15,0,0,95658
-74,29,17.62,1,Dissatisfaction,Product dissatisfaction,79,Roseville,5507,Month-to-Month,United States,8118-LSUEL,Churned,0,1,Male,1,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,0,106.4,1,0,0,,1,0,1,0,Bank Withdrawal,1,30614,0,Q3,0,1,1,California,1,0,1,23,2483.5,0,405.26,0,2888.76,0,1,95678
-65,3,34.66,1,Other,Don't know,74,Roseville,2016,Month-to-Month,United States,8884-ADFVN,Churned,0,1,Male,1,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,1,101.95,1,0,2,,0,0,1,1,Bank Withdrawal,1,30614,0,Q3,1,1,1,California,1,1,1,7,700.85,0,242.62,0,943.47,0,1,95678
-59,53,27.49,0,,,37,Roseville,3853,Month-to-Month,United States,5977-CKHON,Stayed,1,1,Female,1,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,1,92.55,1,3,3,Offer B,0,0,1,1,Bank Withdrawal,1,30614,0,Q3,1,3,0,California,1,1,0,43,4039,0,1182.07,0,5221.07,0,1,95678
-33,10,33.82,0,,,75,Roseville,5870,One Year,United States,7544-ZVIKX,Stayed,1,1,Male,1,Fiber Optic,"38.759751, -121.288545",38.759751,-121.288545,1,105.05,1,2,2,,0,0,1,1,Bank Withdrawal,1,30614,1,Q3,1,5,0,California,1,1,1,58,6004.85,0,1961.56,0,7966.41,0,1,95678
-78,25,5.49,1,Dissatisfaction,Network reliability,86,Applegate,5512,Month-to-Month,United States,5277-ZLOOR,Churned,0,0,Female,1,Fiber Optic,"38.983388, -120.988814",38.983388,-120.988814,0,85.55,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1526,0,Q3,0,3,1,California,0,0,1,2,187.45,0,10.98,0,198.43,0,1,95703
-70,10,36.6,0,,,66,Applegate,4322,One Year,United States,8752-GHJFU,Stayed,0,1,Male,1,Fiber Optic,"38.983388, -120.988814",38.983388,-120.988814,1,92,1,0,7,,1,1,1,1,Bank Withdrawal,1,1526,1,Q3,1,3,1,California,0,0,0,71,6585.2,0,2598.6,0,9183.8,0,1,95703
-68,10,15.35,0,,,40,Applegate,3364,Two Year,United States,7813-ZGGAW,Stayed,0,1,Male,1,Fiber Optic,"38.983388, -120.988814",38.983388,-120.988814,0,96.6,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,1526,1,Q3,0,5,1,California,0,0,1,31,2877.95,0,475.85,0,3353.8,0,1,95703
-59,76,31.45,0,,,59,Applegate,5975,One Year,United States,8608-OZTLB,Stayed,1,1,Male,1,DSL,"38.983388, -120.988814",38.983388,-120.988814,1,74.05,0,3,4,,1,1,0,1,Bank Withdrawal,1,1526,1,Q3,1,3,0,California,0,0,1,38,2802.3,0,1195.1,0,3997.4,0,1,95703
-77,4,6.23,1,Attitude,Attitude of support person,73,Sacramento,2174,Month-to-Month,United States,4248-HCETZ,Churned,0,1,Male,1,Fiber Optic,"38.584505, -121.491956",38.584505,-121.491956,1,79.65,0,0,1,Offer C,1,0,1,1,Credit Card,1,16599,0,Q3,1,3,1,California,0,0,0,30,2365.15,0,186.9,0,2552.05,0,1,95814
-24,69,43.05,0,,,61,Sacramento,5523,Month-to-Month,United States,8445-DNBAE,Joined,1,0,Male,1,DSL,"38.584505, -121.491956",38.584505,-121.491956,0,50.05,1,3,0,Offer E,0,0,1,0,Bank Withdrawal,1,16599,0,Q3,0,4,0,California,0,0,0,1,50.05,0,43.05,0,93.1,1,1,95814
-34,19,0,0,,,67,Sacramento,3755,One Year,United States,0373-AIVNJ,Stayed,0,1,Male,1,Cable,"38.584505, -121.491956",38.584505,-121.491956,0,39.55,0,0,0,Offer E,1,1,0,0,Credit Card,0,16599,0,Q3,0,3,0,California,0,0,0,9,373,0,0,0,373,0,1,95814
-61,21,23.02,0,,,24,Sacramento,5898,Two Year,United States,8510-TMWYB,Stayed,1,1,Female,1,Cable,"38.584505, -121.491956",38.584505,-121.491956,1,59.8,1,3,9,,1,0,1,1,Bank Withdrawal,1,16599,0,Q3,1,5,0,California,0,0,0,54,3246.45,0,1243.08,0,4489.53,0,1,95814
-70,0,22.92,1,Dissatisfaction,Limited range of services,78,Sacramento,3848,Month-to-Month,United States,9174-FKWZE,Churned,0,0,Female,0,,"38.567594, -121.437507",38.567594,-121.437507,0,19.45,0,0,0,,0,0,1,0,Bank Withdrawal,1,15975,0,Q3,0,1,1,California,0,0,0,1,19.45,0,22.92,0,42.37,0,0,95819
-56,8,12.21,0,,,24,Sacramento,4466,Month-to-Month,United States,6890-PFRQX,Stayed,0,1,Male,1,DSL,"38.567594, -121.437507",38.567594,-121.437507,0,69.5,1,0,0,,0,1,0,0,Mailed Check,1,15975,0,Q3,0,3,0,California,0,0,1,18,1199.4,0,219.78,0,1419.18,0,1,95819
-55,17,26.8,0,,,57,Sacramento,3296,Month-to-Month,United States,8849-AYPTR,Stayed,0,0,Male,1,Fiber Optic,"38.567594, -121.437507",38.567594,-121.437507,1,91.25,0,0,1,Offer C,0,0,0,1,Bank Withdrawal,1,15975,0,Q3,1,5,0,California,1,1,1,33,2964.05,130,884.4,0,3978.45,0,0,95819
-28,52,6.56,0,,,25,Sacramento,5473,One Year,United States,6728-CZFEI,Stayed,0,0,Female,1,DSL,"38.567594, -121.437507",38.567594,-121.437507,0,56.15,0,0,0,,0,0,0,0,Credit Card,1,15975,0,Q3,0,4,0,California,0,0,1,15,931.9,0,98.4,35.23,995.07,1,1,95819
-78,9,48.95,1,Price,Extra data charges,74,Sacramento,2431,Month-to-Month,United States,5307-DZCVC,Churned,0,0,Female,1,Fiber Optic,"38.685069, -121.543709",38.685069,-121.543709,1,85.95,1,0,0,Offer C,0,0,1,1,Credit Card,1,854,0,Q3,0,3,1,California,0,0,1,32,2628.6,0,1566.4,0,4195,0,1,95835
-28,76,46.6,1,Competitor,Competitor offered higher download speeds,90,Sacramento,2448,Month-to-Month,United States,1678-FYZOW,Churned,0,0,Female,1,Fiber Optic,"38.685069, -121.543709",38.685069,-121.543709,0,79.4,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,854,0,Q3,0,1,0,California,0,0,1,3,244.65,0,139.8,0,384.45,1,1,95835
-37,3,35.03,0,,,28,Sacramento,3483,One Year,United States,8970-ANWXO,Stayed,0,0,Female,1,DSL,"38.685069, -121.543709",38.685069,-121.543709,0,73.75,1,0,0,Offer D,0,0,1,0,Credit Card,1,854,1,Q3,0,3,0,California,1,1,1,23,1756.6,0,805.69,0,2562.29,0,1,95835
-42,0,47.6,0,,,26,Sacramento,5897,Two Year,United States,0480-KYJVA,Stayed,1,0,Female,0,,"38.685069, -121.543709",38.685069,-121.543709,1,24.25,1,3,8,,0,0,0,1,Credit Card,1,854,0,Q3,1,4,0,California,0,0,0,72,1784.5,0,3427.2,49.76,5161.94,0,0,95835
-75,16,36.83,1,Price,Price too high,87,Sacramento,5556,Month-to-Month,United States,8679-JOEVF,Churned,0,0,Female,1,DSL,"38.646096, -121.442433",38.646096,-121.442433,0,59.4,0,0,0,,0,0,0,0,Bank Withdrawal,1,34894,1,Q3,0,1,1,California,0,0,1,16,1023.9,0,589.28,0,1613.18,0,1,95838
-27,42,30.72,1,Competitor,Competitor made better offer,82,Sacramento,3066,Month-to-Month,United States,5394-SVGJV,Churned,0,0,Male,1,Fiber Optic,"38.646096, -121.442433",38.646096,-121.442433,0,98.8,1,0,0,,0,0,0,0,Bank Withdrawal,1,34894,1,Q3,0,1,0,California,1,1,1,37,3475.55,0,1136.64,0,4612.19,1,1,95838
-38,4,0,1,Competitor,Competitor offered more data,91,Sacramento,3051,One Year,United States,8627-EHGIP,Churned,0,1,Male,1,Cable,"38.646096, -121.442433",38.646096,-121.442433,0,53.95,0,0,0,Offer B,1,0,1,0,Credit Card,0,34894,0,Q3,0,2,0,California,1,1,1,44,2375.4,0,0,0,2375.4,0,1,95838
-48,19,0,0,,,30,Sacramento,6340,One Year,United States,9746-YKGXB,Stayed,1,1,Male,1,DSL,"38.646096, -121.442433",38.646096,-121.442433,1,44.25,0,2,9,,0,1,0,1,Bank Withdrawal,0,34894,0,Q3,1,3,0,California,1,1,0,52,2276.1,0,0,23.5,2252.6,0,1,95838
-75,2,47.39,1,Dissatisfaction,Service dissatisfaction,91,Butte City,3474,Month-to-Month,United States,4803-AXVYP,Churned,0,0,Female,1,Fiber Optic,"39.449794, -121.936372",39.449794,-121.936372,0,99.55,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,303,1,Q3,0,1,1,California,1,0,1,38,3734.25,0,1800.82,0,5535.07,0,1,95920
-50,14,17.95,0,,,50,Butte City,5628,One Year,United States,0743-HNPFG,Stayed,0,0,Female,1,DSL,"39.449794, -121.936372",39.449794,-121.936372,1,69.75,0,0,2,,1,1,1,1,Credit Card,1,303,1,Q3,1,3,0,California,1,1,0,51,3562.5,0,915.45,0,4477.95,0,1,95920
-36,3,6.77,0,,,37,Butte City,3475,Month-to-Month,United States,5542-DHSXL,Stayed,0,0,Female,1,Cable,"39.449794, -121.936372",39.449794,-121.936372,1,54.7,0,0,2,,1,1,0,1,Credit Card,1,303,0,Q3,1,4,0,California,0,0,0,4,235.05,0,27.08,0,262.13,0,1,95920
-33,56,26.09,0,,,80,Butte City,5447,Month-to-Month,United States,9137-UIYPG,Stayed,1,1,Female,1,Fiber Optic,"39.449794, -121.936372",39.449794,-121.936372,1,106.9,0,3,1,,0,1,1,1,Bank Withdrawal,1,303,1,Q3,1,3,0,California,1,1,1,35,3756.45,150,913.15,34.47,4785.13,0,0,95920
-76,20,12.96,1,Other,Poor expertise of online support,90,Clipper Mills,4486,Month-to-Month,United States,5649-ANRML,Churned,0,1,Male,1,Fiber Optic,"39.562239, -121.14836",39.562239,-121.14836,0,95.1,0,0,0,Offer E,1,0,1,0,Credit Card,1,282,1,Q3,0,3,1,California,1,0,0,2,180.25,0,25.92,0,206.17,0,1,95930
-30,41,12.88,0,,,22,Clipper Mills,3794,One Year,United States,6543-JXSOO,Stayed,0,0,Female,1,DSL,"39.562239, -121.14836",39.562239,-121.14836,1,57.75,0,0,5,Offer D,1,1,1,1,Credit Card,1,282,1,Q3,1,3,0,California,0,0,0,23,1282.85,0,296.24,0,1579.09,0,1,95930
-23,27,33.93,0,,,43,Clipper Mills,4995,One Year,United States,2284-VFLKH,Stayed,0,1,Male,1,Fiber Optic,"39.562239, -121.14836",39.562239,-121.14836,1,99.25,0,0,4,Offer B,0,0,1,1,Credit Card,1,282,1,Q3,1,3,0,California,1,1,1,49,4920.8,0,1662.57,0,6583.37,1,1,95930
-43,18,31.57,0,,,70,Clipper Mills,3559,Month-to-Month,United States,5339-PXDVH,Stayed,0,0,Male,1,Fiber Optic,"39.562239, -121.14836",39.562239,-121.14836,0,90.65,1,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,282,0,Q3,0,3,0,California,0,0,1,4,367.95,0,126.28,0,494.23,0,1,95930
-70,16,9.5,1,Competitor,Competitor made better offer,79,Quincy,3443,Month-to-Month,United States,7395-IGJOS,Churned,0,0,Male,1,Fiber Optic,"39.971228, -121.041166",39.971228,-121.041166,1,81.5,0,0,1,,0,0,0,1,Bank Withdrawal,1,6189,0,Q3,1,2,1,California,1,0,0,17,1329.2,0,161.5,0,1490.7,0,1,95971
-40,12,12.92,1,Dissatisfaction,Product dissatisfaction,83,Quincy,2335,Month-to-Month,United States,9560-ARGQJ,Churned,0,0,Female,1,Fiber Optic,"39.971228, -121.041166",39.971228,-121.041166,0,81,0,0,0,,0,0,1,0,Bank Withdrawal,1,6189,0,Q3,0,1,0,California,0,0,1,16,1312.15,0,206.72,0,1518.87,0,0,95971
-47,26,32.74,1,Price,Long distance charges,91,Quincy,3809,Month-to-Month,United States,4351-QLCSU,Churned,0,0,Female,1,DSL,"39.971228, -121.041166",39.971228,-121.041166,0,55,0,0,0,,0,0,1,0,Credit Card,1,6189,0,Q3,0,1,0,California,0,0,1,1,55,0,32.74,0,87.74,0,1,95971
-44,23,7.02,0,,,60,Quincy,3266,Month-to-Month,United States,9327-QSDED,Stayed,0,0,Male,1,DSL,"39.971228, -121.041166",39.971228,-121.041166,0,43.55,0,0,0,,0,0,0,0,Credit Card,1,6189,0,Q3,0,5,0,California,0,0,0,8,335.4,10,56.16,0,401.56,0,0,95971
-67,20,0,1,Competitor,Competitor had better devices,89,Sutter,3766,Month-to-Month,United States,7890-VYYWG,Churned,0,0,Male,1,DSL,"39.172777, -121.805845",39.172777,-121.805845,1,36.45,0,0,1,Offer E,0,0,1,1,Credit Card,0,3193,0,Q3,1,1,1,California,0,0,1,3,93.7,0,0,0,93.7,0,1,95982
-62,0,24.76,0,,,49,Sutter,4194,Month-to-Month,United States,7107-UBYKY,Stayed,1,0,Female,0,,"39.172777, -121.805845",39.172777,-121.805845,1,25.75,1,1,5,Offer C,0,0,1,1,Bank Withdrawal,1,3193,0,Q3,1,5,0,California,0,0,0,35,882.55,0,866.6,0,1749.15,0,0,95982
-48,10,41.2,0,,,70,Sutter,5089,Month-to-Month,United States,2360-RDGRO,Stayed,0,1,Male,1,Fiber Optic,"39.172777, -121.805845",39.172777,-121.805845,1,104.25,1,0,4,,0,1,1,1,Bank Withdrawal,1,3193,0,Q3,1,3,0,California,1,1,1,65,6812.95,0,2678,0,9490.95,0,1,95982
-55,13,25.14,0,,,48,Sutter,4676,Two Year,United States,5998-DZLYR,Stayed,0,0,Female,1,Fiber Optic,"39.172777, -121.805845",39.172777,-121.805845,1,94.35,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,3193,1,Q3,1,5,0,California,1,1,0,61,5703,0,1533.54,29.88,7206.66,0,1,95982
-69,21,0,1,Competitor,Competitor had better devices,65,Twain,4842,Month-to-Month,United States,9907-SWKKF,Churned,0,0,Female,1,DSL,"40.022184, -121.062384",40.022184,-121.062384,0,25.05,0,0,0,Offer E,0,0,0,0,Credit Card,0,73,0,Q3,0,1,1,California,0,0,0,1,25.05,0,0,0,25.05,0,1,95984
-42,20,18.74,1,Attitude,Attitude of service provider,71,Twain,4995,Month-to-Month,United States,8519-QJGJD,Churned,0,1,Female,1,Cable,"40.022184, -121.062384",40.022184,-121.062384,0,75.35,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,73,0,Q3,0,2,0,California,0,0,0,14,1025.95,0,262.36,0,1288.31,0,1,95984
-34,13,11.08,1,Dissatisfaction,Service dissatisfaction,96,Twain,2123,Month-to-Month,United States,5134-IKDAY,Churned,0,0,Female,1,Fiber Optic,"40.022184, -121.062384",40.022184,-121.062384,1,69.8,0,0,1,,0,0,1,1,Bank Withdrawal,1,73,0,Q3,1,3,0,California,0,0,0,1,69.8,0,11.08,0,80.88,0,1,95984
-53,0,40.49,1,Dissatisfaction,Service dissatisfaction,90,Twain,4132,Month-to-Month,United States,9318-NKNFC,Churned,0,0,Male,0,,"40.022184, -121.062384",40.022184,-121.062384,0,18.85,0,0,0,,0,0,1,0,Mailed Check,1,73,0,Q3,0,1,0,California,0,0,0,1,18.85,0,40.49,0,59.34,0,0,95984
-70,21,0,1,Competitor,Competitor had better devices,85,Adin,2573,Month-to-Month,United States,6397-JNZZG,Churned,0,1,Female,1,DSL,"41.171578, -120.913161",41.171578,-120.913161,1,55.55,0,0,1,Offer B,1,0,0,1,Credit Card,0,615,0,Q3,1,1,1,California,1,0,1,43,2342.2,0,0,0,2342.2,0,1,96006
-64,28,33.41,1,Competitor,Competitor had better devices,71,Adin,4278,Month-to-Month,United States,0742-NXBGR,Churned,0,1,Female,1,Fiber Optic,"41.171578, -120.913161",41.171578,-120.913161,0,82.3,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,615,0,Q3,0,1,0,California,0,0,0,1,82.3,0,33.41,0,115.71,0,1,96006
-42,0,32.78,0,,,37,Adin,4791,Two Year,United States,9798-OPFEM,Stayed,0,0,Female,0,,"41.171578, -120.913161",41.171578,-120.913161,0,21.1,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,615,0,Q3,0,5,0,California,0,0,0,46,937.1,0,1507.88,0,2444.98,0,0,96006
-54,7,21.12,0,,,20,Adin,4320,Month-to-Month,United States,8993-IZEUX,Stayed,0,0,Male,1,Fiber Optic,"41.171578, -120.913161",41.171578,-120.913161,0,69.15,0,0,0,,0,0,0,0,Bank Withdrawal,1,615,0,Q3,0,3,0,California,0,0,0,7,488.65,0,147.84,0,636.49,0,1,96006
-74,4,46.5,1,Dissatisfaction,Limited range of services,84,Paskenta,4990,Month-to-Month,United States,7779-LGOVN,Churned,0,0,Male,1,Cable,"39.884395, -122.587513",39.884395,-122.587513,1,86.65,1,0,2,,0,0,1,1,Bank Withdrawal,1,263,0,Q3,1,1,1,California,1,0,0,10,856.65,0,465,0,1321.65,0,1,96074
-75,26,46.61,1,Competitor,Competitor offered higher download speeds,86,Paskenta,4712,Month-to-Month,United States,7137-RYLPP,Churned,0,0,Male,1,Fiber Optic,"39.884395, -122.587513",39.884395,-122.587513,1,85.7,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,263,0,Q3,1,2,1,California,0,0,1,37,3171.15,0,1724.57,0,4895.72,0,1,96074
-74,23,39.63,1,Price,Extra data charges,77,Paskenta,4038,Month-to-Month,United States,9317-WZPGV,Churned,0,0,Female,1,Fiber Optic,"39.884395, -122.587513",39.884395,-122.587513,0,79.75,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,263,0,Q3,0,3,1,California,1,0,0,2,159.4,10,79.26,0,248.66,0,0,96074
-45,22,7.7,0,,,39,Paskenta,4917,Month-to-Month,United States,7321-VGNKU,Joined,0,0,Female,1,Fiber Optic,"39.884395, -122.587513",39.884395,-122.587513,1,70.35,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,263,0,Q3,1,3,0,California,0,0,0,2,120.25,20,15.4,0,155.65,0,0,96074
-77,2,41.85,1,Price,Lack of affordable download/upload speed,92,Red Bluff,5849,Month-to-Month,United States,9710-ZUSHQ,Churned,0,0,Female,1,Fiber Optic,"40.186772, -122.388361",40.186772,-122.388361,0,106.75,1,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,26438,0,Q3,0,1,1,California,1,0,1,37,4056.75,0,1548.45,0,5605.2,0,1,96080
-25,51,1.49,1,Competitor,Competitor offered more data,73,Red Bluff,5090,Month-to-Month,United States,7330-WZLNC,Churned,0,0,Female,1,Fiber Optic,"40.186772, -122.388361",40.186772,-122.388361,0,90.8,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,26438,0,Q3,0,3,0,California,0,1,1,5,455.5,0,7.45,0,462.95,1,1,96080
-28,52,39.78,0,,,28,Red Bluff,6367,Two Year,United States,5816-JMLGY,Stayed,0,1,Female,1,DSL,"40.186772, -122.388361",40.186772,-122.388361,1,80.4,0,0,4,,1,0,1,1,Bank Withdrawal,1,26438,1,Q3,1,5,0,California,1,1,1,70,5717.85,0,2784.6,0,8502.45,1,1,96080
-32,0,1.42,0,,,32,Red Bluff,4695,One Year,United States,8969-PRHFK,Stayed,0,0,Male,0,,"40.186772, -122.388361",40.186772,-122.388361,0,19.65,0,0,0,Offer D,0,0,0,0,Credit Card,1,26438,0,Q3,0,3,0,California,0,0,0,18,411.25,0,25.56,0,436.81,0,0,96080
-66,4,48.5,1,Dissatisfaction,Product dissatisfaction,68,Doyle,3967,Month-to-Month,United States,3902-FOIGH,Churned,0,0,Male,1,Fiber Optic,"40.012675, -120.101857",40.012675,-120.101857,1,101.35,1,0,1,,1,0,1,1,Bank Withdrawal,1,1177,0,Q3,1,1,1,California,1,0,1,12,1218.55,0,582,0,1800.55,0,1,96109
-46,26,3.24,0,,,45,Doyle,5286,Two Year,United States,5930-GBIWP,Stayed,0,1,Male,1,Cable,"40.012675, -120.101857",40.012675,-120.101857,0,81.5,1,0,0,,1,1,1,0,Credit Card,1,1177,1,Q3,0,4,0,California,1,1,0,69,5553.25,0,223.56,0,5776.81,0,1,96109
-33,8,38.93,0,,,26,Doyle,6334,Month-to-Month,United States,6075-QMNRR,Stayed,0,0,Female,1,DSL,"40.012675, -120.101857",40.012675,-120.101857,0,49.75,0,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,1177,0,Q3,0,3,0,California,0,0,0,52,2535.55,0,2024.36,0,4559.91,0,1,96109
-33,24,32.75,0,,,47,Doyle,3995,Month-to-Month,United States,2978-XXSOG,Stayed,0,0,Female,1,DSL,"40.012675, -120.101857",40.012675,-120.101857,0,59.05,1,0,0,Offer D,0,1,1,0,Credit Card,1,1177,1,Q3,0,4,0,California,0,0,0,22,1253.5,0,720.5,0,1974,0,1,96109
-70,29,35.1,1,Other,Don't know,91,Sierra City,2080,Month-to-Month,United States,3318-OSATS,Churned,0,0,Male,1,Fiber Optic,"39.600599, -120.636358",39.600599,-120.636358,0,95.45,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,348,0,Q3,0,2,1,California,1,0,1,35,3474.05,80,1228.5,0,4782.55,0,0,96125
-54,22,19.19,1,Dissatisfaction,Service dissatisfaction,96,Sierra City,2544,Month-to-Month,United States,6413-XKKPU,Churned,0,1,Male,1,Fiber Optic,"39.600599, -120.636358",39.600599,-120.636358,1,89.4,0,0,1,,0,1,1,1,Bank Withdrawal,1,348,0,Q3,1,1,0,California,0,0,1,17,1539.45,0,326.23,0,1865.68,0,1,96125
-51,23,27.05,1,Dissatisfaction,Network reliability,72,Sierra City,2874,Month-to-Month,United States,1031-IIDEO,Churned,0,0,Female,1,Fiber Optic,"39.600599, -120.636358",39.600599,-120.636358,0,70.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,348,0,Q3,0,3,0,California,0,0,0,1,70.85,0,27.05,0,97.9,0,1,96125
-36,5,0,0,,,20,Sierra City,5639,Two Year,United States,9995-HOTOH,Stayed,0,1,Male,1,Cable,"39.600599, -120.636358",39.600599,-120.636358,1,59,0,0,1,,1,1,0,1,Bank Withdrawal,0,348,0,Q3,1,3,0,California,1,1,1,63,3707.6,0,0,0,3707.6,0,1,96125
-68,10,45.8,1,Dissatisfaction,Poor expertise of online support,74,Tahoe Vista,2151,Month-to-Month,United States,2636-ALXXZ,Churned,0,0,Female,1,Fiber Optic,"39.24124, -120.054765",39.24124,-120.054765,0,69.6,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,678,0,Q3,0,2,1,California,0,0,0,1,69.6,0,45.8,0,115.4,0,1,96148
-69,25,9.9,1,Attitude,Attitude of service provider,93,Tahoe Vista,4389,One Year,United States,7632-MNYOY,Churned,0,1,Male,1,Fiber Optic,"39.24124, -120.054765",39.24124,-120.054765,0,110.9,1,0,0,,1,0,0,0,Credit Card,1,678,1,Q3,0,3,1,California,1,0,1,66,7432.05,0,653.4,0,8085.45,0,1,96148
-29,53,1.31,0,,,69,Tahoe Vista,3056,Month-to-Month,United States,2851-MMUTZ,Stayed,0,0,Female,1,Cable,"39.24124, -120.054765",39.24124,-120.054765,0,56.15,0,0,0,,1,0,1,0,Mailed Check,1,678,1,Q3,0,3,0,California,0,0,0,27,1439.35,0,35.37,0,1474.72,1,1,96148
-30,0,15.06,0,,,35,Tahoe Vista,2265,Two Year,United States,1627-AFWVJ,Stayed,0,0,Female,0,,"39.24124, -120.054765",39.24124,-120.054765,0,19.4,0,0,0,,0,0,0,0,Credit Card,1,678,0,Q3,0,3,0,California,0,0,0,29,554.25,0,436.74,0,990.99,0,0,96148
-65,13,18.37,1,Dissatisfaction,Product dissatisfaction,67,Los Angeles,2139,Month-to-Month,United States,9885-CSMWE,Churned,0,0,Female,1,Fiber Optic,"34.027337, -118.28515",34.027337,-118.28515,0,78.45,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,45025,0,Q3,0,1,1,California,0,0,1,1,78.45,0,18.37,0,96.82,0,1,90007
-37,13,20.88,1,Price,Extra data charges,79,Los Angeles,5536,Month-to-Month,United States,1228-FZFRV,Churned,0,1,Male,1,Fiber Optic,"34.027337, -118.28515",34.027337,-118.28515,1,105.95,1,0,0,,0,1,0,1,Credit Card,1,45025,0,Q3,0,1,0,California,1,1,1,50,5341.8,0,1044,0,6385.8,0,1,90007
-42,53,29.54,0,,,43,Los Angeles,4459,Month-to-Month,United States,1452-KIOVK,Stayed,1,0,Male,1,Fiber Optic,"34.027337, -118.28515",34.027337,-118.28515,0,89.1,1,3,0,Offer D,1,0,1,0,Credit Card,1,45025,0,Q3,0,4,0,California,0,0,1,22,1949.4,0,649.88,0,2599.28,0,1,90007
-22,47,44.9,0,,,22,Los Angeles,4451,Month-to-Month,United States,7088-FBAWU,Stayed,1,0,Female,1,DSL,"34.027337, -118.28515",34.027337,-118.28515,1,74.55,0,2,8,Offer D,1,1,0,1,Credit Card,1,45025,0,Q3,1,3,0,California,1,1,1,17,1215.8,0,763.3,0,1979.1,1,1,90007
-53,0,14.86,0,,,30,Los Angeles,4808,Two Year,United States,4086-WITJG,Stayed,1,0,Male,0,,"34.027337, -118.28515",34.027337,-118.28515,1,19.7,0,1,8,Offer A,0,0,0,1,Credit Card,1,45025,0,Q3,1,5,0,California,0,0,0,71,1301.1,0,1055.06,0,2356.16,0,0,90007
-73,30,5.75,1,Price,Lack of affordable download/upload speed,82,Los Angeles,2645,One Year,United States,7657-DYEPJ,Churned,0,1,Male,1,Cable,"34.066303, -118.435479",34.066303,-118.435479,0,70.15,0,0,0,Offer C,1,0,1,0,Credit Card,1,44150,1,Q3,0,3,1,California,0,0,1,38,2497.35,0,218.5,0,2715.85,0,1,90024
-68,17,39.52,0,,,74,Los Angeles,4351,Month-to-Month,United States,1226-IENZN,Stayed,0,0,Male,1,Fiber Optic,"34.066303, -118.435479",34.066303,-118.435479,0,78.75,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,44150,0,Q3,0,4,1,California,1,1,0,16,1218.25,0,632.32,0,1850.57,0,1,90024
-29,0,33.58,1,Competitor,Competitor made better offer,92,Los Angeles,4832,Month-to-Month,United States,1066-JKSGK,Churned,0,0,Male,0,,"34.066303, -118.435479",34.066303,-118.435479,0,20.15,0,0,0,,0,0,0,0,Credit Card,1,44150,0,Q3,0,1,0,California,0,0,0,1,20.15,0,33.58,0,53.73,1,0,90024
-31,30,4.41,1,Competitor,Competitor made better offer,70,Los Angeles,5955,Month-to-Month,United States,4855-SNKMY,Churned,0,0,Female,1,DSL,"34.066303, -118.435479",34.066303,-118.435479,0,44.1,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,44150,0,Q3,0,3,0,California,0,0,0,1,44.1,0,4.41,0,48.51,0,1,90024
-47,0,35.86,0,,,67,Los Angeles,2267,Two Year,United States,2808-CHTDM,Stayed,1,0,Female,0,,"34.066303, -118.435479",34.066303,-118.435479,1,25.1,1,2,4,,0,0,0,1,Mailed Check,1,44150,0,Q3,1,5,0,California,0,0,0,23,611.45,0,824.78,0,1436.23,0,0,90024
-70,11,19.49,1,Price,Long distance charges,81,Los Angeles,6204,Month-to-Month,United States,8276-MQBYC,Churned,0,1,Male,1,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,0,97.8,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,30568,0,Q3,0,2,1,California,1,0,1,51,4913.3,0,993.99,0,5907.29,0,1,90028
-77,17,35.11,1,Competitor,Competitor had better devices,84,Los Angeles,4412,One Year,United States,7124-UGSUR,Churned,0,1,Female,1,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,1,104.4,1,0,1,,1,0,1,1,Credit Card,1,30568,0,Q3,1,1,1,California,1,0,1,61,6405,0,2141.71,0,8546.71,0,1,90028
-70,25,2.67,0,,,64,Los Angeles,5703,One Year,United States,1060-ENTOF,Stayed,0,1,Female,1,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,1,105.4,1,0,3,,1,1,1,1,Credit Card,1,30568,1,Q3,1,4,1,California,1,0,0,67,7035.6,0,178.89,0,7214.49,0,1,90028
-61,16,31.35,1,Competitor,Competitor had better devices,77,Los Angeles,5789,Month-to-Month,United States,6467-CHFZW,Churned,1,0,Male,1,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,1,99.35,1,1,1,,1,0,1,1,Bank Withdrawal,1,30568,0,Q3,1,1,0,California,1,1,1,47,4749.15,0,1473.45,0,6222.6,0,1,90028
-59,5,35.53,1,Other,Don't know,91,Los Angeles,3721,Month-to-Month,United States,2219-MVUSO,Churned,0,0,Male,1,Cable,"34.099869, -118.326843",34.099869,-118.326843,0,45.15,0,0,0,,0,0,1,0,Credit Card,1,30568,0,Q3,0,2,0,California,0,0,0,8,438.4,0,284.24,0,722.64,0,1,90028
-31,22,32.07,1,Competitor,Competitor offered higher download speeds,78,Los Angeles,3596,Month-to-Month,United States,1465-VINDH,Churned,0,1,Female,1,Fiber Optic,"34.099869, -118.326843",34.099869,-118.326843,1,102.1,1,0,1,,1,0,1,1,Credit Card,1,30568,0,Q3,1,3,0,California,1,1,1,10,1068.85,0,320.7,0,1389.55,0,1,90028
-68,25,41.83,1,Dissatisfaction,Service dissatisfaction,96,Los Angeles,2516,Month-to-Month,United States,6015-VVHHE,Churned,0,0,Female,1,Fiber Optic,"34.110845, -118.259595",34.110845,-118.259595,0,83.15,1,0,0,,0,0,1,0,Credit Card,1,29310,0,Q3,0,3,1,California,0,0,1,5,446.05,0,209.15,0,655.2,0,1,90039
-56,58,12.6,1,Competitor,Competitor had better devices,66,Los Angeles,2454,Month-to-Month,United States,6047-YHPVI,Churned,1,0,Male,1,Fiber Optic,"34.110845, -118.259595",34.110845,-118.259595,0,69.7,0,3,0,,0,0,1,0,Bank Withdrawal,1,29310,0,Q3,0,1,0,California,0,0,0,5,316.9,0,63,0,379.9,0,1,90039
-33,0,8.36,0,,,64,Los Angeles,3915,Two Year,United States,4735-BJKOU,Stayed,0,0,Female,0,,"34.110845, -118.259595",34.110845,-118.259595,0,20.15,0,0,0,,0,0,0,0,Mailed Check,1,29310,0,Q3,0,5,0,California,0,0,0,40,804.85,0,334.4,0,1139.25,0,0,90039
-61,6,0,0,,,21,Los Angeles,5045,Month-to-Month,United States,7740-KKCXF,Stayed,0,0,Male,1,DSL,"34.110845, -118.259595",34.110845,-118.259595,1,30.05,0,0,9,,1,0,1,1,Credit Card,0,29310,0,Q3,1,4,0,California,0,0,0,51,1529.45,0,0,0,1529.45,0,1,90039
-46,2,21.96,0,,,49,Los Angeles,5926,One Year,United States,0898-XCGTF,Stayed,0,0,Male,1,Fiber Optic,"34.110845, -118.259595",34.110845,-118.259595,1,96.5,1,0,1,,0,0,1,1,Bank Withdrawal,1,29310,0,Q3,1,5,0,California,1,1,1,61,5673.7,0,1339.56,0,7013.26,0,1,90039
-77,25,23.46,1,Price,Long distance charges,65,Culver City,3350,Month-to-Month,United States,2516-VQRRV,Churned,0,0,Female,1,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,0,75.45,1,0,0,,0,0,1,0,Credit Card,1,31963,0,Q3,0,3,1,California,0,0,0,2,158.4,0,46.92,0,205.32,0,1,90230
-23,76,13.86,1,Attitude,Attitude of support person,76,Culver City,5393,Month-to-Month,United States,4116-TZAQJ,Churned,0,0,Female,1,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,0,74.25,0,0,0,,0,1,1,0,Credit Card,1,31963,0,Q3,0,1,0,California,0,1,0,9,639.65,0,124.74,0,764.39,1,1,90230
-29,42,48.38,0,,,38,Culver City,5983,Month-to-Month,United States,7410-OIEDU,Stayed,0,1,Male,1,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,0,79.85,0,0,0,,0,1,1,0,Credit Card,1,31963,0,Q3,0,3,0,California,0,0,0,10,887.35,0,483.8,0,1371.15,1,1,90230
-48,20,38.5,0,,,62,Culver City,2651,Month-to-Month,United States,7326-RIGQZ,Stayed,1,0,Male,1,Fiber Optic,"33.993991, -118.39704",33.993991,-118.39704,1,69.8,0,3,9,,0,0,1,1,Bank Withdrawal,1,31963,0,Q3,1,4,0,California,0,0,0,6,377.85,0,231,0,608.85,0,1,90230
-33,28,0,0,,,71,Culver City,2876,Month-to-Month,United States,1442-BQPVU,Stayed,0,0,Female,1,DSL,"33.993991, -118.39704",33.993991,-118.39704,0,29.15,0,0,0,,1,0,0,0,Bank Withdrawal,0,31963,0,Q3,0,4,0,California,0,0,0,13,357.15,0,0,0,357.15,0,1,90230
-73,6,25.74,1,Price,Extra data charges,96,Culver City,3016,Month-to-Month,United States,7580-UGXNC,Churned,0,0,Female,1,DSL,"34.019323, -118.391902",34.019323,-118.391902,0,54.85,0,0,0,,1,1,0,0,Credit Card,1,15195,0,Q3,0,1,1,California,0,0,0,2,104.2,0,51.48,0,155.68,0,1,90232
-39,5,25.77,0,,,30,Culver City,3178,Month-to-Month,United States,2273-QCKXA,Joined,0,0,Male,1,Cable,"34.019323, -118.391902",34.019323,-118.391902,0,49.05,0,0,0,,0,0,0,0,Credit Card,1,15195,1,Q3,0,3,0,California,0,0,0,1,49.05,0,25.77,0,74.82,0,1,90232
-52,24,0,0,,,62,Culver City,4380,One Year,United States,9060-HJJRW,Stayed,0,1,Female,1,DSL,"34.019323, -118.391902",34.019323,-118.391902,0,56.4,0,0,0,,1,0,1,0,Credit Card,0,15195,0,Q3,0,4,0,California,1,1,1,51,2928.5,0,0,0,2928.5,0,1,90232
-64,0,24.22,0,,,62,Culver City,2170,One Year,United States,1401-FTHFQ,Stayed,1,0,Male,0,,"34.019323, -118.391902",34.019323,-118.391902,1,20,0,1,2,Offer D,0,0,1,1,Credit Card,1,15195,0,Q3,1,5,0,California,0,0,0,23,445.3,0,557.06,0,1002.36,0,0,90232
-62,0,36.16,0,,,43,Culver City,2654,Two Year,United States,3978-YNKDD,Stayed,1,0,Male,0,,"34.019323, -118.391902",34.019323,-118.391902,0,20.85,0,2,0,,0,0,0,0,Credit Card,1,15195,0,Q3,0,4,0,California,0,0,0,19,467.5,0,687.04,0,1154.54,0,0,90232
-71,11,4.89,1,Price,Price too high,70,Gardena,5795,Month-to-Month,United States,5178-LMXOP,Churned,0,0,Male,1,Fiber Optic,"33.876482, -118.284077",33.876482,-118.284077,1,95.1,1,0,1,,0,0,1,1,Bank Withdrawal,1,9960,0,Q3,1,1,1,California,1,0,1,1,95.1,0,4.89,0,99.99,0,1,90248
-50,7,2.03,0,,,56,Gardena,2867,One Year,United States,6416-JNVRK,Stayed,0,0,Female,1,Cable,"33.876482, -118.284077",33.876482,-118.284077,0,55.65,0,0,0,Offer B,0,0,0,0,Credit Card,1,9960,0,Q3,0,5,0,California,1,1,0,46,2688.85,0,93.38,0,2782.23,0,1,90248
-57,30,37.39,0,,,41,Gardena,5937,Two Year,United States,8345-MVDYC,Stayed,0,1,Female,1,DSL,"33.876482, -118.284077",33.876482,-118.284077,0,81.65,0,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,9960,1,Q3,0,3,0,California,1,1,1,45,3618.7,0,1682.55,0,5301.25,0,1,90248
-52,6,34.73,0,,,80,Gardena,4041,Month-to-Month,United States,5429-LWCMV,Stayed,0,0,Female,1,Fiber Optic,"33.876482, -118.284077",33.876482,-118.284077,0,89.15,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,9960,0,Q3,0,5,0,California,1,1,0,12,1057.55,70,416.76,0,1544.31,0,0,90248
-54,17,0,0,,,67,Gardena,4265,One Year,United States,0305-SQECB,Stayed,1,0,Female,1,DSL,"33.876482, -118.284077",33.876482,-118.284077,0,36.05,0,1,0,,0,1,1,0,Credit Card,0,9960,1,Q3,0,4,0,California,0,0,0,11,402.6,100,0,0,502.6,0,0,90248
-69,6,7.94,1,Price,Price too high,94,Torrance,5884,Month-to-Month,United States,7056-IMHCC,Churned,0,0,Male,1,Fiber Optic,"33.833699, -118.314387",33.833699,-118.314387,1,101.9,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,40705,0,Q3,1,1,1,California,1,0,1,53,5549.4,0,420.82,0,5970.22,0,1,90501
-25,48,12.76,1,Dissatisfaction,Network reliability,90,Torrance,2902,Month-to-Month,United States,3744-ZRRDZ,Churned,0,0,Male,1,Fiber Optic,"33.833699, -118.314387",33.833699,-118.314387,0,82.35,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,40705,0,Q3,0,1,0,California,0,1,0,21,1852.85,0,267.96,0,2120.81,1,1,90501
-60,18,0,0,,,60,Torrance,3585,One Year,United States,9750-BOOHV,Stayed,0,0,Female,1,DSL,"33.833699, -118.314387",33.833699,-118.314387,0,30.15,0,0,0,Offer C,0,1,0,0,Credit Card,0,40705,0,Q3,0,4,0,California,0,0,0,32,927.65,0,0,0,927.65,0,1,90501
-20,0,31.02,0,,,32,Torrance,4958,Month-to-Month,United States,2243-FNMMI,Stayed,0,0,Male,0,,"33.833699, -118.314387",33.833699,-118.314387,0,19.4,0,0,0,Offer D,0,0,0,0,Credit Card,1,40705,0,Q3,0,3,0,California,0,0,0,20,415.4,0,620.4,0,1035.8,1,0,90501
-60,29,10.95,0,,,32,Torrance,3734,Month-to-Month,United States,1173-XZPYF,Stayed,0,1,Female,1,Fiber Optic,"33.833699, -118.314387",33.833699,-118.314387,0,89.2,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,40705,0,Q3,0,4,0,California,0,0,1,11,990.3,0,120.45,0,1110.75,0,1,90501
-80,30,22.14,1,Dissatisfaction,Limited range of services,83,Montebello,4788,Month-to-Month,United States,8749-JMNKX,Churned,0,1,Male,1,Fiber Optic,"34.015217, -118.109962",34.015217,-118.109962,1,93.8,1,0,1,Offer B,0,1,1,1,Bank Withdrawal,1,62425,0,Q3,1,1,1,California,0,0,1,51,4750.95,0,1129.14,0,5880.09,0,1,90640
-77,0,28.99,0,,,69,Montebello,4055,Two Year,United States,5605-XNWEN,Stayed,0,0,Male,0,,"34.015217, -118.109962",34.015217,-118.109962,1,25,1,0,0,,0,0,1,1,Bank Withdrawal,1,62425,0,Q3,0,5,1,California,0,0,0,72,1802.55,0,2087.28,28.93,3860.9,0,0,90640
-27,0,39.89,0,,,76,Montebello,3172,Month-to-Month,United States,7219-TLZHO,Stayed,1,0,Female,0,,"34.015217, -118.109962",34.015217,-118.109962,1,20.85,0,1,1,,0,0,0,1,Credit Card,1,62425,0,Q3,1,5,0,California,0,0,0,4,62.9,0,159.56,0,222.46,1,0,90640
-42,11,17.4,0,,,59,Montebello,4001,Two Year,United States,7159-NOKYQ,Stayed,0,1,Male,1,Fiber Optic,"34.015217, -118.109962",34.015217,-118.109962,1,93.15,1,0,5,Offer A,1,0,1,1,Bank Withdrawal,1,62425,0,Q3,1,4,0,California,1,1,0,67,6368.2,90,1165.8,0,7624,0,0,90640
-21,52,18.07,0,,,76,Montebello,5352,Month-to-Month,United States,5666-CYCYZ,Stayed,0,0,Female,1,Fiber Optic,"34.015217, -118.109962",34.015217,-118.109962,0,89.55,1,0,0,,0,0,1,0,Bank Withdrawal,1,62425,1,Q3,0,4,0,California,1,1,0,24,2259.35,0,433.68,0,2693.03,1,1,90640
-66,2,6.03,1,Price,Extra data charges,74,Lakewood,5925,Two Year,United States,0917-EZOLA,Churned,0,1,Male,1,Fiber Optic,"33.847755, -118.112532",33.847755,-118.112532,1,104.15,1,0,0,,1,0,1,1,Bank Withdrawal,1,27563,0,Q3,0,3,1,California,1,0,1,72,7689.95,0,434.16,0,8124.11,0,1,90713
-79,7,35.38,0,,,36,Lakewood,5573,One Year,United States,7789-HKSBS,Stayed,0,1,Female,1,Fiber Optic,"33.847755, -118.112532",33.847755,-118.112532,1,105.2,1,0,2,,0,1,1,1,Bank Withdrawal,1,27563,0,Q3,1,3,1,California,1,1,1,42,4599.15,0,1485.96,40.46,6044.65,0,1,90713
-47,14,0,1,Competitor,Competitor had better devices,93,Lakewood,4667,Month-to-Month,United States,2606-RMDHZ,Churned,0,0,Male,1,DSL,"33.847755, -118.112532",33.847755,-118.112532,0,30.5,0,0,0,Offer E,1,0,1,0,Credit Card,0,27563,0,Q3,0,1,0,California,0,0,0,6,208.7,0,0,0,208.7,0,1,90713
-42,0,25.53,0,,,79,Lakewood,2017,Two Year,United States,7799-LGRDP,Stayed,0,0,Female,0,,"33.847755, -118.112532",33.847755,-118.112532,0,25.7,1,0,0,,0,0,1,0,Credit Card,1,27563,0,Q3,0,4,0,California,0,0,0,43,1188.2,0,1097.79,0,2285.99,0,0,90713
-35,0,3.01,0,,,71,Lakewood,5299,Month-to-Month,United States,2740-JFBOK,Stayed,0,0,Male,0,,"33.847755, -118.112532",33.847755,-118.112532,0,24,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,27563,0,Q3,0,5,0,California,0,0,0,10,226.55,0,30.1,0,256.65,0,0,90713
-79,11,4.59,1,Dissatisfaction,Network reliability,78,Arcadia,2834,Month-to-Month,United States,8414-MYSHR,Churned,0,0,Male,1,Fiber Optic,"34.128284, -118.047732",34.128284,-118.047732,0,91.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,30933,0,Q3,0,1,1,California,1,0,1,5,449.75,0,22.95,0,472.7,0,1,91007
-35,4,6.54,0,,,55,Arcadia,5644,Two Year,United States,4648-YPBTM,Stayed,0,1,Male,1,DSL,"34.128284, -118.047732",34.128284,-118.047732,0,73.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,30933,1,Q3,0,4,0,California,1,1,0,53,3958.25,0,346.62,0,4304.87,0,1,91007
-51,0,43.91,0,,,25,Arcadia,6302,Two Year,United States,1927-QEWMY,Stayed,0,0,Female,0,,"34.128284, -118.047732",34.128284,-118.047732,1,20.5,0,0,6,Offer A,0,0,0,1,Credit Card,1,30933,0,Q3,1,4,0,California,0,0,0,72,1502.25,0,3161.52,0,4663.77,0,0,91007
-62,6,29.75,0,,,40,Arcadia,2296,Month-to-Month,United States,6034-YMTOB,Stayed,0,0,Female,1,Fiber Optic,"34.128284, -118.047732",34.128284,-118.047732,0,75.65,0,0,0,,0,0,1,0,Credit Card,1,30933,1,Q3,0,5,0,California,0,0,0,5,399.45,0,148.75,0,548.2,0,1,91007
-31,0,9.56,0,,,79,Arcadia,2990,Month-to-Month,United States,1488-SYSFC,Stayed,1,0,Male,0,,"34.128284, -118.047732",34.128284,-118.047732,1,20.65,0,1,10,,0,0,1,1,Bank Withdrawal,1,30933,0,Q3,1,4,0,California,0,0,0,31,702.05,0,296.36,43.76,954.65,0,0,91007
-80,18,28.49,1,Attitude,Attitude of support person,92,Canoga Park,4403,Month-to-Month,United States,4988-IQIGL,Churned,0,0,Male,1,Fiber Optic,"34.224377, -118.632656",34.224377,-118.632656,0,75.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,49242,0,Q3,0,3,1,California,0,0,0,1,75.35,0,28.49,0,103.84,0,1,91304
-39,29,42.08,1,Dissatisfaction,Service dissatisfaction,94,Canoga Park,2283,Month-to-Month,United States,2472-OVKUP,Churned,1,1,Male,1,Fiber Optic,"34.224377, -118.632656",34.224377,-118.632656,1,91,0,2,5,,1,0,1,1,Bank Withdrawal,1,49242,0,Q3,1,2,0,California,1,1,0,6,531,0,252.48,0,783.48,0,1,91304
-22,0,22.36,0,,,52,Canoga Park,5921,Two Year,United States,3173-WSSUE,Stayed,1,0,Female,0,,"34.224377, -118.632656",34.224377,-118.632656,1,19.7,0,2,5,,0,0,0,1,Credit Card,1,49242,0,Q3,1,3,0,California,0,0,0,71,1415.85,0,1587.56,0,3003.41,1,0,91304
-29,48,0,0,,,31,Canoga Park,2653,Month-to-Month,United States,7622-NXQZR,Stayed,0,0,Male,1,DSL,"34.224377, -118.632656",34.224377,-118.632656,0,30.1,0,0,0,Offer C,0,0,1,0,Credit Card,0,49242,1,Q3,0,4,0,California,0,0,0,28,810.85,0,0,0,810.85,1,1,91304
-63,17,23.15,0,,,62,Canoga Park,4240,Two Year,United States,8071-SBTRN,Stayed,0,1,Female,1,Fiber Optic,"34.224377, -118.632656",34.224377,-118.632656,0,111.15,1,0,0,,1,1,1,0,Credit Card,1,49242,0,Q3,0,4,0,California,1,1,1,70,7737.55,0,1620.5,46.26,9311.79,0,1,91304
-78,5,4.1,1,Price,Extra data charges,67,Stevenson Ranch,5118,Month-to-Month,United States,4706-AXVKM,Churned,0,0,Female,1,Fiber Optic,"34.364153, -118.615583",34.364153,-118.615583,0,84.8,1,0,0,,0,0,1,0,Credit Card,1,9937,0,Q3,0,2,1,California,1,0,0,11,906.85,0,45.1,0,951.95,0,1,91381
-39,17,29.4,1,Other,Don't know,67,Stevenson Ranch,2227,Month-to-Month,United States,9408-SSNVZ,Churned,1,0,Female,1,Fiber Optic,"34.364153, -118.615583",34.364153,-118.615583,0,70.15,0,2,0,,0,0,1,0,Bank Withdrawal,1,9937,0,Q3,0,2,0,California,0,0,0,4,268.35,0,117.6,21.69,364.26,0,1,91381
-45,0,23.95,0,,,52,Stevenson Ranch,2902,Two Year,United States,9938-PRCVK,Stayed,1,0,Female,0,,"34.364153, -118.615583",34.364153,-118.615583,1,19.7,0,1,1,,0,0,0,1,Bank Withdrawal,1,9937,0,Q3,1,3,0,California,0,0,0,41,804.25,0,981.95,0,1786.2,0,0,91381
-51,19,0,0,,,45,Stevenson Ranch,3287,Month-to-Month,United States,0128-MKWSG,Stayed,1,0,Female,1,DSL,"34.364153, -118.615583",34.364153,-118.615583,0,45.8,0,2,0,,0,1,0,0,Credit Card,0,9937,1,Q3,0,4,0,California,1,1,0,26,1147,0,0,0,1147,0,1,91381
-26,0,42.67,0,,,47,Stevenson Ranch,3153,Two Year,United States,2005-DWQZJ,Stayed,1,0,Female,0,,"34.364153, -118.615583",34.364153,-118.615583,1,19.05,0,1,1,,0,0,0,1,Credit Card,1,9937,0,Q3,1,3,0,California,0,0,0,8,201.7,0,341.36,0,543.06,1,0,91381
-67,4,31.56,1,Price,Price too high,92,Castaic,5863,Month-to-Month,United States,5889-JTMUL,Churned,0,1,Female,1,Fiber Optic,"34.506627, -118.699048",34.506627,-118.699048,1,95.05,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,22177,0,Q3,1,3,1,California,0,0,1,50,4888.7,50,1578,0,6516.7,0,0,91384
-71,15,31.65,1,Competitor,Competitor made better offer,79,Castaic,2987,Month-to-Month,United States,3672-YITQD,Churned,0,0,Male,1,Fiber Optic,"34.506627, -118.699048",34.506627,-118.699048,1,84.1,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,22177,0,Q3,1,1,1,California,1,0,0,36,3021.6,0,1139.4,0,4161,0,1,91384
-55,0,32.13,0,,,51,Castaic,4642,Two Year,United States,4443-EMBNA,Stayed,0,0,Female,0,,"34.506627, -118.699048",34.506627,-118.699048,1,24.75,1,0,3,,0,0,0,1,Bank Withdrawal,1,22177,0,Q3,1,3,0,California,0,0,0,71,1836.9,0,2281.23,0,4118.13,0,0,91384
-59,22,43.12,0,,,75,Castaic,5176,Two Year,United States,0973-KYVNF,Stayed,0,1,Female,1,Cable,"34.506627, -118.699048",34.506627,-118.699048,1,70.65,0,0,6,,1,1,1,1,Credit Card,1,22177,0,Q3,1,3,0,California,0,0,1,72,5011.15,0,3104.64,0,8115.79,0,1,91384
-54,0,13.43,0,,,67,Castaic,3214,Two Year,United States,8148-WOCMK,Stayed,1,0,Male,0,,"34.506627, -118.699048",34.506627,-118.699048,1,19.6,0,3,1,Offer E,0,0,0,1,Credit Card,1,22177,0,Q3,1,5,0,California,0,0,0,8,125,0,107.44,0,232.44,0,0,91384
-73,28,18.69,1,Dissatisfaction,Product dissatisfaction,81,Van Nuys,4618,Month-to-Month,United States,9026-RNUJS,Churned,0,1,Male,1,DSL,"34.178483, -118.431791",34.178483,-118.431791,0,50.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,40376,0,Q3,0,1,1,California,0,0,0,5,237.25,0,93.45,0,330.7,0,1,91401
-32,0,44.69,0,,,21,Van Nuys,4160,One Year,United States,6469-MRVET,Joined,0,0,Male,0,,"34.178483, -118.431791",34.178483,-118.431791,1,20.2,0,0,8,,0,0,1,1,Bank Withdrawal,1,40376,0,Q3,1,5,0,California,0,0,0,1,20.2,0,44.69,0,64.89,0,0,91401
-64,14,21.08,0,,,53,Van Nuys,3110,Two Year,United States,5129-HHMZC,Stayed,0,0,Female,1,Cable,"34.178483, -118.431791",34.178483,-118.431791,1,86.45,1,0,6,,1,1,0,1,Credit Card,1,40376,1,Q3,1,4,0,California,1,1,1,43,3574.5,0,906.44,0,4480.94,0,1,91401
-36,20,18,0,,,36,Van Nuys,4163,One Year,United States,4350-ZTLPI,Stayed,0,1,Female,1,Fiber Optic,"34.178483, -118.431791",34.178483,-118.431791,1,108.95,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,40376,1,Q3,1,4,0,California,1,1,1,53,5718.2,0,954,0,6672.2,0,1,91401
-64,0,42.8,0,,,45,Van Nuys,3481,Two Year,United States,7815-PDTHL,Stayed,0,0,Male,0,,"34.178483, -118.431791",34.178483,-118.431791,0,20.2,0,0,0,,0,0,1,0,Credit Card,1,40376,0,Q3,0,3,0,California,0,0,0,35,684.4,0,1498,0,2182.4,0,0,91401
-67,15,10.66,1,Competitor,Competitor had better devices,93,West Covina,2313,Month-to-Month,United States,6210-KBBPI,Churned,0,0,Male,1,Fiber Optic,"34.066964, -117.937007",34.066964,-117.937007,0,99.45,1,0,0,,1,0,1,0,Credit Card,1,44099,0,Q3,0,1,1,California,1,0,1,9,919.4,0,95.94,0,1015.34,0,1,91790
-24,59,5.3,0,,,24,West Covina,5310,Month-to-Month,United States,9577-WJVCQ,Stayed,0,0,Female,1,DSL,"34.066964, -117.937007",34.066964,-117.937007,0,54.45,1,0,0,,0,1,0,0,Mailed Check,1,44099,0,Q3,0,3,0,California,0,0,0,68,3687.75,0,360.4,0,4048.15,1,1,91790
-61,0,29.87,0,,,65,West Covina,5089,One Year,United States,7297-DVYGA,Stayed,0,0,Female,0,,"34.066964, -117.937007",34.066964,-117.937007,0,19.85,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,44099,0,Q3,0,5,0,California,0,0,0,51,996.95,0,1523.37,0,2520.32,0,0,91790
-56,17,8.88,0,,,39,West Covina,4437,One Year,United States,2056-EVGZL,Stayed,1,1,Male,1,Fiber Optic,"34.066964, -117.937007",34.066964,-117.937007,1,105.75,0,2,9,,1,0,0,1,Credit Card,1,44099,1,Q3,1,3,0,California,1,1,1,68,7322.5,0,603.84,0,7926.34,0,1,91790
-40,13,0,0,,,35,West Covina,3306,Month-to-Month,United States,7853-OETYL,Stayed,0,0,Female,1,DSL,"34.066964, -117.937007",34.066964,-117.937007,1,29.05,0,0,2,Offer E,0,1,1,1,Bank Withdrawal,0,44099,0,Q3,1,3,0,California,0,0,0,4,129.6,0,0,0,129.6,0,1,91790
-75,28,9.55,1,Competitor,Competitor offered more data,67,Campo,2767,Month-to-Month,United States,2260-USTRB,Churned,0,0,Female,1,Fiber Optic,"32.673483, -116.472863",32.673483,-116.472863,0,70.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,3133,0,Q3,0,1,1,California,0,0,0,2,115.95,0,19.1,0,135.05,0,1,91906
-27,58,11.06,1,Other,Don't know,77,Campo,4884,Month-to-Month,United States,3926-CUQZX,Churned,0,0,Male,1,DSL,"32.673483, -116.472863",32.673483,-116.472863,0,45.1,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,3133,0,Q3,0,3,0,California,0,1,0,1,45.1,0,11.06,0,56.16,1,1,91906
-24,82,38.38,0,,,70,Campo,2075,One Year,United States,3727-OWVYD,Stayed,0,1,Male,1,DSL,"32.673483, -116.472863",32.673483,-116.472863,0,61.2,0,0,0,,1,1,0,0,Mailed Check,1,3133,0,Q3,0,3,0,California,0,0,0,35,2021.2,0,1343.3,0,3364.5,1,1,91906
-31,11,3.97,0,,,79,Campo,4796,Month-to-Month,United States,7442-YGZFK,Joined,0,0,Male,1,DSL,"32.673483, -116.472863",32.673483,-116.472863,0,49.8,1,0,0,,0,0,1,0,Credit Card,1,3133,0,Q3,0,4,0,California,0,0,0,1,49.8,0,3.97,0,53.77,0,1,91906
-80,22,43.58,1,Competitor,Competitor offered more data,74,Chula Vista,6245,Month-to-Month,United States,8623-TMRBY,Churned,0,1,Male,1,Cable,"32.605012, -116.97595",32.605012,-116.97595,1,84.2,1,0,2,Offer B,1,0,1,1,Bank Withdrawal,1,9278,0,Q3,1,2,1,California,0,0,0,51,4146.05,0,2222.58,0,6368.63,0,1,91915
-68,19,30.59,0,,,64,Chula Vista,5775,Month-to-Month,United States,2615-YVMYX,Stayed,0,1,Male,1,Fiber Optic,"32.605012, -116.97595",32.605012,-116.97595,1,107.5,1,0,7,,1,1,1,1,Bank Withdrawal,1,9278,0,Q3,1,3,1,California,1,0,1,71,7713.55,140,2171.89,0,10025.44,0,0,91915
-77,21,0,0,,,46,Chula Vista,6055,Month-to-Month,United States,6211-WHMYA,Stayed,0,0,Female,1,DSL,"32.605012, -116.97595",32.605012,-116.97595,0,43.85,0,0,0,,1,0,1,0,Bank Withdrawal,0,9278,1,Q3,0,5,1,California,0,0,1,64,2751,30,0,0,2781,0,0,91915
-38,10,9.4,0,,,26,Chula Vista,5841,Two Year,United States,6556-DBKZF,Stayed,1,1,Female,1,Fiber Optic,"32.605012, -116.97595",32.605012,-116.97595,1,76.05,0,1,6,,0,0,0,1,Bank Withdrawal,1,9278,0,Q3,1,5,0,California,0,0,0,71,5436.45,0,667.4,0,6103.85,0,1,91915
-72,18,1.26,1,Dissatisfaction,Product dissatisfaction,91,Spring Valley,3157,Month-to-Month,United States,6900-PXRMS,Churned,0,1,Male,1,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,1,105.75,1,0,0,Offer C,1,0,0,1,Bank Withdrawal,1,7863,0,Q3,0,1,1,California,1,1,1,26,2710.25,90,32.76,0,2833.01,0,0,91978
-79,0,22.79,0,,,59,Spring Valley,5601,One Year,United States,8075-GXIUB,Stayed,0,0,Male,0,,"32.730264, -116.950963",32.730264,-116.950963,1,19.85,0,0,3,,0,0,0,1,Credit Card,1,7863,0,Q3,1,3,1,California,0,0,0,9,183.15,0,205.11,0,388.26,0,0,91978
-40,8,6,0,,,75,Spring Valley,5479,Month-to-Month,United States,7277-OZCGZ,Stayed,0,0,Female,1,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,0,89.05,0,0,0,,0,1,1,0,Bank Withdrawal,1,7863,1,Q3,0,3,0,California,1,1,0,22,1886.25,0,132,0,2018.25,0,1,91978
-26,59,41.93,0,,,27,Spring Valley,4946,Month-to-Month,United States,7967-HYCDE,Stayed,0,0,Male,1,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,0,70.7,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,7863,0,Q3,0,5,0,California,0,1,0,8,553.4,0,335.44,0,888.84,1,1,91978
-44,15,35.32,0,,,56,Spring Valley,5871,Month-to-Month,United States,5136-GFPMB,Stayed,0,1,Male,1,Fiber Optic,"32.730264, -116.950963",32.730264,-116.950963,0,89.4,1,0,0,Offer B,0,0,0,0,Credit Card,1,7863,0,Q3,0,5,0,California,1,1,0,54,4869.5,0,1907.28,0,6776.78,0,1,91978
-70,12,0,1,Dissatisfaction,Service dissatisfaction,92,Bonsall,2167,Month-to-Month,United States,3346-BRMIS,Churned,0,1,Female,1,DSL,"33.290907, -117.202895",33.290907,-117.202895,1,48.35,0,0,1,,0,0,1,1,Bank Withdrawal,0,3849,0,Q3,1,2,1,California,1,1,1,18,810.7,0,0,0,810.7,0,1,92003
-67,13,9.56,0,,,41,Bonsall,5437,One Year,United States,2799-ARNLO,Stayed,0,0,Female,1,Fiber Optic,"33.290907, -117.202895",33.290907,-117.202895,1,69.35,0,0,0,Offer E,0,0,1,1,Bank Withdrawal,1,3849,0,Q3,0,4,1,California,0,0,0,5,341.6,0,47.8,0,389.4,0,1,92003
-36,25,1.48,0,,,20,Bonsall,2385,Month-to-Month,United States,5424-RLQLC,Stayed,0,0,Male,1,DSL,"33.290907, -117.202895",33.290907,-117.202895,0,59.65,0,0,0,Offer D,1,0,1,0,Credit Card,1,3849,0,Q3,0,3,0,California,0,0,1,10,638.95,90,14.8,0,743.75,0,0,92003
-36,3,7.64,0,,,46,Bonsall,5166,Month-to-Month,United States,5243-SAOTC,Stayed,0,0,Male,1,Fiber Optic,"33.290907, -117.202895",33.290907,-117.202895,0,79.85,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,3849,0,Q3,0,4,0,California,0,0,0,54,4308.25,0,412.56,0,4720.81,0,1,92003
-73,9,24.24,1,Dissatisfaction,Limited range of services,76,Escondido,4989,Month-to-Month,United States,2722-JMONI,Churned,0,0,Female,1,Cable,"33.079834, -117.134275",33.079834,-117.134275,1,49.55,0,0,1,Offer E,0,1,1,1,Bank Withdrawal,1,17944,0,Q3,1,1,1,California,0,0,0,1,49.55,0,24.24,0,73.79,0,1,92029
-42,0,21.73,0,,,71,Escondido,5169,Two Year,United States,2208-MPXIO,Stayed,1,0,Female,0,,"33.079834, -117.134275",33.079834,-117.134275,1,20,0,2,9,,0,0,1,1,Bank Withdrawal,1,17944,0,Q3,1,4,0,California,0,0,0,45,886.4,0,977.85,0,1864.25,0,0,92029
-59,26,4.03,0,,,74,Escondido,3749,Month-to-Month,United States,0997-YTLNY,Stayed,1,0,Female,1,Cable,"33.079834, -117.134275",33.079834,-117.134275,0,48.8,0,2,0,Offer D,0,0,0,0,Credit Card,1,17944,1,Q3,0,3,0,California,0,0,0,19,953.65,0,76.57,0,1030.22,0,1,92029
-33,19,45.21,0,,,23,Escondido,6332,Two Year,United States,4616-ULAOA,Stayed,1,1,Female,1,Fiber Optic,"33.079834, -117.134275",33.079834,-117.134275,1,110.8,1,2,1,Offer B,1,0,1,1,Credit Card,1,17944,1,Q3,1,3,0,California,1,1,1,65,7245.9,0,2938.65,0,10184.55,0,1,92029
-75,20,6.86,1,Competitor,Competitor had better devices,78,Pala,5461,Month-to-Month,United States,7579-OOPEC,Churned,0,0,Female,1,DSL,"33.384345, -117.072619",33.384345,-117.072619,1,50.15,0,0,1,Offer E,1,0,0,1,Credit Card,1,1831,0,Q3,1,1,1,California,0,0,0,2,115.1,0,13.72,0,128.82,0,1,92059
-66,0,10.48,0,,,55,Pala,6136,Two Year,United States,3454-JFUBC,Stayed,0,0,Male,0,,"33.384345, -117.072619",33.384345,-117.072619,0,20,0,0,0,Offer A,0,0,1,0,Credit Card,1,1831,0,Q3,0,5,1,California,0,0,0,68,1396,0,712.64,0,2108.64,0,0,92059
-59,24,28.53,0,,,45,Pala,5205,Two Year,United States,7710-JSYOA,Stayed,1,0,Female,1,Fiber Optic,"33.384345, -117.072619",33.384345,-117.072619,1,93.3,1,1,0,Offer A,1,0,1,1,Bank Withdrawal,1,1831,1,Q3,0,5,0,California,1,1,0,69,6398.05,0,1968.57,0,8366.62,0,1,92059
-44,19,0,0,,,63,Pala,6420,Two Year,United States,0774-RMNUW,Stayed,1,0,Female,1,Cable,"33.384345, -117.072619",33.384345,-117.072619,1,59.7,0,1,6,Offer A,1,1,0,1,Bank Withdrawal,0,1831,1,Q3,1,4,0,California,1,1,1,71,4122.65,0,0,0,4122.65,0,1,92059
-70,21,35.38,1,Price,Extra data charges,95,Pauma Valley,2151,Month-to-Month,United States,1771-OADNZ,Churned,0,1,Male,1,Fiber Optic,"33.313828, -116.940501",33.313828,-116.940501,1,95.9,1,0,1,Offer C,1,0,1,1,Bank Withdrawal,1,2615,0,Q3,1,3,1,California,1,1,0,29,2745.2,50,1026.02,0,3821.22,0,0,92061
-35,18,0,0,,,22,Pauma Valley,3007,One Year,United States,0756-MPZRL,Stayed,0,1,Male,1,DSL,"33.313828, -116.940501",33.313828,-116.940501,0,33.7,0,0,0,Offer B,0,0,0,0,Credit Card,0,2615,1,Q3,0,3,0,California,0,0,0,46,1537.85,0,0,0,1537.85,0,1,92061
-49,0,16.32,0,,,68,Pauma Valley,4905,Month-to-Month,United States,9039-ZVJDC,Joined,0,0,Male,0,,"33.313828, -116.940501",33.313828,-116.940501,0,19.1,0,0,0,,0,0,1,0,Credit Card,1,2615,0,Q3,0,3,0,California,0,0,0,3,53.05,0,48.96,0,102.01,0,0,92061
-77,15,0,1,Price,Price too high,87,Vista,4628,Month-to-Month,United States,0612-RTZZA,Churned,0,0,Female,1,DSL,"33.22784, -117.200024",33.22784,-117.200024,0,25.25,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,0,44692,0,Q3,0,2,1,California,0,0,0,1,25.25,0,0,0,25.25,0,1,92084
-65,9,24.96,0,,,30,Vista,3021,Two Year,United States,7020-OZKXZ,Stayed,0,1,Female,1,Fiber Optic,"33.22784, -117.200024",33.22784,-117.200024,0,75.5,0,0,0,,0,0,0,0,Credit Card,1,44692,0,Q3,0,3,1,California,0,0,0,9,637.4,0,224.64,0,862.04,0,1,92084
-78,26,36.57,0,,,53,Vista,5225,Month-to-Month,United States,6078-VESFR,Stayed,0,0,Male,1,Fiber Optic,"33.22784, -117.200024",33.22784,-117.200024,1,70.45,0,0,1,,0,0,0,1,Bank Withdrawal,1,44692,0,Q3,1,5,1,California,0,0,0,13,849.1,0,475.41,0,1324.51,0,1,92084
-79,11,28.88,0,,,67,Vista,4494,Two Year,United States,2451-YMUXS,Stayed,0,0,Male,1,DSL,"33.22784, -117.200024",33.22784,-117.200024,0,64.55,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,44692,1,Q3,0,3,1,California,0,0,0,67,4250.1,0,1934.96,0,6185.06,0,1,92084
-47,14,0,0,,,65,Vista,3248,Month-to-Month,United States,6243-OZGFH,Stayed,0,0,Female,1,DSL,"33.22784, -117.200024",33.22784,-117.200024,0,44.95,0,0,0,,0,0,1,0,Bank Withdrawal,0,44692,0,Q3,0,3,0,California,1,1,1,23,996.85,40,0,25.84,1011.01,0,0,92084
-78,22,24.75,1,Competitor,Competitor made better offer,85,Indian Wells,5287,Month-to-Month,United States,9488-HGMJH,Churned,0,0,Female,1,Fiber Optic,"33.537646, -116.291089",33.537646,-116.291089,0,71.15,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,3873,0,Q3,0,3,1,California,0,0,0,1,71.15,20,24.75,0,115.9,0,0,92210
-79,4,37.12,1,Competitor,Competitor made better offer,87,Indian Wells,5813,Month-to-Month,United States,6583-QGCSI,Churned,0,0,Female,1,Fiber Optic,"33.537646, -116.291089",33.537646,-116.291089,1,88.05,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,3873,0,Q3,1,3,1,California,0,0,1,50,4367.35,100,1856,0,6323.35,0,0,92210
-73,27,32.61,0,,,25,Indian Wells,2576,Two Year,United States,8309-IEYJD,Joined,0,0,Female,1,Fiber Optic,"33.537646, -116.291089",33.537646,-116.291089,0,70.6,0,0,0,Offer E,0,0,1,0,Credit Card,1,3873,0,Q3,0,4,1,California,0,0,0,1,70.6,30,32.61,0,133.21,0,0,92210
-69,5,11.82,1,Attitude,Attitude of support person,95,Desert Hot Springs,4997,Month-to-Month,United States,4818-QIUFN,Churned,0,0,Female,1,Fiber Optic,"33.832799, -116.250973",33.832799,-116.250973,0,79.15,1,0,0,,0,1,1,0,Bank Withdrawal,1,5529,0,Q3,0,1,1,California,0,0,0,20,1520.9,0,236.4,0,1757.3,0,1,92241
-74,11,0,0,,,30,Desert Hot Springs,5322,One Year,United States,2519-ERQOJ,Stayed,0,1,Male,1,Cable,"33.832799, -116.250973",33.832799,-116.250973,0,54.6,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,0,5529,1,Q3,0,4,1,California,1,0,1,33,1803.7,0,0,0,1803.7,0,1,92241
-51,15,37.69,1,Competitor,Competitor had better devices,93,Desert Hot Springs,2832,Month-to-Month,United States,0093-XWZFY,Churned,0,1,Male,1,Fiber Optic,"33.832799, -116.250973",33.832799,-116.250973,0,104.5,1,0,0,,1,0,1,0,Credit Card,1,5529,0,Q3,0,1,0,California,1,1,1,40,4036.85,0,1507.6,0,5544.45,0,1,92241
-44,16,0,0,,,22,Desert Hot Springs,4795,Two Year,United States,4872-JCVCA,Stayed,0,1,Female,1,DSL,"33.832799, -116.250973",33.832799,-116.250973,1,47.6,0,0,1,Offer A,1,1,1,1,Bank Withdrawal,0,5529,1,Q3,1,3,0,California,0,0,0,71,3377.8,0,0,0,3377.8,0,1,92241
-38,19,5.36,0,,,38,Desert Hot Springs,2432,Month-to-Month,United States,4273-MBHYA,Joined,1,0,Female,1,Fiber Optic,"33.832799, -116.250973",33.832799,-116.250973,0,89.35,0,1,0,,0,0,1,0,Bank Withdrawal,1,5529,0,Q3,0,3,0,California,1,1,1,1,89.35,0,5.36,0,94.71,0,1,92241
-71,3,48.62,1,Competitor,Competitor offered more data,75,North Palm Springs,4876,Month-to-Month,United States,6961-VCPMC,Churned,0,0,Male,1,Fiber Optic,"33.906496, -116.569499",33.906496,-116.569499,1,80.4,0,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,732,0,Q3,1,3,1,California,1,0,0,46,3605.2,20,2236.52,0,5861.72,0,0,92258
-61,4,5.13,1,Other,Don't know,91,North Palm Springs,2984,Month-to-Month,United States,4958-GZWIY,Churned,0,1,Male,1,DSL,"33.906496, -116.569499",33.906496,-116.569499,1,48.7,0,0,1,,0,0,0,1,Bank Withdrawal,1,732,0,Q3,1,2,0,California,0,0,0,7,340.25,0,35.91,0,376.16,0,1,92258
-44,0,24.48,0,,,37,North Palm Springs,4402,Two Year,United States,0847-HGRML,Stayed,1,0,Male,0,,"33.906496, -116.569499",33.906496,-116.569499,0,20,0,2,0,,0,0,0,0,Bank Withdrawal,1,732,0,Q3,0,3,0,California,0,0,0,62,1250.1,0,1517.76,0,2767.86,0,0,92258
-25,0,19.23,0,,,70,North Palm Springs,4725,Two Year,United States,4807-IZYOZ,Stayed,0,0,Female,0,,"33.906496, -116.569499",33.906496,-116.569499,0,20.65,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,732,0,Q3,0,3,0,California,0,0,0,51,1020.75,0,980.73,19.32,1982.16,1,0,92258
-70,14,25.19,1,Price,Lack of affordable download/upload speed,70,Crestline,4998,Month-to-Month,United States,4424-TKOPW,Churned,0,0,Male,1,Fiber Optic,"34.248061, -117.29028",34.248061,-117.29028,0,93.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,10484,0,Q3,0,1,1,California,1,0,1,2,196.75,0,50.38,0,247.13,0,1,92325
-20,71,10.7,1,Other,Don't know,84,Crestline,4105,Month-to-Month,United States,7752-XUSCI,Churned,0,1,Female,1,Fiber Optic,"34.248061, -117.29028",34.248061,-117.29028,0,105.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,10484,0,Q3,0,2,0,California,1,1,1,60,6396.45,0,642,0,7038.45,1,1,92325
-40,14,15.53,0,,,42,Crestline,3475,Month-to-Month,United States,8087-LGYHQ,Stayed,0,1,Male,1,Fiber Optic,"34.248061, -117.29028",34.248061,-117.29028,0,94.05,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,10484,0,Q3,0,4,0,California,1,1,1,9,811.65,0,139.77,0,951.42,0,1,92325
-59,0,34.57,0,,,35,Crestline,2598,Two Year,United States,5124-EOGYE,Stayed,0,0,Male,0,,"34.248061, -117.29028",34.248061,-117.29028,0,20.45,0,0,0,,0,0,0,0,Credit Card,1,10484,0,Q3,0,3,0,California,0,0,0,31,638.55,0,1071.67,0,1710.22,0,0,92325
-66,22,26.22,1,Dissatisfaction,Service dissatisfaction,87,Lucerne Valley,5527,Month-to-Month,United States,4201-JMNGR,Churned,0,1,Female,1,Cable,"34.508417, -116.856103",34.508417,-116.856103,0,55.8,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,5256,0,Q3,0,1,1,California,0,0,0,1,55.8,0,26.22,0,82.02,0,1,92356
-67,14,38.79,0,,,27,Lucerne Valley,5137,Month-to-Month,United States,8490-BXHEO,Stayed,0,0,Male,1,Fiber Optic,"34.508417, -116.856103",34.508417,-116.856103,0,80.55,1,0,0,,1,0,1,0,Credit Card,1,5256,0,Q3,0,5,1,California,0,0,0,18,1411.65,0,698.22,0,2109.87,0,1,92356
-21,48,9.56,1,Competitor,Competitor had better devices,84,Lucerne Valley,4417,Month-to-Month,United States,0880-TKATG,Churned,0,1,Male,1,Fiber Optic,"34.508417, -116.856103",34.508417,-116.856103,1,101.15,1,0,3,Offer E,0,0,0,1,Bank Withdrawal,1,5256,0,Q3,1,1,0,California,1,1,1,4,385.9,0,38.24,0,424.14,1,1,92356
-49,21,36.98,0,,,52,Lucerne Valley,2520,Month-to-Month,United States,7707-PYBBH,Stayed,0,0,Male,1,DSL,"34.508417, -116.856103",34.508417,-116.856103,0,61.9,0,0,0,,1,1,1,0,Credit Card,1,5256,1,Q3,0,4,0,California,0,0,0,40,2647.1,0,1479.2,0,4126.3,0,1,92356
-77,21,42.06,1,Competitor,Competitor had better devices,91,Redlands,2169,Month-to-Month,United States,1866-RZZQS,Churned,0,1,Male,1,Fiber Optic,"34.003243, -117.138286",34.003243,-117.138286,0,98.4,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,31230,0,Q3,0,1,1,California,1,0,1,41,4187.75,0,1724.46,0,5912.21,0,1,92373
-25,53,47.22,1,Competitor,Competitor had better devices,71,Redlands,4877,Month-to-Month,United States,3583-EKAPL,Churned,0,0,Male,1,Cable,"34.003243, -117.138286",34.003243,-117.138286,0,55,0,0,0,,0,0,1,0,Bank Withdrawal,1,31230,0,Q3,0,1,0,California,1,1,0,1,55,0,47.22,0,102.22,1,1,92373
-43,23,37.07,0,,,49,Redlands,4684,Month-to-Month,United States,8819-IMISP,Stayed,0,0,Male,1,Fiber Optic,"34.003243, -117.138286",34.003243,-117.138286,0,80.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,31230,0,Q3,0,4,0,California,0,0,0,31,2429.1,0,1149.17,0,3578.27,0,1,92373
-30,48,24.21,0,,,35,Redlands,3727,Month-to-Month,United States,2455-USLMV,Stayed,0,1,Female,1,Fiber Optic,"34.003243, -117.138286",34.003243,-117.138286,0,84.75,1,0,0,Offer C,0,1,1,0,Credit Card,1,31230,0,Q3,0,3,0,California,0,0,0,31,2613.4,0,750.51,0,3363.91,0,1,92373
-71,15,30.03,1,Competitor,Competitor offered higher download speeds,73,Running Springs,5910,Two Year,United States,8631-NBHFZ,Churned,0,1,Male,1,DSL,"34.186211, -117.07683",34.186211,-117.07683,1,79.4,1,0,1,,1,1,0,1,Credit Card,1,5395,1,Q3,1,1,1,California,0,0,1,66,5154.6,150,1981.98,0,7286.58,0,0,92382
-52,20,49.3,1,Competitor,Competitor had better devices,77,Running Springs,4418,Month-to-Month,United States,2359-KMGLI,Churned,0,0,Male,1,Fiber Optic,"34.186211, -117.07683",34.186211,-117.07683,0,80.25,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,5395,0,Q3,0,1,0,California,0,0,0,24,1861.5,0,1183.2,0,3044.7,0,1,92382
-39,21,0,1,Attitude,Attitude of support person,67,Running Springs,5422,One Year,United States,8035-BUYVG,Churned,0,1,Male,1,DSL,"34.186211, -117.07683",34.186211,-117.07683,1,42.35,0,0,1,Offer B,1,1,1,1,Bank Withdrawal,0,5395,0,Q3,1,1,0,California,0,0,0,40,1716.45,0,0,0,1716.45,0,1,92382
-62,0,30.17,0,,,31,Running Springs,5987,One Year,United States,5995-WWKKG,Stayed,0,0,Female,0,,"34.186211, -117.07683",34.186211,-117.07683,0,19.8,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,5395,0,Q3,0,5,0,California,0,0,0,37,695.05,0,1116.29,0,1811.34,0,0,92382
-68,25,39.69,1,Competitor,Competitor offered more data,92,Victorville,3689,Month-to-Month,United States,4958-XCBDQ,Churned,0,1,Male,1,Fiber Optic,"34.567058, -117.362329",34.567058,-117.362329,0,101.4,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,12083,0,Q3,0,3,1,California,1,0,1,35,3496.3,0,1389.15,0,4885.45,0,1,92394
-48,0,40.76,0,,,33,Victorville,3372,Two Year,United States,0486-LGCCH,Stayed,1,0,Male,0,,"34.567058, -117.362329",34.567058,-117.362329,1,19.65,0,2,2,Offer D,0,0,0,1,Credit Card,1,12083,0,Q3,1,3,0,California,0,0,0,11,225.75,0,448.36,0,674.11,0,0,92394
-62,0,24.88,0,,,70,Victorville,5460,One Year,United States,6082-OQFBA,Stayed,0,0,Male,0,,"34.567058, -117.362329",34.567058,-117.362329,1,19.65,0,0,2,Offer D,0,0,0,1,Mailed Check,1,12083,0,Q3,1,5,0,California,0,0,0,23,436.9,0,572.24,0,1009.14,0,0,92394
-63,75,33.21,0,,,54,Victorville,4359,Month-to-Month,United States,7246-ZGQDF,Joined,1,0,Female,1,DSL,"34.567058, -117.362329",34.567058,-117.362329,0,54.5,0,3,0,,0,1,0,0,Bank Withdrawal,1,12083,1,Q3,0,3,0,California,0,0,0,1,54.5,0,33.21,0,87.71,0,1,92394
-79,27,34.69,1,Attitude,Attitude of support person,76,San Bernardino,5154,Month-to-Month,United States,6712-OAWRH,Churned,0,0,Female,1,Fiber Optic,"34.084909, -117.258107",34.084909,-117.258107,0,91.25,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,12149,0,Q3,0,3,1,California,1,0,1,26,2351.8,0,901.94,0,3253.74,0,1,92408
-63,28,14.34,1,Attitude,Attitude of service provider,66,San Bernardino,3336,Month-to-Month,United States,3023-GFLBR,Churned,0,0,Female,1,Fiber Optic,"34.084909, -117.258107",34.084909,-117.258107,1,86.15,1,0,1,,0,0,0,1,Credit Card,1,12149,0,Q3,1,2,0,California,1,1,0,33,2745.7,0,473.22,0,3218.92,0,1,92408
-43,20,0,0,,,36,San Bernardino,2578,Two Year,United States,4472-LVYGI,Stayed,0,1,Female,1,Cable,"34.084909, -117.258107",34.084909,-117.258107,1,52.55,0,0,2,,0,1,1,1,Bank Withdrawal,0,12149,1,Q3,1,3,0,California,0,0,1,10,525.5,0,0,0,525.5,0,1,92408
-50,27,29.81,0,,,27,San Bernardino,3301,Month-to-Month,United States,1833-TCXKK,Stayed,0,1,Male,1,Fiber Optic,"34.084909, -117.258107",34.084909,-117.258107,1,107.75,1,0,0,Offer B,1,0,1,1,Bank Withdrawal,1,12149,0,Q3,0,5,0,California,1,1,1,45,4882.8,0,1341.45,0,6224.25,0,1,92408
-80,21,2.36,1,Competitor,Competitor offered more data,91,Riverside,5145,Month-to-Month,United States,5914-DVBWJ,Churned,0,0,Female,1,Fiber Optic,"33.885499, -117.324959",33.885499,-117.324959,0,85.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,17147,1,Q3,0,1,1,California,0,0,0,18,1505.85,0,42.48,0,1548.33,0,1,92508
-41,0,11.71,0,,,30,Riverside,4500,Two Year,United States,0505-SPOOW,Stayed,0,0,Female,0,,"33.885499, -117.324959",33.885499,-117.324959,1,19.8,0,0,7,Offer A,0,0,0,1,Bank Withdrawal,1,17147,0,Q3,1,4,0,California,0,0,0,70,1397.65,0,819.7,0,2217.35,0,0,92508
-45,22,27.97,0,,,54,Riverside,4883,One Year,United States,2014-MKGMH,Stayed,0,1,Female,1,Fiber Optic,"33.885499, -117.324959",33.885499,-117.324959,0,101.1,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,17147,0,Q3,0,4,0,California,1,1,1,46,4674.4,0,1286.62,0,5961.02,0,1,92508
-45,16,22.22,0,,,79,Riverside,6174,Two Year,United States,4012-YCFAI,Stayed,0,0,Male,1,DSL,"33.885499, -117.324959",33.885499,-117.324959,1,61.35,0,0,5,,1,1,1,1,Credit Card,1,17147,1,Q3,1,3,0,California,0,0,0,60,3766.2,0,1333.2,0,5099.4,0,1,92508
-65,12,28.46,1,Competitor,Competitor offered more data,84,Lake Elsinore,5674,Month-to-Month,United States,8644-XLFBW,Churned,0,0,Male,1,Fiber Optic,"33.705836, -117.318204",33.705836,-117.318204,0,71.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,4546,0,Q3,0,2,1,California,0,0,0,1,71.65,0,28.46,0,100.11,0,1,92532
-73,17,43.99,0,,,54,Lake Elsinore,4583,Two Year,United States,4513-CXYIX,Stayed,0,0,Female,1,Fiber Optic,"33.705836, -117.318204",33.705836,-117.318204,1,80.7,1,0,4,Offer A,0,1,1,1,Credit Card,1,4546,0,Q3,1,3,1,California,0,0,0,71,5676,0,3123.29,0,8799.29,0,1,92532
-26,82,37.1,0,,,35,Lake Elsinore,4591,Month-to-Month,United States,7978-DKUQH,Stayed,0,1,Female,1,Fiber Optic,"33.705836, -117.318204",33.705836,-117.318204,1,74.6,0,0,7,,0,0,1,1,Bank Withdrawal,1,4546,0,Q3,1,5,0,California,0,0,0,25,1797.75,0,927.5,0,2725.25,1,1,92532
-42,57,44.84,0,,,49,Lake Elsinore,5777,Month-to-Month,United States,9496-IVVRP,Stayed,1,0,Female,1,DSL,"33.705836, -117.318204",33.705836,-117.318204,1,51,0,3,8,,0,1,0,1,Bank Withdrawal,1,4546,0,Q3,1,3,0,California,0,0,0,11,581.7,60,493.24,0,1134.94,0,0,92532
-70,23,48.95,1,Price,Price too high,71,Perris,4684,Month-to-Month,United States,1833-VGRUM,Churned,0,0,Female,1,Fiber Optic,"33.787298, -117.320676",33.787298,-117.320676,0,74.2,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,36817,0,Q3,0,2,1,California,0,0,0,1,74.2,0,48.95,0,123.15,0,1,92570
-79,23,5.42,0,,,24,Perris,2064,One Year,United States,6705-LXORM,Stayed,0,0,Female,1,Fiber Optic,"33.787298, -117.320676",33.787298,-117.320676,1,70.05,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,36817,0,Q3,1,4,1,California,0,0,0,5,302.6,0,27.1,0,329.7,0,1,92570
-49,22,13.32,0,,,31,Perris,4684,Two Year,United States,6418-PIQSP,Stayed,0,1,Female,1,Cable,"33.787298, -117.320676",33.787298,-117.320676,1,81,0,0,6,Offer B,0,1,0,1,Mailed Check,1,36817,1,Q3,1,4,0,California,1,1,1,62,4985.9,0,825.84,0,5811.74,0,1,92570
-63,10,13.18,0,,,68,Perris,3235,Month-to-Month,United States,1208-NBVFH,Stayed,1,1,Male,1,Cable,"33.787298, -117.320676",33.787298,-117.320676,1,49.6,0,1,5,,0,0,1,1,Bank Withdrawal,1,36817,0,Q3,1,3,0,California,0,0,0,20,939.8,0,263.6,0,1203.4,0,1,92570
-68,20,31.25,1,Dissatisfaction,Product dissatisfaction,87,Temecula,3123,Month-to-Month,United States,8374-XGEJJ,Churned,0,0,Male,1,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,1,101,1,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,3070,0,Q3,1,1,1,California,1,0,1,43,4388.4,150,1343.75,0,5882.15,0,0,92590
-80,19,39.88,1,Attitude,Attitude of service provider,86,Temecula,5443,Month-to-Month,United States,8473-VUVJN,Churned,0,0,Male,1,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,0,73.65,1,0,0,,0,0,1,0,Bank Withdrawal,1,3070,0,Q3,0,3,1,California,0,0,0,1,73.65,0,39.88,0,113.53,0,1,92590
-75,5,28.5,0,,,66,Temecula,4680,Two Year,United States,2878-RMWXY,Stayed,0,1,Male,1,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,1,102.65,1,0,5,,1,1,1,1,Credit Card,1,3070,0,Q3,1,3,1,California,1,0,0,72,7550.3,0,2052,0,9602.3,0,1,92590
-43,12,31.31,0,,,29,Temecula,4770,One Year,United States,0750-EBAIU,Stayed,0,1,Male,1,Fiber Optic,"33.475493, -117.219551",33.475493,-117.219551,0,91.25,0,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,3070,0,Q3,0,3,0,California,0,0,1,52,4738.3,0,1628.12,0,6366.42,0,1,92590
-77,3,16.61,1,Price,Lack of affordable download/upload speed,82,Irvine,4652,Month-to-Month,United States,4039-HEUNW,Churned,0,0,Male,1,Fiber Optic,"33.716136, -117.752574",33.716136,-117.752574,1,96.5,1,0,1,,1,0,1,1,Bank Withdrawal,1,26419,0,Q3,1,3,1,California,1,0,1,36,3436.1,0,597.96,0,4034.06,0,1,92620
-78,17,28.71,1,Other,Deceased,77,Irvine,5721,Month-to-Month,United States,0196-VULGZ,Churned,0,0,Female,1,Fiber Optic,"33.716136, -117.752574",33.716136,-117.752574,1,84.35,1,0,1,,0,0,1,1,Bank Withdrawal,1,26419,0,Q3,1,3,1,California,1,0,0,6,474.9,0,172.26,0,647.16,0,1,92620
-24,27,8.79,0,,,21,Irvine,4276,One Year,United States,5844-QVTAT,Stayed,0,1,Female,1,Cable,"33.716136, -117.752574",33.716136,-117.752574,1,58.45,0,0,8,Offer C,1,1,1,1,Credit Card,1,26419,0,Q3,1,4,0,California,0,0,0,33,1955.4,0,290.07,0,2245.47,1,1,92620
-23,0,33.09,0,,,39,Irvine,5295,Two Year,United States,4195-PNGZS,Stayed,1,0,Male,0,,"33.716136, -117.752574",33.716136,-117.752574,1,24.45,1,3,1,,0,0,0,1,Bank Withdrawal,1,26419,0,Q3,1,5,0,California,0,0,0,69,1718.2,0,2283.21,0,4001.41,1,0,92620
-66,29,45.04,1,Other,Don't know,93,Santa Ana,3711,One Year,United States,2403-BCASL,Churned,0,1,Male,1,Cable,"33.766004, -117.786763",33.766004,-117.786763,1,111.95,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,44117,1,Q3,1,2,1,California,1,0,1,41,4534.9,0,1846.64,0,6381.54,0,1,92705
-74,10,14.78,0,,,33,Santa Ana,3155,Two Year,United States,7025-WCBNE,Stayed,0,0,Male,1,DSL,"33.766004, -117.786763",33.766004,-117.786763,0,59.6,1,0,0,,1,0,0,0,Bank Withdrawal,1,44117,1,Q3,0,3,1,California,0,0,0,47,2754,0,694.66,0,3448.66,0,1,92705
-78,10,27.79,0,,,56,Santa Ana,6423,One Year,United States,5985-BEHZK,Stayed,0,1,Female,1,Fiber Optic,"33.766004, -117.786763",33.766004,-117.786763,1,105,1,0,1,Offer A,1,0,0,1,Credit Card,1,44117,0,Q3,1,5,1,California,1,0,1,72,7578.05,0,2000.88,0,9578.93,0,1,92705
-56,30,30.28,1,Attitude,Attitude of service provider,90,Santa Ana,2468,Month-to-Month,United States,8182-BJDSI,Churned,0,0,Female,1,Fiber Optic,"33.766004, -117.786763",33.766004,-117.786763,0,89.95,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,44117,0,Q3,0,1,0,California,1,1,0,28,2625.55,0,847.84,0,3473.39,0,1,92705
-70,12,16.19,1,Other,Moved,83,Camarillo,2767,Month-to-Month,United States,3871-IKPYH,Churned,0,0,Male,1,Fiber Optic,"34.227846, -119.079903",34.227846,-119.079903,0,69.1,0,0,0,,0,0,0,0,Bank Withdrawal,1,42853,0,Q3,0,3,1,California,0,0,0,1,69.1,0,16.19,0,85.29,0,1,93010
-75,11,7.38,1,Dissatisfaction,Network reliability,68,Camarillo,3464,Month-to-Month,United States,0013-EXCHZ,Churned,0,0,Female,1,Fiber Optic,"34.227846, -119.079903",34.227846,-119.079903,1,83.9,0,0,3,,0,0,1,1,Credit Card,1,42853,1,Q3,1,1,1,California,0,0,1,3,267.4,0,22.14,0,289.54,0,1,93010
-71,2,49.75,0,,,35,Camarillo,5720,One Year,United States,6689-VRRTK,Stayed,0,1,Female,1,Fiber Optic,"34.227846, -119.079903",34.227846,-119.079903,0,109.8,1,0,0,,1,1,1,0,Credit Card,1,42853,0,Q3,0,3,1,California,1,0,1,44,4860.35,0,2189,0,7049.35,0,1,93010
-60,23,16.45,1,Attitude,Attitude of support person,90,Camarillo,3965,Month-to-Month,United States,1583-IHQZE,Churned,0,1,Male,1,Cable,"34.227846, -119.079903",34.227846,-119.079903,0,112.95,1,0,0,,1,0,1,0,Mailed Check,1,42853,1,Q3,0,2,0,California,1,1,1,12,1384.75,0,197.4,0,1582.15,0,1,93010
-69,14,43.96,1,Competitor,Competitor made better offer,92,Somis,5203,Month-to-Month,United States,1304-NECVQ,Churned,0,1,Female,1,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,0,78.55,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,2966,0,Q3,0,2,1,California,0,0,0,2,149.55,0,87.92,0,237.47,0,1,93066
-72,14,44.81,0,,,75,Somis,5388,Two Year,United States,2469-DTSGX,Stayed,0,1,Female,1,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,0,111.65,1,0,0,Offer A,1,0,0,0,Bank Withdrawal,1,2966,1,Q3,0,5,1,California,1,0,1,72,7943.45,0,3226.32,0,11169.77,0,1,93066
-74,23,39.86,0,,,42,Somis,5157,Two Year,United States,2754-SDJRD,Stayed,0,0,Female,1,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,0,100.15,1,0,0,Offer E,0,0,1,0,Credit Card,1,2966,1,Q3,0,4,1,California,1,1,1,8,908.55,0,318.88,0,1227.43,0,1,93066
-42,27,11.5,1,Dissatisfaction,Product dissatisfaction,75,Somis,5119,Month-to-Month,United States,6330-JKLPC,Churned,0,0,Male,1,Fiber Optic,"34.297628, -119.014627",34.297628,-119.014627,1,80.5,1,0,3,Offer D,1,0,1,1,Bank Withdrawal,1,2966,0,Q3,1,1,0,California,0,0,0,11,896.9,0,126.5,0,1023.4,0,1,93066
-66,2,32.36,1,Attitude,Attitude of support person,74,Coalinga,5904,Month-to-Month,United States,5655-JSMZM,Churned,0,0,Male,1,Fiber Optic,"36.186867, -120.387793",36.186867,-120.387793,0,96.2,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,18036,0,Q3,0,2,1,California,1,0,1,49,4718.25,0,1585.64,0,6303.89,0,1,93210
-57,13,5.55,1,Competitor,Competitor offered higher download speeds,95,Coalinga,2295,Month-to-Month,United States,0887-HJGAR,Churned,0,0,Male,1,DSL,"36.186867, -120.387793",36.186867,-120.387793,0,45.7,0,0,0,Offer E,0,0,1,0,Mailed Check,1,18036,0,Q3,0,3,0,California,0,0,0,1,45.7,0,5.55,0,51.25,0,1,93210
-53,17,21.56,0,,,63,Coalinga,4072,Two Year,United States,6670-MFRPK,Stayed,1,1,Male,1,Fiber Optic,"36.186867, -120.387793",36.186867,-120.387793,1,79.2,1,1,5,Offer A,0,0,1,1,Credit Card,1,18036,0,Q3,1,4,0,California,0,0,0,69,5420.65,0,1487.64,0,6908.29,0,1,93210
-50,10,22.95,0,,,26,Coalinga,2706,Two Year,United States,9152-AMKAK,Stayed,0,1,Male,1,Cable,"36.186867, -120.387793",36.186867,-120.387793,0,80.25,0,0,0,Offer E,0,1,1,0,Credit Card,1,18036,1,Q3,0,5,0,California,1,1,1,6,493.4,0,137.7,0,631.1,0,1,93210
-75,27,8.91,1,Competitor,Competitor offered more data,91,Ducor,3964,Month-to-Month,United States,4505-EXZHB,Churned,0,1,Female,1,Fiber Optic,"35.846067, -119.004073",35.846067,-119.004073,0,74.4,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,823,0,Q3,0,1,1,California,0,0,0,6,434.1,20,53.46,0,507.56,0,0,93218
-74,13,31.73,0,,,77,Ducor,5242,One Year,United States,3509-GWQGF,Stayed,0,0,Male,1,Fiber Optic,"35.846067, -119.004073",35.846067,-119.004073,0,70,0,0,0,Offer C,0,0,0,0,Credit Card,1,823,0,Q3,0,3,1,California,0,0,0,24,1732.6,140,761.52,0,2634.12,0,0,93218
-54,4,9.88,0,,,76,Ducor,4969,Month-to-Month,United States,4813-HQMGZ,Stayed,0,0,Female,1,Fiber Optic,"35.846067, -119.004073",35.846067,-119.004073,1,90.25,1,0,4,Offer E,0,0,1,1,Bank Withdrawal,1,823,1,Q3,1,3,0,California,1,1,0,8,743.75,0,79.04,0,822.79,0,0,93218
-50,12,19.77,0,,,52,Ducor,5318,Month-to-Month,United States,8049-WJCLQ,Stayed,1,1,Male,1,DSL,"35.846067, -119.004073",35.846067,-119.004073,1,60.2,0,2,5,Offer D,0,0,0,1,Credit Card,1,823,0,Q3,1,4,0,California,0,0,1,10,563.5,0,197.7,0,761.2,0,1,93218
-75,12,21.43,1,Competitor,Competitor made better offer,80,Huron,5245,Month-to-Month,United States,8972-HJWNV,Churned,0,0,Female,1,Fiber Optic,"36.217864, -120.080117",36.217864,-120.080117,1,84.55,1,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,6918,0,Q3,1,1,1,California,1,0,0,7,646.85,0,150.01,0,796.86,0,1,93234
-40,0,15.14,1,Attitude,Attitude of support person,68,Huron,2362,One Year,United States,4464-JCOLN,Churned,0,0,Male,0,,"36.217864, -120.080117",36.217864,-120.080117,1,19.85,0,0,2,Offer E,0,0,0,1,Mailed Check,1,6918,0,Q3,1,3,0,California,0,0,0,2,35.9,0,30.28,0,66.18,0,0,93234
-36,14,0,0,,,46,Huron,4921,Two Year,United States,4967-WPNCF,Stayed,0,1,Male,1,Cable,"36.217864, -120.080117",36.217864,-120.080117,0,63.7,0,0,0,Offer A,1,1,1,0,Bank Withdrawal,0,6918,1,Q3,0,3,0,California,1,1,1,72,4464.8,0,0,0,4464.8,0,1,93234
-27,85,29.67,0,,,48,Huron,4380,One Year,United States,3301-VKTGC,Stayed,1,0,Male,1,Fiber Optic,"36.217864, -120.080117",36.217864,-120.080117,1,85.5,1,1,1,,1,1,1,1,Bank Withdrawal,1,6918,0,Q3,1,3,0,California,0,0,0,68,5696.6,0,2017.56,0,7714.16,1,1,93234
-67,15,29.29,1,Price,Price too high,75,Mc Kittrick,3336,Month-to-Month,United States,2860-RANUS,Churned,0,0,Female,1,Fiber Optic,"35.38381, -119.730885",35.38381,-119.730885,0,85.8,1,0,0,Offer D,0,0,1,0,Credit Card,1,302,0,Q3,0,1,1,California,1,1,0,20,1727.5,0,585.8,0,2313.3,0,1,93251
-68,13,6.81,0,,,44,Mc Kittrick,2259,Month-to-Month,United States,9334-GWGOW,Stayed,0,0,Male,1,Fiber Optic,"35.38381, -119.730885",35.38381,-119.730885,1,74.85,1,0,2,,0,0,1,1,Bank Withdrawal,1,302,0,Q3,1,4,1,California,0,0,0,7,485.25,0,47.67,0,532.92,0,1,93251
-49,2,27.75,1,Competitor,Competitor had better devices,72,Mc Kittrick,5144,Month-to-Month,United States,8949-JTMAY,Churned,0,1,Female,1,Fiber Optic,"35.38381, -119.730885",35.38381,-119.730885,0,98.6,1,0,0,Offer C,0,0,1,0,Credit Card,1,302,0,Q3,0,1,0,California,1,1,1,29,2933.2,0,804.75,0,3737.95,0,1,93251
-37,0,33.31,0,,,46,Mc Kittrick,5794,Two Year,United States,3088-FVYWK,Stayed,1,0,Male,0,,"35.38381, -119.730885",35.38381,-119.730885,1,25.55,1,3,3,Offer B,0,0,0,1,Credit Card,1,302,0,Q3,1,3,0,California,0,0,0,53,1336.1,0,1765.43,37.37,3064.16,0,0,93251
-75,8,33.49,1,Price,Lack of affordable download/upload speed,68,Visalia,6405,One Year,United States,0406-BPDVR,Churned,0,0,Female,1,Fiber Optic,"36.303793, -119.375646",36.303793,-119.375646,1,101.5,1,0,0,Offer B,1,0,1,1,Credit Card,1,44741,0,Q3,0,2,1,California,1,1,1,54,5373.1,0,1808.46,0,7181.56,0,1,93277
-35,0,12.81,1,Attitude,Attitude of service provider,80,Visalia,5437,Month-to-Month,United States,5510-BOIUJ,Churned,1,0,Male,0,,"36.303793, -119.375646",36.303793,-119.375646,0,19.25,0,7,0,,0,0,0,0,Credit Card,1,44741,0,Q3,0,3,0,California,0,0,0,1,19.25,0,12.81,0,32.06,0,0,93277
-53,0,11.61,0,,,48,Visalia,5384,Month-to-Month,United States,8262-COGGB,Joined,0,0,Male,0,,"36.303793, -119.375646",36.303793,-119.375646,0,20.45,0,0,0,,0,0,1,0,Mailed Check,1,44741,0,Q3,0,3,0,California,0,0,0,1,20.45,0,11.61,0,32.06,0,0,93277
-22,73,42.49,0,,,35,Visalia,5503,Month-to-Month,United States,1552-AAGRX,Stayed,0,0,Female,1,Fiber Optic,"36.303793, -119.375646",36.303793,-119.375646,0,106.4,1,0,0,,0,1,0,0,Bank Withdrawal,1,44741,1,Q3,0,4,0,California,1,1,1,30,3211.9,60,1274.7,0,4546.6,1,0,93277
-74,21,15.32,1,Price,Extra data charges,74,Woody,4596,Month-to-Month,United States,5276-KQWHG,Churned,0,0,Female,1,Fiber Optic,"35.710244, -118.881679",35.710244,-118.881679,0,69.6,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,88,0,Q3,0,3,1,California,0,0,0,2,131.65,0,30.64,0,162.29,0,1,93287
-58,22,10.73,1,Attitude,Attitude of service provider,91,Woody,2514,Month-to-Month,United States,4471-KXAUH,Churned,0,1,Female,1,Fiber Optic,"35.710244, -118.881679",35.710244,-118.881679,1,84.3,1,0,1,,0,0,1,1,Bank Withdrawal,1,88,1,Q3,1,3,0,California,0,0,0,42,3588.4,0,450.66,0,4039.06,0,1,93287
-64,0,35.24,0,,,59,Woody,4517,Month-to-Month,United States,2480-JZOSN,Joined,0,0,Female,0,,"35.710244, -118.881679",35.710244,-118.881679,1,20.65,0,0,8,,0,0,1,1,Credit Card,1,88,0,Q3,1,4,0,California,0,0,0,1,20.65,0,35.24,0,55.89,0,0,93287
-43,0,23.18,0,,,35,Woody,2028,One Year,United States,7089-RKVSZ,Stayed,0,0,Male,0,,"35.710244, -118.881679",35.710244,-118.881679,1,24.4,1,0,6,,0,0,0,1,Mailed Check,1,88,0,Q3,1,5,0,California,0,0,0,8,203.95,0,185.44,0,389.39,0,0,93287
-74,7,0,1,Other,Don't know,94,Boron,3016,Month-to-Month,United States,9667-EQRXU,Churned,0,1,Female,1,Cable,"34.95703, -117.73045",34.95703,-117.73045,0,40.3,0,0,0,,0,0,1,0,Bank Withdrawal,0,2241,0,Q3,0,2,1,California,0,0,1,30,1172.95,100,0,0,1272.95,0,0,93516
-43,0,15.95,0,,,46,Boron,2282,Two Year,United States,6425-JWTDV,Stayed,0,0,Male,0,,"34.95703, -117.73045",34.95703,-117.73045,1,19.25,0,0,5,Offer B,0,0,0,1,Credit Card,1,2241,0,Q3,1,4,0,California,0,0,0,48,855.1,0,765.6,0,1620.7,0,0,93516
-46,16,42.1,0,,,40,Boron,2267,Month-to-Month,United States,5141-ZUVBH,Stayed,1,1,Female,1,Fiber Optic,"34.95703, -117.73045",34.95703,-117.73045,0,93,0,1,0,,0,1,0,0,Bank Withdrawal,1,2241,1,Q3,0,3,0,California,1,1,0,9,870.25,0,378.9,0,1249.15,0,1,93516
-34,16,7.84,0,,,64,Boron,5072,Month-to-Month,United States,0168-XZKBB,Stayed,0,0,Female,1,Fiber Optic,"34.95703, -117.73045",34.95703,-117.73045,1,86.85,1,0,8,,0,0,1,1,Bank Withdrawal,1,2241,0,Q3,1,5,0,California,0,0,1,19,1564.4,0,148.96,0,1713.36,0,1,93516
-67,5,3.18,1,Competitor,Competitor had better devices,91,Palmdale,4662,Month-to-Month,United States,0946-CLJTI,Churned,0,1,Male,1,Fiber Optic,"34.613476, -118.256358",34.613476,-118.256358,1,98.7,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,34045,0,Q3,1,1,1,California,1,1,1,58,5812.6,0,184.44,0,5997.04,0,1,93551
-72,5,2.97,0,,,51,Palmdale,2469,Two Year,United States,9603-OAIHC,Joined,0,0,Male,1,Fiber Optic,"34.613476, -118.256358",34.613476,-118.256358,0,70.05,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,34045,0,Q3,0,3,1,California,0,0,0,1,70.05,0,2.97,0,73.02,0,1,93551
-63,0,44.53,0,,,29,Palmdale,2642,Month-to-Month,United States,7706-DZNKK,Stayed,0,0,Male,0,,"34.613476, -118.256358",34.613476,-118.256358,0,20.45,0,0,0,Offer D,0,0,1,0,Credit Card,1,34045,0,Q3,0,4,0,California,0,0,0,11,237.3,0,489.83,0,727.13,0,0,93551
-47,0,3.95,0,,,30,Palmdale,2861,Two Year,United States,2888-ADFAO,Stayed,1,0,Female,0,,"34.613476, -118.256358",34.613476,-118.256358,1,21.3,0,3,5,,0,0,1,1,Bank Withdrawal,1,34045,0,Q3,1,4,0,California,0,0,0,47,1041.8,0,185.65,0,1227.45,0,0,93551
-69,12,13.38,1,Price,Price too high,91,Helm,4937,Month-to-Month,United States,9189-JWSHV,Churned,0,0,Female,1,Fiber Optic,"36.520537, -120.118055",36.520537,-120.118055,1,93.55,1,0,1,,0,0,1,1,Bank Withdrawal,1,152,0,Q3,1,2,1,California,1,1,1,24,2264.05,0,321.12,0,2585.17,0,1,93627
-39,0,29.56,0,,,30,Helm,3970,Two Year,United States,8859-AXJZP,Stayed,0,0,Male,0,,"36.520537, -120.118055",36.520537,-120.118055,1,23.8,1,0,7,,0,0,1,1,Credit Card,1,152,0,Q3,1,5,0,California,0,0,0,39,903.8,0,1152.84,0,2056.64,0,0,93627
-30,0,2.66,0,,,74,Helm,4555,Two Year,United States,5406-KGRMX,Stayed,0,0,Female,0,,"36.520537, -120.118055",36.520537,-120.118055,0,24.55,1,0,0,,0,0,0,0,Bank Withdrawal,1,152,0,Q3,0,5,0,California,0,0,0,71,1719.15,0,188.86,0,1908.01,0,0,93627
-42,0,10.36,0,,,50,Helm,4510,One Year,United States,5847-MXBEO,Stayed,0,0,Male,0,,"36.520537, -120.118055",36.520537,-120.118055,0,20.3,0,0,0,Offer D,0,0,0,0,Credit Card,1,152,0,Q3,0,5,0,California,0,0,0,22,475.1,0,227.92,0,703.02,0,0,93627
-70,7,39.49,1,Dissatisfaction,Service dissatisfaction,75,Parlier,2999,Month-to-Month,United States,0576-WNXXC,Churned,0,1,Male,1,Fiber Optic,"36.622237, -119.521126",36.622237,-119.521126,1,95.55,1,0,1,,1,0,1,1,Bank Withdrawal,1,12587,0,Q3,1,1,1,California,1,1,0,27,2510.2,0,1066.23,0,3576.43,0,1,93648
-37,57,35.04,0,,,65,Parlier,5892,One Year,United States,0036-IHMOT,Stayed,1,1,Female,1,Fiber Optic,"36.622237, -119.521126",36.622237,-119.521126,1,103.7,0,3,10,,1,0,1,1,Bank Withdrawal,1,12587,1,Q3,1,3,0,California,1,1,1,55,5656.75,20,1927.2,0,7603.95,0,0,93648
-30,0,32.43,0,,,65,Parlier,4128,One Year,United States,4716-MRVEN,Stayed,0,0,Female,0,,"36.622237, -119.521126",36.622237,-119.521126,0,20,0,0,0,Offer C,0,0,0,0,Credit Card,1,12587,0,Q3,0,5,0,California,0,0,0,29,599.3,0,940.47,0,1539.77,0,0,93648
-57,20,44.81,0,,,34,Parlier,3463,Month-to-Month,United States,0289-IVARM,Stayed,0,1,Female,1,DSL,"36.622237, -119.521126",36.622237,-119.521126,0,60.55,0,0,0,,1,1,0,0,Bank Withdrawal,1,12587,0,Q3,0,4,0,California,0,0,0,35,1982.6,0,1568.35,0,3550.95,0,1,93648
-79,11,0,1,Competitor,Competitor had better devices,72,Daly City,3278,Month-to-Month,United States,5482-PLVPE,Churned,0,0,Female,1,DSL,"37.691561, -122.445202",37.691561,-122.445202,0,24.35,0,0,0,,0,0,0,0,Bank Withdrawal,0,47453,0,Q3,0,1,1,California,0,0,0,2,41.85,0,0,0,41.85,0,1,94014
-54,7,22.39,1,Competitor,Competitor made better offer,84,Daly City,2122,Month-to-Month,United States,0207-MDKNV,Churned,0,1,Female,1,Fiber Optic,"37.691561, -122.445202",37.691561,-122.445202,0,105.1,0,0,0,,0,1,0,0,Bank Withdrawal,1,47453,1,Q3,0,1,0,California,1,1,1,15,1582.75,0,335.85,0,1918.6,0,1,94014
-34,7,36.39,1,Competitor,Competitor had better devices,67,Daly City,5071,Month-to-Month,United States,4277-PVRAN,Churned,0,0,Female,1,Fiber Optic,"37.691561, -122.445202",37.691561,-122.445202,0,80.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,47453,0,Q3,0,1,0,California,0,0,1,8,679.3,0,291.12,0,970.42,0,1,94014
-47,8,16.49,1,Competitor,Competitor had better devices,87,Daly City,4773,Month-to-Month,United States,6017-PPLPX,Churned,0,0,Male,1,Fiber Optic,"37.691561, -122.445202",37.691561,-122.445202,1,70.45,0,0,1,,0,0,1,1,Bank Withdrawal,1,47453,0,Q3,1,1,0,California,0,0,0,20,1470.95,0,329.8,0,1800.75,0,1,94014
-76,16,20.98,1,Attitude,Attitude of support person,93,Half Moon Bay,4235,Month-to-Month,United States,4902-OHLSK,Churned,0,0,Female,1,Fiber Optic,"37.45567, -122.407992",37.45567,-122.407992,0,98.65,1,0,0,,0,0,0,0,Bank Withdrawal,1,17929,1,Q3,0,1,1,California,1,0,1,29,2862.75,0,608.42,0,3471.17,0,1,94019
-29,27,37.95,0,,,25,Half Moon Bay,6408,One Year,United States,7945-HLKEA,Stayed,0,1,Female,1,DSL,"37.45567, -122.407992",37.45567,-122.407992,0,64.75,1,0,0,,0,1,0,0,Bank Withdrawal,1,17929,1,Q3,0,3,0,California,0,0,0,60,4039.5,120,2277,0,6436.5,1,0,94019
-45,25,39.02,0,,,56,Half Moon Bay,5041,Month-to-Month,United States,0722-SVSFK,Stayed,0,1,Female,1,Fiber Optic,"37.45567, -122.407992",37.45567,-122.407992,0,100.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,17929,1,Q3,0,3,0,California,1,1,1,7,715,0,273.14,0,988.14,0,1,94019
-35,23,40.71,0,,,53,Half Moon Bay,5313,Month-to-Month,United States,5055-MGMGF,Stayed,0,1,Female,1,Fiber Optic,"37.45567, -122.407992",37.45567,-122.407992,1,105.05,1,0,3,Offer B,0,1,1,1,Bank Withdrawal,1,17929,0,Q3,1,3,0,California,1,1,1,65,6914.95,60,2646.15,0,9621.1,0,0,94019
-78,14,6.66,1,Competitor,Competitor offered more data,90,Loma Mar,4324,Month-to-Month,United States,0495-ZBNGW,Churned,0,1,Male,1,Fiber Optic,"37.266388, -122.26308",37.266388,-122.26308,1,79.9,1,0,1,,0,0,1,1,Bank Withdrawal,1,148,0,Q3,1,2,1,California,0,0,0,5,343.95,20,33.3,0,397.25,0,0,94021
-69,9,14.61,0,,,38,Loma Mar,2227,One Year,United States,9825-YCXWZ,Stayed,0,1,Female,1,Fiber Optic,"37.266388, -122.26308",37.266388,-122.26308,0,101.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,148,1,Q3,0,5,1,California,1,1,1,41,4016.2,0,599.01,0,4615.21,0,1,94021
-53,6,18.03,1,Competitor,Competitor made better offer,76,Loma Mar,5803,Month-to-Month,United States,9851-KIELU,Churned,0,1,Male,1,Fiber Optic,"37.266388, -122.26308",37.266388,-122.26308,0,110.1,0,0,0,,1,1,1,0,Bank Withdrawal,1,148,1,Q3,0,1,0,California,1,1,1,10,1043.3,0,180.3,0,1223.6,0,1,94021
-33,0,10.54,0,,,41,Loma Mar,5322,One Year,United States,2862-JVEOY,Stayed,0,0,Male,0,,"37.266388, -122.26308",37.266388,-122.26308,0,19.15,0,0,0,,0,0,0,0,Credit Card,1,148,0,Q3,0,5,0,California,0,0,0,6,124.4,0,63.24,0,187.64,0,0,94021
-79,10,28.14,1,Competitor,Competitor made better offer,78,Atherton,4136,Month-to-Month,United States,2357-COQEK,Churned,0,1,Female,1,Fiber Optic,"37.454924, -122.203168",37.454924,-122.203168,0,103.3,1,0,0,,0,0,1,0,Bank Withdrawal,1,6876,1,Q3,0,2,1,California,1,0,1,28,2890.65,0,787.92,0,3678.57,0,1,94027
-62,0,5.57,1,Price,Long distance charges,79,Atherton,3779,One Year,United States,0203-HHYIJ,Churned,0,0,Male,0,,"37.454924, -122.203168",37.454924,-122.203168,0,25.3,1,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,6876,0,Q3,0,3,0,California,0,0,0,25,676.35,0,139.25,0,815.6,0,0,94027
-19,82,0,0,,,69,Atherton,4865,One Year,United States,5170-PTRKA,Stayed,0,0,Female,1,Cable,"37.454924, -122.203168",37.454924,-122.203168,1,35.8,0,0,1,,0,1,1,1,Credit Card,0,6876,1,Q3,1,4,0,California,0,0,0,49,1782,0,0,0,1782,1,1,94027
-34,11,42.85,0,,,46,Atherton,4577,One Year,United States,1534-OULXE,Stayed,1,0,Female,1,DSL,"37.454924, -122.203168",37.454924,-122.203168,1,49.7,0,2,2,Offer B,0,1,1,1,Bank Withdrawal,1,6876,0,Q3,1,3,0,California,0,0,0,61,2961.4,0,2613.85,0,5575.25,0,1,94027
-73,26,3.23,1,Attitude,Attitude of support person,66,San Francisco,5245,Month-to-Month,United States,2034-CGRHZ,Churned,0,1,Male,1,Fiber Optic,"37.791222, -122.402241",37.791222,-122.402241,0,102.95,1,0,0,,1,0,1,0,Credit Card,1,384,0,Q3,0,3,1,California,1,0,1,24,2496.7,0,77.52,0,2574.22,0,1,94104
-63,10,9.06,1,Other,Moved,89,San Francisco,4321,Month-to-Month,United States,7969-AULMZ,Churned,0,0,Female,1,Fiber Optic,"37.791222, -122.402241",37.791222,-122.402241,0,97.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,384,0,Q3,0,3,0,California,1,1,1,21,2119.5,0,190.26,0,2309.76,0,1,94104
-61,6,41.79,0,,,39,San Francisco,2051,One Year,United States,0297-RBCSG,Stayed,0,0,Male,1,DSL,"37.791222, -122.402241",37.791222,-122.402241,0,65.35,0,0,0,,1,0,1,0,Bank Withdrawal,1,384,1,Q3,0,4,0,California,1,1,0,19,1231.85,60,794.01,0,2085.86,0,0,94104
-46,21,47.82,0,,,58,San Francisco,5890,Two Year,United States,8263-QMNTJ,Stayed,0,1,Male,1,Fiber Optic,"37.791222, -122.402241",37.791222,-122.402241,1,115.55,1,0,2,Offer A,1,1,1,1,Bank Withdrawal,1,384,1,Q3,1,3,0,California,1,1,1,72,8425.3,0,3443.04,0,11868.34,0,1,94104
-74,13,8.75,1,Dissatisfaction,Limited range of services,69,Concord,5863,One Year,United States,9360-AHGNL,Churned,0,1,Female,1,Fiber Optic,"37.990118, -122.012188",37.990118,-122.012188,1,109.55,1,0,7,Offer B,0,1,1,1,Credit Card,1,18650,1,Q3,1,2,1,California,1,0,1,43,4830.25,0,376.25,0,5206.5,0,1,94519
-39,17,11.15,0,,,61,Concord,3729,Month-to-Month,United States,5382-SOYZL,Stayed,0,0,Male,1,Fiber Optic,"37.990118, -122.012188",37.990118,-122.012188,0,95.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,18650,0,Q3,0,4,0,California,1,1,1,22,2162.6,0,245.3,0,2407.9,0,1,94519
-23,58,45.71,0,,,78,Concord,5320,Month-to-Month,United States,1550-EENBN,Stayed,0,0,Female,1,Fiber Optic,"37.990118, -122.012188",37.990118,-122.012188,0,104.35,1,0,0,,1,1,0,0,Bank Withdrawal,1,18650,0,Q3,0,4,0,California,1,1,1,31,3205.6,0,1417.01,0,4622.61,1,1,94519
-29,71,45.67,0,,,80,Concord,2191,Month-to-Month,United States,0856-NAOES,Stayed,0,1,Male,1,DSL,"37.990118, -122.012188",37.990118,-122.012188,0,60.9,0,0,0,Offer E,0,0,0,0,Credit Card,1,18650,0,Q3,0,5,0,California,0,0,1,6,414.1,0,274.02,0,688.12,1,1,94519
-73,24,5.57,1,Price,Long distance charges,87,Crockett,4522,Month-to-Month,United States,5485-WUYWF,Churned,0,1,Male,1,Cable,"38.049292, -122.228415",38.049292,-122.228415,0,66.4,0,0,0,,0,1,0,0,Bank Withdrawal,1,3193,0,Q3,0,1,1,California,0,0,1,2,94.55,0,11.14,0,105.69,0,1,94525
-56,24,0,1,Dissatisfaction,Network reliability,72,Crockett,3106,Month-to-Month,United States,5202-IVJNU,Churned,1,1,Female,1,DSL,"38.049292, -122.228415",38.049292,-122.228415,0,30.1,0,2,0,,0,0,0,0,Credit Card,0,3193,0,Q3,0,3,0,California,0,0,0,39,1131.3,150,0,0,1281.3,0,0,94525
-59,23,25.2,0,,,61,Crockett,5917,Month-to-Month,United States,4002-BQWPQ,Stayed,0,1,Male,1,Cable,"38.049292, -122.228415",38.049292,-122.228415,0,81.75,1,0,0,,1,1,0,0,Bank Withdrawal,1,3193,1,Q3,0,3,0,California,1,1,0,25,2028.8,0,630,0,2658.8,0,1,94525
-34,22,37.97,0,,,63,Crockett,3971,Month-to-Month,United States,3099-OONVS,Stayed,1,0,Male,1,DSL,"38.049292, -122.228415",38.049292,-122.228415,1,54.3,0,1,6,Offer C,0,1,0,1,Bank Withdrawal,1,3193,1,Q3,1,4,0,California,0,0,0,25,1296.8,0,949.25,0,2246.05,0,1,94525
-71,14,49.85,1,Price,Extra data charges,72,Fairfield,4512,Month-to-Month,United States,2632-UCGVD,Churned,0,0,Male,1,Fiber Optic,"38.287136, -122.02711",38.287136,-122.02711,1,100.05,1,0,6,,0,0,1,1,Credit Card,1,77683,1,Q3,1,2,1,California,1,0,1,66,6871.9,0,3290.1,0,10162,0,1,94533
-25,69,1.23,1,Price,Lack of affordable download/upload speed,90,Fairfield,3056,Month-to-Month,United States,0137-OCGAB,Churned,0,0,Female,1,Fiber Optic,"38.287136, -122.02711",38.287136,-122.02711,0,80.2,1,0,0,Offer E,1,0,1,0,Mailed Check,1,77683,0,Q3,0,3,0,California,0,0,0,1,80.2,0,1.23,0,81.43,1,1,94533
-41,0,42.66,0,,,65,Fairfield,2259,One Year,United States,4378-BZYFP,Stayed,0,0,Male,0,,"38.287136, -122.02711",38.287136,-122.02711,0,20.5,0,0,0,,0,0,1,0,Mailed Check,1,77683,0,Q3,0,3,0,California,0,0,0,17,365.8,0,725.22,0,1091.02,0,0,94533
-55,0,34.86,0,,,64,Fairfield,3172,Month-to-Month,United States,5144-PQCDZ,Stayed,0,0,Male,0,,"38.287136, -122.02711",38.287136,-122.02711,0,19.95,0,0,0,,0,0,1,0,Credit Card,1,77683,0,Q3,0,5,0,California,0,0,0,4,59.25,0,139.44,0,198.69,0,0,94533
-68,11,27.75,1,Other,Don't know,86,Pinole,6117,One Year,United States,6425-YQLLO,Churned,0,1,Female,1,Fiber Optic,"37.996462, -122.293716",37.996462,-122.293716,1,105.95,1,0,1,,0,0,1,1,Credit Card,1,16717,1,Q3,1,2,1,California,1,0,1,66,6975.25,0,1831.5,0,8806.75,0,1,94564
-41,18,5.43,1,Competitor,Competitor offered higher download speeds,93,Pinole,5228,Month-to-Month,United States,8603-IJWDN,Churned,0,0,Male,1,Fiber Optic,"37.996462, -122.293716",37.996462,-122.293716,0,86.6,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,16717,0,Q3,0,3,0,California,1,1,0,1,86.6,0,5.43,0,92.03,0,1,94564
-28,0,4.01,0,,,79,Pinole,4530,Two Year,United States,9953-ZMKSM,Stayed,0,0,Male,0,,"37.996462, -122.293716",37.996462,-122.293716,0,25.25,1,0,0,Offer B,0,0,0,0,Mailed Check,1,16717,0,Q3,0,4,0,California,0,0,0,63,1559.3,0,252.63,0,1811.93,1,0,94564
-53,30,0,0,,,21,Pinole,5388,Month-to-Month,United States,4712-AUQZO,Stayed,0,1,Male,1,DSL,"37.996462, -122.293716",37.996462,-122.293716,0,33.6,0,0,0,,0,1,0,0,Credit Card,0,16717,0,Q3,0,4,0,California,0,0,0,18,550.35,0,0,0,550.35,0,1,94564
-70,2,15.43,1,Attitude,Attitude of support person,75,Port Costa,2560,Month-to-Month,United States,2091-RFFBA,Churned,0,0,Female,1,Fiber Optic,"38.035707, -122.196821",38.035707,-122.196821,0,73.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,173,0,Q3,0,1,1,California,0,0,0,31,2217.15,0,478.33,0,2695.48,0,1,94569
-42,10,7.97,1,Price,Extra data charges,90,Port Costa,3043,Month-to-Month,United States,5995-OIGLP,Churned,0,0,Male,1,Cable,"38.035707, -122.196821",38.035707,-122.196821,0,56.65,0,0,0,,0,1,0,0,Credit Card,1,173,1,Q3,0,1,0,California,0,0,0,12,654.85,0,95.64,0,750.49,0,1,94569
-20,0,30.36,0,,,51,Port Costa,4004,Month-to-Month,United States,9046-JBFWA,Stayed,1,0,Male,0,,"38.035707, -122.196821",38.035707,-122.196821,0,19.15,0,2,0,,0,0,0,0,Credit Card,1,173,0,Q3,0,3,0,California,0,0,0,27,537.35,0,819.72,0,1357.07,1,0,94569
-37,18,48.07,0,,,28,Port Costa,4242,Month-to-Month,United States,4391-LNRXK,Stayed,0,1,Male,1,Fiber Optic,"38.035707, -122.196821",38.035707,-122.196821,0,94.95,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,173,1,Q3,0,5,0,California,1,1,0,22,2142.8,0,1057.54,0,3200.34,0,1,94569
-66,2,3.3,1,Attitude,Attitude of service provider,81,Vallejo,4448,Month-to-Month,United States,6899-PPEEA,Churned,0,0,Female,1,Fiber Optic,"38.104705, -122.247387",38.104705,-122.247387,0,96.55,1,0,0,,0,0,1,0,Bank Withdrawal,1,37218,0,Q3,0,2,1,California,1,0,1,37,3580.3,0,122.1,0,3702.4,0,1,94590
-64,20,36.76,1,Competitor,Competitor had better devices,87,Vallejo,4689,Month-to-Month,United States,9565-DJPIB,Churned,0,0,Female,1,Fiber Optic,"38.104705, -122.247387",38.104705,-122.247387,0,89.6,1,0,0,Offer E,1,0,0,0,Credit Card,1,37218,0,Q3,0,1,0,California,0,0,1,4,365.65,0,147.04,0,512.69,0,1,94590
-28,0,26.49,0,,,27,Vallejo,3408,Two Year,United States,8917-FAEMR,Stayed,0,0,Female,0,,"38.104705, -122.247387",38.104705,-122.247387,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,37218,0,Q3,0,3,0,California,0,0,0,37,784.25,0,980.13,0,1764.38,1,0,94590
-35,0,12.51,0,,,42,Vallejo,2635,Two Year,United States,2729-VNVAP,Stayed,1,0,Female,0,,"38.104705, -122.247387",38.104705,-122.247387,1,19.8,0,1,0,,0,0,0,1,Credit Card,1,37218,0,Q3,0,4,0,California,0,0,0,33,641.35,0,412.83,0,1054.18,0,0,94590
-65,30,28.98,1,Attitude,Attitude of support person,87,Oakland,4287,Month-to-Month,United States,4597-NUCQV,Churned,0,0,Male,1,Fiber Optic,"37.776523, -122.219268",37.776523,-122.219268,0,101.25,1,0,0,,1,0,1,0,Bank Withdrawal,1,54876,0,Q3,0,3,1,California,1,1,1,24,2440.15,0,695.52,0,3135.67,0,1,94601
-21,51,0,1,Dissatisfaction,Limited range of services,90,Oakland,5775,Month-to-Month,United States,8348-HFYIV,Churned,0,1,Male,1,DSL,"37.776523, -122.219268",37.776523,-122.219268,0,49.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,54876,0,Q3,0,3,0,California,1,1,1,2,90.35,0,0,0,90.35,1,1,94601
-50,9,34.65,1,Dissatisfaction,Network reliability,96,Oakland,4624,Month-to-Month,United States,8019-ENHXU,Churned,0,1,Male,1,Fiber Optic,"37.776523, -122.219268",37.776523,-122.219268,1,99.45,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,54876,1,Q3,1,2,0,California,1,1,0,42,4138.05,140,1455.3,30.46,5702.89,0,0,94601
-20,59,17.42,0,,,23,Oakland,2085,Month-to-Month,United States,0929-HYQEW,Joined,0,0,Male,1,DSL,"37.776523, -122.219268",37.776523,-122.219268,0,50.15,0,0,0,,0,1,1,0,Credit Card,1,54876,0,Q3,0,3,0,California,0,0,0,3,160.85,0,52.26,0,213.11,1,1,94601
-78,25,43.66,1,Attitude,Attitude of support person,86,San Pablo,5655,Month-to-Month,United States,3754-DXMRT,Churned,0,0,Male,1,DSL,"37.980269, -122.342635",37.980269,-122.342635,0,44.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,55720,0,Q3,0,2,1,California,0,0,0,2,92.65,0,87.32,0,179.97,0,1,94806
-79,16,14.75,0,,,68,San Pablo,5098,Two Year,United States,8628-MFKAX,Stayed,0,1,Female,1,Fiber Optic,"37.980269, -122.342635",37.980269,-122.342635,1,116.75,1,0,6,Offer A,1,1,1,1,Credit Card,1,55720,1,Q3,1,3,1,California,1,0,1,72,8277.05,0,1062,0,9339.05,0,1,94806
-47,27,0,0,,,78,San Pablo,3000,Month-to-Month,United States,4581-LNWUM,Stayed,0,1,Female,1,DSL,"37.980269, -122.342635",37.980269,-122.342635,0,49.15,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,0,55720,0,Q3,0,3,0,California,1,1,1,13,649.4,0,0,0,649.4,0,1,94806
-54,16,3.76,0,,,76,San Pablo,3969,Month-to-Month,United States,2080-GKCWQ,Joined,0,0,Male,1,Fiber Optic,"37.980269, -122.342635",37.980269,-122.342635,0,74.95,0,0,0,,1,0,0,0,Bank Withdrawal,1,55720,0,Q3,0,4,0,California,0,0,0,2,151.75,0,7.52,0,159.27,0,1,94806
-74,6,13.8,1,Competitor,Competitor offered more data,92,San Rafael,4174,Month-to-Month,United States,7130-VTEWQ,Churned,0,0,Female,1,Fiber Optic,"38.018065, -122.546024",38.018065,-122.546024,0,75.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,28403,0,Q3,0,3,1,California,0,0,0,8,606.25,0,110.4,0,716.65,0,1,94903
-44,13,35.61,1,Competitor,Competitor offered more data,85,San Rafael,2405,Month-to-Month,United States,9948-YPTDG,Churned,0,0,Male,1,Fiber Optic,"38.018065, -122.546024",38.018065,-122.546024,1,79.45,0,0,1,,1,1,1,1,Bank Withdrawal,1,28403,0,Q3,1,1,0,California,0,0,0,38,3013.05,40,1353.18,9.36,4396.87,0,0,94903
-32,17,6.83,0,,,29,San Rafael,4770,One Year,United States,7629-WIXZF,Stayed,0,0,Female,1,DSL,"38.018065, -122.546024",38.018065,-122.546024,0,59.1,0,0,0,,0,1,1,0,Bank Withdrawal,1,28403,0,Q3,0,3,0,California,1,1,0,7,369.25,0,47.81,0,417.06,0,1,94903
-47,19,24.08,0,,,25,San Rafael,4004,Two Year,United States,2193-SFWQW,Stayed,1,1,Male,1,Fiber Optic,"38.018065, -122.546024",38.018065,-122.546024,1,111.95,0,1,9,,1,1,0,1,Bank Withdrawal,1,28403,1,Q3,1,3,0,California,1,1,1,72,8033.1,0,1733.76,0,9766.86,0,1,94903
-78,21,17.51,1,Competitor,Competitor had better devices,87,Corte Madera,4138,Month-to-Month,United States,7903-CMPEY,Churned,0,0,Male,1,Fiber Optic,"37.924014, -122.511694",37.924014,-122.511694,1,80.3,1,0,1,,0,1,1,1,Bank Withdrawal,1,9038,0,Q3,1,1,1,California,0,0,0,1,80.3,0,17.51,0,97.81,0,1,94925
-29,59,5.25,0,,,73,Corte Madera,3280,Month-to-Month,United States,3524-WQDSG,Stayed,1,1,Female,1,Fiber Optic,"37.924014, -122.511694",37.924014,-122.511694,1,99.3,1,2,8,,0,0,1,1,Bank Withdrawal,1,9038,0,Q3,1,3,0,California,1,1,1,43,4209.95,0,225.75,0,4435.7,1,1,94925
-46,30,9.06,0,,,71,Corte Madera,4278,Two Year,United States,6461-SZMCV,Stayed,0,1,Female,1,DSL,"37.924014, -122.511694",37.924014,-122.511694,1,87.95,1,0,7,,1,1,0,1,Bank Withdrawal,1,9038,1,Q3,1,4,0,California,1,1,1,71,6365.35,0,643.26,0,7008.61,0,1,94925
-37,13,0,0,,,61,Corte Madera,5318,Month-to-Month,United States,4367-NHWMM,Joined,0,0,Female,1,Cable,"37.924014, -122.511694",37.924014,-122.511694,0,24.9,0,0,0,,0,0,1,0,Credit Card,0,9038,0,Q3,0,4,0,California,0,0,0,1,24.9,0,0,0,24.9,0,1,94925
-79,2,43.34,1,Attitude,Attitude of support person,71,Point Reyes Station,5242,Month-to-Month,United States,1704-NRWYE,Churned,0,0,Female,1,Fiber Optic,"38.060264, -122.830646",38.060264,-122.830646,0,80.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,1885,0,Q3,0,2,1,California,0,0,1,9,751.65,0,390.06,0,1141.71,0,1,94956
-52,26,27.68,0,,,57,Point Reyes Station,4978,One Year,United States,3800-LYTRK,Stayed,0,0,Female,1,DSL,"38.060264, -122.830646",38.060264,-122.830646,0,55.7,0,0,0,,0,1,0,0,Credit Card,1,1885,1,Q3,0,4,0,California,0,0,0,14,795.15,100,387.52,0,1282.67,0,0,94956
-33,22,34.51,0,,,76,Point Reyes Station,5842,Month-to-Month,United States,7883-ROJOC,Stayed,0,0,Female,1,Cable,"38.060264, -122.830646",38.060264,-122.830646,1,44.9,0,0,0,Offer D,0,0,0,1,Credit Card,1,1885,0,Q3,0,5,0,California,0,0,0,19,839.65,0,655.69,0,1495.34,0,1,94956
-52,20,0,0,,,37,Point Reyes Station,3607,One Year,United States,0020-JDNXP,Stayed,1,1,Female,1,DSL,"38.060264, -122.830646",38.060264,-122.830646,1,61.25,0,1,0,,0,1,0,1,Credit Card,0,1885,1,Q3,0,4,0,California,1,1,1,34,1993.2,0,0,0,1993.2,0,1,94956
-76,15,44.88,1,Attitude,Attitude of support person,70,Boulder Creek,5651,Month-to-Month,United States,7481-ATQQS,Churned,0,1,Female,1,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,0,90.85,1,0,0,Offer B,0,0,1,0,Credit Card,1,10520,0,Q3,0,2,1,California,1,0,0,49,4515.85,0,2199.12,0,6714.97,0,1,95006
-71,23,47.66,1,Competitor,Competitor made better offer,91,Boulder Creek,3878,Month-to-Month,United States,6595-YGXIT,Churned,0,0,Male,1,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,0,88.95,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,10520,0,Q3,0,2,1,California,0,0,1,25,2291.2,0,1191.5,0,3482.7,0,1,95006
-23,59,21.56,1,Competitor,Competitor made better offer,80,Boulder Creek,3038,Month-to-Month,United States,4361-BKAXE,Churned,0,1,Female,1,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,0,114.5,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,10520,1,Q3,0,1,0,California,1,1,1,41,4527.45,0,883.96,0,5411.41,1,1,95006
-39,6,14.07,1,Attitude,Attitude of service provider,95,Boulder Creek,2187,Month-to-Month,United States,1143-NMNQJ,Churned,0,0,Female,1,Fiber Optic,"37.171727, -122.142961",37.171727,-122.142961,0,85.7,1,0,0,,0,0,1,0,Bank Withdrawal,1,10520,0,Q3,0,2,0,California,1,1,0,2,169.8,0,28.14,0,197.94,0,1,95006
-67,9,0,1,Competitor,Competitor made better offer,85,Morgan Hill,5437,Month-to-Month,United States,0023-HGHWL,Churned,0,0,Male,1,Cable,"37.161544, -121.649371",37.161544,-121.649371,0,25.1,0,0,0,,0,0,1,0,Bank Withdrawal,0,41707,0,Q3,0,3,1,California,0,0,0,1,25.1,0,0,0,25.1,0,1,95037
-73,21,6.25,1,Competitor,Competitor had better devices,71,Morgan Hill,2233,Month-to-Month,United States,9253-QXKBE,Churned,0,0,Male,1,Fiber Optic,"37.161544, -121.649371",37.161544,-121.649371,1,94.45,1,0,1,,0,0,1,1,Bank Withdrawal,1,41707,0,Q3,1,1,1,California,1,0,1,29,2653.65,0,181.25,0,2834.9,0,1,95037
-24,41,1.63,0,,,78,Morgan Hill,5669,Two Year,United States,8590-YFFQO,Stayed,0,1,Male,1,DSL,"37.161544, -121.649371",37.161544,-121.649371,1,64.95,0,0,1,Offer A,1,1,0,1,Credit Card,1,41707,1,Q3,1,3,0,California,0,0,0,70,4523.25,0,114.1,42.89,4594.46,1,1,95037
-54,17,1.31,0,,,76,Morgan Hill,4545,Two Year,United States,0815-MFZGM,Stayed,0,1,Female,1,Fiber Optic,"37.161544, -121.649371",37.161544,-121.649371,1,99,0,0,9,,0,0,1,1,Credit Card,1,41707,1,Q3,1,4,0,California,1,1,1,42,4135,0,55.02,0,4190.02,0,1,95037
-77,3,2.98,1,Price,Price too high,90,Stockton,4367,Month-to-Month,United States,6161-UUUTA,Churned,0,0,Male,1,Fiber Optic,"37.902422, -121.440029",37.902422,-121.440029,0,79.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,49657,0,Q3,0,2,1,California,0,0,1,3,260.9,0,8.94,0,269.84,0,1,95206
-65,22,28.64,0,,,28,Stockton,5193,One Year,United States,2460-NGXBJ,Stayed,1,0,Male,1,Fiber Optic,"37.902422, -121.440029",37.902422,-121.440029,1,75.2,1,1,8,,0,0,1,1,Credit Card,1,49657,0,Q3,1,5,1,California,0,0,0,11,775.3,0,315.04,0,1090.34,0,1,95206
-51,15,44.11,0,,,47,Stockton,4468,Month-to-Month,United States,5353-WILCI,Stayed,0,0,Female,1,Cable,"37.902422, -121.440029",37.902422,-121.440029,0,56.05,0,0,0,Offer C,1,1,0,0,Bank Withdrawal,1,49657,0,Q3,0,3,0,California,0,0,0,28,1522.65,110,1235.08,0,2867.73,0,0,95206
-42,23,31.55,0,,,47,Stockton,3503,One Year,United States,4700-UBQMV,Stayed,1,0,Male,1,DSL,"37.902422, -121.440029",37.902422,-121.440029,1,75.9,1,3,6,,0,1,1,1,Bank Withdrawal,1,49657,0,Q3,1,4,0,California,1,1,1,21,1549.75,0,662.55,0,2212.3,0,1,95206
-73,8,43.61,1,Dissatisfaction,Product dissatisfaction,69,Stockton,3548,Month-to-Month,United States,6543-XRMYR,Churned,0,0,Female,1,Fiber Optic,"38.044523, -121.348048",38.044523,-121.348048,0,99.7,1,0,0,,1,0,1,0,Bank Withdrawal,1,30814,0,Q3,0,1,1,California,1,0,1,30,2967.35,80,1308.3,0,4355.65,0,0,95209
-65,6,22.33,1,Competitor,Competitor offered higher download speeds,82,Stockton,3179,Month-to-Month,United States,3565-UNOCC,Churned,0,1,Female,1,Fiber Optic,"38.044523, -121.348048",38.044523,-121.348048,1,99.05,1,0,1,,0,0,1,1,Bank Withdrawal,1,30814,0,Q3,1,1,1,California,1,1,1,29,2952.85,0,647.57,0,3600.42,0,1,95209
-38,26,0,1,Other,Don't know,71,Stockton,3958,Month-to-Month,United States,0841-NULXI,Churned,0,0,Male,1,DSL,"38.044523, -121.348048",38.044523,-121.348048,0,35.55,0,0,0,,0,0,1,0,Bank Withdrawal,0,30814,0,Q3,0,1,0,California,1,1,0,1,35.55,0,0,0,35.55,0,1,95209
-37,9,5.08,0,,,42,Stockton,5875,Month-to-Month,United States,0058-EVZWM,Stayed,0,0,Female,1,Fiber Optic,"38.044523, -121.348048",38.044523,-121.348048,1,89.8,1,0,2,Offer B,0,1,1,1,Bank Withdrawal,1,30814,0,Q3,1,3,0,California,0,0,1,55,4959.6,0,279.4,0,5239,0,1,95209
-74,18,45.84,1,Competitor,Competitor offered more data,71,Murphys,4995,Month-to-Month,United States,2479-BRAMR,Churned,0,1,Male,1,Fiber Optic,"38.147852, -120.440124",38.147852,-120.440124,1,83.75,1,0,1,Offer B,0,1,1,1,Bank Withdrawal,1,4353,0,Q3,1,1,1,California,0,0,0,41,3273.55,0,1879.44,0,5152.99,0,1,95247
-29,59,24.67,0,,,36,Murphys,3130,One Year,United States,4189-NAKJS,Stayed,0,0,Male,1,Cable,"38.147852, -120.440124",38.147852,-120.440124,0,51.55,1,0,0,Offer C,0,0,1,0,Credit Card,1,4353,0,Q3,0,3,0,California,0,0,0,26,1295.4,0,641.42,0,1936.82,1,1,95247
-64,17,7.49,0,,,74,Murphys,4042,Month-to-Month,United States,1575-KRZZE,Stayed,0,0,Female,1,Cable,"38.147852, -120.440124",38.147852,-120.440124,0,55.2,0,0,0,Offer E,1,1,0,0,Bank Withdrawal,1,4353,0,Q3,0,3,0,California,0,0,0,4,220.65,0,29.96,0,250.61,0,1,95247
-50,16,2.72,0,,,76,Murphys,5774,One Year,United States,0623-EJQEG,Stayed,0,0,Male,1,Fiber Optic,"38.147852, -120.440124",38.147852,-120.440124,0,93.55,1,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,4353,1,Q3,0,3,0,California,1,1,0,65,6069.25,30,176.8,0,6276.05,0,0,95247
-76,21,2.9,1,Attitude,Attitude of support person,94,Crows Landing,2322,Month-to-Month,United States,3714-JTVOV,Churned,0,0,Female,1,Fiber Optic,"37.435664, -121.049056",37.435664,-121.049056,1,74.15,0,0,1,Offer B,0,1,1,1,Credit Card,1,1508,0,Q3,1,1,1,California,0,0,0,42,3229.4,0,121.8,0,3351.2,0,1,95313
-32,19,24.16,0,,,33,Crows Landing,5192,Month-to-Month,United States,4660-IRIBM,Stayed,1,1,Male,1,Fiber Optic,"37.435664, -121.049056",37.435664,-121.049056,1,87.9,0,1,1,Offer D,0,1,1,1,Mailed Check,1,1508,0,Q3,1,4,0,California,0,0,1,18,1500.5,0,434.88,0,1935.38,0,1,95313
-56,27,45.46,0,,,79,Crows Landing,6148,Month-to-Month,United States,6988-CJEYV,Stayed,0,0,Male,1,Fiber Optic,"37.435664, -121.049056",37.435664,-121.049056,0,98.7,1,0,0,Offer B,1,0,0,0,Bank Withdrawal,1,1508,0,Q3,0,3,0,California,1,1,1,49,4920.55,0,2227.54,0,7148.09,0,1,95313
-60,0,2.69,0,,,74,Crows Landing,5949,Month-to-Month,United States,0178-CIIKR,Joined,0,0,Female,0,,"37.435664, -121.049056",37.435664,-121.049056,0,19.95,0,0,0,,0,0,0,0,Credit Card,1,1508,0,Q3,0,3,0,California,0,0,0,3,58,0,8.07,0,66.07,0,0,95313
-78,6,25.77,1,Competitor,Competitor made better offer,78,Merced,5697,Two Year,United States,8580-QVLOC,Churned,0,1,Female,1,DSL,"37.40122, -120.514191",37.40122,-120.514191,1,92.45,1,0,0,,1,1,0,1,Credit Card,1,23100,1,Q3,0,1,1,California,1,0,1,72,6440.25,0,1855.44,0,8295.69,0,1,95348
-69,12,6.18,0,,,34,Merced,4510,Month-to-Month,United States,0644-OQMDK,Stayed,0,0,Male,1,Fiber Optic,"37.40122, -120.514191",37.40122,-120.514191,0,70.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,23100,0,Q3,0,4,1,California,0,0,0,4,293.85,0,24.72,0,318.57,0,1,95348
-44,16,44.94,1,Competitor,Competitor had better devices,85,Merced,5622,Month-to-Month,United States,2004-OCQXK,Churned,0,0,Female,1,Fiber Optic,"37.40122, -120.514191",37.40122,-120.514191,0,81.95,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,23100,0,Q3,0,1,0,California,1,1,0,1,81.95,0,44.94,0,126.89,0,1,95348
-45,9,40.33,0,,,56,Merced,4778,One Year,United States,8268-YDIXR,Stayed,0,1,Male,1,Fiber Optic,"37.40122, -120.514191",37.40122,-120.514191,1,93.15,1,0,1,Offer B,1,1,1,1,Bank Withdrawal,1,23100,0,Q3,1,3,0,California,0,0,0,56,5253.95,0,2258.48,0,7512.43,0,1,95348
-78,14,1.28,1,Competitor,Competitor made better offer,71,Modesto,3172,Month-to-Month,United States,2012-NWRPA,Churned,0,1,Female,1,Fiber Optic,"37.672906, -120.946594",37.672906,-120.946594,1,99.55,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,47613,0,Q3,1,3,1,California,1,0,1,11,1131.2,0,14.08,0,1145.28,0,1,95355
-30,59,41.78,1,Dissatisfaction,Lack of self-service on Website,76,Modesto,2632,Month-to-Month,United States,4847-QNOKA,Churned,0,0,Female,1,DSL,"37.672906, -120.946594",37.672906,-120.946594,0,44.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,47613,0,Q3,0,2,0,California,0,0,0,1,44.9,0,41.78,0,86.68,0,1,95355
-28,0,42.49,0,,,34,Modesto,5267,Two Year,United States,6980-IMXXE,Stayed,1,0,Female,0,,"37.672906, -120.946594",37.672906,-120.946594,1,20.2,0,2,5,,0,0,0,1,Bank Withdrawal,1,47613,0,Q3,1,5,0,California,0,0,0,69,1412.65,0,2931.81,0,4344.46,1,0,95355
-61,25,20.11,0,,,28,Modesto,5865,Two Year,United States,3617-XLSGQ,Stayed,1,1,Female,1,Fiber Optic,"37.672906, -120.946594",37.672906,-120.946594,1,109.25,1,2,2,,1,1,0,1,Bank Withdrawal,1,47613,0,Q3,1,3,0,California,1,1,1,66,7082.5,80,1327.26,0,8489.76,0,0,95355
-66,26,5.02,1,Price,Price too high,72,Modesto,3812,Month-to-Month,United States,8808-ELEHO,Churned,0,1,Male,1,Fiber Optic,"37.716186, -121.025836",37.716186,-121.025836,0,81.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,26055,0,Q3,0,1,1,California,0,0,0,8,585.95,0,40.16,0,626.11,0,1,95356
-58,11,20.41,1,Competitor,Competitor had better devices,91,Modesto,4857,Month-to-Month,United States,9866-QEVEE,Churned,0,0,Male,1,Fiber Optic,"37.716186, -121.025836",37.716186,-121.025836,0,86,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,26055,0,Q3,0,1,0,California,1,1,0,19,1532.45,30,387.79,0,1950.24,0,0,95356
-31,25,2.57,0,,,75,Modesto,4807,Month-to-Month,United States,7517-LDMPS,Stayed,0,0,Female,1,Fiber Optic,"37.716186, -121.025836",37.716186,-121.025836,0,84.6,0,0,0,,1,0,1,0,Bank Withdrawal,1,26055,0,Q3,0,5,0,California,1,1,0,12,1017.35,0,30.84,0,1048.19,0,1,95356
-49,0,2.85,0,,,21,Modesto,5566,Month-to-Month,United States,2220-IAHLS,Joined,0,0,Female,0,,"37.716186, -121.025836",37.716186,-121.025836,0,19.4,0,0,0,,0,0,0,0,Credit Card,1,26055,0,Q3,0,3,0,California,0,0,0,1,19.4,0,2.85,0,22.25,0,0,95356
-69,2,22.56,1,Dissatisfaction,Product dissatisfaction,95,Winton,3357,Month-to-Month,United States,9058-CBREO,Churned,0,0,Female,1,Cable,"37.421299, -120.599587",37.421299,-120.599587,0,50.55,1,0,0,,0,0,0,0,Credit Card,1,11463,0,Q3,0,1,1,California,0,0,0,1,50.55,0,22.56,0,73.11,0,1,95388
-39,0,22.31,0,,,37,Winton,3799,One Year,United States,2788-CJQAQ,Stayed,0,0,Male,0,,"37.421299, -120.599587",37.421299,-120.599587,0,19.45,0,0,0,Offer D,0,0,0,0,Mailed Check,1,11463,0,Q3,0,5,0,California,0,0,0,13,270.2,0,290.03,0,560.23,0,0,95388
-21,52,0,0,,,45,Winton,4704,One Year,United States,9830-ECLEN,Stayed,1,1,Male,1,Cable,"37.421299, -120.599587",37.421299,-120.599587,1,50,0,3,9,,1,1,0,1,Mailed Check,0,11463,0,Q3,1,4,0,California,0,0,1,58,2919.85,0,0,0,2919.85,1,1,95388
-29,27,11.99,0,,,33,Winton,2810,One Year,United States,5716-LIBJC,Stayed,1,1,Female,1,Fiber Optic,"37.421299, -120.599587",37.421299,-120.599587,0,104.15,1,2,0,Offer D,1,0,1,0,Credit Card,1,11463,0,Q3,0,3,0,California,1,1,1,13,1299.1,0,155.87,2.76,1452.21,1,1,95388
-74,25,31.17,1,Competitor,Competitor had better devices,80,Cobb,5172,Month-to-Month,United States,8063-GBATB,Churned,0,0,Female,1,Fiber Optic,"38.838088, -122.73203",38.838088,-122.73203,0,85.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,1591,0,Q3,0,1,1,California,1,1,0,27,2287.25,0,841.59,0,3128.84,0,1,95426
-67,4,33.21,0,,,73,Cobb,4291,Two Year,United States,9220-ZNKJI,Stayed,0,1,Female,1,Fiber Optic,"38.838088, -122.73203",38.838088,-122.73203,1,88.8,0,0,5,,0,0,0,1,Credit Card,1,1591,1,Q3,1,3,1,California,0,0,1,55,4805.3,0,1826.55,0,6631.85,0,1,95426
-39,10,49.45,0,,,45,Cobb,4538,Month-to-Month,United States,7742-MYPGI,Stayed,1,0,Female,1,DSL,"38.838088, -122.73203",38.838088,-122.73203,1,48.8,0,2,3,,0,0,1,1,Credit Card,1,1591,1,Q3,1,4,0,California,0,0,0,6,297.35,0,296.7,0,594.05,0,1,95426
-37,27,39.9,0,,,50,Cobb,5136,One Year,United States,1042-HFUCW,Stayed,1,0,Female,1,DSL,"38.838088, -122.73203",38.838088,-122.73203,0,54.75,0,1,0,Offer C,1,0,1,0,Credit Card,1,1591,1,Q3,0,5,0,California,0,0,0,25,1266.35,0,997.5,15.76,2248.09,0,1,95426
-68,7,16.37,1,Competitor,Competitor had better devices,96,Mendocino,2975,Month-to-Month,United States,1069-XAIEM,Churned,0,0,Female,1,Fiber Optic,"39.305545, -123.743697",39.305545,-123.743697,0,85.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,2229,0,Q3,0,1,1,California,1,1,0,1,85.05,0,16.37,0,101.42,0,1,95460
-48,16,27.58,1,Other,Moved,79,Mendocino,5066,Month-to-Month,United States,7153-OANIO,Churned,0,0,Male,1,Fiber Optic,"39.305545, -123.743697",39.305545,-123.743697,0,69.95,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,2229,0,Q3,0,1,0,California,0,0,0,1,69.95,0,27.58,0,97.53,0,1,95460
-44,0,49.85,0,,,79,Mendocino,4904,One Year,United States,9531-NSBMR,Stayed,0,0,Female,0,,"39.305545, -123.743697",39.305545,-123.743697,0,19.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,2229,0,Q3,0,3,0,California,0,0,0,36,679.8,0,1794.6,0,2474.4,0,0,95460
-60,0,2.71,0,,,57,Mendocino,5440,Two Year,United States,5220-AGAAX,Stayed,1,0,Male,0,,"39.305545, -123.743697",39.305545,-123.743697,1,24,1,1,8,Offer A,0,0,1,1,Bank Withdrawal,1,2229,0,Q3,1,4,0,California,0,0,0,68,1664.3,0,184.28,0,1848.58,0,0,95460
-68,10,45.77,1,Attitude,Attitude of support person,78,Blue Lake,5684,Month-to-Month,United States,6987-XQSJT,Churned,0,0,Female,1,Fiber Optic,"40.94338, -123.831799",40.94338,-123.831799,0,79.5,1,0,0,,1,0,1,0,Bank Withdrawal,1,1584,0,Q3,0,1,1,California,0,0,0,54,4370.25,0,2471.58,0,6841.83,0,1,95525
-27,71,24.4,1,Other,Don't know,77,Blue Lake,3326,Month-to-Month,United States,7831-QGOXH,Churned,0,0,Female,1,Fiber Optic,"40.94338, -123.831799",40.94338,-123.831799,0,85.2,1,0,0,,0,0,1,0,Bank Withdrawal,1,1584,0,Q3,0,3,0,California,0,1,1,18,1553.9,0,439.2,0,1993.1,1,1,95525
-53,3,1.8,0,,,28,Blue Lake,5385,Month-to-Month,United States,6898-MDLZW,Stayed,0,0,Male,1,DSL,"40.94338, -123.831799",40.94338,-123.831799,0,53.75,0,0,0,Offer D,1,0,1,0,Credit Card,1,1584,1,Q3,0,5,0,California,0,0,0,12,648.65,0,21.6,0,670.25,0,1,95525
-34,26,39.5,0,,,27,Blue Lake,5441,Month-to-Month,United States,3278-FSIXX,Joined,0,0,Female,1,Cable,"40.94338, -123.831799",40.94338,-123.831799,0,45.25,0,0,0,Offer E,0,0,1,0,Credit Card,1,1584,0,Q3,0,3,0,California,0,0,0,2,74.2,0,79,0,153.2,0,1,95525
-68,29,26.23,1,Price,Lack of affordable download/upload speed,78,Davis,2122,Month-to-Month,United States,0722-TROQR,Churned,0,0,Female,1,Fiber Optic,"38.508735, -121.678813",38.508735,-121.678813,0,74.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,67411,0,Q3,0,1,1,California,0,0,0,4,321.75,0,104.92,0,426.67,0,1,95616
-34,26,10.07,1,Competitor,Competitor offered more data,83,Davis,2893,Month-to-Month,United States,7943-RQCHR,Churned,0,0,Female,1,Fiber Optic,"38.508735, -121.678813",38.508735,-121.678813,0,94.75,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,67411,0,Q3,0,2,0,California,1,1,1,9,889.9,30,90.63,0,1010.53,0,0,95616
-45,0,16.13,0,,,24,Davis,2427,Two Year,United States,3352-RICWQ,Stayed,1,0,Female,0,,"38.508735, -121.678813",38.508735,-121.678813,1,19.75,0,2,6,Offer E,0,0,0,1,Credit Card,1,67411,0,Q3,1,4,0,California,0,0,0,9,210.65,0,145.17,0,355.82,0,0,95616
-56,57,4.45,0,,,27,Davis,5476,Two Year,United States,5696-JVVQY,Stayed,1,1,Female,1,DSL,"38.508735, -121.678813",38.508735,-121.678813,1,70.1,0,3,1,Offer B,1,1,1,1,Credit Card,1,67411,0,Q3,1,4,0,California,1,1,0,48,3238.4,30,213.6,0,3482,0,0,95616
-75,30,36.5,1,Price,Price too high,94,Fair Oaks,4969,Month-to-Month,United States,6402-ZFPPI,Churned,0,0,Female,1,Fiber Optic,"38.652065, -121.25441",38.652065,-121.25441,0,102.8,1,0,0,,1,1,1,0,Credit Card,1,40750,0,Q3,0,1,1,California,1,0,1,25,2660.2,0,912.5,0,3572.7,0,1,95628
-30,51,41.95,1,Price,Lack of affordable download/upload speed,89,Fair Oaks,5643,Month-to-Month,United States,4558-FANTW,Churned,0,0,Female,1,Fiber Optic,"38.652065, -121.25441",38.652065,-121.25441,1,91.85,0,0,1,Offer D,0,1,0,1,Bank Withdrawal,1,40750,1,Q3,1,1,0,California,0,0,1,17,1574.45,0,713.15,0,2287.6,0,1,95628
-38,24,15.69,0,,,36,Fair Oaks,3009,Month-to-Month,United States,5478-JJVZK,Stayed,0,0,Female,1,DSL,"38.652065, -121.25441",38.652065,-121.25441,0,60.9,1,0,0,,1,1,1,0,Credit Card,1,40750,0,Q3,0,4,0,California,0,0,0,33,2033.85,0,517.77,0,2551.62,0,1,95628
-31,0,24.16,0,,,20,Fair Oaks,4281,Month-to-Month,United States,6377-KSLXC,Stayed,0,0,Male,0,,"38.652065, -121.25441",38.652065,-121.25441,0,19.95,0,0,0,,0,0,0,0,Credit Card,1,40750,0,Q3,0,5,0,California,0,0,0,5,107.05,0,120.8,0,227.85,0,0,95628
-73,13,10.04,1,Dissatisfaction,Network reliability,71,Grizzly Flats,3723,Month-to-Month,United States,9965-YOKZB,Churned,0,0,Male,1,Fiber Optic,"38.636102, -120.522149",38.636102,-120.522149,0,83.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,659,0,Q3,0,1,1,California,1,0,0,9,790.15,0,90.36,0,880.51,0,1,95636
-68,17,34.39,1,Price,Long distance charges,78,Grizzly Flats,5507,One Year,United States,8651-ENBZX,Churned,0,1,Female,1,Fiber Optic,"38.636102, -120.522149",38.636102,-120.522149,0,106,1,0,0,,0,0,1,0,Bank Withdrawal,1,659,1,Q3,0,3,1,California,1,0,1,60,6441.4,110,2063.4,0,8614.8,0,0,95636
-60,12,5.8,1,Other,Don't know,83,Grizzly Flats,4580,One Year,United States,1208-DNHLN,Churned,0,0,Male,1,DSL,"38.636102, -120.522149",38.636102,-120.522149,1,48.35,1,0,1,,0,0,1,1,Credit Card,1,659,0,Q3,1,2,0,California,0,0,0,23,1067.15,0,133.4,0,1200.55,0,1,95636
-40,15,48.44,0,,,60,Grizzly Flats,4162,Two Year,United States,3071-MVJCD,Stayed,0,1,Male,1,Cable,"38.636102, -120.522149",38.636102,-120.522149,1,82.3,1,0,10,Offer A,1,1,0,1,Bank Withdrawal,1,659,1,Q3,1,3,0,California,0,0,1,72,5815.15,0,3487.68,0,9302.83,0,1,95636
-72,11,16.94,1,Other,Don't know,96,Guinda,2420,Month-to-Month,United States,0504-HHAPI,Churned,0,1,Female,1,Fiber Optic,"38.830739, -122.196202",38.830739,-122.196202,0,88.3,1,0,0,,0,0,0,0,Credit Card,1,228,0,Q3,0,3,1,California,1,0,0,27,2467.75,0,457.38,0,2925.13,0,1,95637
-59,6,4.04,1,Other,Don't know,72,Guinda,5593,Month-to-Month,United States,1761-AEZZR,Churned,0,0,Male,1,Fiber Optic,"38.830739, -122.196202",38.830739,-122.196202,0,79.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,228,0,Q3,0,2,0,California,0,0,1,1,79.55,0,4.04,0,83.59,0,1,95637
-44,19,44.1,0,,,70,Guinda,6433,Month-to-Month,United States,1697-BCSHV,Stayed,1,0,Female,1,DSL,"38.830739, -122.196202",38.830739,-122.196202,1,66.8,1,1,2,Offer B,1,0,1,1,Bank Withdrawal,1,228,0,Q3,1,5,0,California,0,0,1,58,3970.4,0,2557.8,0,6528.2,0,1,95637
-28,59,12.54,0,,,39,Guinda,4741,Two Year,United States,4129-LYCOI,Stayed,1,0,Female,1,Fiber Optic,"38.830739, -122.196202",38.830739,-122.196202,0,104,1,1,0,,1,0,1,0,Bank Withdrawal,1,228,1,Q3,0,3,0,California,1,1,1,67,7039.05,0,840.18,0,7879.23,1,1,95637
-68,29,33.81,1,Attitude,Attitude of support person,85,Loomis,4803,Month-to-Month,United States,3791-LGQCY,Churned,0,1,Female,1,Cable,"38.809175, -121.171375",38.809175,-121.171375,1,100.65,1,0,1,,0,0,1,1,Bank Withdrawal,1,11191,0,Q3,1,1,1,California,1,0,1,56,5688.05,130,1893.36,0,7711.41,0,0,95650
-76,9,0,0,,,68,Loomis,5295,Two Year,United States,5456-ITGIC,Stayed,0,1,Male,1,DSL,"38.809175, -121.171375",38.809175,-121.171375,1,64.45,0,0,9,,1,1,1,1,Credit Card,0,11191,1,Q3,1,5,1,California,1,1,1,72,4641.1,0,0,0,4641.1,0,1,95650
-53,0,20.42,0,,,43,Loomis,5160,Two Year,United States,7684-XSZIY,Stayed,1,0,Male,0,,"38.809175, -121.171375",38.809175,-121.171375,1,24.3,1,3,3,Offer A,0,0,0,1,Bank Withdrawal,1,11191,0,Q3,1,4,0,California,0,0,0,72,1643.25,0,1470.24,0,3113.49,0,0,95650
-38,0,22.23,0,,,26,Loomis,2907,One Year,United States,0902-RFHOF,Stayed,0,0,Male,0,,"38.809175, -121.171375",38.809175,-121.171375,0,20.1,0,0,0,,0,0,0,0,Credit Card,1,11191,0,Q3,0,3,0,California,0,0,0,38,730.1,0,844.74,0,1574.84,0,0,95650
-74,3,21.7,1,Attitude,Attitude of support person,94,Roseville,4400,Two Year,United States,8166-ZZTFS,Churned,0,1,Female,1,Cable,"38.736685, -121.251984",38.736685,-121.251984,1,80.55,1,0,1,,1,0,1,1,Bank Withdrawal,1,25173,0,Q3,1,3,1,California,1,0,1,66,5265.1,0,1432.2,0,6697.3,0,1,95661
-42,57,13.25,0,,,49,Roseville,4306,One Year,United States,2272-JKMSI,Stayed,1,1,Female,1,Fiber Optic,"38.736685, -121.251984",38.736685,-121.251984,1,110.8,1,3,5,Offer B,1,0,1,1,Bank Withdrawal,1,25173,1,Q3,1,4,0,California,1,1,1,62,6840.95,0,821.5,0,7662.45,0,1,95661
-63,22,18.03,0,,,27,Roseville,5401,One Year,United States,8715-KKTFG,Stayed,0,1,Female,1,Fiber Optic,"38.736685, -121.251984",38.736685,-121.251984,1,103.3,1,0,6,Offer B,0,0,1,1,Bank Withdrawal,1,25173,1,Q3,1,5,0,California,1,1,1,61,6518.35,0,1099.83,0,7618.18,0,1,95661
-23,0,37.85,0,,,70,Roseville,2948,Month-to-Month,United States,3407-QGWLG,Joined,1,0,Male,0,,"38.736685, -121.251984",38.736685,-121.251984,0,20.05,0,1,0,,0,0,1,0,Credit Card,1,25173,0,Q3,0,4,0,California,0,0,0,3,75.45,0,113.55,0,189,1,0,95661
-71,22,2.05,1,Attitude,Attitude of service provider,65,Pioneer,3079,Month-to-Month,United States,2956-GGUCQ,Churned,0,0,Male,1,Fiber Optic,"38.546999, -120.271114",38.546999,-120.271114,1,78.85,1,0,1,,0,1,1,1,Bank Withdrawal,1,5501,0,Q3,1,1,1,California,0,0,0,24,1772.25,0,49.2,0,1821.45,0,1,95666
-56,0,19.03,0,,,47,Pioneer,5620,One Year,United States,3131-NWVFJ,Stayed,0,0,Female,0,,"38.546999, -120.271114",38.546999,-120.271114,1,19.55,0,0,9,,0,0,0,1,Mailed Check,1,5501,0,Q3,1,3,0,California,0,0,0,14,294.5,0,266.42,0,560.92,0,0,95666
-22,85,37.57,0,,,54,Pioneer,5835,Two Year,United States,5117-ZSMHQ,Stayed,1,1,Female,1,DSL,"38.546999, -120.271114",38.546999,-120.271114,1,89.9,1,1,9,Offer A,1,1,0,1,Bank Withdrawal,1,5501,1,Q3,1,5,0,California,1,1,1,71,6342.7,150,2667.47,0,9160.17,1,0,95666
-43,17,48.82,0,,,36,Pioneer,5502,Two Year,United States,1936-UAFEH,Stayed,0,0,Female,1,Fiber Optic,"38.546999, -120.271114",38.546999,-120.271114,0,110.25,1,0,0,,1,1,0,0,Credit Card,1,5501,1,Q3,0,4,0,California,1,1,1,68,7279.35,30,3319.76,0,10629.11,0,0,95666
-75,5,0,1,Competitor,Competitor had better devices,89,Soda Springs,4591,Month-to-Month,United States,2778-OCLGR,Churned,0,0,Male,1,DSL,"39.279068, -120.414275",39.279068,-120.414275,1,39.1,0,0,1,,0,1,0,1,Bank Withdrawal,0,88,0,Q3,1,1,1,California,1,0,0,24,971.3,0,0,0,971.3,0,1,95728
-50,7,39.62,1,Competitor,Competitor had better devices,80,Soda Springs,5100,Month-to-Month,United States,9546-CQJSU,Churned,0,1,Female,1,Fiber Optic,"39.279068, -120.414275",39.279068,-120.414275,0,91.4,1,0,0,,0,0,1,0,Bank Withdrawal,1,88,0,Q3,0,1,0,California,0,0,1,2,193.6,0,79.24,0,272.84,0,1,95728
-37,10,45.95,0,,,57,Soda Springs,4280,Two Year,United States,5751-USDBL,Stayed,1,1,Male,1,Cable,"39.279068, -120.414275",39.279068,-120.414275,1,81,0,1,1,,0,1,0,1,Mailed Check,1,88,1,Q3,1,4,0,California,1,1,1,46,3846.35,0,2113.7,0,5960.05,0,1,95728
-39,51,0,0,,,77,Soda Springs,6307,Month-to-Month,United States,3999-WRNGR,Stayed,1,0,Female,1,Cable,"39.279068, -120.414275",39.279068,-120.414275,1,49.75,0,3,2,,1,0,1,1,Bank Withdrawal,0,88,0,Q3,1,3,0,California,1,1,1,60,3069.45,0,0,0,3069.45,0,1,95728
-66,30,18.69,1,Competitor,Competitor made better offer,69,Chico,5965,One Year,United States,7067-KSAZT,Churned,0,1,Female,1,Fiber Optic,"39.681488, -121.83721",39.681488,-121.83721,1,106.25,1,0,1,,1,0,1,1,Bank Withdrawal,1,32848,0,Q3,1,1,1,California,1,0,1,65,6979.8,0,1214.85,0,8194.65,0,1,95928
-37,3,6.71,1,Dissatisfaction,Product dissatisfaction,67,Chico,2872,One Year,United States,6302-JGYRJ,Churned,0,0,Male,1,DSL,"39.681488, -121.83721",39.681488,-121.83721,0,79.45,1,0,0,,1,0,1,0,Mailed Check,1,32848,1,Q3,0,1,0,California,1,1,1,31,2587.7,0,208.01,0,2795.71,0,1,95928
-32,26,39.3,0,,,57,Chico,4483,Month-to-Month,United States,8695-WDYEA,Joined,0,0,Male,1,DSL,"39.681488, -121.83721",39.681488,-121.83721,0,51.25,0,0,0,,0,1,0,0,Credit Card,1,32848,0,Q3,0,4,0,California,0,0,0,1,51.25,0,39.3,0,90.55,0,1,95928
-20,26,18.46,0,,,52,Chico,2292,Month-to-Month,United States,7901-HXJVA,Stayed,0,1,Male,1,Fiber Optic,"39.681488, -121.83721",39.681488,-121.83721,0,76.45,0,0,0,,0,0,0,0,Bank Withdrawal,1,32848,0,Q3,0,4,0,California,0,0,0,14,1117.55,0,258.44,0,1375.99,1,1,95928
-76,29,21.85,1,Dissatisfaction,Product dissatisfaction,67,Elk Creek,4176,Month-to-Month,United States,9300-AGZNL,Churned,0,0,Male,1,Fiber Optic,"39.53222, -122.594879",39.53222,-122.594879,0,94,1,0,0,,0,0,1,0,Bank Withdrawal,1,587,0,Q3,0,1,1,California,1,0,1,1,94,0,21.85,0,115.85,0,1,95939
-19,0,1.57,0,,,42,Elk Creek,4050,Month-to-Month,United States,3195-TQDZX,Joined,0,0,Male,0,,"39.53222, -122.594879",39.53222,-122.594879,0,20.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,587,0,Q3,0,5,0,California,0,0,0,3,61.45,0,4.71,0,66.16,1,0,95939
-19,69,48.03,0,,,66,Elk Creek,4995,Month-to-Month,United States,2452-SNHFZ,Stayed,0,0,Female,1,Fiber Optic,"39.53222, -122.594879",39.53222,-122.594879,0,75.45,0,0,0,,0,1,0,0,Credit Card,1,587,0,Q3,0,4,0,California,0,0,0,47,3545.1,0,2257.41,0,5802.51,1,1,95939
-20,59,13.8,0,,,61,Elk Creek,5415,Month-to-Month,United States,9529-OFXHY,Stayed,0,0,Male,1,Fiber Optic,"39.53222, -122.594879",39.53222,-122.594879,0,87.75,1,0,0,,0,1,1,0,Bank Withdrawal,1,587,0,Q3,0,3,0,California,0,0,1,15,1242.2,0,207,0,1449.2,1,1,95939
-67,6,4.28,1,Dissatisfaction,Service dissatisfaction,91,Grimes,2668,Month-to-Month,United States,1112-CUNAO,Churned,0,0,Female,1,Fiber Optic,"39.033058, -121.895718",39.033058,-121.895718,0,89.85,1,0,0,Offer D,1,0,0,0,Bank Withdrawal,1,531,0,Q3,0,2,1,California,1,0,0,15,1424.95,0,64.2,0,1489.15,0,1,95950
-53,26,19.05,1,Competitor,Competitor had better devices,90,Grimes,2815,Month-to-Month,United States,7410-KTVFV,Churned,0,1,Male,1,DSL,"39.033058, -121.895718",39.033058,-121.895718,1,49.55,0,0,1,,0,0,1,1,Mailed Check,1,531,0,Q3,1,1,0,California,0,0,0,18,878.35,0,342.9,0,1221.25,0,1,95950
-34,27,16.76,1,Dissatisfaction,Limited range of services,82,Grimes,5332,Month-to-Month,United States,8413-VONUO,Churned,0,0,Male,1,Fiber Optic,"39.033058, -121.895718",39.033058,-121.895718,0,95.65,0,0,0,,1,0,0,0,Bank Withdrawal,1,531,0,Q3,0,3,0,California,1,1,1,2,167.3,0,33.52,0,200.82,0,1,95950
-42,16,0,0,,,30,Grimes,4601,Two Year,United States,8819-WFGGJ,Stayed,0,1,Male,1,Cable,"39.033058, -121.895718",39.033058,-121.895718,1,54.1,0,0,7,Offer A,0,1,1,1,Bank Withdrawal,0,531,0,Q3,1,3,0,California,1,1,1,68,3794.5,0,0,0,3794.5,0,1,95950
-79,15,45.16,1,Price,Price too high,72,Princeton,5546,Month-to-Month,United States,3389-YGYAI,Churned,0,1,Female,1,Fiber Optic,"39.424957, -122.039307",39.424957,-122.039307,0,105.5,1,0,0,,1,0,1,0,Bank Withdrawal,1,495,0,Q3,0,3,1,California,1,0,1,8,829.55,0,361.28,0,1190.83,0,1,95970
-45,19,1.02,1,Competitor,Competitor made better offer,79,Princeton,5449,Month-to-Month,United States,5766-XQXMQ,Churned,0,1,Female,1,DSL,"39.424957, -122.039307",39.424957,-122.039307,0,68.85,0,0,0,,1,1,1,0,Bank Withdrawal,1,495,0,Q3,0,1,0,California,1,1,0,29,1970.5,0,29.58,0,2000.08,0,1,95970
-53,23,0,0,,,55,Princeton,5006,One Year,United States,6968-MHOMU,Stayed,0,0,Male,1,Cable,"39.424957, -122.039307",39.424957,-122.039307,1,45,0,0,0,,0,0,1,1,Credit Card,0,495,0,Q3,0,3,0,California,1,1,1,58,2689.35,0,0,0,2689.35,0,1,95970
-34,14,30.23,0,,,79,Princeton,5942,Two Year,United States,9330-VOFSZ,Stayed,0,1,Female,1,Fiber Optic,"39.424957, -122.039307",39.424957,-122.039307,1,110.8,1,0,1,Offer B,1,0,1,1,Credit Card,1,495,1,Q3,1,5,0,California,1,1,1,60,6640.7,0,1813.8,9.79,8444.71,0,1,95970
-78,7,32.4,1,Attitude,Attitude of support person,84,Williams,5638,Month-to-Month,United States,3070-DVEYC,Churned,0,0,Male,1,Fiber Optic,"39.117537, -122.284654",39.117537,-122.284654,0,73.75,1,0,0,,0,0,0,0,Credit Card,1,4579,0,Q3,0,2,1,California,0,0,0,7,545.15,0,226.8,0,771.95,0,1,95987
-68,26,3.19,0,,,74,Williams,5116,Two Year,United States,7905-NJMXS,Stayed,0,0,Male,1,Cable,"39.117537, -122.284654",39.117537,-122.284654,1,64.2,1,0,2,,1,1,0,1,Bank Withdrawal,1,4579,1,Q3,1,4,1,California,0,0,0,7,475,0,22.33,0,497.33,0,1,95987
-44,19,23.72,1,Dissatisfaction,Lack of self-service on Website,82,Williams,4073,Month-to-Month,United States,9728-FTTVZ,Churned,0,0,Female,1,Fiber Optic,"39.117537, -122.284654",39.117537,-122.284654,0,69.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,4579,0,Q3,0,3,0,California,0,0,0,1,69.2,0,23.72,0,92.92,0,1,95987
-25,85,18.36,0,,,45,Williams,3096,Month-to-Month,United States,7682-AZNDK,Stayed,1,1,Male,1,Fiber Optic,"39.117537, -122.284654",39.117537,-122.284654,1,89.85,0,3,5,,1,0,1,1,Bank Withdrawal,1,4579,0,Q3,1,5,0,California,0,0,1,34,3091.75,0,624.24,14.93,3701.06,1,1,95987
-79,7,2.45,1,Dissatisfaction,Network reliability,79,Yuba City,4656,Month-to-Month,United States,5707-ORNDZ,Churned,0,0,Male,1,DSL,"39.075694, -121.70606",39.075694,-121.70606,0,54.55,1,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,27786,0,Q3,0,1,1,California,0,0,0,9,494.05,0,22.05,0,516.1,0,1,95993
-56,6,3.27,1,Attitude,Attitude of service provider,90,Yuba City,3849,Month-to-Month,United States,6326-MTTXK,Churned,0,0,Male,1,Fiber Optic,"39.075694, -121.70606",39.075694,-121.70606,0,100.85,1,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,27786,0,Q3,0,2,0,California,1,1,1,8,819.55,0,26.16,0,845.71,0,1,95993
-49,28,0,0,,,42,Yuba City,4051,Two Year,United States,3745-HRPHI,Stayed,1,1,Male,1,DSL,"39.075694, -121.70606",39.075694,-121.70606,1,54.65,0,3,0,,0,0,0,1,Bank Withdrawal,0,27786,1,Q3,0,5,0,California,1,1,1,66,3632,0,0,46.75,3585.25,0,1,95993
-24,27,0,0,,,27,Yuba City,3746,Month-to-Month,United States,4310-KEDTB,Stayed,1,1,Female,1,DSL,"39.075694, -121.70606",39.075694,-121.70606,0,29.8,0,2,0,,0,0,1,0,Credit Card,0,27786,0,Q3,0,3,0,California,0,0,0,26,786.5,0,0,10.28,776.22,1,1,95993
-78,17,26.95,1,Other,Don't know,91,Anderson,5859,Month-to-Month,United States,8696-JKZNU,Churned,0,0,Female,1,Fiber Optic,"40.448632, -122.306657",40.448632,-122.306657,0,76.25,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,21418,0,Q3,0,3,1,California,0,0,0,37,2841.55,0,997.15,0,3838.7,0,1,96007
-55,10,17.08,1,Attitude,Attitude of service provider,81,Anderson,2969,Month-to-Month,United States,0330-IVZHA,Churned,0,0,Female,1,Fiber Optic,"40.448632, -122.306657",40.448632,-122.306657,1,69.95,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,21418,0,Q3,1,2,0,California,0,0,0,5,330.15,0,85.4,0,415.55,0,1,96007
-38,13,32.57,0,,,26,Anderson,3581,Month-to-Month,United States,0570-BFQHT,Stayed,0,1,Female,1,Fiber Optic,"40.448632, -122.306657",40.448632,-122.306657,0,80.55,0,0,0,,1,0,0,0,Bank Withdrawal,1,21418,0,Q3,0,3,0,California,0,0,0,9,653.9,0,293.13,2.28,944.75,0,1,96007
-22,0,29.19,0,,,46,Anderson,5203,Month-to-Month,United States,2676-ISHSF,Joined,0,0,Male,0,,"40.448632, -122.306657",40.448632,-122.306657,0,20.3,0,0,0,,0,0,0,0,Credit Card,1,21418,0,Q3,0,5,0,California,0,0,0,1,20.3,0,29.19,0,49.49,1,0,96007
-71,3,2.26,1,Other,Don't know,67,Big Bend,2491,Month-to-Month,United States,2055-PDADH,Churned,0,0,Female,1,Fiber Optic,"41.096569, -121.879082",41.096569,-121.879082,0,70.4,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,265,0,Q3,0,3,1,California,0,0,0,3,204.7,0,6.78,0,211.48,0,1,96011
-50,21,1.93,1,Attitude,Attitude of support person,96,Big Bend,6144,One Year,United States,2886-KEFUM,Churned,0,1,Female,1,Fiber Optic,"41.096569, -121.879082",41.096569,-121.879082,1,107.5,1,0,1,,1,0,1,1,Bank Withdrawal,1,265,0,Q3,1,3,0,California,1,1,1,63,6873.75,60,121.59,0,7055.34,0,0,96011
-50,0,9.82,0,,,37,Big Bend,5182,Two Year,United States,3696-DFHHB,Stayed,0,0,Female,0,,"41.096569, -121.879082",41.096569,-121.879082,0,25.5,1,0,0,,0,0,0,0,Bank Withdrawal,1,265,0,Q3,0,5,0,California,0,0,0,68,1821.8,0,667.76,16.85,2472.71,0,0,96011
-19,47,0,0,,,56,Big Bend,4122,One Year,United States,7781-EWARA,Stayed,1,1,Male,1,Cable,"41.096569, -121.879082",41.096569,-121.879082,1,60.35,0,3,1,Offer A,1,0,0,1,Bank Withdrawal,0,265,1,Q3,1,3,0,California,1,1,1,70,4138.7,0,0,49.23,4089.47,1,1,96011
-76,5,43.04,1,Competitor,Competitor offered more data,67,Hat Creek,5915,Month-to-Month,United States,2302-ANTDP,Churned,0,1,Female,1,Fiber Optic,"40.789799, -121.474529",40.789799,-121.474529,1,117.45,1,0,9,,1,1,0,1,Bank Withdrawal,1,397,1,Q3,1,1,1,California,1,0,1,48,5438.9,0,2065.92,0,7504.82,0,1,96040
-49,19,1.86,1,Competitor,Competitor made better offer,91,Hat Creek,3878,Month-to-Month,United States,7551-DACSP,Churned,1,1,Male,1,DSL,"40.789799, -121.474529",40.789799,-121.474529,1,55.3,0,1,1,Offer E,1,0,1,1,Mailed Check,1,397,0,Q3,1,2,0,California,0,0,0,6,324.25,0,11.16,0,335.41,0,1,96040
-46,0,7.66,0,,,27,Hat Creek,4221,Month-to-Month,United States,2812-SFXMJ,Joined,1,0,Male,0,,"40.789799, -121.474529",40.789799,-121.474529,0,20.05,0,3,0,,0,0,0,0,Credit Card,1,397,0,Q3,0,3,0,California,0,0,0,1,20.05,0,7.66,0,27.71,0,0,96040
-62,4,0,0,,,32,Hat Creek,5614,Month-to-Month,United States,3082-VQXNH,Joined,0,0,Male,1,DSL,"40.789799, -121.474529",40.789799,-121.474529,1,29.8,0,0,1,Offer E,1,0,0,1,Credit Card,0,397,0,Q3,1,3,0,California,0,0,0,3,94.4,0,0,0,94.4,0,1,96040
-75,28,9.67,1,Competitor,Competitor offered more data,83,Shingletown,5030,Month-to-Month,United States,3957-LXOLK,Churned,0,1,Female,1,Fiber Optic,"40.497441, -121.827524",40.497441,-121.827524,0,106.15,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,4231,0,Q3,0,1,1,California,1,0,1,28,3152.5,0,270.76,0,3423.26,0,1,96088
-35,27,42.45,0,,,74,Shingletown,5561,One Year,United States,6265-SXWBU,Stayed,1,1,Male,1,Fiber Optic,"40.497441, -121.827524",40.497441,-121.827524,1,95.75,1,2,9,,1,0,0,1,Credit Card,1,4231,0,Q3,1,4,0,California,0,0,1,69,6511.25,0,2929.05,0,9440.3,0,1,96088
-21,48,12.72,0,,,72,Shingletown,4413,One Year,United States,7711-YIJWC,Stayed,1,1,Male,1,Cable,"40.497441, -121.827524",40.497441,-121.827524,1,84.9,0,2,3,Offer B,1,1,0,1,Bank Withdrawal,1,4231,1,Q3,1,3,0,California,1,1,1,61,5264.5,0,775.92,0,6040.42,1,1,96088
-50,0,1.2,0,,,49,Shingletown,3058,One Year,United States,9801-NOSHQ,Stayed,1,0,Male,0,,"40.497441, -121.827524",40.497441,-121.827524,0,19.8,0,3,0,Offer D,0,0,0,0,Credit Card,1,4231,0,Q3,0,3,0,California,0,0,0,23,465.45,0,27.6,0,493.05,0,0,96088
-69,23,23.33,1,Competitor,Competitor made better offer,92,Weaverville,5692,Month-to-Month,United States,5281-BUZGT,Churned,0,0,Male,1,Fiber Optic,"40.759401, -122.939337",40.759401,-122.939337,0,90.85,1,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,3749,0,Q3,0,1,1,California,0,0,1,36,3186.7,0,839.88,0,4026.58,0,1,96093
-46,20,34.38,1,Price,Long distance charges,72,Weaverville,3091,Month-to-Month,United States,4183-WCSEP,Churned,0,0,Male,1,Fiber Optic,"40.759401, -122.939337",40.759401,-122.939337,0,78.45,0,0,0,,1,0,1,0,Bank Withdrawal,1,3749,1,Q3,0,1,0,California,0,0,0,31,2435.15,40,1065.78,0,3540.93,0,0,96093
-46,0,31.6,0,,,51,Weaverville,2185,One Year,United States,2387-KDZQY,Stayed,0,0,Male,0,,"40.759401, -122.939337",40.759401,-122.939337,0,20.1,0,0,0,,0,0,1,0,Credit Card,1,3749,0,Q3,0,4,0,California,0,0,0,17,279.5,0,537.2,0,816.7,0,0,96093
-26,0,22.16,0,,,51,Weaverville,2483,Month-to-Month,United States,2159-TURXX,Stayed,0,0,Male,0,,"40.759401, -122.939337",40.759401,-122.939337,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,3749,0,Q3,0,4,0,California,0,0,0,5,95.55,0,110.8,0,206.35,1,0,96093
-66,8,5.21,1,Competitor,Competitor had better devices,83,Los Angeles,3676,Month-to-Month,United States,3217-FZDMN,Churned,0,1,Female,1,Fiber Optic,"33.973616, -118.24902",33.973616,-118.24902,0,94.45,0,0,0,Offer E,0,0,1,0,Credit Card,1,54492,0,Q3,0,1,1,California,1,0,1,8,742.95,0,41.68,0,784.63,0,1,90001
-71,17,18.41,0,,,63,Los Angeles,4297,Two Year,United States,0136-IFMYD,Stayed,0,1,Male,1,Fiber Optic,"33.973616, -118.24902",33.973616,-118.24902,1,109.95,1,0,1,,1,0,1,1,Bank Withdrawal,1,54492,1,Q3,1,5,1,California,1,0,1,69,7634.25,0,1270.29,0,8904.54,0,1,90001
-36,10,0,0,,,27,Los Angeles,3964,Month-to-Month,United States,7590-VHVEG,Joined,0,0,Female,1,DSL,"33.973616, -118.24902",33.973616,-118.24902,1,29.85,0,0,0,Offer E,1,0,1,1,Bank Withdrawal,0,54492,0,Q3,0,3,0,California,0,0,0,1,29.85,0,0,0,29.85,0,1,90001
-36,10,0,0,,,45,Los Angeles,4207,Month-to-Month,United States,3307-TLCUD,Stayed,0,1,Male,1,Cable,"33.973616, -118.24902",33.973616,-118.24902,1,34.4,0,0,1,,0,1,0,1,Mailed Check,0,54492,0,Q3,1,3,0,California,0,0,0,17,592.75,0,0,0,592.75,0,1,90001
-65,11,18.92,1,Dissatisfaction,Network reliability,73,Los Angeles,4287,Month-to-Month,United States,7480-QNVZJ,Churned,0,0,Male,1,Fiber Optic,"34.059281, -118.30742",34.059281,-118.30742,0,95.7,1,0,0,,0,0,1,0,Bank Withdrawal,1,43019,0,Q3,0,3,1,California,1,1,1,50,4816.7,0,946,0,5762.7,0,1,90005
-19,51,9.12,1,Other,Moved,67,Los Angeles,2701,Month-to-Month,United States,9237-HQITU,Churned,1,0,Female,1,Fiber Optic,"34.059281, -118.30742",34.059281,-118.30742,0,70.7,0,2,0,,0,0,1,0,Bank Withdrawal,1,43019,0,Q3,0,2,0,California,0,0,0,2,151.65,0,18.24,0,169.89,1,1,90005
-50,19,2.51,0,,,20,Los Angeles,5249,Month-to-Month,United States,8189-HBVRW,Stayed,0,1,Female,1,Fiber Optic,"34.059281, -118.30742",34.059281,-118.30742,0,90.8,1,0,0,,1,1,0,0,Bank Withdrawal,1,43019,0,Q3,0,3,0,California,0,0,0,53,4921.2,60,133.03,0,5114.23,0,0,90005
-35,0,46.68,0,,,25,Los Angeles,4411,Two Year,United States,2706-QZIHY,Stayed,0,0,Female,0,,"34.059281, -118.30742",34.059281,-118.30742,1,25.2,1,0,9,,0,0,0,1,Credit Card,1,43019,0,Q3,1,4,0,California,0,0,0,15,387.9,0,700.2,0,1088.1,0,0,90005
-66,3,0,1,Competitor,Competitor offered higher download speeds,91,Los Angeles,2296,Month-to-Month,United States,1862-SKORY,Churned,0,0,Female,1,Cable,"34.089953, -118.294824",34.089953,-118.294824,1,39.3,0,0,1,,1,0,1,1,Bank Withdrawal,0,41713,0,Q3,1,3,1,California,0,0,1,40,1637.4,0,0,0,1637.4,0,1,90029
-72,17,41.14,0,,,57,Los Angeles,3779,Two Year,United States,0999-QXNSA,Stayed,1,0,Male,1,DSL,"34.089953, -118.294824",34.089953,-118.294824,0,45.75,0,1,0,,0,0,1,0,Credit Card,1,41713,0,Q3,0,4,1,California,0,0,0,7,344.2,0,287.98,29,603.18,0,1,90029
-27,58,0,1,Competitor,Competitor had better devices,90,Los Angeles,2915,Month-to-Month,United States,8665-UTDHZ,Churned,0,0,Male,1,DSL,"34.089953, -118.294824",34.089953,-118.294824,1,30.2,0,0,1,,1,0,0,1,Bank Withdrawal,0,41713,0,Q3,1,1,0,California,0,0,0,1,30.2,0,0,0,30.2,1,1,90029
-56,0,15.51,0,,,53,Los Angeles,2019,Two Year,United States,7644-OMVMY,Stayed,1,0,Male,0,,"34.089953, -118.294824",34.089953,-118.294824,1,19.85,0,1,5,,0,0,0,1,Credit Card,1,41713,0,Q3,1,3,0,California,0,0,0,10,198.5,0,155.1,0,353.6,0,0,90029
-56,0,35.8,0,,,69,Los Angeles,5689,One Year,United States,5474-LAMUQ,Stayed,0,0,Male,0,,"34.089953, -118.294824",34.089953,-118.294824,1,20.1,0,0,9,Offer C,0,0,0,1,Credit Card,1,41713,0,Q3,1,3,0,California,0,0,0,24,533.9,0,859.2,0,1393.1,0,0,90029
-72,20,41.43,1,Competitor,Competitor offered more data,91,Los Angeles,4618,Month-to-Month,United States,4816-JBHOV,Churned,0,0,Male,1,Cable,"33.952714, -118.292061",33.952714,-118.292061,0,44.7,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,87383,0,Q3,0,1,1,California,0,0,0,2,93.7,0,82.86,0,176.56,0,1,90044
-52,23,29.38,0,,,25,Los Angeles,4715,Two Year,United States,9489-DEDVP,Stayed,0,0,Female,1,DSL,"33.952714, -118.292061",33.952714,-118.292061,1,69.2,1,0,8,,1,1,1,1,Credit Card,1,87383,0,Q3,1,3,0,California,0,0,1,70,4872.35,80,2056.6,0,7008.95,0,0,90044
-53,8,6.29,0,,,53,Los Angeles,6274,Two Year,United States,7359-WWYJV,Stayed,0,1,Male,1,Fiber Optic,"33.952714, -118.292061",33.952714,-118.292061,1,114.45,1,0,5,,1,1,0,1,Credit Card,1,87383,1,Q3,1,4,0,California,1,1,1,72,8375.05,0,452.88,0,8827.93,0,1,90044
-49,23,46.1,0,,,25,Los Angeles,4497,One Year,United States,1335-HQMKX,Stayed,0,1,Female,1,Fiber Optic,"33.952714, -118.292061",33.952714,-118.292061,1,101.35,1,0,6,Offer A,1,0,1,1,Bank Withdrawal,1,87383,0,Q3,1,4,0,California,1,1,1,72,7323.15,0,3319.2,0,10642.35,0,1,90044
-54,0,23.73,0,,,42,Los Angeles,2186,Month-to-Month,United States,4020-KIUDI,Stayed,1,0,Male,0,,"33.952714, -118.292061",33.952714,-118.292061,1,19.85,0,2,8,Offer E,0,0,0,1,Credit Card,1,87383,0,Q3,1,5,0,California,0,0,0,6,138.85,0,142.38,0,281.23,0,0,90044
-77,27,6.01,1,Attitude,Attitude of support person,81,Downey,3336,Month-to-Month,United States,3247-ZVOUO,Churned,0,0,Male,1,Fiber Optic,"33.956228, -118.120993",33.956228,-118.120993,1,85.55,1,0,0,Offer D,0,0,0,1,Bank Withdrawal,1,24908,0,Q3,0,1,1,California,1,0,0,10,851.75,0,60.1,0,911.85,0,1,90240
-24,0,5.65,0,,,26,Downey,5482,One Year,United States,0731-EBJQB,Stayed,0,0,Female,0,,"33.956228, -118.120993",33.956228,-118.120993,1,20.4,0,0,3,Offer B,0,0,1,1,Bank Withdrawal,1,24908,0,Q3,1,3,0,California,0,0,0,52,1090.65,0,293.8,0,1384.45,1,0,90240
-52,0,25.05,0,,,42,Downey,5874,Two Year,United States,2587-YNLES,Stayed,1,0,Female,0,,"33.956228, -118.120993",33.956228,-118.120993,1,20.1,0,1,4,Offer E,0,0,0,1,Credit Card,1,24908,0,Q3,1,4,0,California,0,0,0,6,100.35,0,150.3,0,250.65,0,0,90240
-34,0,12.22,0,,,31,Downey,5789,Two Year,United States,3642-BYHDO,Stayed,1,0,Female,0,,"33.956228, -118.120993",33.956228,-118.120993,1,19.9,0,1,4,Offer A,0,0,0,1,Bank Withdrawal,1,24908,0,Q3,1,4,0,California,0,0,0,71,1389.35,0,867.62,0,2256.97,0,0,90240
-61,2,0,0,,,54,Downey,5148,Two Year,United States,4940-KHCWD,Stayed,0,0,Female,1,Cable,"33.956228, -118.120993",33.956228,-118.120993,1,37.7,0,0,1,Offer B,1,1,0,1,Bank Withdrawal,0,24908,1,Q3,1,4,0,California,0,0,0,60,2288.7,0,0,0,2288.7,0,1,90240
-66,27,9.93,1,Dissatisfaction,Limited range of services,66,Huntington Park,5769,Month-to-Month,United States,1268-ASBGA,Churned,0,0,Female,1,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,1,85.35,1,0,1,Offer D,0,0,1,1,Credit Card,1,78114,0,Q3,1,2,1,California,1,0,0,16,1375.15,0,158.88,0,1534.03,0,1,90255
-80,22,4.51,0,,,20,Huntington Park,5177,One Year,United States,9705-IOVQQ,Stayed,1,0,Male,1,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,1,99,1,2,10,,1,0,0,1,Bank Withdrawal,1,78114,0,Q3,1,5,1,California,1,1,1,61,5969.3,0,275.11,21.17,6223.24,0,1,90255
-32,57,13.13,1,Competitor,Competitor had better devices,87,Huntington Park,2483,Month-to-Month,United States,5919-TMRGD,Churned,1,0,Female,1,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,0,79.35,0,3,0,,0,0,1,0,Bank Withdrawal,1,78114,0,Q3,0,1,0,California,0,0,1,1,79.35,0,13.13,0,92.48,0,1,90255
-25,58,48.48,1,Dissatisfaction,Service dissatisfaction,83,Huntington Park,5026,Month-to-Month,United States,4585-HETAI,Churned,0,1,Female,1,Fiber Optic,"33.97803, -118.217141",33.97803,-118.217141,1,73.75,0,0,5,,0,0,1,1,Bank Withdrawal,1,78114,0,Q3,1,1,0,California,0,1,0,4,325.45,0,193.92,0,519.37,1,1,90255
-48,0,19.28,0,,,57,Huntington Park,5190,Two Year,United States,0064-SUDOG,Stayed,1,0,Female,0,,"33.97803, -118.217141",33.97803,-118.217141,1,20.3,0,3,3,,0,0,0,1,Bank Withdrawal,1,78114,0,Q3,1,5,0,California,0,0,0,12,224.5,0,231.36,0,455.86,0,0,90255
-80,30,31.91,1,Price,Long distance charges,94,Malibu,4322,Month-to-Month,United States,4713-LZDRV,Churned,0,0,Female,1,Cable,"34.037037, -118.705803",34.037037,-118.705803,0,79.6,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,11,0,Q3,0,3,1,California,1,0,0,2,195.05,0,63.82,0,258.87,0,1,90263
-38,28,40.15,0,,,37,Malibu,4005,Month-to-Month,United States,9919-YLNNG,Stayed,0,1,Female,1,Fiber Optic,"34.037037, -118.705803",34.037037,-118.705803,0,103.8,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,11,1,Q3,0,4,0,California,1,1,1,42,4327.5,110,1686.3,0,6123.8,0,0,90263
-51,13,24.95,0,,,32,Malibu,4700,Two Year,United States,2040-XBAVJ,Stayed,1,1,Male,1,Fiber Optic,"34.037037, -118.705803",34.037037,-118.705803,1,114.45,1,1,0,Offer A,1,1,0,1,Bank Withdrawal,1,11,1,Q3,0,3,0,California,1,1,1,72,8100.55,0,1796.4,0,9896.95,0,1,90263
-55,0,15.54,0,,,38,Malibu,2100,Month-to-Month,United States,3530-CRZSB,Stayed,0,0,Female,0,,"34.037037, -118.705803",34.037037,-118.705803,0,20.65,0,0,0,,0,0,0,0,Credit Card,1,11,0,Q3,0,5,0,California,0,0,0,7,155.9,0,108.78,0,264.68,0,0,90263
-19,73,0,0,,,67,Malibu,3445,One Year,United States,8292-FRFZQ,Stayed,0,0,Female,1,DSL,"34.037037, -118.705803",34.037037,-118.705803,0,41.15,0,0,0,Offer C,1,1,0,0,Bank Withdrawal,0,11,1,Q3,0,4,0,California,0,0,0,39,1700.9,0,0,0,1700.9,1,1,90263
-68,25,28.12,1,Price,Extra data charges,87,Pacific Palisades,2373,Month-to-Month,United States,4325-NFSKC,Churned,0,0,Male,1,Fiber Optic,"34.079449, -118.548306",34.079449,-118.548306,0,90.6,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,22548,0,Q3,0,1,1,California,0,0,1,19,1660,0,534.28,0,2194.28,0,1,90272
-56,12,45.5,1,Attitude,Attitude of support person,88,Pacific Palisades,3349,Month-to-Month,United States,9804-ICWBG,Churned,0,0,Male,1,Fiber Optic,"34.079449, -118.548306",34.079449,-118.548306,0,69.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,22548,0,Q3,0,2,0,California,0,0,0,1,69.9,0,45.5,0,115.4,0,1,90272
-24,0,37.96,0,,,25,Pacific Palisades,4124,Two Year,United States,1862-QRWPE,Stayed,0,0,Female,0,,"34.079449, -118.548306",34.079449,-118.548306,1,20.65,0,0,10,,0,0,0,1,Bank Withdrawal,1,22548,0,Q3,1,5,0,California,0,0,0,48,1057,0,1822.08,0,2879.08,1,0,90272
-21,0,8.38,0,,,28,Pacific Palisades,4345,Month-to-Month,United States,7234-KMNRQ,Stayed,0,0,Male,0,,"34.079449, -118.548306",34.079449,-118.548306,0,19,0,0,0,,0,0,0,0,Credit Card,1,22548,0,Q3,0,5,0,California,0,0,0,4,73.45,0,33.52,0,106.97,1,0,90272
-63,52,45.81,0,,,57,Pacific Palisades,6090,Two Year,United States,6253-GNHWH,Stayed,1,1,Female,1,DSL,"34.079449, -118.548306",34.079449,-118.548306,1,71.1,1,3,9,,1,1,0,1,Credit Card,1,22548,1,Q3,1,4,0,California,0,0,0,71,5224.95,0,3252.51,0,8477.46,0,1,90272
-74,20,48.34,1,Competitor,Competitor had better devices,96,San Pedro,3128,Month-to-Month,United States,8258-GSTJK,Churned,0,0,Male,1,Fiber Optic,"33.744119, -118.31448",33.744119,-118.31448,0,77,1,0,0,,0,0,1,0,Bank Withdrawal,1,21279,0,Q3,0,1,1,California,0,0,0,3,237.75,0,145.02,0,382.77,0,1,90732
-35,21,17.49,0,,,60,San Pedro,6311,Two Year,United States,1095-WGNGG,Stayed,0,0,Female,1,Fiber Optic,"33.744119, -118.31448",33.744119,-118.31448,1,101.05,1,0,2,,1,0,1,1,Bank Withdrawal,1,21279,0,Q3,1,4,0,California,1,1,1,61,5971.25,0,1066.89,0,7038.14,0,1,90732
-26,76,9.5,0,,,39,San Pedro,4644,Two Year,United States,5377-NDTOU,Stayed,0,1,Female,1,Cable,"33.744119, -118.31448",33.744119,-118.31448,1,91.05,1,0,3,Offer A,1,1,0,1,Credit Card,1,21279,1,Q3,1,3,0,California,1,1,1,71,6293.75,0,674.5,0,6968.25,1,1,90732
-51,19,46.7,0,,,57,San Pedro,5121,One Year,United States,2000-MPKCA,Stayed,0,1,Female,1,Fiber Optic,"33.744119, -118.31448",33.744119,-118.31448,0,107.75,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,21279,0,Q3,0,3,0,California,1,1,1,58,6332.75,0,2708.6,0,9041.35,0,1,90732
-47,4,0,0,,,70,San Pedro,5268,One Year,United States,2144-ESWKO,Stayed,0,1,Male,1,Cable,"33.744119, -118.31448",33.744119,-118.31448,0,35.2,0,0,0,,0,1,1,0,Credit Card,0,21279,0,Q3,0,3,0,California,0,0,0,43,1463.7,0,0,0,1463.7,0,1,90732
-74,22,19.76,1,Other,Moved,69,Long Beach,5098,One Year,United States,2995-UPRYS,Churned,0,0,Female,1,Fiber Optic,"33.752524, -118.210737",33.752524,-118.210737,1,99.2,0,0,1,,1,0,1,1,Credit Card,1,38427,1,Q3,1,3,1,California,1,1,1,40,4062.2,0,790.4,0,4852.6,0,1,90802
-51,2,0,1,Other,Don't know,95,Long Beach,5633,One Year,United States,5294-CDGWY,Churned,0,1,Male,1,DSL,"33.752524, -118.210737",33.752524,-118.210737,1,59.3,0,0,1,,1,1,0,1,Bank Withdrawal,0,38427,0,Q3,1,1,0,California,1,1,1,51,3014.65,0,0,0,3014.65,0,1,90802
-50,21,8.44,0,,,35,Long Beach,3128,Month-to-Month,United States,3466-BYAVD,Stayed,1,1,Male,1,Cable,"33.752524, -118.210737",33.752524,-118.210737,1,69.5,0,1,1,,1,0,1,1,Credit Card,1,38427,1,Q3,1,4,0,California,1,1,0,15,1071.4,0,126.6,0,1198,0,1,90802
-22,42,15.77,0,,,32,Long Beach,4838,Month-to-Month,United States,2178-PMGCJ,Stayed,0,0,Male,1,Fiber Optic,"33.752524, -118.210737",33.752524,-118.210737,0,69.7,0,0,0,Offer D,0,0,1,0,Credit Card,1,38427,0,Q3,0,3,0,California,0,0,0,22,1490.4,0,346.94,0,1837.34,1,1,90802
-21,26,16.66,0,,,35,Long Beach,4252,One Year,United States,0326-VDYXE,Stayed,0,1,Female,1,Fiber Optic,"33.752524, -118.210737",33.752524,-118.210737,1,97.65,1,0,9,Offer A,0,0,1,1,Bank Withdrawal,1,38427,0,Q3,1,4,0,California,1,1,1,70,6982.5,80,1166.2,0,8228.7,1,0,90802
-65,20,36.58,1,Other,Moved,68,Long Beach,3645,Month-to-Month,United States,6686-YPGHK,Churned,0,0,Male,1,Fiber Optic,"33.823943, -118.111335",33.823943,-118.111335,0,85.5,0,0,0,,0,1,0,0,Credit Card,1,37417,0,Q3,0,3,1,California,1,1,0,47,4042.3,50,1719.26,0,5811.56,0,0,90808
-74,20,46.11,0,,,54,Long Beach,6404,One Year,United States,7471-MQPOS,Stayed,1,1,Male,1,DSL,"33.823943, -118.111335",33.823943,-118.111335,1,72.9,1,3,1,,1,0,1,1,Bank Withdrawal,1,37417,1,Q3,1,4,1,California,1,0,0,71,5139.65,20,3273.81,0,8433.46,0,0,90808
-63,9,7.26,1,Attitude,Attitude of support person,67,Long Beach,5613,Month-to-Month,United States,6910-HADCM,Churned,0,1,Female,1,Cable,"33.823943, -118.111335",33.823943,-118.111335,0,76.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,37417,0,Q3,0,2,0,California,0,0,0,1,76.35,0,7.26,0,83.61,0,1,90808
-33,19,40.22,0,,,46,Long Beach,2563,Month-to-Month,United States,6551-GNYDG,Stayed,1,0,Female,1,Fiber Optic,"33.823943, -118.111335",33.823943,-118.111335,1,80.9,0,1,7,,0,0,1,1,Bank Withdrawal,1,37417,0,Q3,1,5,0,California,1,1,0,14,1152.8,0,563.08,0,1715.88,0,1,90808
-39,0,47.21,0,,,35,Long Beach,5851,Two Year,United States,6609-MXJHJ,Stayed,1,0,Female,0,,"33.823943, -118.111335",33.823943,-118.111335,1,25.1,1,2,6,Offer C,0,0,1,1,Credit Card,1,37417,0,Q3,1,3,0,California,0,0,0,30,789.55,0,1416.3,15.41,2190.44,0,0,90808
-70,27,7.99,1,Competitor,Competitor offered more data,91,Montrose,4526,Month-to-Month,United States,8020-BWHYL,Churned,0,0,Female,1,Fiber Optic,"34.2112, -118.230625",34.2112,-118.230625,0,75.3,0,0,0,,1,0,1,0,Credit Card,1,7527,0,Q3,0,3,1,California,0,0,0,15,1147.45,0,119.85,0,1267.3,0,1,91020
-72,16,9.1,0,,,79,Montrose,5371,Two Year,United States,3259-KNMRR,Stayed,0,1,Male,1,DSL,"34.2112, -118.230625",34.2112,-118.230625,0,79.75,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,7527,0,Q3,0,4,1,California,1,0,1,57,4438.2,0,518.7,0,4956.9,0,1,91020
-39,30,6.05,0,,,54,Montrose,6212,Two Year,United States,5997-OPVFA,Stayed,0,1,Male,1,Cable,"34.2112, -118.230625",34.2112,-118.230625,1,89.05,1,0,7,Offer A,1,1,1,1,Bank Withdrawal,1,7527,1,Q3,1,4,0,California,1,1,1,72,6254.45,0,435.6,0,6690.05,0,1,91020
-38,17,0,0,,,55,Montrose,4159,Two Year,United States,6701-DHKWQ,Stayed,0,1,Female,1,DSL,"34.2112, -118.230625",34.2112,-118.230625,1,51.35,0,0,10,Offer B,1,0,0,1,Credit Card,0,7527,1,Q3,1,3,0,California,0,0,1,61,3244.4,0,0,0,3244.4,0,1,91020
-61,0,23.77,0,,,79,Montrose,5707,One Year,United States,1293-HHSHJ,Stayed,0,0,Female,0,,"34.2112, -118.230625",34.2112,-118.230625,0,21.1,0,0,0,Offer C,0,0,0,0,Credit Card,1,7527,0,Q3,0,4,0,California,0,0,0,35,741,0,831.95,14.23,1558.72,0,0,91020
-75,5,12.08,1,Competitor,Competitor offered higher download speeds,76,San Marino,4958,Month-to-Month,United States,8010-EZLOU,Churned,0,0,Male,1,Fiber Optic,"34.122671, -118.112911",34.122671,-118.112911,0,80.2,1,0,0,,1,0,1,0,Bank Withdrawal,1,13158,0,Q3,0,1,1,California,0,0,0,15,1217.25,0,181.2,0,1398.45,0,1,91108
-43,8,19.01,1,Competitor,Competitor made better offer,92,San Marino,4444,Month-to-Month,United States,9820-RMCQV,Churned,0,0,Female,1,DSL,"34.122671, -118.112911",34.122671,-118.112911,0,48.55,0,0,0,,0,1,0,0,Credit Card,1,13158,0,Q3,0,1,0,California,0,0,0,11,501,130,209.11,0,840.11,0,0,91108
-19,59,4.19,0,,,66,San Marino,2721,Month-to-Month,United States,5947-SGKCL,Stayed,1,1,Female,1,Fiber Optic,"34.122671, -118.112911",34.122671,-118.112911,1,105.35,1,3,6,Offer D,1,0,1,1,Bank Withdrawal,1,13158,0,Q3,1,3,0,California,1,1,1,15,1559.25,0,62.85,0,1622.1,1,1,91108
-38,0,16.94,0,,,50,San Marino,3114,Two Year,United States,7321-KKSDU,Stayed,1,0,Male,0,,"34.122671, -118.112911",34.122671,-118.112911,0,20.5,0,2,0,,0,0,0,0,Credit Card,1,13158,0,Q3,0,4,0,California,0,0,0,32,696.8,0,542.08,0,1238.88,0,0,91108
-53,5,29.52,0,,,62,San Marino,4519,Month-to-Month,United States,2828-SLQPF,Stayed,0,0,Male,1,DSL,"34.122671, -118.112911",34.122671,-118.112911,0,45,0,0,0,,0,0,1,0,Bank Withdrawal,1,13158,0,Q3,0,3,0,California,0,0,0,19,865.85,0,560.88,22.55,1404.18,0,1,91108
-70,2,7.23,1,Other,Don't know,78,Canyon Country,5844,Month-to-Month,United States,8062-YBDOE,Churned,0,0,Male,1,Fiber Optic,"34.422519, -118.420717",34.422519,-118.420717,0,69.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,59259,0,Q3,0,2,1,California,0,0,0,1,69.65,0,7.23,0,76.88,0,1,91351
-23,30,5.12,1,Attitude,Attitude of support person,69,Canyon Country,4888,Month-to-Month,United States,7054-LGEQW,Churned,0,0,Female,1,DSL,"34.422519, -118.420717",34.422519,-118.420717,0,45.95,0,0,0,Offer E,0,0,0,0,Credit Card,1,59259,0,Q3,0,2,0,California,0,1,0,1,45.95,0,5.12,0,51.07,1,1,91351
-22,69,40.49,0,,,58,Canyon Country,6398,One Year,United States,1347-KTTTA,Stayed,0,1,Male,1,Fiber Optic,"34.422519, -118.420717",34.422519,-118.420717,1,102.45,0,0,10,Offer B,1,0,1,1,Credit Card,1,59259,1,Q3,1,3,0,California,1,1,1,64,6654.1,0,2591.36,0,9245.46,1,1,91351
-33,0,15.73,0,,,31,Canyon Country,4075,Month-to-Month,United States,4063-EIKNQ,Stayed,1,0,Male,0,,"34.422519, -118.420717",34.422519,-118.420717,1,20.95,0,2,1,,0,0,0,1,Bank Withdrawal,1,59259,0,Q3,1,3,0,California,0,0,0,11,267.35,0,173.03,18.17,422.21,0,0,91351
-36,0,36.03,0,,,45,Canyon Country,5514,Two Year,United States,4707-MAXGU,Stayed,0,0,Male,0,,"34.422519, -118.420717",34.422519,-118.420717,1,25.85,1,0,1,,0,0,0,1,Credit Card,1,59259,0,Q3,1,5,0,California,0,0,0,72,1872.2,0,2594.16,5.73,4460.63,0,0,91351
-79,15,25.84,1,Dissatisfaction,Product dissatisfaction,66,Van Nuys,3980,Month-to-Month,United States,8988-ECPJR,Churned,0,0,Female,1,Fiber Optic,"34.17847, -118.459472",34.17847,-118.459472,1,79.6,1,0,1,Offer C,1,0,1,1,Credit Card,1,23646,0,Q3,1,1,1,California,0,0,0,34,2718.3,0,878.56,0,3596.86,0,1,91411
-22,58,35.6,1,Dissatisfaction,Poor expertise of online support,81,Van Nuys,3638,Month-to-Month,United States,2232-DMLXU,Churned,0,0,Female,1,DSL,"34.17847, -118.459472",34.17847,-118.459472,1,55.2,0,0,0,,0,0,0,1,Credit Card,1,23646,0,Q3,0,2,0,California,0,1,1,1,55.2,0,35.6,0,90.8,1,1,91411
-38,20,27.89,1,Attitude,Attitude of support person,69,Van Nuys,2699,Month-to-Month,United States,3494-JCHRQ,Churned,0,0,Male,1,Fiber Optic,"34.17847, -118.459472",34.17847,-118.459472,0,70.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,23646,0,Q3,0,2,0,California,0,0,0,1,70.05,0,27.89,0,97.94,0,1,91411
-63,0,40.95,0,,,22,Van Nuys,2017,One Year,United States,4311-QTTAI,Stayed,0,0,Female,0,,"34.17847, -118.459472",34.17847,-118.459472,0,19.35,0,0,0,,0,0,0,0,Credit Card,1,23646,0,Q3,0,5,0,California,0,0,0,16,295.55,0,655.2,0,950.75,0,0,91411
-44,23,37.6,0,,,49,Van Nuys,6251,One Year,United States,7964-ZRKKG,Stayed,0,0,Male,1,Fiber Optic,"34.17847, -118.459472",34.17847,-118.459472,1,88.4,1,0,1,,1,0,1,1,Bank Withdrawal,1,23646,0,Q3,1,5,0,California,0,0,1,67,5798.3,0,2519.2,0,8317.5,0,1,91411
-79,26,0,1,Dissatisfaction,Service dissatisfaction,96,Burbank,5303,Month-to-Month,United States,3776-EKTKM,Churned,0,0,Female,1,Cable,"34.188339, -118.300942",34.188339,-118.300942,0,36.45,0,0,0,,0,0,1,0,Bank Withdrawal,0,18112,0,Q3,0,3,1,California,0,0,1,1,36.45,0,0,0,36.45,0,1,91501
-23,71,43.04,1,Other,Don't know,91,Burbank,3322,One Year,United States,2165-VOEGB,Churned,0,0,Female,1,Fiber Optic,"34.188339, -118.300942",34.188339,-118.300942,0,105.2,0,0,0,,1,1,1,0,Bank Withdrawal,1,18112,1,Q3,0,2,0,California,1,1,1,46,4822.85,0,1979.84,0,6802.69,1,1,91501
-31,21,24.14,1,Price,Lack of affordable download/upload speed,81,Burbank,3493,Month-to-Month,United States,2025-JKFWI,Churned,0,0,Male,1,Fiber Optic,"34.188339, -118.300942",34.188339,-118.300942,0,99,1,0,0,,0,0,1,0,Credit Card,1,18112,1,Q3,0,1,0,California,1,1,1,13,1301.7,0,313.82,0,1615.52,0,1,91501
-49,4,17.76,0,,,73,Burbank,6370,Two Year,United States,2651-ZCBXV,Stayed,0,0,Male,1,Fiber Optic,"34.188339, -118.300942",34.188339,-118.300942,0,108,1,0,0,Offer B,1,1,1,0,Credit Card,1,18112,1,Q3,0,3,0,California,1,1,1,54,5760.65,0,959.04,0,6719.69,0,1,91501
-28,73,1.41,0,,,76,Burbank,5517,Month-to-Month,United States,5832-EXGTT,Stayed,1,0,Male,1,DSL,"34.188339, -118.300942",34.188339,-118.300942,1,60.2,0,3,9,,0,1,1,1,Credit Card,1,18112,0,Q3,1,3,0,California,1,1,0,29,1834.15,0,40.89,0,1875.04,1,1,91501
-73,7,38.31,1,Dissatisfaction,Network reliability,95,Azusa,5915,Month-to-Month,United States,0643-OKLRP,Churned,0,0,Female,1,Fiber Optic,"34.174493, -117.87068",34.174493,-117.87068,1,80.35,1,0,1,,0,1,0,1,Bank Withdrawal,1,57775,0,Q3,1,1,1,California,0,0,0,47,3825.85,90,1800.57,0,5716.42,0,0,91702
-38,11,25.16,0,,,56,Azusa,5246,One Year,United States,7576-ASEJU,Stayed,0,0,Female,1,DSL,"34.174493, -117.87068",34.174493,-117.87068,1,74.7,0,0,10,Offer B,0,1,1,1,Credit Card,1,57775,1,Q3,1,4,0,California,1,1,1,41,3187.65,0,1031.56,0,4219.21,0,1,91702
-47,8,0,0,,,47,Azusa,4818,Month-to-Month,United States,9281-PKKZE,Stayed,0,0,Female,1,DSL,"34.174493, -117.87068",34.174493,-117.87068,1,43.95,0,0,1,,0,0,1,1,Bank Withdrawal,0,57775,0,Q3,1,3,0,California,1,1,1,46,2007.85,0,0,0,2007.85,0,1,91702
-47,12,35.09,0,,,73,Azusa,5350,Two Year,United States,8200-LGKSR,Stayed,0,1,Male,1,DSL,"34.174493, -117.87068",34.174493,-117.87068,1,83.2,1,0,6,,0,1,0,1,Bank Withdrawal,1,57775,1,Q3,1,3,0,California,1,1,1,71,6126.1,0,2491.39,0,8617.49,0,1,91702
-37,17,32.12,0,,,57,Azusa,5058,Two Year,United States,0531-XBKMM,Stayed,1,0,Male,1,DSL,"34.174493, -117.87068",34.174493,-117.87068,0,65.7,1,2,0,,1,1,0,0,Bank Withdrawal,1,57775,1,Q3,0,3,0,California,0,0,0,66,4378.9,0,2119.92,0,6498.82,0,1,91702
-74,29,0,1,Dissatisfaction,Limited range of services,85,El Monte,3843,Month-to-Month,United States,9381-NDKME,Churned,0,1,Female,1,Cable,"34.079934, -118.046695",34.079934,-118.046695,1,40.65,0,0,1,Offer C,0,0,1,1,Credit Card,0,30211,0,Q3,1,1,1,California,1,0,0,24,933.3,0,0,0,933.3,0,1,91731
-47,21,46.23,1,Dissatisfaction,Network reliability,75,El Monte,5687,Month-to-Month,United States,4629-NRXKX,Churned,0,0,Female,1,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,1,70.4,0,0,1,,0,0,0,1,Bank Withdrawal,1,30211,0,Q3,1,1,0,California,0,0,0,2,147.15,0,92.46,0,239.61,0,1,91731
-49,25,1.36,1,Other,Moved,92,El Monte,2414,Month-to-Month,United States,6331-EWIEB,Churned,0,0,Male,1,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,0,85.25,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,30211,0,Q3,0,2,0,California,0,0,1,20,1734.5,0,27.2,0,1761.7,0,1,91731
-58,9,15.6,0,,,42,El Monte,4345,Month-to-Month,United States,3318-NMQXL,Joined,0,0,Male,1,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,0,92,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,30211,0,Q3,0,3,0,California,1,1,1,3,266.8,0,46.8,0,313.6,0,1,91731
-55,19,49.52,0,,,46,El Monte,5957,Two Year,United States,3508-CFVZL,Stayed,0,1,Female,1,Fiber Optic,"34.079934, -118.046695",34.079934,-118.046695,0,111.3,1,0,0,Offer A,1,1,0,0,Credit Card,1,30211,1,Q3,0,3,0,California,1,1,1,71,7985.9,0,3515.92,0,11501.82,0,1,91731
-80,18,13.84,1,Dissatisfaction,Service dissatisfaction,93,Pomona,4423,One Year,United States,8327-LZKAS,Churned,0,1,Female,1,Cable,"34.083086, -117.737997",34.083086,-117.737997,1,107.55,1,0,1,,0,0,1,1,Bank Withdrawal,1,46626,1,Q3,1,2,1,California,1,0,1,43,4533.9,140,595.12,0,5269.02,0,0,91767
-68,3,27.56,0,,,65,Pomona,5328,One Year,United States,4716-HHKQH,Stayed,0,0,Male,1,Fiber Optic,"34.083086, -117.737997",34.083086,-117.737997,1,107.05,1,0,3,,1,0,0,1,Bank Withdrawal,1,46626,1,Q3,1,3,1,California,1,0,1,20,2172.05,0,551.2,0,2723.25,0,1,91767
-25,85,26.51,1,Other,Don't know,71,Pomona,5220,One Year,United States,7541-YLXCL,Churned,0,0,Male,1,Cable,"34.083086, -117.737997",34.083086,-117.737997,0,65.4,0,0,0,,1,0,1,0,Credit Card,1,46626,1,Q3,0,1,0,California,1,1,0,36,2498.4,0,954.36,0,3452.76,1,1,91767
-39,24,24.81,0,,,52,Pomona,6225,Two Year,United States,2123-VSCOT,Stayed,0,1,Female,1,Cable,"34.083086, -117.737997",34.083086,-117.737997,1,72.1,1,0,9,,0,0,1,1,Bank Withdrawal,1,46626,1,Q3,1,5,0,California,0,0,1,59,4194.85,0,1463.79,0,5658.64,0,1,91767
-57,14,0,0,,,77,Pomona,3163,Month-to-Month,United States,7078-NVFAM,Stayed,1,0,Female,1,Cable,"34.083086, -117.737997",34.083086,-117.737997,1,35.15,0,1,3,,1,1,1,1,Bank Withdrawal,0,46626,0,Q3,1,4,0,California,0,0,0,32,1051.05,0,0,0,1051.05,0,1,91767
-69,7,15.16,1,Attitude,Attitude of support person,87,Rosemead,3392,Month-to-Month,United States,1075-BGWOH,Churned,0,1,Male,1,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,1,98.75,1,0,1,,0,0,1,1,Bank Withdrawal,1,61623,0,Q3,1,2,1,California,1,0,1,16,1587.55,0,242.56,0,1830.11,0,1,91770
-51,16,42.29,1,Dissatisfaction,Network reliability,80,Rosemead,3676,Month-to-Month,United States,6432-TWQLB,Churned,0,0,Male,1,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,1,85.4,1,0,1,Offer E,1,0,1,1,Bank Withdrawal,1,61623,1,Q3,1,3,0,California,0,0,0,5,401.1,0,211.45,45.37,567.18,0,1,91770
-43,7,37.74,1,Attitude,Attitude of support person,91,Rosemead,3620,Month-to-Month,United States,4566-GOLUK,Churned,0,1,Male,1,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,1,107.35,1,0,1,,0,0,1,1,Bank Withdrawal,1,61623,1,Q3,1,2,0,California,1,1,1,47,5118.95,0,1773.78,0,6892.73,0,1,91770
-55,56,3.52,0,,,61,Rosemead,5370,Month-to-Month,United States,6080-TCMYC,Stayed,1,1,Male,1,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,1,81.2,1,3,4,,0,0,1,1,Bank Withdrawal,1,61623,0,Q3,1,3,0,California,0,0,0,40,3292.3,0,140.8,0,3433.1,0,1,91770
-47,21,32.94,0,,,39,Rosemead,5432,Month-to-Month,United States,2133-TSRRM,Stayed,1,1,Female,1,Fiber Optic,"34.065108, -118.082791",34.065108,-118.082791,0,105.35,0,3,0,,1,1,1,0,Bank Withdrawal,1,61623,0,Q3,0,4,0,California,1,1,1,34,3688.6,110,1119.96,0,4918.56,0,0,91770
-71,11,30.05,1,Competitor,Competitor made better offer,74,San Diego,3368,Month-to-Month,United States,8485-GJCDN,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232358",32.787836,-117.232376,0,69.05,0,0,0,,0,0,1,0,Credit Card,1,46086,0,Q3,0,3,1,California,0,0,0,5,318.5,0,150.25,0,468.75,0,1,92109
-73,19,38.06,1,Competitor,Competitor made better offer,87,San Diego,4424,Month-to-Month,United States,6029-WTIPC,Churned,0,1,Male,1,Fiber Optic,"32.787836, -117.232360",32.787836,-117.232376,0,101.1,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,46086,0,Q3,0,1,1,California,1,0,1,37,3744.05,0,1408.22,0,5152.27,0,1,92109
-79,15,0,1,Competitor,Competitor made better offer,73,San Diego,3561,Month-to-Month,United States,3317-HRTNN,Churned,0,0,Female,1,DSL,"32.787836, -117.232367",32.787836,-117.232376,0,45.7,0,0,0,,0,0,0,0,Bank Withdrawal,0,46086,0,Q3,0,3,1,California,1,0,1,5,198,0,0,0,198,0,1,92109
-67,20,16.43,1,Competitor,Competitor made better offer,68,San Diego,4994,Month-to-Month,United States,5569-OUICF,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232370",32.787836,-117.232376,1,101.3,1,0,1,Offer C,0,0,1,1,Credit Card,1,46086,1,Q3,1,3,1,California,1,0,1,28,2812.2,0,460.04,0,3272.24,0,1,92109
-69,3,18.46,1,Competitor,Competitor had better devices,90,San Diego,4849,Month-to-Month,United States,8739-WWKDU,Churned,0,0,Male,1,Fiber Optic,"32.787836, -117.232376",32.787836,-117.232376,0,89.5,1,0,0,,1,0,1,0,Bank Withdrawal,1,46086,0,Q3,0,1,1,California,0,0,1,25,2196.15,0,461.5,0,2657.65,0,1,92109
-47,6,16.88,1,Competitor,Competitor made better offer,76,San Diego,2750,Month-to-Month,United States,0302-JOIVN,Churned,0,1,Female,1,Fiber Optic,"32.787836, -117.232354",32.787836,-117.232376,1,101.15,0,0,1,,1,0,0,1,Bank Withdrawal,1,46086,0,Q3,1,2,0,California,1,1,1,8,842.9,0,135.04,0,977.94,0,1,92109
-20,59,5.54,1,Other,Don't know,86,San Diego,4115,Month-to-Month,United States,5366-IJEQJ,Churned,0,1,Male,1,Fiber Optic,"32.787836, -117.232355",32.787836,-117.232376,0,88.7,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,46086,0,Q3,0,1,0,California,0,0,1,20,1761.45,0,110.8,0,1872.25,1,1,92109
-44,16,8.32,1,Competitor,Competitor made better offer,91,San Diego,5172,Month-to-Month,United States,1981-INRFU,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232356",32.787836,-117.232376,0,79.75,0,0,0,,0,0,1,0,Bank Withdrawal,1,46086,0,Q3,0,3,0,California,0,0,1,2,164.5,0,16.64,0,181.14,0,1,92109
-48,6,11.09,1,Competitor,Competitor made better offer,89,San Diego,4464,Month-to-Month,United States,4971-PUYQO,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232357",32.787836,-117.232376,0,94.55,1,0,0,,0,0,1,0,Mailed Check,1,46086,0,Q3,0,2,0,California,1,1,1,27,2724.6,0,299.43,0,3024.03,0,1,92109
-63,26,46.59,1,Competitor,Competitor made better offer,90,San Diego,4751,Two Year,United States,1527-SXDPN,Churned,0,1,Male,1,Fiber Optic,"32.787836, -117.232359",32.787836,-117.232376,1,96.25,1,0,1,,0,0,1,1,Bank Withdrawal,1,46086,1,Q3,1,3,0,California,1,1,0,52,4990.25,120,2422.68,0,7532.93,0,0,92109
-52,3,20.44,1,Competitor,Competitor made better offer,71,San Diego,6350,One Year,United States,8634-CILSZ,Churned,0,0,Male,1,Fiber Optic,"32.787836, -117.232361",32.787836,-117.232376,0,104.7,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,46086,1,Q3,0,3,0,California,1,1,1,69,7220.35,0,1410.36,0,8630.71,0,1,92109
-20,76,8.08,1,Competitor,Competitor made better offer,65,San Diego,2810,Month-to-Month,United States,6682-QJDGB,Churned,1,0,Male,1,DSL,"32.787836, -117.232362",32.787836,-117.232376,0,55.25,0,1,0,,1,1,1,0,Mailed Check,1,46086,0,Q3,0,1,0,California,0,0,0,40,2139.2,0,323.2,0,2462.4,1,1,92109
-53,3,1.15,1,Competitor,Competitor made better offer,71,San Diego,5656,Month-to-Month,United States,8780-IXSTS,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232363",32.787836,-117.232376,0,90.1,1,0,0,,1,0,1,0,Bank Withdrawal,1,46086,0,Q3,0,1,0,California,0,0,1,6,521.3,0,6.9,0,528.2,0,1,92109
-60,13,15.03,1,Competitor,Competitor made better offer,91,San Diego,3407,Month-to-Month,United States,9530-EHPOH,Churned,0,1,Male,1,DSL,"32.787836, -117.232364",32.787836,-117.232376,0,53.75,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,46086,0,Q3,0,1,0,California,0,0,0,11,608,0,165.33,0,773.33,0,1,92109
-43,22,2.6,1,Other,Don't know,91,San Diego,5800,Month-to-Month,United States,0345-HKJVM,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232365",32.787836,-117.232376,0,89.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,46086,0,Q3,0,1,0,California,1,1,1,6,577.6,0,15.6,0,593.2,0,1,92109
-21,42,23.26,1,Competitor,Competitor made better offer,86,San Diego,4176,Month-to-Month,United States,3049-SOLAY,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232366",32.787836,-117.232376,1,95.2,1,0,5,,0,0,1,1,Bank Withdrawal,1,46086,0,Q3,1,1,0,California,1,1,1,3,292.85,20,69.78,0,382.63,1,0,92109
-51,23,47.91,1,Competitor,Competitor made better offer,88,San Diego,3683,Month-to-Month,United States,3235-ETOOB,Churned,0,0,Male,1,Fiber Optic,"32.787836, -117.232368",32.787836,-117.232376,1,74.5,0,0,1,,0,1,1,1,Bank Withdrawal,1,46086,0,Q3,1,2,0,California,0,0,0,8,609.9,0,383.28,0,993.18,0,1,92109
-57,5,22.48,1,Competitor,Competitor made better offer,71,San Diego,2119,Month-to-Month,United States,8058-INTPH,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232369",32.787836,-117.232376,0,79.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,46086,0,Q3,0,3,0,California,0,0,1,1,79.65,0,22.48,0,102.13,0,1,92109
-53,7,39.79,1,Competitor,Competitor made better offer,82,San Diego,2943,Month-to-Month,United States,8821-XNHVZ,Churned,0,0,Female,1,Fiber Optic,"32.787836, -117.232371",32.787836,-117.232376,1,80.05,0,0,1,,0,0,1,1,Mailed Check,1,46086,0,Q3,1,3,0,California,0,0,1,1,80.05,0,39.79,0,119.84,0,1,92109
-25,48,4,1,Competitor,Competitor made better offer,91,San Diego,5292,Month-to-Month,United States,2082-OJVTK,Churned,0,1,Male,1,Fiber Optic,"32.787836, -117.232372",32.787836,-117.232376,1,89.2,1,0,1,,0,0,1,1,Bank Withdrawal,1,46086,0,Q3,1,1,0,California,1,1,0,29,2698.35,0,116,0,2814.35,1,1,92109
-59,25,14.09,1,Competitor,Competitor made better offer,88,San Diego,3427,Month-to-Month,United States,5940-NFXKV,Churned,0,0,Male,1,Fiber Optic,"32.787836, -117.232373",32.787836,-117.232376,1,83.65,1,0,1,,0,0,1,1,Bank Withdrawal,1,46086,0,Q3,1,2,0,California,1,1,0,19,1465.75,130,267.71,0,1863.46,0,0,92109
-62,0,31.7,1,Competitor,Competitor made better offer,67,San Diego,5579,Month-to-Month,United States,8053-WWDRO,Churned,0,0,Female,0,,"32.787836, -117.232374",32.787836,-117.232376,1,19.5,0,0,1,,0,0,0,1,Bank Withdrawal,1,46086,0,Q3,1,3,0,California,0,0,0,6,146.3,0,190.2,0,336.5,0,0,92109
-58,4,6.44,1,Competitor,Competitor made better offer,94,San Diego,2180,Month-to-Month,United States,9564-KCLHR,Churned,0,0,Male,1,DSL,"32.787836, -117.232375",32.787836,-117.232376,0,51.25,0,0,0,,0,0,0,0,Mailed Check,1,46086,1,Q3,0,1,0,California,0,0,0,1,51.25,0,6.44,0,57.69,0,1,92109
-31,24,11.73,1,Competitor,Competitor made better offer,88,San Diego,3037,Month-to-Month,United States,2082-CEFLT,Churned,0,0,Male,1,DSL,"32.787836, -117.232376",32.787836,-117.232376,0,45.6,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,46086,0,Q3,0,1,0,California,0,0,0,1,45.6,0,11.73,0,57.33,0,1,92109
-62,23,13.23,0,,,71,San Diego,2170,One Year,United States,9833-TGFHX,Stayed,0,0,Male,1,Fiber Optic,"32.787836, -117.232376",32.787836,-117.232376,1,97.1,1,0,1,,0,1,0,1,Bank Withdrawal,1,46086,0,Q3,1,3,0,California,1,1,1,42,4016.75,150,555.66,46.56,4675.85,0,0,92109
-51,12,26.84,0,,,36,San Diego,5957,Month-to-Month,United States,1492-QGCLU,Stayed,1,1,Male,1,Cable,"32.787836, -117.232376",32.787836,-117.232376,1,85.7,1,2,5,,0,1,0,1,Bank Withdrawal,1,46086,1,Q3,1,5,0,California,1,1,1,53,4616.1,0,1422.52,0,6038.62,0,1,92109
-23,52,35.45,0,,,32,San Diego,2952,Month-to-Month,United States,4633-MKHYU,Stayed,0,0,Female,1,Fiber Optic,"32.787836, -117.232376",32.787836,-117.232376,0,88.4,0,0,0,Offer E,0,0,1,0,Credit Card,1,46086,0,Q3,0,5,0,California,1,1,1,9,788.6,0,319.05,0,1107.65,1,1,92109
-72,30,11.12,1,Competitor,Competitor made better offer,77,San Diego,2415,Month-to-Month,United States,5747-PMBSQ,Churned,0,1,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,1,92.5,0,0,1,,1,0,1,1,Credit Card,1,74232,1,Q3,1,1,1,California,0,0,1,10,934.1,100,111.2,0,1145.3,0,0,92126
-75,16,39.61,1,Competitor,Competitor made better offer,67,San Diego,4291,Month-to-Month,United States,2982-IHMFT,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,74.45,1,0,0,,0,0,1,0,Credit Card,1,74232,0,Q3,0,3,1,California,0,0,0,1,74.45,0,39.61,0,114.06,0,1,92126
-76,20,0,1,Other,Don't know,89,San Diego,5702,Month-to-Month,United States,5143-EGQFK,Churned,0,0,Female,1,Cable,"32.886925, -117.152162",32.886925,-117.152162,0,29.65,0,0,0,,0,0,1,0,Bank Withdrawal,0,74232,1,Q3,0,2,1,California,0,0,0,10,291.4,110,0,0,401.4,0,0,92126
-69,16,5.54,1,Competitor,Competitor made better offer,91,San Diego,5165,Month-to-Month,United States,6168-WFVVF,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,70.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,3,1,California,0,0,0,3,235.5,0,16.62,0,252.12,0,1,92126
-76,26,21.89,1,Competitor,Competitor made better offer,91,San Diego,2819,Month-to-Month,United States,7450-NWRTR,Churned,0,1,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,99.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,3,1,California,1,0,1,12,1200.15,0,262.68,0,1462.83,0,1,92126
-68,12,9.09,1,Other,Don't know,89,San Diego,4074,Month-to-Month,United States,6005-OBZPH,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,89.15,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,1,1,California,0,0,1,26,2277.65,0,236.34,0,2513.99,0,1,92126
-77,19,0,1,Competitor,Competitor made better offer,73,San Diego,5377,Month-to-Month,United States,7932-WPTDS,Churned,0,0,Female,1,DSL,"32.886925, -117.152162",32.886925,-117.152162,1,24.8,0,0,1,,0,0,1,1,Bank Withdrawal,0,74232,0,Q3,1,1,1,California,0,0,0,1,24.8,0,0,0,24.8,0,1,92126
-80,9,6.1,0,,,54,San Diego,4921,One Year,United States,0308-GIQJT,Stayed,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,105.75,1,0,0,,1,0,0,0,Bank Withdrawal,1,74232,1,Q3,0,4,1,California,1,0,1,71,7382.85,0,433.1,0,7815.95,0,1,92126
-52,10,17.83,1,Competitor,Competitor made better offer,81,San Diego,3740,Month-to-Month,United States,3143-JQEGI,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,1,88.35,0,0,1,,0,0,0,1,Bank Withdrawal,1,74232,0,Q3,1,2,0,California,1,1,1,13,1222.8,0,231.79,0,1454.59,0,1,92126
-38,10,6.45,1,Competitor,Competitor made better offer,92,San Diego,5785,Two Year,United States,6386-SZZKH,Churned,0,1,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,1,107.95,1,0,1,,1,0,1,1,Bank Withdrawal,1,74232,1,Q3,1,2,0,California,1,1,1,49,5293.2,0,316.05,0,5609.25,0,1,92126
-26,71,3.27,1,Attitude,Attitude of support person,80,San Diego,5554,Month-to-Month,United States,3521-SYVOR,Churned,0,0,Female,1,Cable,"32.886925, -117.152162",32.886925,-117.152162,0,64.75,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,1,0,California,1,1,1,37,2345.2,0,120.99,0,2466.19,1,1,92126
-49,25,6.24,1,Competitor,Competitor made better offer,71,San Diego,3452,Month-to-Month,United States,9526-JAWYF,Churned,0,1,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,89.8,0,0,0,Offer C,1,0,0,0,Bank Withdrawal,1,74232,0,Q3,0,1,0,California,0,0,1,26,2335.3,0,162.24,0,2497.54,0,1,92126
-61,16,34.81,1,Competitor,Competitor made better offer,88,San Diego,3538,One Year,United States,5649-VUKMC,Churned,0,1,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,95.5,0,0,0,,0,0,0,0,Mailed Check,1,74232,0,Q3,0,2,0,California,1,1,1,12,1115.15,0,417.72,0,1532.87,0,1,92126
-64,8,36.88,1,Competitor,Competitor made better offer,91,San Diego,5141,Month-to-Month,United States,4919-IKATY,Churned,0,1,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,1,84.5,1,0,3,Offer E,0,1,1,1,Bank Withdrawal,1,74232,0,Q3,1,1,0,California,0,0,0,5,453.75,0,184.4,0,638.15,0,1,92126
-26,26,28.59,1,Competitor,Competitor made better offer,89,San Diego,2931,Month-to-Month,United States,9050-QLROH,Churned,0,1,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,90.7,1,0,0,,0,0,1,0,Credit Card,1,74232,0,Q3,0,1,0,California,1,1,0,18,1597.25,0,514.62,0,2111.87,1,1,92126
-20,82,43.47,1,Competitor,Competitor made better offer,91,San Diego,6117,One Year,United States,0877-SDMBN,Churned,0,1,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,103.95,1,0,0,,0,1,1,0,Bank Withdrawal,1,74232,0,Q3,0,3,0,California,1,1,1,54,5639.05,0,2347.38,0,7986.43,1,1,92126
-39,26,5.63,1,Other,Don't know,69,San Diego,5578,Month-to-Month,United States,8065-YKXKD,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,74.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,1,0,California,0,0,0,10,799.65,0,56.3,0,855.95,0,1,92126
-20,27,22.82,1,Competitor,Competitor made better offer,68,San Diego,4535,Month-to-Month,United States,9637-EIHEQ,Churned,0,0,Female,1,Cable,"32.886925, -117.152162",32.886925,-117.152162,0,50.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,74232,1,Q3,0,2,0,California,0,0,0,1,50.8,0,22.82,0,73.62,1,1,92126
-42,30,39.03,1,Competitor,Competitor made better offer,80,San Diego,5055,Month-to-Month,United States,9689-PTNPG,Churned,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,80.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,1,0,California,0,0,1,2,144.55,10,78.06,0,232.61,0,0,92126
-62,11,22.57,1,Competitor,Competitor made better offer,90,San Diego,5949,Month-to-Month,United States,9465-RWMXL,Churned,0,1,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,1,78.9,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,74232,0,Q3,1,3,0,California,0,0,0,32,2447.95,0,722.24,0,3170.19,0,1,92126
-22,42,43.97,1,Competitor,Competitor made better offer,76,San Diego,5272,Month-to-Month,United States,2362-IBOOY,Churned,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,84.75,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,3,0,California,1,1,0,36,3050.15,0,1582.92,0,4633.07,1,1,92126
-38,29,16.43,1,Other,Don't know,90,San Diego,4753,Month-to-Month,United States,0843-WTBXE,Churned,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,85.45,1,0,0,,0,0,0,0,Bank Withdrawal,1,74232,0,Q3,0,1,0,California,0,0,1,53,4517.25,0,870.79,0,5388.04,0,1,92126
-46,0,45.77,1,Competitor,Competitor made better offer,67,San Diego,5441,Month-to-Month,United States,5515-IDEJJ,Churned,1,0,Male,0,,"32.886925, -117.152162",32.886925,-117.152162,1,19.9,0,1,4,Offer E,0,0,0,1,Mailed Check,1,74232,0,Q3,1,1,0,California,0,0,0,1,19.9,0,45.77,0,65.67,0,0,92126
-48,23,27.12,1,Competitor,Competitor made better offer,85,San Diego,4063,Month-to-Month,United States,5376-DEQCP,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,70.6,0,0,0,,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,3,0,California,0,0,0,1,70.6,0,27.12,0,97.72,0,1,92126
-61,23,20.2,1,Competitor,Competitor made better offer,96,San Diego,3718,Month-to-Month,United States,9095-HFAFX,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,81,0,0,0,Offer E,0,0,1,0,Credit Card,1,74232,0,Q3,0,2,0,California,0,0,1,5,389.6,10,101,0,500.6,0,0,92126
-61,12,39.32,1,Competitor,Competitor made better offer,72,San Diego,3420,Month-to-Month,United States,2379-ENZGV,Churned,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,84.85,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,2,0,California,0,0,1,6,523.5,0,235.92,0,759.42,0,1,92126
-30,73,24.23,1,Other,Don't know,91,San Diego,4870,One Year,United States,2722-VOJQL,Churned,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,105.65,1,0,0,,1,0,1,0,Credit Card,1,74232,1,Q3,0,1,0,California,1,1,1,64,6903.1,0,1550.72,0,8453.82,0,1,92126
-40,20,12.54,1,Competitor,Competitor made better offer,85,San Diego,5964,Month-to-Month,United States,5228-EXCET,Churned,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,80.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,74232,0,Q3,0,1,0,California,1,1,0,13,1008.7,0,163.02,0,1171.72,0,1,92126
-62,18,26.51,1,Competitor,Competitor made better offer,91,San Diego,4971,Month-to-Month,United States,7394-FKDNK,Churned,0,0,Female,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,1,89.45,0,0,3,Offer E,0,0,0,1,Bank Withdrawal,1,74232,0,Q3,1,2,0,California,1,1,1,9,853.1,0,238.59,0,1091.69,0,1,92126
-28,41,21.84,0,,,75,San Diego,2640,Month-to-Month,United States,6862-CQUMB,Stayed,0,0,Male,1,Fiber Optic,"32.886925, -117.152162",32.886925,-117.152162,0,96.1,0,0,0,,1,0,1,0,Credit Card,1,74232,0,Q3,0,4,0,California,1,1,1,37,3646.8,0,808.08,0,4454.88,1,1,92126
-22,59,9.16,0,,,43,San Diego,2269,Month-to-Month,United States,6473-ULUHT,Stayed,1,0,Male,1,DSL,"32.886925, -117.152162",32.886925,-117.152162,1,84.9,1,2,5,Offer D,1,1,0,1,Bank Withdrawal,1,74232,1,Q3,1,3,0,California,1,1,1,16,1398.25,0,146.56,0,1544.81,1,1,92126
-61,53,17.21,0,,,78,San Diego,4874,Two Year,United States,8468-FZTOE,Stayed,1,1,Female,1,Cable,"32.886925, -117.152162",32.886925,-117.152162,1,74.35,0,3,8,Offer A,1,1,1,1,Bank Withdrawal,1,74232,1,Q3,1,4,0,California,1,1,0,72,5237.4,50,1239.12,0,6526.52,0,0,92126
-67,18,25.45,1,Price,Price too high,79,Yucaipa,2246,Month-to-Month,United States,5959-BELXA,Churned,0,0,Male,1,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,0,96.15,1,0,0,Offer C,0,0,1,0,Credit Card,1,41575,0,Q3,0,2,1,California,1,0,1,32,3019.25,0,814.4,0,3833.65,0,1,92399
-50,16,38.44,0,,,56,Yucaipa,6288,One Year,United States,5168-MQQCA,Stayed,0,1,Female,1,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,1,108.5,1,0,2,Offer A,1,0,1,1,Bank Withdrawal,1,41575,1,Q3,1,4,0,California,1,1,1,72,8003.8,0,2767.68,0,10771.48,0,1,92399
-25,51,24.77,0,,,80,Yucaipa,5056,Month-to-Month,United States,4010-YLMVT,Stayed,0,0,Female,1,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,0,106.6,1,0,0,Offer B,1,1,1,0,Credit Card,1,41575,0,Q3,0,4,0,California,1,1,1,56,5893.95,0,1387.12,0,7281.07,1,1,92399
-20,73,35.55,0,,,68,Yucaipa,6460,Month-to-Month,United States,2386-OWURY,Stayed,0,0,Female,1,Fiber Optic,"34.04597, -117.011825",34.04597,-117.011825,0,95.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,41575,1,Q3,0,4,0,California,1,1,1,58,5817.7,0,2061.9,0,7879.6,1,1,92399
-66,27,27.35,1,Competitor,Competitor had better devices,74,San Jacinto,3305,Month-to-Month,United States,6060-DRTNL,Churned,0,1,Female,1,Fiber Optic,"33.796568, -116.924723",33.796568,-116.924723,0,84.85,0,0,0,,0,0,1,0,Credit Card,1,21349,0,Q3,0,1,1,California,0,0,1,5,415.55,20,136.75,0,572.3,0,0,92583
-37,16,38.98,0,,,45,San Jacinto,5666,One Year,United States,5174-ITUMV,Stayed,1,1,Male,1,Fiber Optic,"33.796568, -116.924723",33.796568,-116.924723,1,105.4,1,2,0,Offer A,1,0,1,1,Bank Withdrawal,1,21349,0,Q3,0,5,0,California,1,1,1,67,6989.45,0,2611.66,0,9601.11,0,1,92583
-38,5,45.59,0,,,20,San Jacinto,5684,Month-to-Month,United States,1895-QTKDO,Joined,0,0,Female,1,DSL,"33.796568, -116.924723",33.796568,-116.924723,0,43.95,0,0,0,,0,0,0,0,Credit Card,1,21349,0,Q3,0,5,0,California,0,0,0,1,43.95,0,45.59,0,89.54,0,1,92583
-33,3,21.03,0,,,31,San Jacinto,3684,Month-to-Month,United States,6402-EJMWF,Stayed,0,0,Male,1,DSL,"33.796568, -116.924723",33.796568,-116.924723,0,55.3,0,0,0,,0,0,1,0,Credit Card,1,21349,0,Q3,0,4,0,California,1,1,0,4,238.5,0,84.12,0,322.62,0,1,92583
-69,19,7.74,1,Competitor,Competitor had better devices,67,Dana Point,4531,Month-to-Month,United States,1976-CFOCS,Churned,0,0,Female,1,DSL,"33.477923, -117.705314",33.477923,-117.705314,1,46,0,0,1,,0,0,0,1,Bank Withdrawal,1,27730,0,Q3,1,1,1,California,0,0,0,1,46,0,7.74,0,53.74,0,1,92629
-60,23,48.97,1,Attitude,Attitude of service provider,92,Dana Point,4490,Month-to-Month,United States,2514-GINMM,Churned,0,0,Male,1,Fiber Optic,"33.477923, -117.705314",33.477923,-117.705314,0,79.5,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,27730,0,Q3,0,2,0,California,0,0,1,1,79.5,0,48.97,0,128.47,0,0,92629
-57,0,40.63,0,,,80,Dana Point,3968,Month-to-Month,United States,2866-IKBTM,Joined,0,0,Female,0,,"33.477923, -117.705314",33.477923,-117.705314,0,19.55,0,0,0,,0,0,0,0,Credit Card,1,27730,0,Q3,0,4,0,California,0,0,0,1,19.55,0,40.63,0,60.18,0,0,92629
-30,51,5.09,0,,,41,Dana Point,4651,Month-to-Month,United States,1767-TGTKO,Stayed,1,0,Female,1,DSL,"33.477923, -117.705314",33.477923,-117.705314,1,45.45,0,2,0,Offer E,0,0,1,1,Bank Withdrawal,1,27730,0,Q3,0,4,0,California,0,0,0,8,411.75,0,40.72,0,452.47,0,1,92629
-78,12,17.23,1,Competitor,Competitor offered higher download speeds,74,Lake Forest,3621,Month-to-Month,United States,4631-OACRM,Churned,0,0,Male,1,Fiber Optic,"33.644849, -117.684254",33.644849,-117.684254,0,79.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,59176,0,Q3,0,1,1,California,1,0,0,15,1156.1,0,258.45,0,1414.55,0,1,92630
-33,11,5.92,1,Other,Don't know,85,Lake Forest,2966,Month-to-Month,United States,1342-JPNKI,Churned,0,0,Male,1,Fiber Optic,"33.644849, -117.684254",33.644849,-117.684254,0,86.05,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,59176,0,Q3,0,3,0,California,0,0,1,10,834.1,0,59.2,0,893.3,0,1,92630
-22,0,43.36,0,,,39,Lake Forest,3493,One Year,United States,9891-NQDBD,Stayed,0,0,Female,0,,"33.644849, -117.684254",33.644849,-117.684254,1,25.55,1,0,7,,0,0,0,1,Mailed Check,1,59176,0,Q3,1,3,0,California,0,0,0,28,672.2,0,1214.08,0,1886.28,1,0,92630
-51,0,19.1,0,,,53,Lake Forest,4802,Month-to-Month,United States,8439-LTUGF,Stayed,0,0,Male,0,,"33.644849, -117.684254",33.644849,-117.684254,0,20,0,0,0,Offer D,0,0,1,0,Credit Card,1,59176,0,Q3,0,4,0,California,0,0,0,10,198.6,0,191,0,389.6,0,0,92630
-78,5,45.9,1,Competitor,Competitor offered more data,86,Huntington Beach,3327,Month-to-Month,United States,3755-JBMNH,Churned,0,0,Male,1,Fiber Optic,"33.679659, -118.016195",33.679659,-118.016195,1,71.8,0,0,1,,0,0,1,1,Bank Withdrawal,1,42663,0,Q3,1,1,1,California,0,0,0,16,1167.8,0,734.4,0,1902.2,0,1,92648
-29,19,40.25,1,Competitor,Competitor had better devices,91,Huntington Beach,3364,Month-to-Month,United States,6986-IJDHX,Churned,0,0,Male,1,Fiber Optic,"33.679659, -118.016195",33.679659,-118.016195,1,86.3,0,0,5,Offer C,1,0,1,1,Credit Card,1,42663,0,Q3,1,1,0,California,0,0,1,39,3266,0,1569.75,0,4835.75,1,1,92648
-52,25,47.59,0,,,27,Huntington Beach,4759,One Year,United States,9798-DRYDS,Stayed,0,1,Female,1,DSL,"33.679659, -118.016195",33.679659,-118.016195,1,61.95,1,0,6,,0,0,1,1,Mailed Check,1,42663,1,Q3,1,5,0,California,0,0,0,17,1070.7,0,809.03,0,1879.73,0,1,92648
-33,9,40.34,0,,,62,Huntington Beach,5340,Two Year,United States,6418-HNFED,Stayed,0,1,Male,1,DSL,"33.679659, -118.016195",33.679659,-118.016195,1,83.25,0,0,1,Offer B,1,1,1,1,Credit Card,1,42663,1,Q3,1,3,0,California,1,1,1,51,4089.45,0,2057.34,0,6146.79,0,1,92648
-68,14,24.62,1,Competitor,Competitor made better offer,91,Laguna Beach,2674,One Year,United States,6345-ULYRW,Churned,0,0,Male,1,Cable,"33.570023, -117.773669",33.570023,-117.773669,1,88.4,1,0,1,,1,0,0,1,Credit Card,1,25206,0,Q3,1,3,1,California,1,1,0,44,3912.9,0,1083.28,0,4996.18,0,1,92651
-80,17,14.49,0,,,25,Laguna Beach,4184,One Year,United States,4676-MQUEA,Stayed,0,1,Male,1,Fiber Optic,"33.570023, -117.773669",33.570023,-117.773669,1,101.9,1,0,9,,1,1,1,1,Bank Withdrawal,1,25206,0,Q3,1,3,1,California,0,0,1,50,5265.5,0,724.5,0,5990,0,1,92651
-19,69,24.35,0,,,73,Laguna Beach,4033,One Year,United States,6296-DDOOR,Stayed,0,0,Female,1,Cable,"33.570023, -117.773669",33.570023,-117.773669,0,58.2,0,0,0,,1,0,0,0,Bank Withdrawal,1,25206,0,Q3,0,4,0,California,0,0,1,19,1045.25,0,462.65,0,1507.9,1,1,92651
-40,0,13.85,0,,,80,Laguna Beach,3075,Month-to-Month,United States,7291-CDTMJ,Joined,0,0,Male,0,,"33.570023, -117.773669",33.570023,-117.773669,0,19.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,25206,0,Q3,0,3,0,California,0,0,0,1,19.65,0,13.85,0,33.5,0,0,92651
-70,30,43.45,1,Dissatisfaction,Limited range of services,68,Moorpark,5056,Month-to-Month,United States,5550-VFRLC,Churned,0,0,Female,1,Fiber Optic,"34.312945, -118.858169",34.312945,-118.858169,0,69.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,32984,0,Q3,0,1,1,California,0,0,0,1,69.85,40,43.45,0,153.3,0,0,93021
-69,5,11.63,0,,,40,Moorpark,5569,One Year,United States,7134-MJPDY,Stayed,0,1,Female,1,Fiber Optic,"34.312945, -118.858169",34.312945,-118.858169,0,102.85,1,0,0,Offer A,0,0,1,0,Credit Card,1,32984,1,Q3,0,3,1,California,1,0,1,66,6976.75,60,767.58,0,7804.33,0,0,93021
-43,23,39.81,1,Competitor,Competitor had better devices,78,Moorpark,4739,Month-to-Month,United States,0151-ONTOV,Churned,0,0,Female,1,Fiber Optic,"34.312945, -118.858169",34.312945,-118.858169,0,70.9,0,0,0,Offer E,0,0,0,0,Mailed Check,1,32984,0,Q3,0,1,0,California,0,0,0,1,70.9,0,39.81,0,110.71,0,1,93021
-21,27,9.3,0,,,45,Moorpark,2235,Month-to-Month,United States,7964-YESJC,Stayed,0,1,Female,1,DSL,"34.312945, -118.858169",34.312945,-118.858169,1,66.3,1,0,6,,1,1,0,1,Credit Card,1,32984,0,Q3,1,3,0,California,0,0,0,24,1559.45,0,223.2,32.59,1750.06,1,1,93021
-65,3,18.26,1,Price,Price too high,75,Simi Valley,4316,Month-to-Month,United States,2657-ALMWY,Churned,0,0,Female,1,Fiber Optic,"34.269449, -118.768471",34.269449,-118.768471,1,84.95,0,0,1,Offer C,1,0,0,1,Bank Withdrawal,1,64802,0,Q3,1,3,1,California,1,1,0,26,2169.75,0,474.76,0,2644.51,0,1,93065
-74,15,25.51,0,,,27,Simi Valley,5722,One Year,United States,6797-UCJHZ,Stayed,0,1,Female,1,Fiber Optic,"34.269449, -118.768471",34.269449,-118.768471,1,104.6,1,0,7,Offer A,1,0,0,1,Credit Card,1,64802,0,Q3,1,3,1,California,1,0,1,66,6819.45,0,1683.66,0,8503.11,0,1,93065
-66,0,2.37,0,,,74,Simi Valley,5751,Two Year,United States,5334-AFQJB,Stayed,0,0,Male,0,,"34.269449, -118.768471",34.269449,-118.768471,0,25.1,1,0,0,Offer A,0,0,1,0,Credit Card,1,64802,0,Q3,0,5,1,California,0,0,0,72,1789.9,0,170.64,0,1960.54,0,0,93065
-25,73,2.34,0,,,63,Simi Valley,5620,Month-to-Month,United States,8851-RAGOV,Stayed,0,0,Female,1,DSL,"34.269449, -118.768471",34.269449,-118.768471,1,71.05,0,0,10,,1,1,1,1,Credit Card,1,64802,1,Q3,1,4,0,California,1,1,0,25,1837.7,0,58.5,28.08,1868.12,1,1,93065
-71,27,46.11,1,Other,Don't know,71,Avenal,5014,Month-to-Month,United States,6284-AHOOQ,Churned,0,0,Male,1,Fiber Optic,"35.916943, -120.129921",35.916943,-120.129921,0,90.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,14697,1,Q3,0,1,1,California,0,0,1,22,1910.6,0,1014.42,0,2925.02,0,1,93204
-57,20,37.25,1,Other,Don't know,65,Avenal,2152,Month-to-Month,United States,4580-TMHJU,Churned,0,0,Female,1,DSL,"35.916943, -120.129921",35.916943,-120.129921,1,56.15,0,0,3,,0,0,0,1,Bank Withdrawal,1,14697,0,Q3,1,2,0,California,0,0,1,43,2499.3,0,1601.75,0,4101.05,0,1,93204
-26,52,0,1,Competitor,Competitor offered higher download speeds,88,Avenal,2802,Month-to-Month,United States,3815-SLMEF,Churned,0,0,Female,1,Cable,"35.916943, -120.129921",35.916943,-120.129921,0,34.25,0,0,0,Offer E,0,1,0,0,Mailed Check,0,14697,1,Q3,0,1,0,California,0,0,0,3,139.35,0,0,0,139.35,1,1,93204
-57,30,10.97,0,,,62,Avenal,6450,Two Year,United States,9339-FIIJL,Stayed,0,1,Male,1,DSL,"35.916943, -120.129921",35.916943,-120.129921,1,85.95,1,0,2,Offer A,1,0,0,1,Bank Withdrawal,1,14697,1,Q3,1,4,0,California,1,1,1,72,6151.9,0,789.84,0,6941.74,0,1,93204
-72,6,0,1,Attitude,Attitude of support person,90,Exeter,4272,Month-to-Month,United States,2460-FPSYH,Churned,0,0,Female,1,Cable,"36.301689, -119.018233",36.301689,-119.018233,0,55.8,0,0,0,,1,1,1,0,Bank Withdrawal,0,13333,0,Q3,0,1,1,California,1,1,1,40,2109.35,80,0,0,2189.35,0,0,93221
-23,47,22.16,1,Competitor,Competitor offered more data,94,Exeter,3860,Month-to-Month,United States,2024-BASKD,Churned,0,1,Female,1,Fiber Optic,"36.301689, -119.018233",36.301689,-119.018233,0,74.6,0,0,0,Offer E,0,0,1,0,Mailed Check,1,13333,0,Q3,0,3,0,California,0,0,0,1,74.6,10,22.16,0,106.76,1,0,93221
-35,11,13.73,1,Attitude,Attitude of support person,89,Exeter,4134,Month-to-Month,United States,7377-DMMRI,Churned,0,0,Male,1,DSL,"36.301689, -119.018233",36.301689,-119.018233,0,47.8,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,13333,0,Q3,0,1,0,California,0,0,0,2,92.45,0,27.46,0,119.91,0,1,93221
-43,15,0,0,,,37,Exeter,5074,Month-to-Month,United States,6704-UTUKK,Stayed,0,0,Male,1,DSL,"36.301689, -119.018233",36.301689,-119.018233,1,45.9,0,0,3,,0,0,1,1,Bank Withdrawal,0,13333,0,Q3,1,4,0,California,1,1,1,29,1332.4,20,0,0,1352.4,0,0,93221
-69,0,19.87,1,Price,Long distance charges,91,New Cuyama,3491,Month-to-Month,United States,5028-HTLJB,Churned,0,0,Male,0,,"34.956577, -119.750142",34.956577,-119.750142,0,20.05,0,0,0,Offer E,0,0,0,0,Credit Card,1,798,0,Q3,0,1,1,California,0,0,0,1,20.05,0,19.87,0,39.92,0,0,93254
-49,0,22.97,0,,,51,New Cuyama,3534,Month-to-Month,United States,9092-GDZKO,Stayed,0,0,Male,0,,"34.956577, -119.750142",34.956577,-119.750142,0,24.85,1,0,0,Offer D,0,0,1,0,Credit Card,1,798,0,Q3,0,4,0,California,0,0,0,22,493.4,0,505.34,21.32,977.42,0,0,93254
-30,0,28.55,0,,,26,New Cuyama,2951,Month-to-Month,United States,3097-PYWXL,Stayed,1,0,Female,0,,"34.956577, -119.750142",34.956577,-119.750142,1,19.95,0,2,1,,0,0,1,1,Bank Withdrawal,1,798,0,Q3,1,4,0,California,0,0,0,4,82.9,0,114.2,0,197.1,0,0,93254
-46,15,3.18,0,,,26,New Cuyama,6216,Two Year,United States,4778-IZARL,Stayed,0,1,Male,1,Fiber Optic,"34.956577, -119.750142",34.956577,-119.750142,1,110.1,0,0,8,,1,1,1,1,Credit Card,1,798,1,Q3,1,3,0,California,1,1,1,63,6705.7,0,200.34,0,6906.04,0,1,93254
-70,30,16.85,1,Attitude,Attitude of support person,94,San Luis Obispo,3320,Month-to-Month,United States,0875-CABNR,Churned,0,1,Female,1,Fiber Optic,"35.233745, -120.626442",35.233745,-120.626442,0,84.6,0,0,0,,0,0,1,0,Credit Card,1,27047,0,Q3,0,3,1,California,1,1,0,10,865.55,0,168.5,0,1034.05,0,1,93401
-36,5,30.96,1,Dissatisfaction,Product dissatisfaction,87,San Luis Obispo,3420,Month-to-Month,United States,6689-KXGBO,Churned,0,0,Female,1,DSL,"35.233745, -120.626442",35.233745,-120.626442,0,50.55,0,0,0,,1,0,0,0,Bank Withdrawal,1,27047,0,Q3,0,1,0,California,0,0,0,1,50.55,0,30.96,0,81.51,0,1,93401
-26,59,3.35,0,,,40,San Luis Obispo,4910,Month-to-Month,United States,3014-WJKSM,Stayed,0,1,Male,1,Fiber Optic,"35.233745, -120.626442",35.233745,-120.626442,1,75.3,0,0,10,,0,0,1,1,Credit Card,1,27047,0,Q3,1,4,0,California,0,0,0,29,2263.4,0,97.15,0,2360.55,1,1,93401
-64,0,20.96,0,,,63,San Luis Obispo,6444,Two Year,United States,7064-JHXCE,Stayed,1,0,Male,0,,"35.233745, -120.626442",35.233745,-120.626442,1,20.05,0,1,5,Offer B,0,0,0,1,Credit Card,1,27047,0,Q3,1,5,0,California,0,0,0,62,1263.9,0,1299.52,0,2563.42,0,0,93401
-80,0,22.86,1,Attitude,Attitude of support person,90,Los Alamos,3817,Month-to-Month,United States,6982-UQZLY,Churned,0,0,Female,0,,"34.758699, -120.275839",34.758699,-120.275839,1,20.85,0,0,1,Offer E,0,0,1,1,Credit Card,1,1328,0,Q3,1,3,1,California,0,0,0,1,20.85,0,22.86,0,43.71,0,0,93440
-29,59,27.84,0,,,58,Los Alamos,2738,One Year,United States,9314-QDMDW,Stayed,0,0,Male,1,Cable,"34.758699, -120.275839",34.758699,-120.275839,0,61.25,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,1328,0,Q3,0,3,0,California,0,0,1,11,729.95,0,306.24,0,1036.19,1,1,93440
-36,17,13.14,0,,,33,Los Alamos,4273,Two Year,United States,5574-NXZIU,Stayed,0,1,Male,1,Fiber Optic,"34.758699, -120.275839",34.758699,-120.275839,0,109.2,0,0,0,,1,1,0,0,Credit Card,1,1328,1,Q3,0,4,0,California,1,1,1,63,7049.75,0,827.82,0,7877.57,0,1,93440
-73,19,16.94,1,Attitude,Attitude of support person,91,Oceano,5067,One Year,United States,0193-ESZXP,Churned,0,0,Female,1,Fiber Optic,"35.059695, -120.604741",35.059695,-120.604741,1,105.5,0,0,1,,1,1,1,1,Credit Card,1,7435,1,Q3,1,1,1,California,1,1,1,58,6205.5,0,982.52,0,7188.02,0,1,93445
-70,13,20.31,0,,,72,Oceano,6404,Two Year,United States,4098-NAUKP,Stayed,1,1,Male,1,Fiber Optic,"35.059695, -120.604741",35.059695,-120.604741,1,84.65,1,1,1,Offer A,1,0,1,1,Bank Withdrawal,1,7435,0,Q3,1,3,1,California,0,0,0,68,5683.6,0,1381.08,0,7064.68,0,1,93445
-57,19,2.83,0,,,53,Oceano,6237,Month-to-Month,United States,3413-DHLPB,Stayed,1,0,Male,1,Fiber Optic,"35.059695, -120.604741",35.059695,-120.604741,1,103.75,1,1,1,Offer B,1,0,1,1,Bank Withdrawal,1,7435,1,Q3,1,4,0,California,1,1,1,60,5969.95,0,169.8,0,6139.75,0,1,93445
-73,30,29.41,1,Attitude,Attitude of service provider,90,Pismo Beach,5831,Month-to-Month,United States,4369-HTUIF,Churned,0,0,Male,1,Fiber Optic,"35.165668, -120.655842",35.165668,-120.655842,0,85.15,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,8564,0,Q3,0,2,1,California,0,0,1,6,503.6,0,176.46,0,680.06,0,1,93449
-47,28,0,0,,,29,Pismo Beach,5103,One Year,United States,6114-TCFID,Stayed,0,0,Female,1,Cable,"35.165668, -120.655842",35.165668,-120.655842,0,39.5,0,0,0,,1,1,0,0,Credit Card,0,8564,1,Q3,0,3,0,California,0,0,0,29,1082.75,0,0,0,1082.75,0,1,93449
-45,75,30.77,0,,,63,Pismo Beach,5724,Month-to-Month,United States,4608-LCIMN,Stayed,1,0,Male,1,DSL,"35.165668, -120.655842",35.165668,-120.655842,1,44.65,0,3,1,,0,0,0,1,Bank Withdrawal,1,8564,0,Q3,1,3,0,California,0,0,0,8,369.15,0,246.16,0,615.31,0,1,93449
-79,8,44.66,1,Attitude,Attitude of support person,66,Big Pine,5725,Month-to-Month,United States,5287-QWLKY,Churned,0,0,Male,1,Fiber Optic,"37.245505, -118.062943",37.245505,-118.062943,1,105.1,1,0,1,,1,1,1,1,Credit Card,1,1826,0,Q3,1,1,1,California,1,1,1,71,7548.1,0,3170.86,0,10718.96,0,1,93513
-75,2,21.38,0,,,61,Big Pine,6268,Two Year,United States,6919-ELBGL,Stayed,0,1,Male,1,Fiber Optic,"37.245505, -118.062943",37.245505,-118.062943,1,114.95,1,0,3,Offer A,1,1,1,1,Bank Withdrawal,1,1826,1,Q3,1,3,1,California,1,0,1,72,8196.4,0,1539.36,0,9735.76,0,1,93513
-80,4,31.11,0,,,21,Big Pine,4993,Two Year,United States,2675-DHUTR,Stayed,0,0,Male,1,Fiber Optic,"37.245505, -118.062943",37.245505,-118.062943,1,98.9,1,0,8,,1,0,1,1,Bank Withdrawal,1,1826,0,Q3,1,3,1,California,1,0,1,58,5780.7,0,1804.38,0,7585.08,0,1,93513
-31,20,0,0,,,61,Big Pine,4387,Month-to-Month,United States,7389-KBFIT,Joined,1,0,Female,1,DSL,"37.245505, -118.062943",37.245505,-118.062943,1,30.25,0,2,6,Offer E,1,0,1,1,Mailed Check,0,1826,0,Q3,1,3,0,California,0,0,0,2,63.75,0,0,0,63.75,0,1,93513
-79,17,4.77,1,Competitor,Competitor had better devices,87,Johannesburg,2312,Month-to-Month,United States,1891-UAWWU,Churned,0,1,Female,1,Fiber Optic,"35.363339, -117.637641",35.363339,-117.637641,1,90.8,1,0,1,,0,0,0,1,Bank Withdrawal,1,207,0,Q3,1,1,1,California,0,0,1,20,1951,0,95.4,0,2046.4,0,1,93528
-21,51,27.27,1,Competitor,Competitor had better devices,96,Johannesburg,4265,Month-to-Month,United States,3415-TAILE,Churned,1,0,Female,1,DSL,"35.363339, -117.637641",35.363339,-117.637641,1,65.7,0,2,1,,0,0,0,1,Credit Card,1,207,0,Q3,1,1,0,California,1,1,1,2,134.35,0,54.54,0,188.89,1,1,93528
-77,19,37.86,1,Other,Poor expertise of online support,85,Dinuba,5101,Month-to-Month,United States,2398-YPMUR,Churned,0,0,Female,1,Fiber Optic,"36.523619, -119.386868",36.523619,-119.386868,1,70.15,0,0,2,,0,0,1,1,Bank Withdrawal,1,24206,0,Q3,1,2,1,California,0,0,0,13,916.75,90,492.18,0,1498.93,0,0,93618
-55,5,13.65,1,Competitor,Competitor had better devices,90,Dinuba,2708,Month-to-Month,United States,9492-TOKRI,Churned,0,0,Female,1,Fiber Optic,"36.523619, -119.386868",36.523619,-119.386868,0,90,1,0,0,,1,0,1,0,Credit Card,1,24206,0,Q3,0,1,0,California,0,0,1,18,1527.35,0,245.7,0,1773.05,0,1,93618
-38,0,45.49,1,Competitor,Competitor made better offer,81,Dinuba,5355,Month-to-Month,United States,5356-RHIPP,Churned,0,0,Male,0,,"36.523619, -119.386868",36.523619,-119.386868,0,20.2,0,0,0,Offer E,0,0,1,0,Credit Card,1,24206,0,Q3,0,1,0,California,0,0,0,1,20.2,0,45.49,0,65.69,0,0,93618
-25,52,0,0,,,72,Dinuba,2270,Month-to-Month,United States,4257-GAESD,Stayed,0,0,Female,1,Cable,"36.523619, -119.386868",36.523619,-119.386868,0,45,0,0,0,Offer E,0,0,0,0,Credit Card,0,24206,0,Q3,0,5,0,California,1,1,1,6,298.7,0,0,0,298.7,1,1,93618
-68,19,1.98,1,Attitude,Attitude of service provider,86,Madera,5957,One Year,United States,1265-XTECC,Churned,0,0,Female,1,Fiber Optic,"37.004068, -119.930027",37.004068,-119.930027,1,96.55,1,0,5,,1,1,1,1,Credit Card,1,49247,0,Q3,1,1,1,California,1,0,0,68,6581.9,0,134.64,0,6716.54,0,1,93638
-27,48,49.43,1,Attitude,Attitude of support person,76,Madera,3042,Month-to-Month,United States,1820-TQVEV,Churned,0,0,Male,1,Fiber Optic,"37.004068, -119.930027",37.004068,-119.930027,0,69.55,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,49247,0,Q3,0,2,0,California,0,1,0,1,69.55,0,49.43,0,118.98,1,1,93638
-30,0,10,0,,,72,Madera,6072,One Year,United States,7706-YLMQA,Stayed,0,0,Female,0,,"37.004068, -119.930027",37.004068,-119.930027,0,19.7,0,0,0,,0,0,0,0,Bank Withdrawal,1,49247,0,Q3,0,4,0,California,0,0,0,70,1341.5,0,700,0,2041.5,0,0,93638
-37,0,12.72,0,,,33,Madera,3526,One Year,United States,3982-JGSFD,Stayed,0,0,Male,0,,"37.004068, -119.930027",37.004068,-119.930027,0,20.35,0,0,0,,0,0,1,0,Credit Card,1,49247,0,Q3,0,5,0,California,0,0,0,36,695.85,0,457.92,0,1153.77,0,0,93638
-68,30,30.23,1,Competitor,Competitor had better devices,85,Shaver Lake,3067,Month-to-Month,United States,1415-YFWLT,Churned,0,0,Female,1,Fiber Optic,"37.223, -119.001021",37.223,-119.001021,0,89.3,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,642,0,Q3,0,1,1,California,1,0,1,1,89.3,0,30.23,0,119.53,0,1,93664
-64,0,10.71,1,Attitude,Attitude of support person,85,Shaver Lake,2783,Month-to-Month,United States,2876-VBBBL,Churned,0,0,Female,0,,"37.223, -119.001021",37.223,-119.001021,0,20.25,0,0,0,Offer E,0,0,1,0,Credit Card,1,642,0,Q3,0,2,0,California,0,0,0,1,20.25,0,10.71,0,30.96,0,0,93664
-47,0,31.7,0,,,65,Shaver Lake,2080,Month-to-Month,United States,9146-JRIOX,Stayed,1,0,Female,0,,"37.223, -119.001021",37.223,-119.001021,1,25.55,1,1,1,,0,0,0,1,Credit Card,1,642,0,Q3,1,5,0,California,0,0,0,14,372.45,0,443.8,0,816.25,0,0,93664
-33,26,37.58,0,,,52,Shaver Lake,5314,Two Year,United States,1088-AUUZZ,Stayed,1,0,Male,1,DSL,"37.223, -119.001021",37.223,-119.001021,1,75.85,1,1,6,Offer B,1,1,1,1,Credit Card,1,642,1,Q3,1,3,0,California,1,1,0,56,4261.2,0,2104.48,0,6365.68,0,1,93664
-76,8,19.11,1,Attitude,Attitude of support person,72,Fresno,2933,Month-to-Month,United States,3500-RMZLT,Churned,0,1,Female,1,Fiber Optic,"36.739385, -119.753649",36.739385,-119.753649,0,96.3,0,0,0,,0,1,1,0,Credit Card,1,47999,1,Q3,0,1,1,California,1,0,0,15,1426.75,150,286.65,0,1863.4,0,0,93702
-60,6,1.53,1,Attitude,Attitude of support person,78,Fresno,2933,Month-to-Month,United States,4701-MLJPN,Churned,0,1,Male,1,DSL,"36.739385, -119.753649",36.739385,-119.753649,0,55.25,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,47999,1,Q3,0,3,0,California,0,0,0,31,1715.65,10,47.43,0,1773.08,0,0,93702
-22,59,8.38,1,Price,Long distance charges,71,Fresno,4776,One Year,United States,2748-MYRVK,Churned,0,0,Female,1,Fiber Optic,"36.739385, -119.753649",36.739385,-119.753649,0,99.9,1,0,0,Offer B,1,0,0,0,Bank Withdrawal,1,47999,0,Q3,0,3,0,California,1,1,1,63,6137,0,527.94,0,6664.94,1,1,93702
-47,25,14.05,0,,,56,Fresno,5327,One Year,United States,8184-WMOFI,Stayed,0,1,Male,1,DSL,"36.739385, -119.753649",36.739385,-119.753649,1,71.4,0,0,0,,0,1,0,1,Credit Card,1,47999,1,Q3,0,3,0,California,1,1,0,62,4487.3,0,871.1,0,5358.4,0,1,93702
-68,6,12.18,1,Attitude,Attitude of service provider,74,Chualar,5095,Month-to-Month,United States,2642-DTVCO,Churned,0,0,Male,1,Fiber Optic,"36.596271, -121.442274",36.596271,-121.442274,0,85.05,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1140,0,Q3,0,3,1,California,1,0,0,9,746.5,30,109.62,0,886.12,0,0,93925
-73,16,32.03,0,,,55,Chualar,3553,One Year,United States,7016-NVRIC,Stayed,0,1,Male,1,Fiber Optic,"36.596271, -121.442274",36.596271,-121.442274,1,90.1,0,0,10,,0,1,0,1,Bank Withdrawal,1,1140,0,Q3,1,3,1,California,1,1,0,29,2656.7,0,928.87,0,3585.57,0,1,93925
-52,18,0,0,,,72,Chualar,4036,Two Year,United States,5275-PMFUT,Stayed,0,1,Male,1,DSL,"36.596271, -121.442274",36.596271,-121.442274,1,64.8,0,0,9,,1,1,1,1,Credit Card,0,1140,1,Q3,1,3,0,California,1,1,1,72,4719.75,0,0,0,4719.75,0,1,93925
-50,18,39.49,0,,,52,Chualar,5224,One Year,United States,9253-VIFJQ,Stayed,0,1,Male,1,DSL,"36.596271, -121.442274",36.596271,-121.442274,1,67.05,1,0,6,Offer B,1,1,0,1,Credit Card,1,1140,0,Q3,1,3,0,California,0,0,0,65,4309.55,0,2566.85,0,6876.4,0,1,93925
-79,20,0,1,Attitude,Attitude of service provider,90,Portola Valley,5824,One Year,United States,7136-RVDTZ,Churned,0,0,Male,1,DSL,"37.369709, -122.215844",37.369709,-122.215844,0,45.25,0,0,0,,0,0,1,0,Bank Withdrawal,0,6601,0,Q3,0,2,1,California,1,0,1,70,3264.45,0,0,0,3264.45,0,1,94028
-42,0,3.23,0,,,52,Portola Valley,5368,Month-to-Month,United States,4661-NJEUX,Joined,0,0,Male,0,,"37.369709, -122.215844",37.369709,-122.215844,0,20.05,0,0,0,,0,0,1,0,Credit Card,1,6601,0,Q3,0,3,0,California,0,0,0,1,20.05,0,3.23,0,23.28,0,0,94028
-33,25,2.56,0,,,56,Portola Valley,6347,Two Year,United States,8670-ERCJH,Stayed,0,1,Male,1,Fiber Optic,"37.369709, -122.215844",37.369709,-122.215844,0,113.4,1,0,0,Offer A,1,1,0,0,Bank Withdrawal,1,6601,1,Q3,0,3,0,California,1,1,1,72,8164.1,0,184.32,0,8348.42,0,1,94028
-59,21,7.84,0,,,78,Portola Valley,4268,One Year,United States,7103-ZGVNT,Stayed,1,0,Female,1,Cable,"37.369709, -122.215844",37.369709,-122.215844,1,73.7,1,3,10,Offer A,1,1,0,1,Credit Card,1,6601,1,Q3,1,4,0,California,0,0,1,69,4885.85,0,540.96,0,5426.81,0,1,94028
-78,22,5.71,1,Attitude,Attitude of service provider,91,Redwood City,3684,Month-to-Month,United States,6927-WTFIV,Churned,0,0,Male,1,Fiber Optic,"37.461251, -122.235414",37.461251,-122.235414,0,71.3,0,0,0,Offer D,0,0,0,0,Credit Card,1,35737,0,Q3,0,2,1,California,0,0,0,20,1389.2,0,114.2,0,1503.4,0,1,94061
-56,27,38.85,0,,,64,Redwood City,6063,One Year,United States,7997-EASSD,Stayed,0,0,Female,1,Fiber Optic,"37.461251, -122.235414",37.461251,-122.235414,1,81.2,1,0,1,Offer B,0,0,1,1,Credit Card,1,35737,1,Q3,1,3,0,California,0,0,0,63,4965.1,0,2447.55,0,7412.65,0,1,94061
-26,48,21.67,0,,,32,Redwood City,3955,Month-to-Month,United States,7175-NTIXE,Stayed,0,0,Female,1,DSL,"37.461251, -122.235414",37.461251,-122.235414,0,76.15,0,0,0,,0,1,1,0,Credit Card,1,35737,1,Q3,0,3,0,California,1,1,1,25,1992.95,0,541.75,0,2534.7,1,1,94061
-42,0,19.21,0,,,34,Redwood City,4922,Two Year,United States,1207-BLKSA,Stayed,1,0,Female,0,,"37.461251, -122.235414",37.461251,-122.235414,1,23.05,1,2,1,,0,0,0,1,Credit Card,1,35737,0,Q3,1,3,0,California,0,0,0,52,1255.1,0,998.92,0,2254.02,0,0,94061
-76,18,19.74,1,Attitude,Attitude of support person,67,Redwood City,3853,Month-to-Month,United States,3398-ZOUAA,Churned,0,0,Male,1,Fiber Optic,"37.499411, -122.196318",37.499411,-122.196318,1,69.1,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,32368,0,Q3,1,2,1,California,0,0,0,21,1474.75,0,414.54,0,1889.29,0,1,94063
-67,6,42.53,0,,,47,Redwood City,2939,Two Year,United States,9796-BPKIW,Stayed,0,0,Male,1,Fiber Optic,"37.499411, -122.196318",37.499411,-122.196318,0,69.95,0,0,0,,0,0,1,0,Credit Card,1,32368,0,Q3,0,3,1,California,0,0,0,8,562.7,0,340.24,0,902.94,0,1,94063
-29,27,33.83,0,,,42,Redwood City,5027,Two Year,United States,8975-SKGRX,Stayed,0,1,Male,1,Fiber Optic,"37.499411, -122.196318",37.499411,-122.196318,1,116.1,1,0,1,,1,1,1,1,Bank Withdrawal,1,32368,1,Q3,1,4,0,California,1,1,1,71,8310.55,130,2401.93,0,10842.48,1,0,94063
-45,22,0,0,,,74,Redwood City,6251,Two Year,United States,8316-BBQAY,Stayed,0,1,Female,1,Cable,"37.499411, -122.196318",37.499411,-122.196318,0,59.95,0,0,0,,0,1,0,0,Credit Card,0,32368,1,Q3,0,3,0,California,1,1,1,65,3921.1,0,0,0,3921.1,0,1,94063
-65,22,28.82,1,Competitor,Competitor made better offer,82,San Francisco,5359,Month-to-Month,United States,4844-JJWUY,Churned,0,0,Female,1,Fiber Optic,"37.776718, -122.495781",37.776718,-122.495781,0,86,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,42476,0,Q3,0,1,1,California,1,1,0,1,86,0,28.82,0,114.82,0,1,94121
-23,0,16.42,0,,,24,San Francisco,4501,One Year,United States,7471-WNSUF,Stayed,0,0,Male,0,,"37.776718, -122.495781",37.776718,-122.495781,1,24.15,1,0,1,Offer B,0,0,0,1,Bank Withdrawal,1,42476,0,Q3,1,3,0,California,0,0,0,60,1505.9,0,985.2,0,2491.1,1,0,94121
-61,0,48.01,0,,,79,San Francisco,4066,Two Year,United States,9153-BTBVV,Stayed,0,0,Female,0,,"37.776718, -122.495781",37.776718,-122.495781,1,25,1,0,1,Offer A,0,0,0,1,Bank Withdrawal,1,42476,0,Q3,1,4,0,California,0,0,0,71,1753,0,3408.71,0,5161.71,0,0,94121
-46,0,37.83,0,,,20,San Francisco,4890,Two Year,United States,7602-DBTOU,Stayed,0,0,Female,0,,"37.776718, -122.495781",37.776718,-122.495781,1,19.6,0,0,2,,0,0,0,1,Credit Card,1,42476,0,Q3,1,4,0,California,0,0,0,71,1416.5,0,2685.93,0,4102.43,0,0,94121
-80,15,0,1,Competitor,Competitor offered higher download speeds,80,San Francisco,4011,One Year,United States,4785-QRJHC,Churned,0,1,Male,1,DSL,"37.722302, -122.491129",37.722302,-122.491129,1,59.9,0,0,1,,1,0,1,1,Bank Withdrawal,0,26297,1,Q3,1,3,1,California,1,0,1,46,2816.65,150,0,0,2966.65,0,0,94132
-80,17,37.42,0,,,34,San Francisco,2440,Two Year,United States,7748-UMTRK,Stayed,1,0,Female,1,Fiber Optic,"37.722302, -122.491129",37.722302,-122.491129,0,101.3,1,1,0,,0,0,1,0,Bank Withdrawal,1,26297,1,Q3,0,4,1,California,1,1,1,30,2974.5,0,1122.6,0,4097.1,0,1,94132
-29,46,13.04,1,Competitor,Competitor made better offer,65,San Francisco,5341,Month-to-Month,United States,3066-RRJIO,Churned,0,0,Female,1,Fiber Optic,"37.722302, -122.491129",37.722302,-122.491129,0,69.95,0,0,0,Offer E,0,0,1,0,Credit Card,1,26297,0,Q3,0,3,0,California,0,0,0,1,69.95,0,13.04,0,82.99,1,1,94132
-32,53,16.09,0,,,45,San Francisco,4121,Two Year,United States,0862-PRCBS,Stayed,1,0,Female,1,Fiber Optic,"37.722302, -122.491129",37.722302,-122.491129,1,103.75,1,3,6,,1,0,1,1,Credit Card,1,26297,1,Q3,1,3,0,California,1,1,1,68,7039.45,0,1094.12,0,8133.57,0,1,94132
-78,12,16.83,1,Price,Price too high,72,Concord,4661,Month-to-Month,United States,7248-VZQLC,Churned,0,1,Female,1,Fiber Optic,"37.971421, -121.971504",37.971421,-121.971504,0,85.2,1,0,0,,1,0,1,0,Bank Withdrawal,1,39888,0,Q3,0,1,1,California,0,0,0,47,3969.35,0,791.01,0,4760.36,0,1,94521
-61,30,0,1,Dissatisfaction,Service dissatisfaction,93,Concord,3520,Month-to-Month,United States,4323-SADQS,Churned,1,0,Male,1,Cable,"37.971421, -121.971504",37.971421,-121.971504,1,34.5,0,6,2,,0,1,1,1,Bank Withdrawal,0,39888,1,Q3,1,1,0,California,0,0,0,7,279.25,0,0,0,279.25,0,1,94521
-33,0,4.15,0,,,37,Concord,4993,Two Year,United States,3261-CQXOL,Stayed,1,0,Female,0,,"37.971421, -121.971504",37.971421,-121.971504,1,25.45,1,2,0,Offer A,0,0,0,1,Bank Withdrawal,1,39888,0,Q3,0,3,0,California,0,0,0,71,1813.35,0,294.65,0,2108,0,0,94521
-54,23,14.8,0,,,58,Concord,2531,One Year,United States,5269-NRGDP,Stayed,1,1,Male,1,DSL,"37.971421, -121.971504",37.971421,-121.971504,1,73.15,0,2,1,,0,0,0,1,Bank Withdrawal,1,39888,1,Q3,1,3,0,California,1,1,1,42,3088.25,0,621.6,0,3709.85,0,1,94521
-78,4,27.82,1,Dissatisfaction,Product dissatisfaction,91,Martinez,3714,Month-to-Month,United States,0011-IGKFF,Churned,0,1,Male,1,Fiber Optic,"38.014457, -122.115432",38.014457,-122.115432,1,98,0,0,1,Offer D,1,0,1,1,Bank Withdrawal,1,46677,0,Q3,1,1,1,California,1,0,1,13,1237.85,0,361.66,0,1599.51,0,1,94553
-30,53,49.42,1,Competitor,Competitor had better devices,81,Martinez,5200,Two Year,United States,2834-JRTUA,Churned,0,1,Male,1,Fiber Optic,"38.014457, -122.115432",38.014457,-122.115432,0,108.05,1,0,0,Offer A,0,1,1,0,Bank Withdrawal,1,46677,1,Q3,0,1,0,California,1,1,1,71,7532.15,0,3508.82,0,11040.97,0,1,94553
-60,0,36.5,0,,,39,Martinez,3378,Two Year,United States,4213-HKBJO,Stayed,0,0,Female,0,,"38.014457, -122.115432",38.014457,-122.115432,0,25.7,1,0,0,,0,0,0,0,Credit Card,1,46677,0,Q3,0,4,0,California,0,0,0,33,826.1,0,1204.5,0,2030.6,0,0,94553
-61,0,19.56,0,,,26,Martinez,5250,Month-to-Month,United States,8815-LMFLX,Stayed,1,0,Male,0,,"38.014457, -122.115432",38.014457,-122.115432,1,25.4,1,4,8,Offer C,0,0,1,1,Bank Withdrawal,1,46677,0,Q3,1,3,0,California,0,0,0,25,546.85,0,489,0,1035.85,0,0,94553
-68,18,35.43,1,Attitude,Attitude of support person,87,Moraga,5960,Month-to-Month,United States,6496-SLWHQ,Churned,0,1,Male,1,Fiber Optic,"37.827946, -122.107185",37.827946,-122.107185,0,105,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,16510,0,Q3,0,3,1,California,1,0,1,3,294.45,0,106.29,0,400.74,0,1,94556
-21,85,36.06,1,Dissatisfaction,Service dissatisfaction,96,Moraga,5317,Month-to-Month,United States,5028-GZLDO,Churned,0,0,Male,1,Fiber Optic,"37.827946, -122.107185",37.827946,-122.107185,0,70.7,0,0,0,,0,0,0,0,Credit Card,1,16510,0,Q3,0,1,0,California,0,0,0,2,140.7,0,72.12,0,212.82,1,1,94556
-34,23,33.79,0,,,75,Moraga,5902,Month-to-Month,United States,5879-SESNB,Stayed,0,0,Female,1,Fiber Optic,"37.827946, -122.107185",37.827946,-122.107185,0,75.25,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,16510,0,Q3,0,3,0,California,0,0,0,11,888.65,0,371.69,0,1260.34,0,1,94556
-51,20,0,0,,,45,Moraga,5629,Month-to-Month,United States,8582-KRHPJ,Stayed,0,0,Male,1,DSL,"37.827946, -122.107185",37.827946,-122.107185,0,35,0,0,0,Offer B,1,1,1,0,Credit Card,0,16510,0,Q3,0,3,0,California,0,0,0,50,1782.4,0,0,0,1782.4,0,1,94556
-75,22,46.05,1,Dissatisfaction,Limited range of services,91,Oakley,4819,Month-to-Month,United States,5383-MMTWC,Churned,0,0,Female,1,Fiber Optic,"37.999406, -121.686241",37.999406,-121.686241,1,84,1,0,1,,0,0,1,1,Bank Withdrawal,1,27607,0,Q3,1,3,1,California,1,0,0,8,613.4,0,368.4,0,981.8,0,1,94561
-21,0,22.96,0,,,34,Oakley,2630,Two Year,United States,1106-HRLKZ,Stayed,1,0,Male,0,,"37.999406, -121.686241",37.999406,-121.686241,1,19.6,0,1,9,Offer B,0,0,0,1,Credit Card,1,27607,0,Q3,1,5,0,California,0,0,0,40,808.95,0,918.4,0,1727.35,1,0,94561
-35,6,36.62,0,,,72,Oakley,4915,One Year,United States,4837-QUSFT,Stayed,0,0,Female,1,Fiber Optic,"37.999406, -121.686241",37.999406,-121.686241,1,100.15,1,0,8,Offer B,1,1,1,1,Bank Withdrawal,1,27607,1,Q3,1,4,0,California,0,0,1,65,6643.5,0,2380.3,0,9023.8,0,1,94561
-21,26,25.69,0,,,76,Oakley,5264,Two Year,United States,1506-YJTYT,Stayed,1,0,Male,1,DSL,"37.999406, -121.686241",37.999406,-121.686241,1,73.85,1,1,9,Offer B,1,1,0,1,Credit Card,1,27607,1,Q3,1,3,0,California,0,0,1,45,3371,0,1156.05,0,4527.05,1,1,94561
-73,19,0,1,Other,Poor expertise of online support,72,Oakland,4694,Month-to-Month,United States,5167-GBFRE,Churned,0,0,Male,1,DSL,"37.803883, -122.208417",37.803883,-122.208417,0,25.2,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,28900,0,Q3,0,3,1,California,0,0,0,4,102.5,0,0,0,102.5,0,1,94602
-58,15,32.13,1,Competitor,Competitor made better offer,81,Oakland,5082,Month-to-Month,United States,9019-QVLZD,Churned,0,0,Female,1,Fiber Optic,"37.803883, -122.208417",37.803883,-122.208417,0,79.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,28900,0,Q3,0,2,0,California,0,0,1,1,79.55,10,32.13,0,121.68,0,0,94602
-31,8,0,0,,,48,Oakland,4151,Two Year,United States,6614-YOLAC,Stayed,0,0,Female,1,Cable,"37.803883, -122.208417",37.803883,-122.208417,1,58.65,0,0,3,Offer A,1,1,0,1,Credit Card,0,28900,1,Q3,1,4,0,California,1,1,1,71,4145.25,0,0,0,4145.25,0,1,94602
-52,4,40.47,0,,,67,Oakland,5186,One Year,United States,5140-FOMCQ,Stayed,0,1,Female,1,Fiber Optic,"37.803883, -122.208417",37.803883,-122.208417,1,109.15,1,0,7,Offer B,1,1,1,1,Credit Card,1,28900,0,Q3,1,4,0,California,1,1,1,59,6557.75,0,2387.73,0,8945.48,0,1,94602
-73,19,17.19,1,Other,Don't know,94,Emeryville,3167,Month-to-Month,United States,1324-NLTJE,Churned,0,0,Female,1,DSL,"37.83726, -122.287648",37.83726,-122.287648,0,55,1,0,0,Offer D,0,0,0,0,Credit Card,1,24589,1,Q3,0,1,1,California,0,0,0,15,757.1,0,257.85,0,1014.95,0,1,94608
-43,0,11.91,1,Attitude,Attitude of support person,92,Emeryville,2611,Month-to-Month,United States,6849-WLEYG,Churned,1,0,Male,0,,"37.83726, -122.287648",37.83726,-122.287648,0,19.75,0,3,0,,0,0,0,0,Credit Card,1,24589,0,Q3,0,3,0,California,0,0,0,1,19.75,0,11.91,0,31.66,0,0,94608
-36,20,10.97,0,,,37,Emeryville,6045,Two Year,United States,7649-SIJJF,Stayed,0,1,Male,1,DSL,"37.83726, -122.287648",37.83726,-122.287648,1,80.1,1,0,5,Offer A,1,1,1,1,Credit Card,1,24589,1,Q3,1,3,0,California,1,1,0,71,5585.4,0,778.87,0,6364.27,0,1,94608
-55,0,44.82,0,,,67,Emeryville,4837,One Year,United States,5324-KTGCG,Stayed,0,0,Male,0,,"37.83726, -122.287648",37.83726,-122.287648,1,20.85,0,0,5,,0,0,0,1,Bank Withdrawal,1,24589,0,Q3,1,4,0,California,0,0,0,71,1539.75,0,3182.22,0,4721.97,0,0,94608
-70,27,32.31,1,Competitor,Competitor had better devices,87,Richmond,3019,Month-to-Month,United States,5567-WSELE,Churned,0,0,Male,1,Fiber Optic,"37.945288, -122.383941",37.945288,-122.383941,1,94.6,1,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,28450,0,Q3,1,1,1,California,1,0,1,3,279.55,0,96.93,0,376.48,0,1,94801
-73,13,34.36,0,,,77,Richmond,4241,Two Year,United States,2674-MLXMN,Stayed,0,0,Female,1,Fiber Optic,"37.945288, -122.383941",37.945288,-122.383941,0,99.65,1,0,0,Offer A,1,0,1,0,Credit Card,1,28450,0,Q3,0,4,1,California,1,0,1,71,6951.15,0,2439.56,3.33,9387.38,0,1,94801
-49,0,8.91,0,,,21,Richmond,4671,Two Year,United States,2632-TACXW,Stayed,0,0,Female,0,,"37.945288, -122.383941",37.945288,-122.383941,1,23.65,1,0,4,,0,0,0,1,Bank Withdrawal,1,28450,0,Q3,1,4,0,California,0,0,0,62,1416.75,0,552.42,0,1969.17,0,0,94801
-48,28,41.68,0,,,20,Richmond,6380,Two Year,United States,5781-BKHOP,Stayed,0,1,Female,1,Fiber Optic,"37.945288, -122.383941",37.945288,-122.383941,1,100.65,1,0,10,Offer A,1,1,0,1,Bank Withdrawal,1,28450,0,Q3,1,3,0,California,0,0,1,72,7334.05,0,3000.96,0,10335.01,0,1,94801
-74,23,39.36,1,Competitor,Competitor had better devices,87,Larkspur,5860,Month-to-Month,United States,6646-VRFOL,Churned,0,1,Male,1,Fiber Optic,"37.937082, -122.532369",37.937082,-122.532369,1,103.85,1,0,1,,1,0,1,1,Bank Withdrawal,1,6773,0,Q3,1,1,1,California,1,0,1,53,5485.5,0,2086.08,0,7571.58,0,1,94939
-55,2,0,1,Competitor,Competitor offered higher download speeds,93,Larkspur,2863,Month-to-Month,United States,5669-SRAIP,Churned,0,1,Female,1,DSL,"37.937082, -122.532369",37.937082,-122.532369,0,39.5,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,0,6773,0,Q3,0,2,0,California,1,1,0,5,210.75,0,0,39.27,171.48,0,1,94939
-37,0,12.58,0,,,22,Larkspur,5613,Two Year,United States,4231-LZUYM,Stayed,0,0,Female,0,,"37.937082, -122.532369",37.937082,-122.532369,1,25.65,1,0,4,,0,0,0,1,Bank Withdrawal,1,6773,0,Q3,1,5,0,California,0,0,0,72,1887,0,905.76,0,2792.76,0,0,94939
-21,0,12.41,0,,,78,Larkspur,5184,Month-to-Month,United States,7998-ZLXWN,Stayed,0,0,Female,0,,"37.937082, -122.532369",37.937082,-122.532369,1,20.45,0,0,3,,0,0,0,1,Credit Card,1,6773,0,Q3,1,4,0,California,0,0,0,15,330.8,0,186.15,0,516.95,1,0,94939
-70,29,47.17,1,Competitor,Competitor offered more data,79,Ben Lomond,6284,Month-to-Month,United States,9090-SGQXL,Churned,0,1,Male,1,Fiber Optic,"37.078873, -122.090386",37.078873,-122.090386,1,105.3,1,0,1,,1,0,1,1,Bank Withdrawal,1,6407,0,Q3,1,3,1,California,1,0,1,68,7299.65,0,3207.56,0,10507.21,0,1,95005
-44,0,36.45,0,,,47,Ben Lomond,4455,One Year,United States,4121-AGSIN,Stayed,0,0,Female,0,,"37.078873, -122.090386",37.078873,-122.090386,1,24.5,1,0,9,,0,0,1,1,Credit Card,1,6407,0,Q3,1,4,0,California,0,0,0,58,1497.9,0,2114.1,9.22,3602.78,0,0,95005
-31,9,0,0,,,76,Ben Lomond,3695,One Year,United States,6402-SSEJG,Stayed,0,1,Female,1,DSL,"37.078873, -122.090386",37.078873,-122.090386,0,61.05,0,0,0,,1,1,0,0,Bank Withdrawal,0,6407,0,Q3,0,3,0,California,1,1,1,25,1540.2,0,0,0,1540.2,0,1,95005
-23,0,20.05,0,,,27,Ben Lomond,3763,Two Year,United States,2520-SGTTA,Stayed,1,0,Female,0,,"37.078873, -122.090386",37.078873,-122.090386,1,20,0,3,4,Offer E,0,0,0,1,Credit Card,1,6407,0,Q3,1,4,0,California,0,0,0,10,200,0,200.5,0,400.5,1,0,95005
-66,13,48.87,1,Competitor,Competitor made better offer,74,Campbell,4281,One Year,United States,9835-ZIITK,Churned,0,1,Male,1,Fiber Optic,"37.279689, -121.954567",37.279689,-121.954567,1,110.85,1,0,1,,1,0,1,1,Bank Withdrawal,1,44976,1,Q3,1,1,1,California,1,0,1,66,7491.75,0,3225.42,0,10717.17,0,1,95008
-61,19,1.67,0,,,59,Campbell,5998,Month-to-Month,United States,0455-XFASS,Joined,1,0,Female,1,Fiber Optic,"37.279689, -121.954567",37.279689,-121.954567,1,69.55,0,2,3,,0,0,1,1,Bank Withdrawal,1,44976,0,Q3,1,3,0,California,0,0,0,3,200.2,0,5.01,33.8,171.41,0,1,95008
-46,16,5.17,0,,,39,Campbell,5331,Month-to-Month,United States,1110-KYLGQ,Stayed,0,1,Female,1,Fiber Optic,"37.279689, -121.954567",37.279689,-121.954567,0,108.25,1,0,0,,1,1,0,0,Credit Card,1,44976,0,Q3,0,3,0,California,1,1,1,63,6780.1,0,325.71,0,7105.81,0,1,95008
-34,18,34.02,0,,,56,Campbell,5540,One Year,United States,1088-CNNKB,Stayed,0,1,Male,1,DSL,"37.279689, -121.954567",37.279689,-121.954567,1,80,1,0,9,,1,1,0,1,Credit Card,1,44976,1,Q3,1,3,0,California,1,1,0,63,5040.2,0,2143.26,0,7183.46,0,1,95008
-68,25,0,1,Dissatisfaction,Product dissatisfaction,93,Davenport,4564,Month-to-Month,United States,5649-TJHOV,Churned,0,0,Male,1,DSL,"37.114335, -122.237162",37.114335,-122.237162,1,36.5,0,0,1,Offer C,0,0,0,1,Bank Withdrawal,0,857,0,Q3,1,1,1,California,1,0,0,27,1032,30,0,0,1062,0,0,95017
-75,11,42.19,0,,,72,Davenport,4368,Two Year,United States,7693-QPEFS,Stayed,0,0,Male,1,Fiber Optic,"37.114335, -122.237162",37.114335,-122.237162,0,72.95,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,857,0,Q3,0,3,1,California,0,0,0,52,3829.75,0,2193.88,0,6023.63,0,1,95017
-51,14,17.33,1,Competitor,Competitor made better offer,65,Davenport,3533,Month-to-Month,United States,9878-TNQGW,Churned,0,0,Male,1,Fiber Optic,"37.114335, -122.237162",37.114335,-122.237162,0,80.95,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,857,0,Q3,0,3,0,California,1,1,0,2,171.15,0,34.66,0,205.81,0,1,95017
-21,0,47.25,0,,,48,Davenport,2448,Month-to-Month,United States,5868-YTYKS,Joined,1,0,Male,0,,"37.114335, -122.237162",37.114335,-122.237162,0,20.25,0,2,0,Offer E,0,0,1,0,Credit Card,1,857,0,Q3,0,3,0,California,0,0,0,1,20.25,0,47.25,0,67.5,1,0,95017
-77,30,13.02,1,Other,Don't know,93,San Jose,2905,Month-to-Month,United States,8775-LHDJH,Churned,0,0,Female,1,Fiber Optic,"37.270938, -121.851046",37.270938,-121.851046,1,90.6,1,0,1,Offer E,1,0,1,1,Bank Withdrawal,1,36944,0,Q3,1,2,1,California,0,0,1,1,90.6,0,13.02,0,103.62,0,1,95136
-58,0,21.18,0,,,45,San Jose,4725,Month-to-Month,United States,3156-QLHBO,Joined,1,0,Male,0,,"37.270938, -121.851046",37.270938,-121.851046,0,19.25,0,1,0,,0,0,0,0,Credit Card,1,36944,0,Q3,0,3,0,California,0,0,0,2,48.35,0,42.36,0,90.71,0,0,95136
-20,51,32.33,0,,,80,San Jose,4398,Two Year,United States,4016-BJKTZ,Stayed,0,1,Female,1,Fiber Optic,"37.270938, -121.851046",37.270938,-121.851046,0,108.9,1,0,0,Offer C,1,0,0,0,Bank Withdrawal,1,36944,1,Q3,0,4,0,California,1,1,1,25,2809.05,0,808.25,0,3617.3,1,1,95136
-27,48,10.05,0,,,35,San Jose,5301,Two Year,United States,3716-LRGXK,Stayed,0,1,Male,1,Fiber Optic,"37.270938, -121.851046",37.270938,-121.851046,1,101.15,1,0,0,,0,0,0,1,Credit Card,1,36944,0,Q3,0,3,0,California,1,1,1,60,6067.4,0,603,0,6670.4,1,1,95136
-73,11,4.19,1,Competitor,Competitor had better devices,78,San Jose,5204,Month-to-Month,United States,3097-NQYSN,Churned,0,0,Male,1,Fiber Optic,"37.218705, -121.762429",37.218705,-121.762429,1,86.85,1,0,3,,0,0,1,1,Credit Card,1,7023,0,Q3,1,1,1,California,0,0,1,2,156.35,40,8.38,0,204.73,0,0,95139
-73,27,4.59,0,,,29,San Jose,5408,Two Year,United States,1779-PWPMG,Stayed,0,1,Female,1,Fiber Optic,"37.218705, -121.762429",37.218705,-121.762429,1,114.65,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,7023,1,Q3,1,3,1,California,1,0,1,72,8333.95,0,330.48,0,8664.43,0,1,95139
-61,0,33.92,0,,,41,San Jose,5475,Two Year,United States,9838-BFCQT,Stayed,1,0,Male,0,,"37.218705, -121.762429",37.218705,-121.762429,1,26.1,1,2,2,,0,0,0,1,Credit Card,1,7023,0,Q3,1,3,0,California,0,0,0,72,1851.45,0,2442.24,0,4293.69,0,0,95139
-30,0,19.18,0,,,73,San Jose,2948,Two Year,United States,9950-MTGYX,Stayed,1,0,Male,0,,"37.218705, -121.762429",37.218705,-121.762429,1,20.3,0,2,8,,0,0,1,1,Credit Card,1,7023,0,Q3,1,3,0,California,0,0,0,28,487.95,0,537.04,0,1024.99,0,0,95139
-65,4,32.77,1,Competitor,Competitor had better devices,68,Vallecito,2851,Month-to-Month,United States,9190-MFJLN,Churned,0,1,Male,1,Fiber Optic,"38.055562, -120.456298",38.055562,-120.456298,0,95.9,0,0,0,Offer D,0,0,1,0,Credit Card,1,460,0,Q3,0,1,1,California,1,1,1,19,1777.9,0,622.63,0,2400.53,0,1,95251
-42,56,45.26,1,Price,Price too high,84,Vallecito,4734,Month-to-Month,United States,9170-GYZJC,Churned,1,1,Female,1,Cable,"38.055562, -120.456298",38.055562,-120.456298,1,79.9,1,3,1,,1,1,0,1,Credit Card,1,460,1,Q3,1,1,0,California,1,1,0,41,3326.2,0,1855.66,0,5181.86,0,1,95251
-60,76,32.47,0,,,29,Vallecito,4558,Two Year,United States,9127-FHJBZ,Stayed,1,1,Male,1,Fiber Optic,"38.055562, -120.456298",38.055562,-120.456298,1,114,1,3,1,,1,1,1,1,Bank Withdrawal,1,460,1,Q3,1,3,0,California,1,1,1,72,8093.15,0,2337.84,0,10430.99,0,1,95251
-33,28,0,0,,,42,Vallecito,5461,Two Year,United States,1139-WUOAH,Stayed,0,1,Male,1,DSL,"38.055562, -120.456298",38.055562,-120.456298,0,53.35,0,0,0,,0,0,0,0,Credit Card,0,460,1,Q3,0,4,0,California,1,1,1,57,3090.05,100,0,0,3190.05,0,0,95251
-78,11,14.22,1,Competitor,Competitor offered higher download speeds,65,Woodbridge,5214,Month-to-Month,United States,1095-JUDTC,Churned,0,0,Female,1,Fiber Optic,"38.169605, -121.310964",38.169605,-121.310964,0,95.05,1,0,0,,1,0,1,0,Bank Withdrawal,1,4176,1,Q3,0,2,1,California,0,0,1,47,4504.55,0,668.34,0,5172.89,0,1,95258
-59,15,33.69,0,,,78,Woodbridge,5577,Month-to-Month,United States,1346-UFHAX,Stayed,0,0,Female,1,Fiber Optic,"38.169605, -121.310964",38.169605,-121.310964,0,80,1,0,0,Offer D,0,1,1,0,Credit Card,1,4176,0,Q3,0,3,0,California,0,0,0,13,1029.35,0,437.97,0,1467.32,0,0,95258
-45,16,20.3,0,,,50,Woodbridge,4014,Month-to-Month,United States,1845-ZLLIG,Joined,0,0,Male,1,DSL,"38.169605, -121.310964",38.169605,-121.310964,0,50.15,0,0,0,Offer E,1,0,1,0,Credit Card,1,4176,0,Q3,0,3,0,California,0,0,0,1,50.15,0,20.3,0,70.45,0,1,95258
-64,0,41.23,0,,,26,Woodbridge,6196,Two Year,United States,5075-JSDKI,Stayed,0,0,Female,0,,"38.169605, -121.310964",38.169605,-121.310964,0,24.45,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,4176,0,Q3,0,4,0,California,0,0,0,59,1493.1,0,2432.57,0,3925.67,0,0,95258
-69,23,37.6,1,Competitor,Competitor offered higher download speeds,68,Delhi,5648,Month-to-Month,United States,5385-SUIRI,Churned,0,1,Male,1,Fiber Optic,"37.422961, -120.765493",37.422961,-120.765493,1,104.2,1,0,0,,0,1,1,1,Bank Withdrawal,1,10159,0,Q3,0,1,1,California,1,1,1,52,5568.35,0,1955.2,0,7523.55,0,1,95315
-19,59,33.48,1,Attitude,Attitude of support person,91,Delhi,4611,Month-to-Month,United States,5673-FSSMF,Churned,0,0,Female,1,Cable,"37.422961, -120.765493",37.422961,-120.765493,0,60.15,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,10159,0,Q3,0,3,0,California,1,1,0,1,60.15,20,33.48,0,113.63,1,0,95315
-24,0,26.12,1,Price,Long distance charges,76,Delhi,3820,Month-to-Month,United States,2002-MZHWP,Churned,0,0,Female,0,,"37.422961, -120.765493",37.422961,-120.765493,0,20.5,0,0,0,Offer E,0,0,0,0,Credit Card,1,10159,0,Q3,0,2,0,California,0,0,0,1,20.5,0,26.12,0,46.62,1,0,95315
-53,25,17.07,0,,,36,Delhi,4954,One Year,United States,8259-DZLIZ,Stayed,1,0,Female,1,DSL,"37.422961, -120.765493",37.422961,-120.765493,1,53.85,1,2,10,Offer B,1,0,1,1,Bank Withdrawal,1,10159,0,Q3,1,4,0,California,0,0,0,64,3399.85,0,1092.48,0,4492.33,0,1,95315
-67,22,3.62,1,Price,Extra data charges,71,Riverbank,4074,Month-to-Month,United States,6328-ZPBGN,Churned,0,0,Female,1,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,0,95.15,1,0,0,,0,0,1,0,Bank Withdrawal,1,16525,0,Q3,0,2,1,California,1,1,1,11,997.65,0,39.82,0,1037.47,0,1,95367
-30,52,26.87,1,Other,Don't know,86,Riverbank,2101,Month-to-Month,United States,1618-CFHME,Churned,0,0,Female,1,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,0,75.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,16525,0,Q3,0,1,0,California,0,0,0,2,143.35,0,53.74,0,197.09,0,1,95367
-40,17,16.2,1,Dissatisfaction,Product dissatisfaction,68,Riverbank,5248,Month-to-Month,United States,9992-RRAMN,Churned,0,0,Male,1,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,1,85.1,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,16525,0,Q3,1,1,0,California,1,1,0,22,1873.7,0,356.4,0,2230.1,0,1,95367
-39,27,24.45,1,Dissatisfaction,Lack of self-service on Website,85,Riverbank,2224,Two Year,United States,7666-WKRON,Churned,0,1,Female,1,Fiber Optic,"37.734971, -120.954271",37.734971,-120.954271,0,80.45,0,0,0,,0,0,1,0,Bank Withdrawal,1,16525,1,Q3,0,3,0,California,0,0,0,39,3201.55,0,953.55,0,4155.1,0,1,95367
-74,6,39.12,1,Dissatisfaction,Network reliability,73,Santa Rosa,3802,Month-to-Month,United States,2856-NNASM,Churned,0,0,Male,1,Fiber Optic,"38.394091, -122.739814",38.394091,-122.739814,0,89.55,0,0,0,,0,0,1,0,Mailed Check,1,30876,0,Q3,0,1,1,California,1,1,1,43,3856.75,0,1682.16,0,5538.91,0,1,95407
-49,28,34.37,1,Other,Poor expertise of online support,66,Santa Rosa,4568,Month-to-Month,United States,5552-ZNFSJ,Churned,0,0,Male,1,DSL,"38.394091, -122.739814",38.394091,-122.739814,0,45.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,30876,0,Q3,0,3,0,California,0,0,0,1,45.3,0,34.37,0,79.67,0,1,95407
-54,0,15.51,0,,,20,Santa Rosa,5707,One Year,United States,7446-SFAOA,Stayed,0,0,Female,0,,"38.394091, -122.739814",38.394091,-122.739814,1,19.85,0,0,8,,0,0,1,1,Bank Withdrawal,1,30876,0,Q3,1,4,0,California,0,0,0,37,717.5,0,573.87,0,1291.37,0,0,95407
-22,52,14.75,0,,,56,Santa Rosa,4271,Month-to-Month,United States,5339-TJFEK,Stayed,1,0,Male,1,Fiber Optic,"38.394091, -122.739814",38.394091,-122.739814,1,105.5,1,1,8,Offer B,1,1,1,1,Bank Withdrawal,1,30876,0,Q3,1,4,0,California,1,1,1,62,6487.2,150,914.5,0,7551.7,1,0,95407
-77,29,36.78,1,Attitude,Attitude of support person,71,Clearlake,2097,Month-to-Month,United States,6769-DYBQN,Churned,0,0,Male,1,Fiber Optic,"38.965804, -122.631779",38.965804,-122.631779,0,85,0,0,0,,0,1,0,0,Bank Withdrawal,1,13485,0,Q3,0,1,1,California,1,1,0,46,3969.4,0,1691.88,0,5661.28,0,1,95422
-53,26,14.48,1,Competitor,Competitor had better devices,70,Clearlake,3940,Month-to-Month,United States,7595-EUIVN,Churned,0,0,Female,1,Fiber Optic,"38.965804, -122.631779",38.965804,-122.631779,0,75.8,0,0,0,,1,0,0,0,Bank Withdrawal,1,13485,0,Q3,0,1,0,California,0,0,0,1,75.8,0,14.48,0,90.28,0,1,95422
-19,73,0,0,,,75,Clearlake,2562,Month-to-Month,United States,0953-LGOVU,Stayed,1,0,Male,1,DSL,"38.965804, -122.631779",38.965804,-122.631779,1,35.5,0,3,7,Offer D,1,0,0,1,Mailed Check,0,13485,1,Q3,1,4,0,California,0,0,0,12,432.25,0,0,0,432.25,1,1,95422
-32,0,31.7,0,,,60,Clearlake,4821,Two Year,United States,4804-NCPET,Stayed,1,0,Male,0,,"38.965804, -122.631779",38.965804,-122.631779,1,20.2,0,3,3,,0,0,0,1,Credit Card,1,13485,0,Q3,1,3,0,California,0,0,0,19,387.4,0,602.3,0,989.7,0,0,95422
-76,6,41.16,1,Attitude,Attitude of support person,89,Lakeport,2426,Month-to-Month,United States,3296-SILRA,Churned,0,0,Female,1,Fiber Optic,"39.080469, -122.955176",39.080469,-122.955176,1,76.4,0,0,6,,1,0,1,1,Mailed Check,1,11180,0,Q3,1,2,1,California,0,0,0,1,76.4,0,41.16,0,117.56,0,1,95453
-28,69,2.36,0,,,33,Lakeport,4702,Two Year,United States,5095-ETBRJ,Stayed,0,0,Female,1,DSL,"39.080469, -122.955176",39.080469,-122.955176,1,56.8,0,0,5,,1,1,0,1,Credit Card,1,11180,1,Q3,1,4,0,California,0,0,0,55,3112.05,0,129.8,0,3241.85,1,1,95453
-46,14,9.36,0,,,26,Lakeport,3358,Month-to-Month,United States,5542-TBBWB,Joined,0,0,Male,1,Fiber Optic,"39.080469, -122.955176",39.080469,-122.955176,0,69.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,11180,0,Q3,0,4,0,California,0,0,0,1,69.9,10,9.36,0,89.26,0,0,95453
-60,12,42.05,0,,,25,Lakeport,3031,Month-to-Month,United States,5650-YLIBA,Stayed,0,0,Male,1,Fiber Optic,"39.080469, -122.955176",39.080469,-122.955176,0,81.15,1,0,0,,1,0,1,0,Bank Withdrawal,1,11180,0,Q3,0,3,0,California,0,0,0,31,2640.55,0,1303.55,0,3944.1,0,1,95453
-80,18,0,1,Other,Moved,75,Lucerne,2061,Month-to-Month,United States,5180-UCIIQ,Churned,1,0,Male,1,Cable,"39.141934, -122.770679",39.141934,-122.770679,1,40.05,0,2,5,,0,1,0,1,Mailed Check,0,3002,0,Q3,1,1,1,California,1,0,0,22,880.2,0,0,0,880.2,0,1,95458
-73,19,12.75,0,,,58,Lucerne,4738,Two Year,United States,8059-UDZFY,Stayed,1,1,Female,1,Fiber Optic,"39.141934, -122.770679",39.141934,-122.770679,0,105.35,1,2,0,Offer C,1,0,1,0,Bank Withdrawal,1,3002,0,Q3,0,5,1,California,1,0,1,33,3465.05,0,420.75,0,3885.8,0,1,95458
-47,0,25.08,0,,,77,Lucerne,5682,One Year,United States,3452-FLHYD,Stayed,0,0,Male,0,,"39.141934, -122.770679",39.141934,-122.770679,1,20.95,0,0,3,,0,0,1,1,Bank Withdrawal,1,3002,0,Q3,1,4,0,California,0,0,0,25,495.15,0,627,0,1122.15,0,0,95458
-30,71,22.33,0,,,80,Lucerne,5054,Two Year,United States,2400-XIWIO,Stayed,0,1,Female,1,Cable,"39.141934, -122.770679",39.141934,-122.770679,1,90.1,1,0,2,,1,1,0,1,Bank Withdrawal,1,3002,1,Q3,1,3,0,California,1,1,1,71,6310.9,0,1585.43,0,7896.33,0,1,95458
-72,5,20.55,1,Competitor,Competitor offered more data,76,The Sea Ranch,4116,Month-to-Month,United States,1977-STDKI,Churned,0,0,Female,1,Fiber Optic,"38.696659, -123.436861",38.696659,-123.436861,0,73,0,0,0,,1,0,1,0,Bank Withdrawal,1,752,0,Q3,0,1,1,California,0,0,0,1,73,0,20.55,0,93.55,0,1,95497
-57,16,28.79,1,Dissatisfaction,Service dissatisfaction,84,The Sea Ranch,4223,Month-to-Month,United States,2249-YPRNG,Churned,0,1,Female,1,Fiber Optic,"38.696659, -123.436861",38.696659,-123.436861,1,105.85,1,0,3,,1,0,1,1,Bank Withdrawal,1,752,0,Q3,1,2,0,California,1,1,1,20,2239.65,0,575.8,0,2815.45,0,1,95497
-26,59,24.27,0,,,79,The Sea Ranch,5313,Two Year,United States,9795-SHUHB,Stayed,0,0,Female,1,Cable,"38.696659, -123.436861",38.696659,-123.436861,1,58.2,0,0,9,,1,1,1,1,Credit Card,1,752,1,Q3,1,3,0,California,0,0,0,66,3810.8,0,1601.82,0,5412.62,1,1,95497
-52,28,48.14,0,,,36,The Sea Ranch,6438,Two Year,United States,3796-ENZGF,Stayed,0,0,Male,1,Cable,"38.696659, -123.436861",38.696659,-123.436861,1,67.25,1,0,2,,1,0,0,1,Credit Card,1,752,1,Q3,1,4,0,California,1,1,0,63,4234.15,150,3032.82,0,7416.97,0,0,95497
-78,2,38.53,1,Competitor,Competitor made better offer,79,Bridgeville,2583,Month-to-Month,United States,5813-UECBU,Churned,0,1,Male,1,Fiber Optic,"40.372532, -123.525626",40.372532,-123.525626,0,83.85,1,0,0,,1,0,1,0,Credit Card,1,695,0,Q3,0,2,1,California,0,0,0,33,2716.3,0,1271.49,0,3987.79,0,1,95526
-35,16,43.33,1,Other,Don't know,87,Bridgeville,3979,Month-to-Month,United States,6393-WRYZE,Churned,0,0,Female,1,Fiber Optic,"40.372532, -123.525626",40.372532,-123.525626,1,97.65,1,0,1,,0,0,1,1,Bank Withdrawal,1,695,0,Q3,1,2,0,California,1,1,1,34,3207.55,0,1473.22,0,4680.77,0,1,95526
-43,19,0,1,Other,Poor expertise of online support,67,Bridgeville,5122,Month-to-Month,United States,3237-AJGEH,Churned,1,0,Female,1,DSL,"40.372532, -123.525626",40.372532,-123.525626,1,31,0,1,1,,0,0,1,1,Credit Card,0,695,1,Q3,1,3,0,California,0,0,0,3,95.05,20,0,0,115.05,0,0,95526
-31,0,39.98,0,,,45,Bridgeville,4954,Month-to-Month,United States,4732-RRJZC,Stayed,1,0,Male,0,,"40.372532, -123.525626",40.372532,-123.525626,1,20.25,0,1,9,,0,0,0,1,Credit Card,1,695,0,Q3,1,3,0,California,0,0,0,7,144.35,0,279.86,0,424.21,0,0,95526
-67,25,12.52,1,Competitor,Competitor had better devices,74,Garberville,2189,Month-to-Month,United States,4342-HENTK,Churned,0,0,Female,1,Fiber Optic,"40.057784, -123.679461",40.057784,-123.679461,0,70.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,2423,0,Q3,0,1,1,California,0,0,0,2,142.35,0,25.04,0,167.39,0,1,95542
-27,0,26.33,0,,,56,Garberville,5756,Month-to-Month,United States,9277-JOOMO,Joined,0,0,Female,0,,"40.057784, -123.679461",40.057784,-123.679461,0,24.6,1,0,0,,0,0,0,0,Credit Card,1,2423,0,Q3,0,4,0,California,0,0,0,3,86.35,0,78.99,0,165.34,1,0,95542
-22,47,13.25,0,,,51,Garberville,6087,Two Year,United States,1163-VIPRI,Stayed,1,1,Female,1,Fiber Optic,"40.057784, -123.679461",40.057784,-123.679461,1,109.3,1,2,4,Offer B,0,1,0,1,Bank Withdrawal,1,2423,1,Q3,1,4,0,California,1,1,1,65,7337.55,0,861.25,0,8198.8,1,1,95542
-63,8,39.16,0,,,60,Garberville,3672,Month-to-Month,United States,0311-QYWSS,Stayed,0,0,Female,1,DSL,"40.057784, -123.679461",40.057784,-123.679461,0,49.45,0,0,0,,0,1,1,0,Bank Withdrawal,1,2423,0,Q3,0,3,0,California,0,0,0,6,314.6,0,234.96,0,549.56,0,1,95542
-74,26,47.63,1,Price,Price too high,90,Auburn,4232,Month-to-Month,United States,1597-LHYNC,Churned,0,0,Female,1,Fiber Optic,"38.99003, -121.114408",38.99003,-121.114408,0,95,1,0,0,,1,1,1,0,Bank Withdrawal,1,18197,0,Q3,0,1,1,California,1,0,0,26,2497.2,60,1238.38,0,3795.58,0,0,95602
-57,12,0,1,Dissatisfaction,Network reliability,79,Auburn,4568,Month-to-Month,United States,2091-MJTFX,Churned,1,0,Female,1,DSL,"38.99003, -121.114408",38.99003,-121.114408,1,51.2,0,2,1,,0,0,0,1,Credit Card,0,18197,1,Q3,1,3,0,California,1,1,1,30,1561.5,0,0,0,1561.5,0,1,95602
-21,42,0,0,,,30,Auburn,5528,Month-to-Month,United States,2625-TRCZQ,Stayed,0,0,Female,1,DSL,"38.99003, -121.114408",38.99003,-121.114408,1,49.65,0,0,0,Offer B,1,0,1,1,Bank Withdrawal,0,18197,0,Q3,0,3,0,California,1,1,1,51,2553.35,0,0,0,2553.35,1,1,95602
-36,0,13.72,0,,,21,Auburn,5380,Month-to-Month,United States,4568-TTZRT,Stayed,0,0,Male,0,,"38.99003, -121.114408",38.99003,-121.114408,0,20.4,0,0,0,Offer E,0,0,0,0,Credit Card,1,18197,0,Q3,0,5,0,California,0,0,0,9,181.8,0,123.48,0,305.28,0,0,95602
-66,30,15.78,1,Dissatisfaction,Product dissatisfaction,82,Lotus,5165,Month-to-Month,United States,9286-DOJGF,Churned,0,0,Female,1,Fiber Optic,"38.815515, -120.916997",38.815515,-120.916997,1,74.95,1,0,5,,0,0,1,1,Bank Withdrawal,1,485,0,Q3,1,1,1,California,0,0,0,38,2869.85,0,599.64,0,3469.49,0,1,95651
-57,11,5.76,1,Dissatisfaction,Product dissatisfaction,90,Lotus,4982,Two Year,United States,7317-GGVPB,Churned,0,1,Male,1,Fiber Optic,"38.815515, -120.916997",38.815515,-120.916997,1,108.6,1,0,1,Offer A,1,0,1,1,Credit Card,1,485,1,Q3,1,1,0,California,1,1,1,71,7690.9,20,408.96,0,8119.86,0,0,95651
-51,52,7.97,0,,,29,Lotus,5068,Month-to-Month,United States,9089-UOWJG,Stayed,1,1,Female,1,DSL,"38.815515, -120.916997",38.815515,-120.916997,1,58.35,0,3,2,,0,0,1,1,Credit Card,1,485,0,Q3,1,4,0,California,0,0,1,12,740.55,0,95.64,0,836.19,0,1,95651
-57,76,27.27,0,,,72,Lotus,3337,Month-to-Month,United States,0265-PSUAE,Stayed,1,1,Female,1,Fiber Optic,"38.815515, -120.916997",38.815515,-120.916997,1,100.7,0,3,10,Offer D,0,1,0,1,Bank Withdrawal,1,485,0,Q3,1,4,0,California,1,1,1,16,1522.7,0,436.32,0,1959.02,0,1,95651
-71,19,8.38,1,Dissatisfaction,Service dissatisfaction,84,Mather,4478,Month-to-Month,United States,9661-MHUMO,Churned,1,0,Male,1,DSL,"38.549822, -121.266725",38.549822,-121.266725,1,49.25,0,1,3,,0,0,1,1,Credit Card,1,929,1,Q3,1,3,1,California,0,0,0,1,49.25,0,8.38,0,57.63,0,1,95655
-57,26,0,1,Dissatisfaction,Service dissatisfaction,95,Mather,2243,Month-to-Month,United States,1322-AGOQM,Churned,0,0,Male,1,DSL,"38.549822, -121.266725",38.549822,-121.266725,0,30.3,0,0,0,,1,0,0,0,Bank Withdrawal,0,929,0,Q3,0,2,0,California,0,0,0,46,1380.1,0,0,0,1380.1,0,1,95655
-29,59,12.32,0,,,52,Mather,4505,Two Year,United States,8039-ACLPL,Stayed,0,1,Female,1,DSL,"38.549822, -121.266725",38.549822,-121.266725,1,68.75,0,0,6,Offer A,1,1,0,1,Credit Card,1,929,0,Q3,1,3,0,California,1,1,0,72,4888.2,0,887.04,0,5775.24,1,1,95655
-35,0,40.2,0,,,31,Mather,2928,Month-to-Month,United States,0594-UFTUL,Stayed,1,0,Male,0,,"38.549822, -121.266725",38.549822,-121.266725,1,19.85,0,3,1,Offer D,0,0,1,1,Credit Card,1,929,0,Q3,1,4,0,California,0,0,0,13,252,0,522.6,0,774.6,0,0,95655
-65,22,20.99,1,Other,Don't know,93,Sloughhouse,5569,Month-to-Month,United States,2720-WGKHP,Churned,0,0,Male,1,Fiber Optic,"38.470423, -121.114897",38.470423,-121.114897,0,94,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,4731,0,Q3,0,1,1,California,1,1,1,2,181.7,0,41.98,0,223.68,0,1,95683
-36,28,28.3,1,Competitor,Competitor had better devices,86,Sloughhouse,4003,Month-to-Month,United States,7861-UVUFT,Churned,0,1,Female,1,Cable,"38.470423, -121.114897",38.470423,-121.114897,1,84.3,0,0,1,,0,0,1,1,Bank Withdrawal,1,4731,0,Q3,1,1,0,California,0,0,1,15,1308.4,0,424.5,0,1732.9,0,1,95683
-60,11,30.59,0,,,21,Sloughhouse,2006,Month-to-Month,United States,7855-DIWPO,Stayed,0,0,Female,1,Fiber Optic,"38.470423, -121.114897",38.470423,-121.114897,0,68.65,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,4731,0,Q3,0,5,0,California,0,0,0,21,1493.2,0,642.39,0,2135.59,0,1,95683
-49,11,44.4,0,,,61,Sloughhouse,5546,Two Year,United States,5176-OLSKT,Stayed,0,1,Female,1,DSL,"38.470423, -121.114897",38.470423,-121.114897,1,66.9,1,0,5,Offer A,1,1,0,1,Bank Withdrawal,1,4731,0,Q3,1,4,0,California,0,0,0,66,4370.25,70,2930.4,0,7370.65,0,0,95683
-69,9,17.87,1,Competitor,Competitor offered more data,96,Sacramento,5748,Month-to-Month,United States,9776-CLUJA,Churned,0,0,Female,1,Fiber Optic,"38.486502, -121.334051",38.486502,-121.334051,1,77.5,1,0,1,,0,1,1,1,Bank Withdrawal,1,11396,0,Q3,1,1,1,California,0,0,0,51,3807.35,0,911.37,0,4718.72,0,1,95829
-42,29,35.62,0,,,56,Sacramento,3207,Month-to-Month,United States,6234-PFPXL,Stayed,0,0,Male,1,Fiber Optic,"38.486502, -121.334051",38.486502,-121.334051,1,95.9,1,0,6,,0,1,0,1,Credit Card,1,11396,1,Q3,1,3,0,California,0,0,1,22,2234.95,0,783.64,0,3018.59,0,1,95829
-58,12,40.58,0,,,44,Sacramento,5111,Month-to-Month,United States,0396-YCHWO,Stayed,0,0,Male,1,Fiber Optic,"38.486502, -121.334051",38.486502,-121.334051,1,95.4,1,0,4,Offer C,0,0,1,1,Bank Withdrawal,1,11396,0,Q3,1,3,0,California,1,1,1,36,3474.2,0,1460.88,0,4935.08,0,1,95829
-51,25,0,0,,,68,Sacramento,5658,Two Year,United States,8727-XDPUD,Stayed,0,0,Male,1,DSL,"38.486502, -121.334051",38.486502,-121.334051,0,35.8,0,0,0,,0,0,0,0,Credit Card,0,11396,0,Q3,0,3,0,California,0,0,1,37,1316.9,100,0,0,1416.9,0,0,95829
-68,12,11.08,1,Price,Price too high,89,Brownsville,3429,Month-to-Month,United States,3551-HUAZH,Churned,0,0,Male,1,Fiber Optic,"39.440687, -121.263583",39.440687,-121.263583,0,74.4,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1237,0,Q3,0,2,1,California,0,0,0,1,74.4,0,11.08,0,85.48,0,1,95919
-74,24,26.68,0,,,28,Brownsville,3098,Two Year,United States,9290-SHCMB,Stayed,0,1,Female,1,Fiber Optic,"39.440687, -121.263583",39.440687,-121.263583,0,96.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,1237,0,Q3,0,4,1,California,1,1,1,13,1235.55,0,346.84,0,1582.39,0,1,95919
-56,0,20.57,0,,,79,Brownsville,3043,Month-to-Month,United States,7168-HDQHG,Stayed,1,0,Female,0,,"39.440687, -121.263583",39.440687,-121.263583,1,19.2,0,2,3,Offer C,0,0,0,1,Bank Withdrawal,1,1237,0,Q3,1,5,0,California,0,0,0,36,702.9,0,740.52,0,1443.42,0,0,95919
-64,16,10.87,0,,,63,Brownsville,6088,Two Year,United States,6749-UTDVX,Stayed,0,1,Male,1,Fiber Optic,"39.440687, -121.263583",39.440687,-121.263583,0,103.65,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,1237,0,Q3,0,5,0,California,1,1,1,72,7634.8,0,782.64,0,8417.44,0,1,95919
-68,19,8.97,1,Attitude,Attitude of support person,91,Forbestown,5166,Month-to-Month,United States,8634-MPHTR,Churned,0,1,Male,1,Fiber Optic,"39.531028, -121.24807",39.531028,-121.24807,1,100.05,1,0,1,,0,0,1,1,Bank Withdrawal,1,452,0,Q3,1,1,1,California,1,0,1,47,4871.05,0,421.59,0,5292.64,0,1,95941
-29,71,2.53,0,,,64,Forbestown,6321,Month-to-Month,United States,3128-YOVTD,Stayed,1,0,Female,1,Fiber Optic,"39.531028, -121.24807",39.531028,-121.24807,1,79.15,0,2,6,,1,1,1,1,Bank Withdrawal,1,452,0,Q3,1,3,0,California,0,0,0,51,4018.55,0,129.03,0,4147.58,1,1,95941
-19,73,45.04,0,,,25,Forbestown,2804,Month-to-Month,United States,3629-WEAAM,Stayed,0,1,Female,1,DSL,"39.531028, -121.24807",39.531028,-121.24807,0,64.1,0,0,0,,0,0,0,0,Mailed Check,1,452,1,Q3,0,5,0,California,1,1,0,8,504.05,10,360.32,0,874.37,1,0,95941
-40,15,9.72,0,,,56,Forbestown,6317,Two Year,United States,0988-AADSA,Stayed,1,1,Female,1,Cable,"39.531028, -121.24807",39.531028,-121.24807,1,80.85,1,2,5,Offer A,1,1,0,1,Bank Withdrawal,1,452,1,Q3,1,4,0,California,1,1,0,72,5824.75,10,699.84,0,6534.59,0,0,95941
-76,3,2.85,1,Other,Don't know,84,Redding,2837,Month-to-Month,United States,2474-BRUCM,Churned,0,0,Male,1,Fiber Optic,"40.527834, -122.318749",40.527834,-122.318749,1,101.85,1,0,1,,0,1,0,1,Bank Withdrawal,1,30338,0,Q3,1,1,1,California,1,0,1,40,4086.3,0,114,0,4200.3,0,1,96002
-30,48,18.88,0,,,66,Redding,5157,Month-to-Month,United States,2796-UUZZO,Stayed,1,1,Male,1,Fiber Optic,"40.527834, -122.318749",40.527834,-122.318749,1,80.3,0,2,9,Offer B,1,0,1,1,Credit Card,1,30338,0,Q3,1,4,0,California,0,0,0,63,4896.35,40,1189.44,0,6125.79,0,0,96002
-49,0,29.31,0,,,25,Redding,6339,Two Year,United States,1231-YNDEK,Stayed,0,0,Male,0,,"40.527834, -122.318749",40.527834,-122.318749,0,19.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,30338,0,Q3,0,5,0,California,0,0,0,58,1035.5,0,1699.98,28.7,2706.78,0,0,96002
-28,0,10.23,0,,,43,Redding,4186,One Year,United States,5177-RVZNU,Stayed,1,0,Female,0,,"40.527834, -122.318749",40.527834,-122.318749,0,20.3,0,3,0,,0,0,0,0,Bank Withdrawal,1,30338,0,Q3,0,3,0,California,0,0,0,37,755.4,0,378.51,0,1133.91,1,0,96002
-74,18,0,1,Competitor,Competitor had better devices,95,Shasta Lake,2119,Month-to-Month,United States,0616-ATFGB,Churned,0,0,Male,1,Cable,"40.692523, -122.369876",40.692523,-122.369876,1,25.05,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,0,6277,0,Q3,1,1,1,California,0,0,0,1,25.05,0,0,0,25.05,0,1,96019
-64,76,40.68,0,,,25,Shasta Lake,2042,Month-to-Month,United States,7776-QGYJC,Stayed,1,1,Female,1,Fiber Optic,"40.692523, -122.369876",40.692523,-122.369876,1,81.5,0,5,7,Offer C,0,0,1,1,Bank Withdrawal,1,6277,1,Q3,1,5,0,California,0,0,0,39,3107.3,0,1586.52,0,4693.82,0,1,96019
-28,48,47.02,0,,,54,Shasta Lake,6173,Two Year,United States,3810-DVDQQ,Stayed,1,1,Female,1,Fiber Optic,"40.692523, -122.369876",40.692523,-122.369876,1,117.6,1,1,10,,1,1,1,1,Bank Withdrawal,1,6277,1,Q3,1,3,0,California,1,1,1,72,8308.9,0,3385.44,5.44,11688.9,1,1,96019
-41,21,0,0,,,20,Shasta Lake,5942,Month-to-Month,United States,6344-SFJVH,Stayed,0,0,Female,1,DSL,"40.692523, -122.369876",40.692523,-122.369876,0,24.9,0,0,0,,0,0,0,0,Credit Card,0,6277,0,Q3,0,5,0,California,0,0,0,20,505.95,0,0,0,505.95,0,1,96019
-79,18,45.41,1,Competitor,Competitor made better offer,84,Hornbrook,5378,Month-to-Month,United States,7235-NXZCP,Churned,0,0,Male,1,Fiber Optic,"41.962127, -122.527696",41.962127,-122.527696,0,74.85,1,0,0,Offer E,0,0,1,0,Mailed Check,1,1026,0,Q3,0,2,1,California,0,0,0,2,156.4,0,90.82,0,247.22,0,1,96044
-23,52,15.59,0,,,68,Hornbrook,5793,One Year,United States,5014-WUQMG,Stayed,1,1,Male,1,Fiber Optic,"41.962127, -122.527696",41.962127,-122.527696,1,96.1,0,2,1,Offer B,1,1,1,1,Bank Withdrawal,1,1026,0,Q3,1,3,0,California,1,1,0,47,4391.45,0,732.73,0,5124.18,1,1,96044
-54,5,10.66,0,,,67,Hornbrook,3605,Month-to-Month,United States,4931-TRZWN,Stayed,0,0,Female,1,DSL,"41.962127, -122.527696",41.962127,-122.527696,0,71.95,0,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,1026,0,Q3,0,3,0,California,1,1,1,13,923.85,0,138.58,10.47,1051.96,0,1,96044
-52,13,4.22,0,,,59,Hornbrook,5616,One Year,United States,4973-RLZVI,Stayed,0,1,Female,1,DSL,"41.962127, -122.527696",41.962127,-122.527696,0,74.65,0,0,0,,1,1,0,0,Credit Card,1,1026,1,Q3,0,3,0,California,0,0,1,30,2308.6,50,126.6,0,2485.2,0,0,96044
-69,12,16.22,1,Dissatisfaction,Network reliability,79,Mineral,2984,Month-to-Month,United States,6661-HBGWL,Churned,0,1,Female,1,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,0,104.75,1,0,0,,1,0,1,0,Bank Withdrawal,1,124,0,Q3,0,1,1,California,1,0,1,42,4323.45,0,681.24,0,5004.69,0,1,96063
-66,14,10.6,0,,,59,Mineral,5746,One Year,United States,8152-UOBNY,Stayed,0,0,Female,1,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,0,106.8,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,124,1,Q3,0,3,1,California,1,0,1,50,5347.95,0,530,0,5877.95,0,1,96063
-78,9,25.51,0,,,70,Mineral,4915,Two Year,United States,8875-AKBYH,Stayed,0,0,Male,1,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,0,84.35,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,124,0,Q3,0,4,1,California,0,0,1,20,1745.2,10,510.2,0,2265.4,0,0,96063
-59,21,8.83,1,Dissatisfaction,Product dissatisfaction,90,Mineral,4893,One Year,United States,8849-GYOKR,Churned,0,0,Female,1,Fiber Optic,"40.408796, -121.579609",40.408796,-121.579609,1,106.55,1,0,2,,1,1,0,1,Bank Withdrawal,1,124,0,Q3,1,1,0,California,1,1,1,54,5763.3,0,476.82,0,6240.12,0,1,96063
-71,19,47.01,1,Dissatisfaction,Service dissatisfaction,90,Trinity Center,3369,Month-to-Month,United States,3621-CEOVK,Churned,0,0,Female,1,Fiber Optic,"41.081847, -122.700545",41.081847,-122.700545,1,100.2,1,0,1,,1,0,1,1,Bank Withdrawal,1,734,0,Q3,1,1,1,California,1,0,1,14,1369.8,0,658.14,0,2027.94,0,1,96091
-67,25,16.82,0,,,54,Trinity Center,5092,Two Year,United States,6374-NTQLP,Stayed,1,1,Male,1,Fiber Optic,"41.081847, -122.700545",41.081847,-122.700545,1,104.1,0,2,4,,0,1,1,1,Credit Card,1,734,1,Q3,1,3,1,California,1,0,1,72,7447.7,40,1211.04,0,8698.74,0,0,96091
-59,4,43.01,1,Competitor,Competitor made better offer,73,Trinity Center,2313,One Year,United States,6635-MYYYZ,Churned,0,1,Female,1,Cable,"41.081847, -122.700545",41.081847,-122.700545,0,85.35,0,0,0,,1,1,0,0,Bank Withdrawal,1,734,1,Q3,0,2,0,California,1,1,1,30,2530.4,20,1290.3,0,3840.7,0,0,96091
-40,6,0,0,,,66,Trinity Center,3145,Month-to-Month,United States,7365-BVCJH,Joined,0,0,Male,1,DSL,"41.081847, -122.700545",41.081847,-122.700545,0,24.4,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,734,0,Q3,0,5,0,California,0,0,0,1,24.4,0,0,0,24.4,0,1,96091
-80,5,42.91,1,Competitor,Competitor offered more data,83,Los Angeles,2571,Month-to-Month,United States,0818-OCPZO,Churned,0,0,Male,1,Fiber Optic,"33.927254, -118.249826",33.927254,-118.249826,0,81.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,38128,0,Q3,0,3,1,California,0,0,0,27,2122.05,0,1158.57,0,3280.62,0,1,90059
-65,26,12.58,0,,,52,Los Angeles,2223,One Year,United States,8012-SOUDQ,Stayed,0,0,Female,1,Fiber Optic,"33.927254, -118.249826",33.927254,-118.249826,0,90.25,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,38128,0,Q3,0,4,1,California,0,0,1,43,3838.75,0,540.94,0,4379.69,0,1,90059
-22,59,38.52,1,Attitude,Attitude of support person,67,Los Angeles,5570,Month-to-Month,United States,4423-YLHDV,Churned,0,1,Female,1,Fiber Optic,"33.927254, -118.249826",33.927254,-118.249826,1,104.4,1,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,38128,0,Q3,1,1,0,California,1,1,1,21,2200.25,0,808.92,0,3009.17,1,1,90059
-60,8,40.66,1,Price,Price too high,73,Los Angeles,4519,Month-to-Month,United States,9103-TCIHJ,Churned,0,0,Female,1,DSL,"33.927254, -118.249826",33.927254,-118.249826,0,55.7,1,0,0,Offer D,0,1,1,0,Mailed Check,1,38128,0,Q3,0,2,0,California,0,0,0,15,899.8,0,609.9,0,1509.7,0,1,90059
-52,21,0,0,,,32,Los Angeles,6205,One Year,United States,7029-IJEJK,Stayed,0,0,Female,1,DSL,"33.927254, -118.249826",33.927254,-118.249826,0,44.1,0,0,0,,0,1,0,0,Bank Withdrawal,0,38128,1,Q3,0,3,0,California,1,1,0,54,2369.7,0,0,0,2369.7,0,1,90059
-65,8,26.32,1,Competitor,Competitor made better offer,91,Downey,2194,Month-to-Month,United States,1389-CXMLU,Churned,0,1,Male,1,Fiber Optic,"33.921793, -118.140588",33.921793,-118.140588,0,91.05,1,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,42459,0,Q3,0,2,1,California,0,0,1,3,289.1,0,78.96,0,368.06,0,1,90242
-79,11,32.19,0,,,54,Downey,4425,Two Year,United States,5935-FCCNB,Stayed,0,0,Female,1,Fiber Optic,"33.921793, -118.140588",33.921793,-118.140588,0,94.2,1,0,0,,0,0,1,0,Bank Withdrawal,1,42459,0,Q3,0,4,1,California,1,1,1,17,1608.15,0,547.23,36.4,2118.98,0,1,90242
-40,0,48.73,0,,,33,Downey,4444,Two Year,United States,8028-PNXHQ,Stayed,0,0,Male,0,,"33.921793, -118.140588",33.921793,-118.140588,1,24.25,1,0,4,Offer B,0,0,1,1,Bank Withdrawal,1,42459,0,Q3,1,5,0,California,0,0,0,62,1424.6,0,3021.26,0,4445.86,0,0,90242
-19,0,25.19,0,,,24,Downey,4187,Two Year,United States,2696-RZVZW,Stayed,0,0,Male,0,,"33.921793, -118.140588",33.921793,-118.140588,1,25.05,1,0,4,Offer A,0,0,0,1,Credit Card,1,42459,0,Q3,1,5,0,California,0,0,0,68,1629.2,0,1712.92,0,3342.12,1,0,90242
-19,53,33.24,0,,,42,Downey,2547,Month-to-Month,United States,1848-LBZHY,Stayed,0,0,Female,1,DSL,"33.921793, -118.140588",33.921793,-118.140588,1,50.3,0,0,7,,0,1,1,1,Bank Withdrawal,1,42459,0,Q3,1,3,0,California,0,0,0,7,355.1,0,232.68,0,587.78,1,1,90242
-75,10,35.07,1,Dissatisfaction,Service dissatisfaction,71,Inglewood,5342,Month-to-Month,United States,2272-QAGFO,Churned,0,0,Female,1,Fiber Optic,"33.936827, -118.359824",33.936827,-118.359824,0,74.3,1,0,0,,0,0,1,0,Bank Withdrawal,1,28680,0,Q3,0,3,1,California,0,0,0,14,1096.25,0,490.98,0,1587.23,0,1,90304
-19,0,41.1,0,,,77,Inglewood,2710,Month-to-Month,United States,6380-ARCEH,Joined,0,0,Male,0,,"33.936827, -118.359824",33.936827,-118.359824,0,20.2,0,0,0,Offer E,0,0,0,0,Credit Card,1,28680,0,Q3,0,3,0,California,0,0,0,1,20.2,0,41.1,0,61.3,1,0,90304
-33,5,9.01,0,,,30,Inglewood,3560,One Year,United States,7801-CEDNV,Stayed,0,0,Male,1,DSL,"33.936827, -118.359824",33.936827,-118.359824,1,48.7,0,0,10,,0,1,0,1,Credit Card,1,28680,0,Q3,1,3,0,California,0,0,0,27,1421.75,0,243.27,0,1665.02,0,1,90304
-46,56,12.56,0,,,80,Inglewood,5964,One Year,United States,6693-DJWTY,Stayed,1,0,Female,1,DSL,"33.936827, -118.359824",33.936827,-118.359824,0,55.6,0,3,0,,1,1,0,0,Credit Card,1,28680,0,Q3,0,3,0,California,0,0,0,35,2016.45,0,439.6,0,2456.05,0,1,90304
-46,19,24.9,0,,,49,Inglewood,6375,Two Year,United States,3262-EIDHV,Stayed,1,1,Female,1,DSL,"33.936827, -118.359824",33.936827,-118.359824,1,84.7,1,1,1,Offer A,0,1,0,1,Credit Card,1,28680,1,Q3,1,4,0,California,1,1,1,72,5893.9,0,1792.8,0,7686.7,0,1,90304
-73,3,42.1,1,Dissatisfaction,Network reliability,74,Torrance,5247,Month-to-Month,United States,3768-NLUBH,Churned,0,1,Male,1,Fiber Optic,"33.840399, -118.353714",33.840399,-118.353714,1,100.6,1,0,1,Offer B,0,0,0,1,Bank Withdrawal,1,41979,0,Q3,1,1,1,California,1,0,1,57,5746.15,0,2399.7,0,8145.85,0,1,90503
-73,0,3.15,0,,,52,Torrance,5756,One Year,United States,6551-ZCOTS,Stayed,0,0,Male,0,,"33.840399, -118.353714",33.840399,-118.353714,0,24.9,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,41979,0,Q3,0,4,1,California,0,0,0,33,847.8,0,103.95,0,951.75,0,0,90503
-38,0,49.5,0,,,23,Torrance,5234,Two Year,United States,2848-YXSMW,Stayed,0,0,Male,0,,"33.840399, -118.353714",33.840399,-118.353714,1,19.4,0,0,1,Offer A,0,0,0,1,Credit Card,1,41979,0,Q3,1,5,0,California,0,0,0,72,1363.25,0,3564,0,4927.25,0,0,90503
-42,0,2.38,0,,,38,Torrance,6490,Two Year,United States,5356-KZCKT,Stayed,0,0,Male,0,,"33.840399, -118.353714",33.840399,-118.353714,0,24.45,1,0,0,Offer B,0,0,1,0,Credit Card,1,41979,0,Q3,0,4,0,California,0,0,0,58,1513.6,0,138.04,0,1651.64,0,0,90503
-32,13,33.62,0,,,25,Torrance,4780,Month-to-Month,United States,5294-DMSFH,Stayed,1,0,Female,1,Fiber Optic,"33.840399, -118.353714",33.840399,-118.353714,1,87.8,0,2,1,,0,0,1,1,Credit Card,1,41979,0,Q3,1,4,0,California,1,1,1,29,2621.75,0,974.98,0,3596.73,0,1,90503
-80,24,29.12,1,Price,Lack of affordable download/upload speed,89,Whittier,6080,Two Year,United States,7359-SSBJK,Churned,0,0,Female,1,DSL,"33.960891, -118.032222",33.960891,-118.032222,0,70.2,0,0,0,Offer B,1,1,1,0,Credit Card,1,38181,1,Q3,0,1,1,California,0,0,1,64,4481,0,1863.68,0,6344.68,0,1,90605
-80,14,45.21,0,,,37,Whittier,5883,Month-to-Month,United States,5995-SNNEW,Stayed,0,1,Male,1,Fiber Optic,"33.960891, -118.032222",33.960891,-118.032222,1,104.45,1,0,1,,1,0,1,1,Bank Withdrawal,1,38181,0,Q3,1,5,1,California,1,1,1,23,2184.85,60,1039.83,0,3284.68,0,0,90605
-61,27,0,0,,,54,Whittier,4871,Two Year,United States,9560-BBZXK,Stayed,0,0,Female,1,Cable,"33.960891, -118.032222",33.960891,-118.032222,0,31.05,0,0,0,Offer C,0,1,0,0,Bank Withdrawal,0,38181,0,Q3,0,4,0,California,0,0,0,36,1126.35,0,0,0,1126.35,0,1,90605
-35,9,27.38,0,,,63,Whittier,6312,One Year,United States,3055-VTCGS,Stayed,0,1,Female,1,DSL,"33.960891, -118.032222",33.960891,-118.032222,0,58.55,0,0,0,Offer B,0,0,0,0,Credit Card,1,38181,0,Q3,0,3,0,California,1,1,0,63,3503.5,0,1724.94,0,5228.44,0,1,90605
-54,10,25.4,0,,,55,Whittier,3866,Month-to-Month,United States,8663-UPDGF,Stayed,0,0,Female,1,DSL,"33.960891, -118.032222",33.960891,-118.032222,0,69.5,1,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,38181,0,Q3,0,4,0,California,0,0,1,26,1800.05,0,660.4,0,2460.45,0,1,90605
-65,4,44.86,1,Price,Price too high,94,Bellflower,3207,Month-to-Month,United States,7957-RYHQD,Churned,0,0,Female,1,Fiber Optic,"33.887676, -118.127289",33.887676,-118.127289,0,79.2,0,0,0,Offer B,1,1,1,0,Credit Card,1,72893,0,Q3,0,1,1,California,0,0,0,40,3233.85,0,1794.4,0,5028.25,0,1,90706
-35,0,37.66,1,Attitude,Attitude of support person,76,Bellflower,5984,Month-to-Month,United States,5687-DKDTV,Churned,0,0,Female,0,,"33.887676, -118.127289",33.887676,-118.127289,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,72893,0,Q3,0,3,0,California,0,0,0,4,77.5,0,150.64,0,228.14,0,0,90706
-60,8,32.58,0,,,63,Bellflower,6064,Two Year,United States,8587-XYZSF,Stayed,0,0,Male,1,DSL,"33.887676, -118.127289",33.887676,-118.127289,0,50.55,0,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,72893,1,Q3,0,5,0,California,0,0,0,67,3260.1,0,2182.86,0,5442.96,0,1,90706
-29,0,3.58,0,,,36,Bellflower,4761,One Year,United States,0428-AXXLJ,Stayed,0,0,Male,0,,"33.887676, -118.127289",33.887676,-118.127289,0,19.5,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,72893,0,Q3,0,4,0,California,0,0,0,25,516.3,0,89.5,0,605.8,1,0,90706
-43,0,12.26,0,,,80,Bellflower,4235,Two Year,United States,1399-OUPJN,Stayed,1,0,Female,0,,"33.887676, -118.127289",33.887676,-118.127289,1,19.75,0,2,3,,0,0,0,1,Bank Withdrawal,1,72893,0,Q3,1,5,0,California,0,0,0,57,1272.05,0,698.82,0,1970.87,0,0,90706
-71,8,42.5,1,Dissatisfaction,Network reliability,93,Paramount,2650,Month-to-Month,United States,6230-BSUXY,Churned,0,1,Female,1,Fiber Optic,"33.897122, -118.164432",33.897122,-118.164432,0,85,0,0,0,,0,0,1,0,Bank Withdrawal,1,55306,0,Q3,0,2,1,California,1,0,0,1,85,0,42.5,0,127.5,0,1,90723
-71,6,20.48,0,,,8,Paramount,6102,Two Year,United States,3146-MSEGF,Stayed,0,1,Female,1,DSL,"33.897122, -118.164432",33.897122,-118.164432,1,88.05,1,0,1,Offer A,1,1,1,1,Credit Card,1,55306,1,Q3,1,3,1,California,1,1,1,72,6425.65,0,1474.56,0,7900.21,0,1,90723
-64,17,16.67,0,,,36,Paramount,4701,Month-to-Month,United States,8401-EMUWF,Stayed,1,0,Male,1,Cable,"33.897122, -118.164432",33.897122,-118.164432,1,69.4,1,1,10,Offer B,1,1,1,1,Bank Withdrawal,1,55306,0,Q3,1,3,0,California,0,0,1,42,3058.3,0,700.14,0,3758.44,0,1,90723
-37,23,0,0,,,60,Paramount,3314,One Year,United States,3739-YBWAB,Stayed,0,1,Male,1,Cable,"33.897122, -118.164432",33.897122,-118.164432,1,35.35,0,0,7,Offer C,0,1,0,1,Mailed Check,0,55306,0,Q3,1,4,0,California,0,0,0,36,1317.95,0,0,0,1317.95,0,1,90723
-28,59,10.11,0,,,60,Paramount,6452,Two Year,United States,0363-SVHYR,Stayed,1,1,Male,1,DSL,"33.897122, -118.164432",33.897122,-118.164432,1,86.85,1,3,10,Offer A,1,1,0,1,Bank Withdrawal,1,55306,1,Q3,1,4,0,California,1,1,1,71,6263.8,0,717.81,0,6981.61,1,1,90723
-74,4,49.37,1,Competitor,Competitor had better devices,95,La Canada Flintridge,4127,Month-to-Month,United States,3990-QYKBE,Churned,0,0,Male,1,Fiber Optic,"34.234912, -118.153729",34.234912,-118.153729,1,92.5,1,0,3,,0,0,1,1,Bank Withdrawal,1,20200,0,Q3,1,1,1,California,1,1,1,37,3473.4,0,1826.69,0,5300.09,0,1,91011
-65,30,44.61,0,,,73,La Canada Flintridge,6120,Two Year,United States,5663-QBGIS,Stayed,0,0,Male,1,Fiber Optic,"34.234912, -118.153729",34.234912,-118.153729,1,98.35,1,0,0,,1,0,0,1,Bank Withdrawal,1,20200,0,Q3,0,3,1,California,1,1,1,72,6929.4,0,3211.92,0,10141.32,0,1,91011
-80,16,39.57,0,,,41,La Canada Flintridge,4173,Two Year,United States,9402-ORRAH,Stayed,0,0,Female,1,Fiber Optic,"34.234912, -118.153729",34.234912,-118.153729,0,91.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,20200,0,Q3,0,3,1,California,1,0,1,15,1400.3,0,593.55,48.66,1945.19,0,1,91011
-40,0,30.86,0,,,54,La Canada Flintridge,5570,Two Year,United States,6345-FZOQH,Stayed,0,0,Male,0,,"34.234912, -118.153729",34.234912,-118.153729,1,19.9,0,0,3,Offer A,0,0,0,1,Credit Card,1,20200,0,Q3,1,5,0,California,0,0,0,69,1363.45,0,2129.34,0,3492.79,0,0,91011
-25,47,28.83,0,,,29,La Canada Flintridge,2064,One Year,United States,4903-CNOZC,Stayed,0,1,Male,1,DSL,"34.234912, -118.153729",34.234912,-118.153729,0,70.9,1,0,0,Offer C,1,0,0,0,Credit Card,1,20200,0,Q3,0,4,0,California,1,1,0,29,1964.6,0,836.07,0,2800.67,1,1,91011
-76,27,28.11,1,Competitor,Competitor offered more data,69,Pacoima,3716,Month-to-Month,United States,9274-CNFMO,Churned,0,0,Male,1,Fiber Optic,"34.255442, -118.421314",34.255442,-118.421314,1,74.95,1,0,1,,0,0,0,1,Bank Withdrawal,1,97318,0,Q3,1,2,1,California,0,0,0,4,308.7,0,112.44,0,421.14,0,1,91331
-29,69,30.92,1,Attitude,Attitude of support person,89,Pacoima,5828,Month-to-Month,United States,1612-EOHDH,Churned,0,0,Female,1,DSL,"34.255442, -118.421314",34.255442,-118.421314,0,45.15,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,97318,0,Q3,0,3,0,California,0,1,0,1,45.15,0,30.92,0,76.07,1,1,91331
-51,21,1.69,0,,,53,Pacoima,4400,Month-to-Month,United States,8544-GOQSH,Stayed,0,0,Female,1,Fiber Optic,"34.255442, -118.421314",34.255442,-118.421314,0,80.05,0,0,0,Offer D,1,0,1,0,Credit Card,1,97318,1,Q3,0,5,0,California,0,0,0,14,1112.3,0,23.66,0,1135.96,0,1,91331
-61,7,0,0,,,24,Pacoima,5473,Month-to-Month,United States,1335-NTIUC,Stayed,0,0,Male,1,DSL,"34.255442, -118.421314",34.255442,-118.421314,0,24.95,0,0,0,,0,0,1,0,Bank Withdrawal,0,97318,0,Q3,0,5,0,California,0,0,0,9,190.25,0,0,0,190.25,0,1,91331
-32,30,20.12,0,,,43,Pacoima,3559,Two Year,United States,5840-NVDCG,Stayed,1,0,Female,1,Cable,"34.255442, -118.421314",34.255442,-118.421314,1,68.25,0,1,10,,1,1,0,1,Bank Withdrawal,1,97318,1,Q3,1,3,0,California,1,1,0,16,1114.85,0,321.92,0,1436.77,0,1,91331
-73,21,8.93,1,Price,Price too high,69,Valencia,5543,Month-to-Month,United States,3005-NFMTA,Churned,0,0,Male,1,Fiber Optic,"34.457005, -118.573726",34.457005,-118.573726,0,98.8,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,17846,0,Q3,0,2,1,California,1,1,1,55,5617.75,0,491.15,0,6108.9,0,1,91354
-40,2,0,0,,,73,Valencia,5858,Month-to-Month,United States,4195-NZGTA,Joined,0,0,Female,1,Cable,"34.457005, -118.573726",34.457005,-118.573726,0,25.25,0,0,0,,0,0,0,0,Bank Withdrawal,0,17846,0,Q3,0,4,0,California,0,0,0,1,25.25,0,0,0,25.25,0,1,91354
-37,0,47.29,0,,,31,Valencia,5161,One Year,United States,9575-IWCAZ,Stayed,0,0,Male,0,,"34.457005, -118.573726",34.457005,-118.573726,1,25.1,1,0,4,,0,0,0,1,Mailed Check,1,17846,0,Q3,1,4,0,California,0,0,0,6,171,0,283.74,0,454.74,0,0,91354
-64,14,33.68,0,,,38,Valencia,3190,Month-to-Month,United States,5206-HPJKM,Stayed,0,0,Male,1,DSL,"34.457005, -118.573726",34.457005,-118.573726,0,55.5,0,0,0,,1,1,1,0,Credit Card,1,17846,0,Q3,0,4,0,California,0,0,0,17,934.15,0,572.56,0,1506.71,0,1,91354
-32,24,48,0,,,32,Valencia,5779,Two Year,United States,4188-PCPIG,Stayed,0,0,Female,1,Cable,"34.457005, -118.573726",34.457005,-118.573726,1,70.35,0,0,1,Offer B,1,1,1,1,Credit Card,1,17846,1,Q3,1,3,0,California,0,0,1,57,4124.65,0,2736,0,6860.65,0,1,91354
-71,25,2.08,1,Dissatisfaction,Service dissatisfaction,94,Thousand Oaks,5365,Month-to-Month,United States,5389-FFVKB,Churned,0,0,Male,1,Fiber Optic,"34.214054, -118.88109",34.214054,-118.88109,1,80.3,0,0,1,,0,0,1,1,Credit Card,1,42526,0,Q3,1,1,1,California,1,1,0,32,2483.05,0,66.56,0,2549.61,0,1,91360
-66,2,42.59,0,,,38,Thousand Oaks,5788,One Year,United States,2504-DSHIH,Stayed,0,0,Male,1,Fiber Optic,"34.214054, -118.88109",34.214054,-118.88109,1,86.8,1,0,1,,0,0,0,1,Bank Withdrawal,1,42526,0,Q3,1,3,1,California,1,1,0,23,1975.85,0,979.57,0,2955.42,0,1,91360
-42,11,13.95,0,,,33,Thousand Oaks,5133,One Year,United States,7940-UQQUG,Stayed,1,0,Female,1,Fiber Optic,"34.214054, -118.88109",34.214054,-118.88109,1,104.4,1,2,4,,0,1,1,1,Bank Withdrawal,1,42526,1,Q3,1,4,0,California,1,1,1,64,6721.6,0,892.8,0,7614.4,0,1,91360
-34,0,29.15,0,,,48,Thousand Oaks,2133,Month-to-Month,United States,8393-JMVMB,Joined,0,0,Male,0,,"34.214054, -118.88109",34.214054,-118.88109,0,19.45,0,0,0,Offer E,0,0,0,0,Credit Card,1,42526,0,Q3,0,3,0,California,0,0,0,1,19.45,0,29.15,0,48.6,0,0,91360
-42,0,23.67,0,,,73,Thousand Oaks,4639,Month-to-Month,United States,7721-DVEKZ,Joined,0,0,Female,0,,"34.214054, -118.88109",34.214054,-118.88109,0,19.65,0,0,0,Offer E,0,0,0,0,Credit Card,1,42526,0,Q3,0,3,0,California,0,0,0,1,19.65,0,23.67,0,43.32,0,0,91360
-72,24,45.59,1,Attitude,Attitude of support person,79,Thousand Oaks,5011,Month-to-Month,United States,8444-WRIDW,Churned,0,0,Female,1,Fiber Optic,"34.191842, -118.822796",34.191842,-118.822796,0,80.45,1,0,0,,1,0,1,0,Credit Card,1,33057,0,Q3,0,2,1,California,0,0,0,66,5224.35,140,3008.94,0,8373.29,0,0,91362
-46,17,0,0,,,22,Thousand Oaks,5041,Two Year,United States,9286-BHDQG,Stayed,0,1,Male,1,DSL,"34.191842, -118.822796",34.191842,-118.822796,1,45.25,0,0,11,Offer A,1,1,0,1,Credit Card,0,33057,1,Q3,1,4,0,California,0,0,0,72,3139.8,0,0,0,3139.8,0,1,91362
-49,10,30.73,0,,,54,Thousand Oaks,5925,Month-to-Month,United States,3961-SXAXY,Joined,0,0,Male,1,Cable,"34.191842, -118.822796",34.191842,-118.822796,0,44.05,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,33057,0,Q3,0,5,0,California,0,0,0,1,44.05,0,30.73,0,74.78,0,1,91362
-48,0,46.86,0,,,79,Thousand Oaks,4298,Month-to-Month,United States,6036-TTFYU,Stayed,0,0,Female,0,,"34.191842, -118.822796",34.191842,-118.822796,1,19.6,0,0,1,,0,0,0,1,Credit Card,1,33057,0,Q3,1,3,0,California,0,0,0,16,314.45,0,749.76,26.83,1037.38,0,0,91362
-48,0,27.3,0,,,41,Thousand Oaks,6094,Two Year,United States,9507-HSMMZ,Stayed,0,0,Male,0,,"34.191842, -118.822796",34.191842,-118.822796,0,20,0,0,0,Offer B,0,0,0,0,Credit Card,1,33057,0,Q3,0,3,0,California,0,0,0,54,1149.65,0,1474.2,0,2623.85,0,0,91362
-76,25,40.44,1,Dissatisfaction,Limited range of services,72,Sherman Oaks,5834,Month-to-Month,United States,5868-YWPDW,Churned,0,0,Male,1,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,1,84.2,0,0,1,,1,0,1,1,Bank Withdrawal,1,29387,0,Q3,1,2,1,California,1,0,0,6,519.15,0,242.64,0,761.79,0,1,91423
-61,30,43.47,1,Attitude,Attitude of support person,77,Sherman Oaks,4546,Month-to-Month,United States,6474-FVJLC,Churned,0,0,Male,1,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,0,86,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,29387,0,Q3,0,2,0,California,1,1,0,2,165.45,0,86.94,0,252.39,0,1,91423
-25,48,36.34,1,Dissatisfaction,Network reliability,68,Sherman Oaks,5129,Month-to-Month,United States,9474-PHLYD,Churned,0,1,Female,1,DSL,"34.146957, -118.432138",34.146957,-118.432138,0,59.45,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,29387,0,Q3,0,1,0,California,1,1,0,15,892.65,0,545.1,0,1437.75,1,1,91423
-62,2,31.97,0,,,33,Sherman Oaks,3233,Month-to-Month,United States,4811-JBUVU,Stayed,0,0,Male,1,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,0,89.9,1,0,0,,0,0,1,0,Credit Card,1,29387,1,Q3,0,3,0,California,1,1,0,30,2723.15,0,959.1,0,3682.25,0,1,91423
-52,4,7.87,0,,,41,Sherman Oaks,5520,Two Year,United States,7570-WELNY,Stayed,0,0,Female,1,Fiber Optic,"34.146957, -118.432138",34.146957,-118.432138,1,84.7,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,29387,0,Q3,1,3,0,California,0,0,0,68,5711.05,0,535.16,0,6246.21,0,1,91423
-69,4,12.86,1,Other,Don't know,74,Rancho Cucamonga,2754,Month-to-Month,United States,1273-MTETI,Churned,0,1,Female,1,Fiber Optic,"34.245289, -117.642503",34.245289,-117.642503,0,88.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,23079,0,Q3,0,3,1,California,1,0,0,4,372.45,0,51.44,0,423.89,0,1,91737
-61,13,0,1,Price,Lack of affordable download/upload speed,91,Rancho Cucamonga,5650,One Year,United States,2794-XIMMO,Churned,0,1,Male,1,DSL,"34.245289, -117.642503",34.245289,-117.642503,1,60.45,0,0,1,,1,0,1,1,Bank Withdrawal,0,23079,1,Q3,1,2,0,California,1,1,1,53,3184.25,0,0,0,3184.25,0,1,91737
-29,0,1.98,0,,,58,Rancho Cucamonga,3768,Month-to-Month,United States,3675-YDUPJ,Stayed,0,0,Male,0,,"34.245289, -117.642503",34.245289,-117.642503,0,19.85,0,0,0,Offer D,0,0,1,0,Credit Card,1,23079,0,Q3,0,4,0,California,0,0,0,10,193.05,0,19.8,0,212.85,1,0,91737
-55,12,0,0,,,38,Rancho Cucamonga,5323,One Year,United States,2361-FJWNO,Stayed,0,0,Male,1,Cable,"34.245289, -117.642503",34.245289,-117.642503,0,36,0,0,0,,1,0,0,0,Credit Card,0,23079,1,Q3,0,3,0,California,0,0,0,40,1382.9,130,0,0,1512.9,0,0,91737
-37,30,13.19,0,,,26,Rancho Cucamonga,5116,One Year,United States,8417-GSODA,Stayed,1,0,Male,1,Fiber Optic,"34.245289, -117.642503",34.245289,-117.642503,1,92.2,1,3,1,,0,0,0,1,Bank Withdrawal,1,23079,0,Q3,1,4,0,California,1,1,1,28,2568.15,0,369.32,0,2937.47,0,1,91737
-80,30,0,1,Attitude,Attitude of support person,74,Glendora,3542,Month-to-Month,United States,5480-HPRRX,Churned,0,0,Female,1,DSL,"34.119363, -117.855059",34.119363,-117.855059,0,25.3,0,0,0,,0,0,0,0,Bank Withdrawal,0,25135,0,Q3,0,3,1,California,0,0,0,3,77.75,0,0,0,77.75,0,1,91740
-42,12,20.01,0,,,38,Glendora,6090,Two Year,United States,7017-VFHAY,Stayed,1,1,Female,1,Fiber Optic,"34.119363, -117.855059",34.119363,-117.855059,1,115.1,1,1,3,Offer B,1,1,0,1,Credit Card,1,25135,1,Q3,1,3,0,California,1,1,1,61,7008.15,0,1220.61,0,8228.76,0,1,91740
-24,0,7.18,0,,,59,Glendora,4328,Two Year,United States,8232-UTFOZ,Stayed,0,0,Male,0,,"34.119363, -117.855059",34.119363,-117.855059,0,19.95,0,0,0,,0,0,0,0,Credit Card,1,25135,0,Q3,0,4,0,California,0,0,0,69,1399.35,0,495.42,0,1894.77,1,0,91740
-41,6,30.04,0,,,75,Glendora,3565,Month-to-Month,United States,4452-QIIEB,Stayed,0,0,Male,1,DSL,"34.119363, -117.855059",34.119363,-117.855059,0,43.9,0,0,0,Offer E,0,0,0,0,Credit Card,1,25135,0,Q3,0,5,0,California,0,0,0,7,278.4,0,210.28,0,488.68,0,1,91740
-25,82,0,0,,,58,Glendora,4710,Two Year,United States,3511-BFTJW,Stayed,1,1,Male,1,DSL,"34.119363, -117.855059",34.119363,-117.855059,1,38.5,0,3,8,Offer A,1,1,0,1,Credit Card,0,25135,0,Q3,1,4,0,California,0,0,0,72,2763,0,0,0,2763,1,1,91740
-78,27,43.98,1,Attitude,Attitude of support person,68,San Gabriel,5546,Month-to-Month,United States,7234-FECYN,Churned,0,1,Female,1,Fiber Optic,"34.089927, -118.095645",34.089927,-118.095645,0,101.35,1,0,0,,0,0,0,0,Bank Withdrawal,1,38041,0,Q3,0,3,1,California,1,0,1,8,780.5,0,351.84,0,1132.34,0,1,91776
-47,4,0,0,,,23,San Gabriel,4900,Month-to-Month,United States,8645-KWHJO,Stayed,0,1,Male,1,DSL,"34.089927, -118.095645",34.089927,-118.095645,0,55,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,0,38041,1,Q3,0,3,0,California,1,1,1,14,771.95,0,0,0,771.95,0,1,91776
-28,0,37.01,0,,,35,San Gabriel,5296,Month-to-Month,United States,2792-VPPET,Joined,0,0,Male,0,,"34.089927, -118.095645",34.089927,-118.095645,0,20.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,38041,0,Q3,0,5,0,California,0,0,0,3,76.95,0,111.03,0,187.98,1,0,91776
-48,5,26.86,0,,,53,San Gabriel,2032,Month-to-Month,United States,6357-JJPQT,Joined,0,0,Female,1,Fiber Optic,"34.089927, -118.095645",34.089927,-118.095645,0,80.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,38041,0,Q3,0,5,0,California,0,0,1,3,232.35,0,80.58,0,312.93,0,0,91776
-24,76,22.2,0,,,41,San Gabriel,4078,One Year,United States,3858-XHYJO,Stayed,0,1,Female,1,Fiber Optic,"34.089927, -118.095645",34.089927,-118.095645,1,105.75,1,0,5,Offer B,0,1,0,1,Bank Withdrawal,1,38041,0,Q3,1,4,0,California,1,1,1,40,4228.55,0,888,0,5116.55,1,1,91776
-71,2,41.3,1,Attitude,Attitude of service provider,71,Alhambra,2715,Month-to-Month,United States,1400-MMYXY,Churned,0,1,Male,1,Fiber Optic,"34.090925, -118.128164",34.090925,-118.128164,1,105.9,1,0,1,,1,0,1,1,Bank Withdrawal,1,54382,0,Q3,1,2,1,California,1,0,1,3,334.65,0,123.9,0,458.55,0,1,91801
-35,18,4.15,0,,,59,Alhambra,3460,Month-to-Month,United States,3808-HFKDE,Stayed,0,0,Female,1,Cable,"34.090925, -118.128164",34.090925,-118.128164,0,44.35,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,54382,0,Q3,0,4,0,California,0,0,0,20,927.15,0,83,0,1010.15,0,1,91801
-28,0,10.21,0,,,72,Alhambra,3901,Month-to-Month,United States,7243-LCGGZ,Joined,0,0,Female,0,,"34.090925, -118.128164",34.090925,-118.128164,0,20.9,0,0,0,,0,0,0,0,Mailed Check,1,54382,0,Q3,0,5,0,California,0,0,0,1,20.9,0,10.21,0,31.11,1,0,91801
-30,0,28.1,0,,,39,Alhambra,4358,One Year,United States,9447-YPTBX,Stayed,0,0,Female,0,,"34.090925, -118.128164",34.090925,-118.128164,1,19.85,0,0,1,,0,0,1,1,Bank Withdrawal,1,54382,0,Q3,1,5,0,California,0,0,0,50,943.1,0,1405,0,2348.1,0,0,91801
-73,26,17.43,1,Competitor,Competitor had better devices,91,Mount Laguna,2505,Month-to-Month,United States,7142-HVGBG,Churned,0,1,Male,1,Fiber Optic,"32.830852, -116.444601",32.830852,-116.444601,1,103,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,81,0,Q3,1,1,1,California,1,0,1,43,4414.3,0,749.49,0,5163.79,0,1,91948
-24,47,30.54,1,Price,Price too high,96,Mount Laguna,3682,Month-to-Month,United States,2612-RANWT,Churned,0,1,Female,1,Fiber Optic,"32.830852, -116.444601",32.830852,-116.444601,0,100.15,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,81,0,Q3,0,2,0,California,1,1,1,12,1164.3,0,366.48,0,1530.78,1,1,91948
-57,14,13.13,0,,,23,Mount Laguna,2941,Month-to-Month,United States,3737-XBQDD,Stayed,0,1,Male,1,Fiber Optic,"32.830852, -116.444601",32.830852,-116.444601,0,84.85,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,81,0,Q3,0,4,0,California,0,0,0,24,2048.8,80,315.12,0,2443.92,0,0,91948
-62,9,28.32,0,,,29,Mount Laguna,4244,One Year,United States,4560-WQAQW,Stayed,0,0,Female,1,DSL,"32.830852, -116.444601",32.830852,-116.444601,0,68.7,1,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,81,1,Q3,0,3,0,California,1,1,0,59,4070.95,150,1670.88,0,5891.83,0,0,91948
-79,25,4.45,1,Attitude,Attitude of support person,91,San Marcos,3363,Month-to-Month,United States,1564-NTYXF,Churned,0,0,Female,1,Fiber Optic,"33.119028, -117.166036",33.119028,-117.166036,0,82,1,0,0,,0,0,1,0,Bank Withdrawal,1,6760,0,Q3,0,2,1,California,1,0,0,13,1127.2,0,57.85,0,1185.05,0,1,92078
-72,22,7.77,0,,,50,San Marcos,4432,One Year,United States,0021-IKXGC,Joined,0,0,Female,1,Fiber Optic,"33.119028, -117.166036",33.119028,-117.166036,0,72.1,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,6760,0,Q3,0,4,1,California,0,0,0,1,72.1,0,7.77,0,79.87,0,1,92078
-45,22,17.79,0,,,59,San Marcos,6383,Two Year,United States,0266-CLZKZ,Stayed,1,1,Female,1,Fiber Optic,"33.119028, -117.166036",33.119028,-117.166036,1,105.65,1,3,8,Offer A,0,0,1,1,Bank Withdrawal,1,6760,1,Q3,1,5,0,California,1,1,1,67,6717.9,0,1191.93,0,7909.83,0,1,92078
-21,0,9.2,0,,,68,San Marcos,5747,Two Year,United States,0174-QRVVY,Stayed,1,0,Male,0,,"33.119028, -117.166036",33.119028,-117.166036,1,25.35,1,2,2,,0,0,0,1,Credit Card,1,6760,0,Q3,1,5,0,California,0,0,0,71,1847.55,0,653.2,0,2500.75,1,0,92078
-72,13,45.82,1,Attitude,Attitude of service provider,77,San Diego,4853,Month-to-Month,United States,0886-QGENL,Churned,0,1,Female,1,Fiber Optic,"32.741499, -117.127409",32.741499,-117.127409,1,101.25,0,0,1,,0,1,1,1,Bank Withdrawal,1,47689,0,Q3,1,1,1,California,1,0,1,27,2754.45,0,1237.14,0,3991.59,0,1,92104
-41,29,12.96,0,,,43,San Diego,2253,Month-to-Month,United States,3604-WLABM,Stayed,0,1,Female,1,DSL,"32.741499, -117.127409",32.741499,-117.127409,0,54.25,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,47689,1,Q3,0,4,0,California,0,0,0,10,583,0,129.6,0,712.6,0,1,92104
-42,17,26.1,0,,,29,San Diego,2168,Month-to-Month,United States,6171-ZTVYB,Stayed,0,0,Male,1,DSL,"32.741499, -117.127409",32.741499,-117.127409,1,66.25,1,0,1,,1,1,0,1,Bank Withdrawal,1,47689,1,Q3,1,3,0,California,0,0,0,43,2907.35,0,1122.3,6.41,4023.24,0,1,92104
-79,23,5.09,1,Competitor,Competitor had better devices,81,San Diego,2407,Month-to-Month,United States,8685-WHQPW,Churned,0,0,Female,1,Fiber Optic,"32.76501, -117.19938",32.76501,-117.19938,0,74.4,1,0,0,,0,0,1,0,Bank Withdrawal,1,24169,0,Q3,0,1,1,California,0,0,0,22,1692.6,0,111.98,0,1804.58,0,0,92110
-59,0,12.22,0,,,58,San Diego,5169,Month-to-Month,United States,9294-TDIPC,Stayed,1,0,Male,0,,"32.76501, -117.19938",32.76501,-117.19938,0,20.2,0,1,0,Offer E,0,0,0,0,Credit Card,1,24169,0,Q3,0,5,0,California,0,0,0,5,83.75,0,61.1,0,144.85,0,0,92110
-58,21,1.88,0,,,47,San Diego,4521,Month-to-Month,United States,6257-RJOHI,Stayed,0,0,Male,1,DSL,"32.76501, -117.19938",32.76501,-117.19938,0,50.8,0,0,0,Offer E,0,0,1,0,Credit Card,1,24169,1,Q3,0,5,0,California,0,0,0,4,202.3,0,7.52,0,209.82,0,1,92110
-27,59,36.08,0,,,65,San Diego,5542,One Year,United States,1470-PSXNM,Stayed,1,1,Male,1,Fiber Optic,"32.76501, -117.19938",32.76501,-117.19938,1,93.65,1,2,7,,1,0,1,1,Bank Withdrawal,1,24169,0,Q3,1,3,0,California,0,0,1,49,4520.15,0,1767.92,33.13,6254.94,1,1,92110
-68,15,25.27,1,Attitude,Attitude of support person,68,San Diego,5857,Month-to-Month,United States,7240-FQLHE,Churned,0,0,Female,1,Fiber Optic,"32.707892, -117.05512",32.707892,-117.05512,1,99.75,1,0,1,,0,0,0,1,Bank Withdrawal,1,66838,1,Q3,1,2,1,California,1,0,1,18,1836.25,0,454.86,0,2291.11,0,1,92114
-69,23,20.78,0,,,73,San Diego,4309,Two Year,United States,7826-VVKWT,Stayed,1,1,Female,1,Fiber Optic,"32.707892, -117.05512",32.707892,-117.05512,1,96.55,0,1,9,,0,0,1,1,Bank Withdrawal,1,66838,0,Q3,1,5,1,California,1,1,1,24,2263.45,0,498.72,0,2762.17,0,1,92114
-73,22,35.04,0,,,34,San Diego,6010,Two Year,United States,9866-OCCKE,Stayed,0,1,Female,1,Fiber Optic,"32.707892, -117.05512",32.707892,-117.05512,1,109.75,1,0,1,Offer A,0,1,1,1,Mailed Check,1,66838,1,Q3,1,4,1,California,1,0,1,72,8075.35,0,2522.88,0,10598.23,0,1,92114
-34,0,44.69,0,,,53,San Diego,5404,Two Year,United States,5176-LMJXE,Stayed,0,0,Female,0,,"32.707892, -117.05512",32.707892,-117.05512,0,20.55,0,0,0,,0,0,1,0,Credit Card,1,66838,0,Q3,0,4,0,California,0,0,0,47,945.7,0,2100.43,0,3046.13,0,0,92114
-33,30,41.41,0,,,74,San Diego,5250,Month-to-Month,United States,5155-AZQPB,Stayed,1,0,Female,1,DSL,"32.707892, -117.05512",32.707892,-117.05512,1,49.9,1,1,6,Offer C,0,0,0,1,Credit Card,1,66838,0,Q3,1,5,0,California,0,0,0,28,1410.25,0,1159.48,0,2569.73,0,1,92114
-77,28,19.46,1,Attitude,Attitude of service provider,91,San Diego,4060,One Year,United States,6664-FPDAC,Churned,0,1,Female,1,Fiber Optic,"32.762506, -117.07245",32.762506,-117.07245,0,111.95,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,56887,1,Q3,0,3,1,California,1,0,1,56,6418.9,0,1089.76,0,7508.66,0,1,92115
-51,20,26.84,0,,,62,San Diego,4668,Month-to-Month,United States,3583-KRKMD,Stayed,0,0,Male,1,Fiber Optic,"32.762506, -117.07245",32.762506,-117.07245,0,75.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,56887,1,Q3,0,4,0,California,0,0,0,18,1373.05,0,483.12,15.57,1840.6,0,1,92115
-22,51,6.03,0,,,31,San Diego,3947,One Year,United States,1353-GHZOS,Stayed,0,0,Male,1,DSL,"32.762506, -117.07245",32.762506,-117.07245,1,59.75,0,0,10,Offer D,0,1,1,1,Bank Withdrawal,1,56887,0,Q3,1,3,0,California,0,0,1,22,1374.35,0,132.66,0,1507.01,1,1,92115
-45,27,49.99,0,,,77,San Diego,5447,Two Year,United States,5338-YHWYT,Stayed,1,0,Male,1,Cable,"32.762506, -117.07245",32.762506,-117.07245,0,61.45,0,1,0,,1,1,0,0,Credit Card,1,56887,1,Q3,0,3,0,California,0,0,0,37,2302.35,110,1849.63,48.79,4213.19,0,0,92115
-68,24,0,1,Competitor,Competitor had better devices,92,San Diego,5692,Month-to-Month,United States,0786-VSSUD,Churned,0,0,Male,1,DSL,"32.808814, -117.134694",32.808814,-117.134694,0,39,0,0,0,,1,0,1,0,Mailed Check,0,25232,0,Q3,0,1,1,California,0,0,1,16,679.85,0,0,0,679.85,0,1,92123
-44,20,0,0,,,64,San Diego,5531,Two Year,United States,6122-EFVKN,Stayed,0,0,Male,1,Cable,"32.808814, -117.134694",32.808814,-117.134694,0,35.75,0,0,0,,0,1,0,0,Credit Card,0,25232,1,Q3,0,3,0,California,0,0,0,24,830.8,0,0,0,830.8,0,1,92123
-57,23,49,0,,,41,San Diego,5527,One Year,United States,8272-ONJLV,Stayed,0,1,Male,1,Fiber Optic,"32.808814, -117.134694",32.808814,-117.134694,0,95.7,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,25232,0,Q3,0,5,0,California,1,1,1,12,1184,0,588,0,1772,0,1,92123
-47,22,32.41,0,,,68,San Diego,3380,One Year,United States,2364-UFROM,Stayed,0,0,Male,1,Cable,"32.808814, -117.134694",32.808814,-117.134694,0,70.4,0,0,0,,1,1,0,0,Bank Withdrawal,1,25232,1,Q3,0,3,0,California,0,0,1,30,2044.75,0,972.3,0,3017.05,0,1,92123
-41,13,35.38,0,,,68,San Diego,5501,One Year,United States,0334-ZFJSR,Stayed,0,0,Female,1,Cable,"32.808814, -117.134694",32.808814,-117.134694,1,66.05,1,0,0,,1,1,1,1,Credit Card,1,25232,1,Q3,0,4,0,California,0,0,0,55,3462.1,150,1945.9,44.53,5513.47,0,0,92123
-68,30,23.82,1,Competitor,Competitor had better devices,83,El Centro,3553,Month-to-Month,United States,1980-KXVPM,Churned,0,0,Female,1,Fiber Optic,"32.770393, -115.60915",32.770393,-115.60915,0,75.05,1,0,0,,0,0,1,0,Credit Card,1,43712,0,Q3,0,1,1,California,0,0,0,3,256.25,0,71.46,0,327.71,0,1,92243
-46,0,43.8,0,,,46,El Centro,4691,One Year,United States,2277-AXSDC,Stayed,0,0,Female,0,,"32.770393, -115.60915",32.770393,-115.60915,0,19.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,43712,0,Q3,0,4,0,California,0,0,0,32,624.15,0,1401.6,0,2025.75,0,0,92243
-35,12,10.5,0,,,78,El Centro,4304,Month-to-Month,United States,2038-LLMLM,Stayed,0,1,Female,1,Fiber Optic,"32.770393, -115.60915",32.770393,-115.60915,0,103.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,43712,1,Q3,0,5,0,California,1,1,1,48,4946.05,0,504,0,5450.05,0,1,92243
-47,16,20.15,0,,,67,El Centro,4156,One Year,United States,4227-OJHAL,Stayed,1,1,Female,1,DSL,"32.770393, -115.60915",32.770393,-115.60915,1,73,1,2,8,,1,1,1,1,Credit Card,1,43712,0,Q3,1,4,0,California,0,0,1,68,5163,0,1370.2,0,6533.2,0,1,92243
-24,51,0,0,,,29,El Centro,2519,One Year,United States,5701-GUXDC,Stayed,0,1,Female,1,DSL,"32.770393, -115.60915",32.770393,-115.60915,1,35.4,0,0,4,,0,1,0,1,Credit Card,0,43712,0,Q3,1,3,0,California,0,0,0,26,978.6,0,0,0,978.6,1,1,92243
-69,12,47.02,0,,,38,Los Angeles,5309,Two Year,United States,3841-NFECX,Stayed,0,1,Female,1,Fiber Optic,"34.050198, -118.210946",34.050198,-118.210946,1,96.35,1,0,3,,1,1,1,1,Credit Card,1,49431,1,Q3,1,4,1,California,0,0,0,71,6766.95,0,3338.42,0,10105.37,0,1,90033
-63,22,10.43,1,Price,Price too high,85,Los Angeles,5383,Month-to-Month,United States,0337-CNPZE,Churned,0,1,Female,1,Fiber Optic,"34.050198, -118.210946",34.050198,-118.210946,0,106.3,1,0,0,,1,0,1,0,Bank Withdrawal,1,49431,0,Q3,0,2,0,California,1,1,1,41,4443.45,130,427.63,0,5001.08,0,0,90033
-64,30,16.58,0,,,52,Los Angeles,6275,Two Year,United States,9225-BZLNZ,Stayed,0,1,Male,1,DSL,"34.050198, -118.210946",34.050198,-118.210946,1,85.25,1,0,9,,1,1,1,1,Bank Withdrawal,1,49431,0,Q3,1,3,0,California,1,1,1,72,6083.1,0,1193.76,0,7276.86,0,1,90033
-47,16,21.93,0,,,62,Los Angeles,3445,Month-to-Month,United States,2694-CIUMO,Stayed,0,0,Female,1,Fiber Optic,"34.050198, -118.210946",34.050198,-118.210946,0,79.55,1,0,0,Offer D,0,0,1,0,Credit Card,1,49431,1,Q3,0,3,0,California,0,0,0,12,958.25,0,263.16,0,1221.41,0,1,90033
-37,0,38.73,0,,,60,Los Angeles,6271,Two Year,United States,4990-ALDGW,Stayed,0,0,Male,0,,"34.050198, -118.210946",34.050198,-118.210946,0,20.75,0,0,0,,0,0,0,0,Credit Card,1,49431,0,Q3,0,3,0,California,0,0,0,57,1118.8,0,2207.61,0,3326.41,0,0,90033
-79,11,33.1,0,,,69,Los Angeles,4449,One Year,United States,4929-XIHVW,Joined,0,1,Male,1,Fiber Optic,"34.030578, -118.399613",34.030578,-118.399613,1,95.5,0,0,10,Offer E,0,0,1,1,Credit Card,1,58218,0,Q3,1,5,1,California,1,0,1,2,181.65,10,66.2,0,257.85,0,0,90034
-60,0,34.04,0,,,35,Los Angeles,4617,Two Year,United States,0354-VXMJC,Stayed,1,0,Male,0,,"34.030578, -118.399613",34.030578,-118.399613,1,19.6,0,3,10,,0,0,0,1,Credit Card,1,58218,0,Q3,1,5,0,California,0,0,0,23,426.65,0,782.92,0,1209.57,0,0,90034
-37,0,2.29,0,,,53,Los Angeles,4408,Month-to-Month,United States,9817-APLHW,Stayed,0,0,Male,0,,"34.030578, -118.399613",34.030578,-118.399613,0,25,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,58218,0,Q3,0,4,0,California,0,0,0,12,316.2,0,27.48,0,343.68,0,0,90034
-24,0,33.61,0,,,72,Los Angeles,4766,Two Year,United States,5846-ABOBJ,Stayed,0,0,Male,0,,"34.030578, -118.399613",34.030578,-118.399613,1,24.45,1,0,2,,0,0,0,1,Bank Withdrawal,1,58218,0,Q3,1,3,0,California,0,0,0,71,1730.65,0,2386.31,0,4116.96,1,0,90034
-38,22,36.21,0,,,68,Los Angeles,5437,One Year,United States,4816-OKWNX,Stayed,1,1,Male,1,Fiber Optic,"34.030578, -118.399613",34.030578,-118.399613,1,103.4,0,1,2,,1,0,1,1,Bank Withdrawal,1,58218,1,Q3,1,5,0,California,1,1,1,50,5236.4,0,1810.5,0,7046.9,0,1,90034
-71,12,11.89,0,,,40,Los Angeles,3144,One Year,United States,3413-BMNZE,Joined,0,0,Male,1,DSL,"34.002642, -118.287596",34.002642,-118.287596,0,45.25,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,56709,0,Q3,0,3,1,California,0,0,0,1,45.25,0,11.89,0,57.14,0,1,90037
-35,13,22.33,1,Other,Don't know,71,Los Angeles,2039,Month-to-Month,United States,6839-ITVZJ,Churned,0,0,Female,1,DSL,"34.002642, -118.287596",34.002642,-118.287596,1,60.05,1,0,1,,1,0,1,1,Bank Withdrawal,1,56709,1,Q3,1,2,0,California,0,0,0,26,1616.15,0,580.58,0,2196.73,0,1,90037
-36,9,17.46,1,Dissatisfaction,Product dissatisfaction,79,Los Angeles,5047,Month-to-Month,United States,1513-XNPPH,Churned,0,1,Female,1,Fiber Optic,"34.002642, -118.287596",34.002642,-118.287596,0,89.4,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,56709,1,Q3,0,1,0,California,1,1,0,12,1095.65,0,209.52,0,1305.17,0,1,90037
-41,29,29.41,0,,,51,Los Angeles,5450,Month-to-Month,United States,4647-XXZAM,Stayed,1,0,Female,1,DSL,"34.002642, -118.287596",34.002642,-118.287596,1,45.5,0,1,1,,0,0,0,1,Credit Card,1,56709,0,Q3,1,4,0,California,0,0,0,6,285.2,0,176.46,0,461.66,0,1,90037
-28,71,7.55,0,,,52,Los Angeles,5263,Month-to-Month,United States,4747-LCAQL,Stayed,0,0,Male,1,DSL,"34.002642, -118.287596",34.002642,-118.287596,0,79,0,0,0,Offer C,1,1,1,0,Credit Card,1,56709,1,Q3,0,4,0,California,1,1,1,25,1902,0,188.75,0,2090.75,1,1,90037
-65,2,30.6,0,,,25,Los Angeles,3154,One Year,United States,6575-SUVOI,Stayed,0,0,Female,1,DSL,"34.003553, -118.308933",34.003553,-118.308933,1,69.5,1,0,9,,0,1,1,1,Credit Card,1,29299,1,Q3,1,4,1,California,0,0,1,25,1752.65,0,765,0,2517.65,0,1,90062
-59,25,40.71,1,Competitor,Competitor had better devices,93,Los Angeles,4214,Month-to-Month,United States,0107-YHINA,Churned,0,1,Male,1,Fiber Optic,"34.003553, -118.308933",34.003553,-118.308933,0,99.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,29299,0,Q3,0,1,0,California,1,1,1,1,99.75,0,40.71,0,140.46,0,1,90062
-36,22,12.88,1,Dissatisfaction,Product dissatisfaction,90,Los Angeles,5386,Month-to-Month,United States,2235-ZGKPT,Churned,1,0,Female,1,Cable,"34.003553, -118.308933",34.003553,-118.308933,1,50.85,1,1,1,,0,0,0,1,Credit Card,1,29299,0,Q3,1,1,0,California,0,0,0,4,239.55,0,51.52,0,291.07,0,1,90062
-54,30,2.2,1,Competitor,Competitor offered more data,87,Los Angeles,4179,Month-to-Month,United States,1447-GIQMR,Churned,0,0,Male,1,Fiber Optic,"34.003553, -118.308933",34.003553,-118.308933,1,69.15,0,0,1,,0,0,1,1,Bank Withdrawal,1,29299,0,Q3,1,2,0,California,0,0,0,1,69.15,0,2.2,0,71.35,0,1,90062
-43,0,29.09,0,,,27,Los Angeles,3945,Two Year,United States,9150-KPBJQ,Stayed,0,0,Female,0,,"34.003553, -118.308933",34.003553,-118.308933,0,19.65,0,0,0,,0,0,0,0,Credit Card,1,29299,0,Q3,0,5,0,California,0,0,0,6,116.85,0,174.54,0,291.39,0,0,90062
-72,16,48.9,0,,,59,Los Angeles,5153,One Year,United States,4667-QONEA,Stayed,0,1,Female,1,Cable,"34.037251, -118.423573",34.037251,-118.423573,1,74.85,0,0,9,Offer B,1,1,1,1,Credit Card,1,24505,1,Q3,1,3,1,California,1,0,0,60,4456.35,0,2934,0,7390.35,0,1,90064
-41,30,49.35,0,,,20,Los Angeles,5709,Two Year,United States,0727-BNRLG,Stayed,0,1,Male,1,Fiber Optic,"34.037251, -118.423573",34.037251,-118.423573,0,97.65,1,0,0,Offer A,1,0,1,0,Credit Card,1,24505,1,Q3,0,3,0,California,0,0,1,69,6743.55,0,3405.15,0,10148.7,0,1,90064
-53,28,15.09,0,,,75,Los Angeles,2191,Month-to-Month,United States,5447-VYTKW,Stayed,0,0,Male,1,Cable,"34.037251, -118.423573",34.037251,-118.423573,0,53.45,0,0,0,,0,1,0,0,Credit Card,1,24505,1,Q3,0,3,0,California,0,0,0,27,1461.45,0,407.43,0,1868.88,0,1,90064
-60,22,19.58,0,,,79,Los Angeles,4730,Two Year,United States,3654-ARMGP,Stayed,0,1,Female,1,DSL,"34.037251, -118.423573",34.037251,-118.423573,0,88.65,1,0,0,,1,0,0,0,Credit Card,1,24505,1,Q3,0,4,0,California,1,1,1,61,5321.25,0,1194.38,0,6515.63,0,1,90064
-57,3,0,0,,,26,Los Angeles,4670,One Year,United States,6810-VCAEX,Stayed,0,0,Female,1,DSL,"34.037251, -118.423573",34.037251,-118.423573,0,39.65,0,0,0,Offer B,1,1,0,0,Credit Card,0,24505,1,Q3,0,4,0,California,0,0,0,47,1798.65,0,0,0,1798.65,0,1,90064
-77,9,21.79,0,,,74,Los Angeles,4582,One Year,United States,5067-XJQFU,Stayed,0,1,Male,1,Fiber Optic,"34.057496, -118.413959",34.057496,-118.413959,1,108.45,1,0,3,,1,0,1,1,Bank Withdrawal,1,2527,1,Q3,1,5,1,California,1,0,1,66,7076.35,0,1438.14,0,8514.49,0,1,90067
-69,30,19.92,0,,,75,Los Angeles,3415,Two Year,United States,3280-MRDOF,Stayed,0,1,Male,1,DSL,"34.057496, -118.413959",34.057496,-118.413959,0,69.1,1,0,0,,0,0,1,0,Credit Card,1,2527,1,Q3,0,3,1,California,0,0,1,30,2093.9,0,597.6,21.08,2670.42,0,1,90067
-68,21,27.7,0,,,58,Los Angeles,5113,Two Year,United States,8659-HDIYE,Stayed,0,1,Female,1,DSL,"34.057496, -118.413959",34.057496,-118.413959,0,74.65,1,0,0,,1,0,0,0,Credit Card,1,2527,1,Q3,0,4,1,California,1,0,0,64,4869.35,0,1772.8,47.04,6595.11,0,1,90067
-78,2,0,0,,,67,Los Angeles,2307,Month-to-Month,United States,1261-FWTTE,Stayed,0,0,Male,1,Cable,"34.057496, -118.413959",34.057496,-118.413959,0,34.65,0,0,0,,0,0,1,0,Bank Withdrawal,0,2527,0,Q3,0,4,1,California,1,1,0,23,768.45,0,0,0,768.45,0,1,90067
-44,53,0,0,,,70,Los Angeles,4741,Month-to-Month,United States,1395-OFUWC,Stayed,1,0,Male,1,Cable,"34.057496, -118.413959",34.057496,-118.413959,1,29.3,0,3,5,Offer B,1,0,0,1,Credit Card,0,2527,0,Q3,1,3,0,California,0,0,0,43,1224.05,0,0,0,1224.05,0,1,90067
-71,10,16.33,0,,,69,Downey,4881,Two Year,United States,1891-QRQSA,Stayed,0,1,Male,1,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,1,111.6,1,0,9,Offer B,0,1,1,1,Bank Withdrawal,1,40152,1,Q3,1,4,1,California,1,0,1,64,7099,0,1045.12,0,8144.12,0,1,90241
-47,29,29.54,1,Competitor,Competitor made better offer,90,Downey,2459,Two Year,United States,9412-ARGBX,Churned,0,1,Female,1,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,0,95.5,0,0,0,,1,0,1,0,Credit Card,1,40152,1,Q3,0,2,0,California,0,0,1,48,4627.85,0,1417.92,0,6045.77,0,1,90241
-51,7,2.97,0,,,58,Downey,2330,Month-to-Month,United States,7398-SKNQZ,Joined,0,0,Female,1,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,1,94.9,1,0,5,,0,0,0,1,Bank Withdrawal,1,40152,0,Q3,1,5,0,California,1,1,1,3,273.2,0,8.91,0,282.11,0,1,90241
-58,0,48.79,0,,,72,Downey,3160,Month-to-Month,United States,9629-NHXFW,Joined,1,0,Female,0,,"33.940884, -118.128628",33.940884,-118.128628,1,19.4,0,2,6,,0,0,1,1,Credit Card,1,40152,0,Q3,1,5,0,California,0,0,0,1,19.4,0,48.79,0,68.19,0,0,90241
-19,73,41.91,0,,,37,Downey,5234,Two Year,United States,0254-FNMCI,Stayed,0,1,Female,1,Fiber Optic,"33.940884, -118.128628",33.940884,-118.128628,0,109.9,0,0,0,,1,1,1,0,Bank Withdrawal,1,40152,1,Q3,0,4,0,California,1,1,1,72,7624.2,0,3017.52,0,10641.72,1,1,90241
-73,29,47.13,0,,,21,Gardena,4463,One Year,United States,2673-CXQEU,Stayed,0,1,Female,1,Fiber Optic,"33.890853, -118.297967",33.890853,-118.297967,0,110.5,1,0,0,,1,1,0,0,Bank Withdrawal,1,47758,0,Q3,0,4,1,California,1,0,1,56,6139.5,0,2639.28,0,8778.78,0,1,90247
-39,24,6.4,0,,,37,Gardena,4443,Month-to-Month,United States,5136-RGMZO,Stayed,0,0,Male,1,Cable,"33.890853, -118.297967",33.890853,-118.297967,0,71.05,1,0,0,,1,0,1,0,Bank Withdrawal,1,47758,1,Q3,0,4,0,California,0,0,1,31,2168.15,0,198.4,0,2366.55,0,1,90247
-34,0,49.91,0,,,43,Gardena,3009,Month-to-Month,United States,0396-HUJBP,Joined,0,0,Female,0,,"33.890853, -118.297967",33.890853,-118.297967,0,19.3,0,0,0,,0,0,0,0,Credit Card,1,47758,0,Q3,0,3,0,California,0,0,0,2,44.4,0,99.82,0,144.22,0,0,90247
-33,16,36.94,0,,,60,Gardena,2757,Month-to-Month,United States,8118-TJAFG,Stayed,1,0,Male,1,Fiber Optic,"33.890853, -118.297967",33.890853,-118.297967,1,101.5,0,1,1,,1,0,1,1,Bank Withdrawal,1,47758,1,Q3,1,3,0,California,1,1,1,9,906.85,0,332.46,0,1239.31,0,1,90247
-63,11,0,0,,,42,Gardena,2522,One Year,United States,9388-ZEYVT,Stayed,0,1,Male,1,DSL,"33.890853, -118.297967",33.890853,-118.297967,0,44.15,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,0,47758,1,Q3,0,4,0,California,1,1,0,43,1931.3,0,0,0,1931.3,0,1,90247
-80,5,38.61,0,,,55,Hawthorne,3033,One Year,United States,0191-ZHSKZ,Stayed,0,0,Male,1,DSL,"33.914775, -118.348083",33.914775,-118.348083,0,74.75,0,0,0,,1,1,1,0,Bank Withdrawal,1,93315,0,Q3,0,4,1,California,1,0,1,30,2111.3,0,1158.3,0,3269.6,0,1,90250
-75,19,0,0,,,49,Hawthorne,2617,One Year,United States,9758-MFWGD,Stayed,1,0,Female,1,DSL,"33.914775, -118.348083",33.914775,-118.348083,1,29.9,0,2,0,,1,0,0,1,Bank Withdrawal,0,93315,0,Q3,0,5,1,California,0,0,0,48,1388.75,0,0,0,1388.75,0,1,90250
-50,28,22.05,1,Attitude,Attitude of support person,71,Hawthorne,4017,Month-to-Month,United States,3877-JRJIP,Churned,0,0,Male,1,Cable,"33.914775, -118.348083",33.914775,-118.348083,0,59.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,93315,0,Q3,0,2,0,California,0,0,1,1,59.85,0,22.05,0,81.9,0,1,90250
-53,0,36.82,0,,,40,Hawthorne,6425,Two Year,United States,6285-FTQBF,Stayed,1,0,Male,0,,"33.914775, -118.348083",33.914775,-118.348083,1,25.55,1,3,4,Offer A,0,0,0,1,Credit Card,1,93315,0,Q3,1,4,0,California,0,0,0,72,1867.7,0,2651.04,0,4518.74,0,0,90250
-53,17,22.95,0,,,71,Hawthorne,5791,Two Year,United States,4670-TABXH,Stayed,0,1,Male,1,Fiber Optic,"33.914775, -118.348083",33.914775,-118.348083,1,109.75,1,0,6,,1,0,1,1,Credit Card,1,93315,1,Q3,1,3,0,California,1,1,1,72,7758.9,0,1652.4,0,9411.3,0,1,90250
-79,2,27.65,0,,,60,Redondo Beach,4182,One Year,United States,2424-WVHPL,Joined,0,0,Male,1,Fiber Optic,"33.873395, -118.37019",33.873395,-118.37019,0,74.7,0,0,0,,0,0,0,0,Bank Withdrawal,1,37322,1,Q3,0,5,1,California,0,0,0,1,74.7,0,27.65,0,102.35,0,1,90278
-19,0,3.28,0,,,51,Redondo Beach,4833,Two Year,United States,3768-VHXQO,Stayed,0,0,Male,0,,"33.873395, -118.37019",33.873395,-118.37019,1,24.85,1,0,9,Offer A,0,0,0,1,Credit Card,1,37322,0,Q3,1,4,0,California,0,0,0,67,1583.5,0,219.76,0,1803.26,1,0,90278
-44,2,18.9,0,,,67,Redondo Beach,5496,Month-to-Month,United States,6794-HKIAJ,Stayed,0,1,Male,1,Fiber Optic,"33.873395, -118.37019",33.873395,-118.37019,0,90.7,1,0,0,,1,1,0,0,Bank Withdrawal,1,37322,0,Q3,0,3,0,California,0,0,0,62,5586.45,0,1171.8,0,6758.25,0,1,90278
-43,24,8.69,0,,,62,Redondo Beach,3271,Month-to-Month,United States,8149-AIQCG,Stayed,0,0,Male,1,Fiber Optic,"33.873395, -118.37019",33.873395,-118.37019,0,73.15,1,0,0,Offer C,0,0,1,0,Credit Card,1,37322,0,Q3,0,5,0,California,0,0,0,39,2730.85,0,338.91,0,3069.76,0,1,90278
-44,0,10.83,0,,,30,Redondo Beach,5946,Two Year,United States,3662-FXJFO,Stayed,0,0,Female,0,,"33.873395, -118.37019",33.873395,-118.37019,0,20.5,0,0,0,Offer B,0,0,1,0,Credit Card,1,37322,0,Q3,0,5,0,California,0,0,0,54,1035.7,0,584.82,0,1620.52,0,0,90278
-65,9,0,0,,,28,Santa Monica,6238,One Year,United States,5386-THSLQ,Stayed,0,1,Female,1,Cable,"34.035849, -118.503508",34.035849,-118.503508,1,45.55,0,0,0,Offer A,1,0,0,1,Bank Withdrawal,0,11509,0,Q3,0,5,1,California,0,0,1,66,3027.25,0,0,0,3027.25,0,1,90402
-65,0,49.94,0,,,76,Santa Monica,4934,Two Year,United States,1167-OYZJF,Stayed,0,0,Female,0,,"34.035849, -118.503508",34.035849,-118.503508,1,20.05,0,0,7,,0,0,1,1,Bank Withdrawal,1,11509,0,Q3,1,5,1,California,0,0,0,67,1263.05,0,3345.98,43.66,4565.37,0,0,90402
-54,7,13.35,1,Competitor,Competitor had better devices,75,Santa Monica,4188,Month-to-Month,United States,6907-NZZIJ,Churned,0,0,Female,1,Fiber Optic,"34.035849, -118.503508",34.035849,-118.503508,0,99.15,1,0,0,,1,0,1,0,Bank Withdrawal,1,11509,0,Q3,0,1,0,California,1,1,1,36,3615.6,30,480.6,0,4126.2,0,0,90402
-59,26,37.63,0,,,63,Santa Monica,3854,Month-to-Month,United States,1803-BGNBD,Stayed,0,0,Female,1,DSL,"34.035849, -118.503508",34.035849,-118.503508,0,54.3,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,11509,1,Q3,0,3,0,California,0,0,0,12,654.5,130,451.56,0,1236.06,0,0,90402
-52,57,27.38,0,,,39,Santa Monica,4325,Month-to-Month,United States,3545-CNWRG,Stayed,1,0,Female,1,Fiber Optic,"34.035849, -118.503508",34.035849,-118.503508,1,98.35,1,3,7,Offer B,1,0,1,1,Bank Withdrawal,1,11509,0,Q3,1,5,0,California,1,1,1,49,4889.2,0,1341.62,0,6230.82,0,1,90402
-73,20,0,0,,,68,Artesia,5372,One Year,United States,2639-UGMAZ,Stayed,0,0,Male,1,DSL,"33.867593, -118.080637",33.867593,-118.080637,0,56.45,0,0,0,Offer A,1,1,1,0,Bank Withdrawal,0,16398,0,Q3,0,3,1,California,1,1,1,71,3985.35,0,0,0,3985.35,0,1,90701
-80,15,22.95,0,,,73,Artesia,4040,One Year,United States,2519-LBNQL,Stayed,0,1,Male,1,Fiber Optic,"33.867593, -118.080637",33.867593,-118.080637,1,104.35,1,0,2,,1,0,1,1,Bank Withdrawal,1,16398,0,Q3,1,4,1,California,1,1,1,60,6339.45,0,1377,41.23,7675.22,0,1,90701
-30,71,42.4,0,,,29,Artesia,5364,One Year,United States,1698-XFZCI,Stayed,0,1,Male,1,Fiber Optic,"33.867593, -118.080637",33.867593,-118.080637,0,107.75,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,16398,0,Q3,0,3,0,California,1,1,1,61,6521.9,0,2586.4,0,9108.3,0,1,90701
-25,26,0,0,,,58,Artesia,4436,Month-to-Month,United States,7074-STDCN,Stayed,0,0,Male,1,Cable,"33.867593, -118.080637",33.867593,-118.080637,0,40.6,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,0,16398,1,Q3,0,5,0,California,1,1,0,39,1494.5,0,0,0,1494.5,1,1,90701
-64,23,10.67,0,,,78,Artesia,5700,Two Year,United States,9488-FYQAU,Stayed,0,1,Female,1,Fiber Optic,"33.867593, -118.080637",33.867593,-118.080637,1,109.25,1,0,8,,1,0,1,1,Bank Withdrawal,1,16398,1,Q3,1,4,0,California,1,1,1,63,6841.4,0,672.21,0,7513.61,0,1,90701
-66,0,30.72,0,,,52,Sunset Beach,4329,Two Year,United States,1131-QQZEB,Stayed,0,0,Male,0,,"33.719221, -118.073596",33.719221,-118.073596,1,23.95,1,0,7,Offer A,0,0,0,1,Bank Withdrawal,1,1107,0,Q3,1,3,1,California,0,0,0,71,1756.2,0,2181.12,0,3937.32,0,0,90742
-44,21,27.24,1,Price,Price too high,83,Sunset Beach,2131,Month-to-Month,United States,5949-EBSQK,Churned,1,0,Male,1,DSL,"33.719221, -118.073596",33.719221,-118.073596,1,61.45,0,1,4,,0,0,0,1,Credit Card,1,1107,1,Q3,1,2,0,California,1,1,0,4,229.55,0,108.96,0,338.51,0,1,90742
-53,3,26.06,1,Competitor,Competitor made better offer,66,Sunset Beach,2176,Month-to-Month,United States,9940-RHLFB,Churned,0,1,Female,1,Fiber Optic,"33.719221, -118.073596",33.719221,-118.073596,0,75.3,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,1107,0,Q3,0,1,0,California,0,0,0,1,75.3,0,26.06,0,101.36,0,1,90742
-20,48,14.53,0,,,61,Sunset Beach,2590,Month-to-Month,United States,2474-LCNUE,Stayed,0,0,Female,1,Cable,"33.719221, -118.073596",33.719221,-118.073596,1,73.65,1,0,5,Offer D,0,0,1,1,Credit Card,1,1107,1,Q3,1,5,0,California,1,1,1,23,1642.75,0,334.19,0,1976.94,1,1,90742
-58,7,0,0,,,20,Sunset Beach,3100,Two Year,United States,9928-BZVLZ,Stayed,0,1,Female,1,DSL,"33.719221, -118.073596",33.719221,-118.073596,0,49.85,0,0,0,Offer D,0,1,0,0,Credit Card,0,1107,1,Q3,0,3,0,California,1,1,0,12,552.1,0,0,0,552.1,0,1,90742
-77,25,38.32,0,,,7,Baldwin Park,5348,One Year,United States,9058-HRZSV,Stayed,0,1,Female,1,Fiber Optic,"34.098275, -117.967399",34.098275,-117.967399,1,94.4,0,0,2,,1,1,0,1,Bank Withdrawal,1,76890,0,Q3,1,4,1,California,1,1,0,65,6126.15,0,2490.8,0,8616.95,0,1,91706
-65,17,12.07,0,,,47,Baldwin Park,4666,Two Year,United States,1568-BEKZM,Stayed,0,1,Male,1,DSL,"34.098275, -117.967399",34.098275,-117.967399,1,90.05,1,0,7,,1,1,0,1,Credit Card,1,76890,1,Q3,1,3,1,California,1,1,1,70,6333.4,0,844.9,0,7178.3,0,1,91706
-62,29,11.5,0,,,45,Baldwin Park,4280,Two Year,United States,3638-VBZTA,Stayed,0,0,Male,1,DSL,"34.098275, -117.967399",34.098275,-117.967399,0,86.5,1,0,0,,1,1,1,0,Bank Withdrawal,1,76890,1,Q3,0,4,0,California,1,1,1,68,5882.75,0,782,0,6664.75,0,1,91706
-19,82,43.79,0,,,47,Baldwin Park,4363,One Year,United States,7245-JMTTQ,Stayed,0,1,Female,1,Fiber Optic,"34.098275, -117.967399",34.098275,-117.967399,0,111.5,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,76890,1,Q3,0,4,0,California,1,1,1,51,5703.25,0,2233.29,0,7936.54,1,1,91706
-32,19,25.84,0,,,33,Baldwin Park,2436,Two Year,United States,8465-SBRXP,Stayed,1,1,Male,1,Fiber Optic,"34.098275, -117.967399",34.098275,-117.967399,1,94.9,1,2,1,,0,0,1,1,Bank Withdrawal,1,76890,1,Q3,1,3,0,California,0,0,1,38,3616.25,0,981.92,0,4598.17,0,0,91706
-68,20,10.51,0,,,7,Chino Hills,5557,One Year,United States,4522-AKYLR,Stayed,0,1,Female,1,DSL,"33.942895, -117.725644",33.942895,-117.725644,0,54.8,0,0,0,,1,0,1,0,Bank Withdrawal,1,66754,0,Q3,0,4,1,California,0,0,0,13,731.3,0,136.63,0,867.93,0,1,91709
-51,22,28,0,,,39,Chino Hills,5858,Month-to-Month,United States,7459-IMVYU,Stayed,0,1,Male,1,DSL,"33.942895, -117.725644",33.942895,-117.725644,0,69.95,1,0,0,,1,1,0,0,Bank Withdrawal,1,66754,1,Q3,0,3,0,California,0,0,0,38,2657.55,90,1064,0,3811.55,0,0,91709
-47,5,16.57,0,,,37,Chino Hills,5319,One Year,United States,0670-ANMUU,Stayed,0,0,Male,1,Fiber Optic,"33.942895, -117.725644",33.942895,-117.725644,0,97.65,1,0,0,,0,1,0,0,Credit Card,1,66754,1,Q3,0,3,0,California,1,1,0,71,6687.85,0,1176.47,0,7864.32,0,1,91709
-47,19,5.93,0,,,41,Chino Hills,6319,One Year,United States,6050-IJRHS,Stayed,1,1,Female,1,Fiber Optic,"33.942895, -117.725644",33.942895,-117.725644,1,106.5,1,1,2,Offer A,1,0,1,1,Bank Withdrawal,1,66754,0,Q3,1,5,0,California,1,1,1,70,7397,0,415.1,0,7812.1,0,1,91709
-41,24,37.68,0,,,63,Chino Hills,4388,Month-to-Month,United States,2408-PSJVE,Stayed,1,1,Male,1,DSL,"33.942895, -117.725644",33.942895,-117.725644,1,61.9,0,3,1,,1,0,1,1,Credit Card,1,66754,1,Q3,1,4,0,California,0,0,0,44,2924.05,0,1657.92,0,4581.97,0,1,91709
-69,23,0,0,,,50,Hacienda Heights,3094,One Year,United States,5046-NUHWD,Stayed,0,1,Female,1,Cable,"33.998471, -117.973758",33.998471,-117.973758,1,45,0,0,5,,0,1,1,1,Bank Withdrawal,0,53686,0,Q3,1,3,1,California,1,0,0,29,1228.65,0,0,0,1228.65,0,1,91745
-69,14,4.04,0,,,53,Hacienda Heights,5983,Two Year,United States,6741-EGCBI,Stayed,0,0,Male,1,Fiber Optic,"33.998471, -117.973758",33.998471,-117.973758,0,90.5,1,0,0,,0,1,1,0,Credit Card,1,53686,0,Q3,0,3,1,California,1,0,0,30,2595.85,0,121.2,0,2717.05,0,1,91745
-24,0,11.35,1,Price,Price too high,91,Hacienda Heights,4785,Month-to-Month,United States,7845-URHJN,Churned,0,0,Female,0,,"33.998471, -117.973758",33.998471,-117.973758,1,20.15,0,0,1,,0,0,0,1,Bank Withdrawal,1,53686,0,Q3,1,3,0,California,0,0,0,8,156.25,0,90.8,0,247.05,1,0,91745
-57,14,6.41,0,,,34,Hacienda Heights,5146,Two Year,United States,5668-MEISB,Stayed,1,1,Female,1,Fiber Optic,"33.998471, -117.973758",33.998471,-117.973758,1,106.1,1,1,1,,1,1,0,1,Credit Card,1,53686,1,Q3,1,4,0,California,0,0,1,72,7657.4,0,461.52,0,8118.92,0,1,91745
-32,0,15.32,0,,,80,Hacienda Heights,6212,Two Year,United States,5146-YYFRZ,Stayed,0,0,Male,0,,"33.998471, -117.973758",33.998471,-117.973758,0,19.95,0,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,53686,0,Q3,0,5,0,California,0,0,0,67,1311.75,0,1026.44,0,2338.19,0,0,91745
-79,9,36.66,0,,,36,La Verne,4429,One Year,United States,7529-ZDFXI,Stayed,0,0,Male,1,Fiber Optic,"34.144703, -117.770299",34.144703,-117.770299,1,89.85,1,0,1,,1,0,1,1,Bank Withdrawal,1,35530,0,Q3,1,5,1,California,1,0,0,57,4925.35,0,2089.62,0,7014.97,0,1,91750
-20,48,40.99,0,,,24,La Verne,5277,Month-to-Month,United States,5356-CSVSQ,Joined,0,0,Female,1,Cable,"34.144703, -117.770299",34.144703,-117.770299,0,64.6,1,0,0,,0,0,0,0,Bank Withdrawal,1,35530,1,Q3,0,5,0,California,0,0,1,3,174.2,0,122.97,0,297.17,1,1,91750
-55,18,14.54,0,,,60,La Verne,4733,One Year,United States,9677-AVKED,Stayed,1,1,Female,1,Cable,"34.144703, -117.770299",34.144703,-117.770299,0,84.6,1,2,0,,1,0,1,0,Bank Withdrawal,1,35530,1,Q3,0,5,0,California,1,1,1,53,4449.75,0,770.62,0,5220.37,0,1,91750
-38,0,46.23,0,,,69,La Verne,4890,One Year,United States,2923-ARZLG,Stayed,1,0,Male,0,,"34.144703, -117.770299",34.144703,-117.770299,1,19.7,0,2,5,Offer E,0,0,1,1,Credit Card,1,35530,0,Q3,1,5,0,California,0,0,0,10,197.54,0,462.3,0,659.84,0,0,91750
-39,18,23.82,0,,,79,La Verne,4516,Month-to-Month,United States,3452-SRFEG,Stayed,0,0,Male,1,Fiber Optic,"34.144703, -117.770299",34.144703,-117.770299,0,74.6,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,35530,0,Q3,0,5,0,California,0,0,0,49,3720.35,0,1167.18,0,4887.53,0,1,91750
-67,12,7.95,0,,,59,Ontario,3524,One Year,United States,3197-ARFOY,Stayed,0,0,Female,1,Fiber Optic,"34.035602, -117.591528",34.035602,-117.591528,0,105,0,0,0,,1,1,1,0,Mailed Check,1,56280,1,Q3,0,3,1,California,1,0,1,19,2007.25,20,151.05,0,2178.3,0,0,91761
-50,11,6.95,1,Attitude,Attitude of support person,83,Ontario,5111,Month-to-Month,United States,3946-MHCZW,Churned,0,1,Male,1,DSL,"34.035602, -117.591528",34.035602,-117.591528,0,50.9,0,0,0,Offer E,0,0,0,0,Credit Card,1,56280,0,Q3,0,1,0,California,0,0,0,1,50.9,0,6.95,0,57.85,0,1,91761
-61,7,2.15,0,,,65,Ontario,5315,Month-to-Month,United States,8980-WQFWL,Stayed,0,1,Female,1,DSL,"34.035602, -117.591528",34.035602,-117.591528,0,62.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,56280,0,Q3,0,4,0,California,1,1,0,35,2096.1,0,75.25,0,2171.35,0,1,91761
-48,0,11.53,0,,,41,Ontario,6015,Two Year,United States,1241-EZFMJ,Stayed,0,0,Male,0,,"34.035602, -117.591528",34.035602,-117.591528,1,25.45,1,0,2,Offer B,0,0,0,1,Bank Withdrawal,1,56280,0,Q3,1,4,0,California,0,0,0,61,1538.6,0,703.33,0,2241.93,0,0,91761
-41,0,19.98,0,,,28,Ontario,5628,Two Year,United States,6848-HJTXY,Stayed,0,0,Female,0,,"34.035602, -117.591528",34.035602,-117.591528,1,19.45,0,0,8,Offer B,0,0,0,1,Credit Card,1,56280,0,Q3,1,3,0,California,0,0,0,64,1208.6,0,1278.72,0,2487.32,0,0,91761
-79,30,42.95,0,,,23,San Gabriel,4604,One Year,United States,3179-GBRWV,Stayed,0,0,Male,1,DSL,"34.114772, -118.089431",34.114772,-118.089431,1,64.95,0,0,5,,1,1,1,1,Bank Withdrawal,1,23444,0,Q3,1,4,1,California,1,0,0,21,1339.8,0,901.95,0,2241.75,0,1,91775
-27,59,14.96,1,Attitude,Attitude of support person,78,San Gabriel,2010,Month-to-Month,United States,7603-USHJS,Churned,1,0,Male,1,Fiber Optic,"34.114772, -118.089431",34.114772,-118.089431,0,73.75,1,1,0,Offer D,0,0,1,0,Credit Card,1,23444,0,Q3,0,3,0,California,0,1,0,12,871.4,0,179.52,0,1050.92,1,1,91775
-19,85,36.32,0,,,27,San Gabriel,4396,Month-to-Month,United States,2018-QKYGT,Joined,1,0,Male,1,Fiber Optic,"34.114772, -118.089431",34.114772,-118.089431,1,81.05,0,3,1,,0,0,1,1,Bank Withdrawal,1,23444,0,Q3,1,5,0,California,1,1,0,1,81.05,0,36.32,0,117.37,1,1,91775
-22,73,42.17,0,,,52,San Gabriel,6382,Two Year,United States,7860-UXCRM,Stayed,1,1,Male,1,DSL,"34.114772, -118.089431",34.114772,-118.089431,1,74.5,0,2,9,,1,1,0,1,Credit Card,1,23444,1,Q3,1,4,0,California,0,0,1,63,4674.55,0,2656.71,0,7331.26,1,1,91775
-77,19,8.06,0,,,75,Chula Vista,2578,One Year,United States,4847-TAJYI,Stayed,0,0,Female,1,Fiber Optic,"32.607964, -117.059459",32.607964,-117.059459,0,89.35,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,71126,0,Q3,0,3,1,California,1,0,1,6,567.8,0,48.36,0,616.16,0,1,91911
-60,0,11.13,0,,,62,Chula Vista,4941,Two Year,United States,8229-BUJHX,Stayed,1,0,Female,0,,"32.607964, -117.059459",32.607964,-117.059459,1,20.5,0,1,8,,0,0,0,1,Bank Withdrawal,1,71126,0,Q3,1,4,0,California,0,0,0,71,1500.95,0,790.23,0,2291.18,0,0,91911
-51,8,3.81,0,,,34,Chula Vista,4535,Month-to-Month,United States,7011-CVEUC,Stayed,0,0,Male,1,Fiber Optic,"32.607964, -117.059459",32.607964,-117.059459,1,95.7,0,0,7,,0,0,1,1,Credit Card,1,71126,1,Q3,1,5,0,California,1,1,1,25,2338.35,0,95.25,0,2433.6,0,1,91911
-20,71,0,0,,,25,Chula Vista,5592,Two Year,United States,5115-GZDEL,Stayed,1,1,Male,1,Cable,"32.607964, -117.059459",32.607964,-117.059459,0,67.2,0,3,0,,1,1,0,0,Credit Card,0,71126,1,Q3,0,3,0,California,1,1,1,72,4671.7,0,0,0,4671.7,1,1,91911
-37,18,22.64,0,,,30,Chula Vista,4403,One Year,United States,2925-MXLSX,Stayed,0,1,Female,1,DSL,"32.607964, -117.059459",32.607964,-117.059459,0,68.95,1,0,0,Offer C,1,0,1,0,Credit Card,1,71126,0,Q3,0,5,0,California,0,0,1,30,2038.7,0,679.2,0,2717.9,0,1,91911
-73,3,2.12,0,,,38,Descanso,3318,One Year,United States,6851-WEFYX,Stayed,0,1,Male,1,Fiber Optic,"32.912664, -116.635387",32.912664,-116.635387,1,100.8,1,0,4,,0,0,1,1,Bank Withdrawal,1,1587,0,Q3,1,5,1,California,1,0,1,35,3437.5,0,74.2,0,3511.7,0,1,91916
-79,18,3.04,0,,,59,Descanso,2715,One Year,United States,2851-STERV,Stayed,0,1,Male,1,DSL,"32.912664, -116.635387",32.912664,-116.635387,0,73,0,0,0,,0,0,1,0,Bank Withdrawal,1,1587,1,Q3,0,4,1,California,1,0,1,35,2471.25,0,106.4,0,2577.65,0,1,91916
-32,57,11.31,0,,,56,Descanso,4743,Two Year,United States,8466-PZBLH,Stayed,1,0,Male,1,Fiber Optic,"32.912664, -116.635387",32.912664,-116.635387,1,104.6,1,3,10,,0,1,0,1,Bank Withdrawal,1,1587,1,Q3,1,3,0,California,1,1,1,67,6885.75,0,757.77,0,7643.52,0,1,91916
-31,0,31.3,0,,,53,Descanso,4277,Month-to-Month,United States,1552-CZCLL,Stayed,1,0,Female,0,,"32.912664, -116.635387",32.912664,-116.635387,1,20,0,1,4,Offer B,0,0,0,1,Credit Card,1,1587,0,Q3,1,4,0,California,0,0,0,55,1087.25,0,1721.5,0,2808.75,0,0,91916
-61,17,0,0,,,58,Descanso,5833,Month-to-Month,United States,4459-BBGHE,Stayed,1,0,Male,1,DSL,"32.912664, -116.635387",32.912664,-116.635387,0,44.5,0,1,0,Offer C,0,0,1,0,Bank Withdrawal,0,1587,0,Q3,0,4,0,California,1,1,1,30,1307.8,0,0,0,1307.8,0,1,91916
-71,27,28.3,0,,,78,Pine Valley,4036,One Year,United States,3167-SNQPL,Stayed,1,0,Male,1,Fiber Optic,"32.800671, -116.483363",32.800671,-116.483363,1,101.15,1,1,9,,1,0,0,1,Bank Withdrawal,1,1604,0,Q3,1,5,1,California,1,0,1,38,3741.85,0,1075.4,0,4817.25,0,1,91962
-69,13,0,0,,,43,Pine Valley,5681,One Year,United States,9309-BZGNT,Stayed,0,1,Male,1,DSL,"32.800671, -116.483363",32.800671,-116.483363,1,29.8,0,0,7,,0,0,1,1,Credit Card,0,1604,0,Q3,1,3,1,California,0,0,0,69,2134.3,0,0,0,2134.3,0,1,91962
-21,73,11.01,0,,,78,Pine Valley,3648,Month-to-Month,United States,5846-QFDFI,Stayed,1,1,Female,1,Fiber Optic,"32.800671, -116.483363",32.800671,-116.483363,1,88.6,1,1,6,Offer C,1,0,0,1,Credit Card,1,1604,1,Q3,1,3,0,California,0,1,0,33,2888.7,0,363.33,0,3252.03,1,1,91962
-28,42,28.54,0,,,39,Pine Valley,2071,Month-to-Month,United States,0491-KAPQG,Stayed,0,0,Male,1,Fiber Optic,"32.800671, -116.483363",32.800671,-116.483363,0,73.7,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,1604,0,Q3,0,5,0,California,0,1,0,21,1558.7,0,599.34,0,2158.04,1,1,91962
-48,0,14.37,0,,,40,Pine Valley,5860,Two Year,United States,7242-EDTYC,Stayed,1,0,Male,0,,"32.800671, -116.483363",32.800671,-116.483363,0,19.55,0,2,0,Offer B,0,0,0,0,Bank Withdrawal,1,1604,0,Q3,0,3,0,California,0,0,0,44,819.95,0,632.28,0,1452.23,0,0,91962
-75,58,0,0,,,34,Julian,5444,One Year,United States,5697-GOMBF,Stayed,1,0,Female,1,DSL,"32.980678, -116.262854",32.980678,-116.262854,1,35.9,0,3,3,,0,0,1,1,Bank Withdrawal,0,3577,0,Q3,1,5,1,California,0,0,1,28,973.65,40,0,0,1013.65,0,0,92036
-57,19,11.54,1,Competitor,Competitor had better devices,84,Julian,5124,Month-to-Month,United States,7693-LCKZL,Churned,1,0,Male,1,Fiber Optic,"32.980678, -116.262854",32.980678,-116.262854,1,80.15,1,1,1,,1,0,1,1,Bank Withdrawal,1,3577,0,Q3,1,1,0,California,0,0,0,5,385,0,57.7,0,442.7,0,1,92036
-35,13,26.43,0,,,23,Julian,4810,Month-to-Month,United States,1960-UYCNN,Stayed,0,1,Male,1,Fiber Optic,"32.980678, -116.262854",32.980678,-116.262854,0,95.25,1,0,0,,1,0,1,0,Bank Withdrawal,1,3577,0,Q3,0,3,0,California,1,1,0,10,1021.55,0,264.3,0,1285.85,0,1,92036
-24,82,44.93,0,,,72,Julian,3816,Month-to-Month,United States,2203-GHNWN,Stayed,0,1,Female,1,Fiber Optic,"32.980678, -116.262854",32.980678,-116.262854,1,79.65,1,0,2,,0,0,1,1,Credit Card,1,3577,0,Q3,1,4,0,California,0,1,0,24,1928.7,0,1078.32,0,3007.02,1,1,92036
-79,25,1.06,0,,,26,La Jolla,3754,One Year,United States,2739-CACDQ,Stayed,0,1,Female,1,Fiber Optic,"32.853743, -117.25034",32.853743,-117.25034,0,82.65,1,0,0,Offer D,0,0,1,0,Credit Card,1,42617,0,Q3,0,4,1,California,0,0,0,17,1470.05,0,18.02,0,1488.07,0,1,92037
-68,2,17.6,0,,,49,La Jolla,5033,Two Year,United States,3878-AVSOQ,Joined,0,0,Female,1,Fiber Optic,"32.853743, -117.25034",32.853743,-117.25034,0,71.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,42617,0,Q3,0,4,1,California,0,0,0,1,71.25,10,17.6,0,98.85,0,0,92037
-48,27,43.61,0,,,24,La Jolla,5617,Two Year,United States,9479-HYNYL,Stayed,0,1,Female,1,Cable,"32.853743, -117.25034",32.853743,-117.25034,1,80.7,0,0,8,,1,0,1,1,Credit Card,1,42617,1,Q3,1,5,0,California,1,1,1,71,5705.05,0,3096.31,0,8801.36,0,1,92037
-62,2,0,0,,,69,La Jolla,2431,Month-to-Month,United States,7746-AWNQW,Stayed,0,1,Female,1,DSL,"32.853743, -117.25034",32.853743,-117.25034,0,35.75,0,0,0,Offer C,0,0,1,0,Mailed Check,0,42617,1,Q3,0,4,0,California,0,0,0,28,961.4,0,0,0,961.4,0,1,92037
-69,14,19.92,0,,,56,Rancho Santa Fe,4045,One Year,United States,6035-BXTTY,Stayed,0,0,Female,1,DSL,"33.012751, -117.200617",33.012751,-117.200617,0,54.65,0,0,0,,1,0,0,0,Bank Withdrawal,1,7615,1,Q3,0,5,1,California,0,0,0,32,1830.1,10,637.44,0,2477.54,0,0,92067
-60,19,22.61,0,,,59,Rancho Santa Fe,5564,Month-to-Month,United States,3365-SAIGS,Stayed,0,0,Female,1,Fiber Optic,"33.012751, -117.200617",33.012751,-117.200617,0,83.55,0,0,0,,1,0,1,0,Bank Withdrawal,1,7615,0,Q3,0,5,0,California,0,0,1,17,1329.15,0,384.37,0,1713.52,0,1,92067
-52,0,49.95,0,,,55,Rancho Santa Fe,4295,Two Year,United States,8219-VYBVI,Stayed,1,0,Male,0,,"33.012751, -117.200617",33.012751,-117.200617,0,25,1,3,0,,0,0,0,0,Credit Card,1,7615,0,Q3,0,4,0,California,0,0,0,39,1004.35,0,1948.05,0,2952.4,0,0,92067
-44,24,0,0,,,41,Rancho Santa Fe,5281,One Year,United States,8745-PVESG,Stayed,0,1,Female,1,DSL,"33.012751, -117.200617",33.012751,-117.200617,0,41.1,0,0,0,,0,1,1,0,Credit Card,0,7615,1,Q3,0,4,0,California,0,0,0,57,2258.25,0,0,0,2258.25,0,1,92067
-32,13,2.45,0,,,20,Rancho Santa Fe,4543,One Year,United States,2750-BJLSB,Stayed,0,1,Female,1,Fiber Optic,"33.012751, -117.200617",33.012751,-117.200617,0,103.7,0,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,7615,1,Q3,0,4,0,California,1,1,1,47,4730.6,0,115.15,0,4845.75,0,1,92067
-69,11,3.76,0,,,68,Warner Springs,4053,One Year,United States,4654-DLAMQ,Stayed,0,1,Female,1,Fiber Optic,"33.323705, -116.626907",33.323705,-116.626907,1,97,0,0,9,,1,1,0,1,Bank Withdrawal,1,1205,0,Q3,1,3,1,California,1,0,0,64,6430.9,0,240.64,0,6671.54,0,1,92086
-30,0,3.37,0,,,66,Warner Springs,5020,Month-to-Month,United States,3977-QCRSL,Stayed,0,0,Female,0,,"33.323705, -116.626907",33.323705,-116.626907,0,20.15,0,0,0,Offer E,0,0,0,0,Credit Card,1,1205,0,Q3,0,4,0,California,0,0,0,5,117.95,0,16.85,0,134.8,0,0,92086
-47,25,0,0,,,42,Warner Springs,2187,Two Year,United States,8106-GWQOK,Stayed,0,0,Male,1,Cable,"33.323705, -116.626907",33.323705,-116.626907,1,60,0,0,5,,1,1,1,1,Bank Withdrawal,0,1205,1,Q3,1,3,0,California,1,1,1,38,2193.2,0,0,0,2193.2,0,1,92086
-42,27,38.53,0,,,24,Warner Springs,3972,Two Year,United States,9027-TMATR,Stayed,0,1,Female,1,DSL,"33.323705, -116.626907",33.323705,-116.626907,1,78.8,0,0,1,,0,1,1,1,Bank Withdrawal,1,1205,1,Q3,1,4,0,California,1,1,1,43,3460.3,0,1656.79,24.9,5092.19,0,1,92086
-25,59,46.34,0,,,42,Warner Springs,4754,Month-to-Month,United States,3914-FDRHP,Stayed,0,0,Male,1,Fiber Optic,"33.323705, -116.626907",33.323705,-116.626907,0,86.25,0,0,0,,0,0,0,0,Bank Withdrawal,1,1205,1,Q3,0,5,0,California,0,0,1,9,770.5,0,417.06,0,1187.56,1,1,92086
-72,28,16.36,0,,,25,San Diego,2415,One Year,United States,4115-NZRKS,Stayed,0,0,Female,1,Fiber Optic,"32.716007, -117.117462",32.716007,-117.117462,0,89.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,47140,0,Q3,0,5,1,California,1,0,1,7,574.35,0,114.52,0,688.87,0,1,92102
-74,15,1.67,0,,,37,San Diego,4306,Two Year,United States,4039-PIMHX,Stayed,0,0,Male,1,DSL,"32.716007, -117.117462",32.716007,-117.117462,1,49.8,0,0,4,,1,0,0,1,Credit Card,1,47140,0,Q3,1,3,1,California,0,0,0,49,2398.4,0,81.83,0,2480.23,0,1,92102
-66,12,22.89,0,,,26,San Diego,4121,Month-to-Month,United States,4690-PKDQG,Stayed,0,1,Female,1,Fiber Optic,"32.716007, -117.117462",32.716007,-117.117462,1,95.55,1,0,3,,1,0,1,1,Bank Withdrawal,1,47140,0,Q3,1,3,1,California,0,0,1,42,3930.6,0,961.38,0,4891.98,0,1,92102
-46,22,25.73,0,,,80,San Diego,4631,Two Year,United States,9110-HSGTV,Stayed,0,1,Female,1,DSL,"32.716007, -117.117462",32.716007,-117.117462,0,82.45,0,0,0,Offer A,0,1,1,0,Credit Card,1,47140,1,Q3,0,3,0,California,1,1,1,69,5555.3,0,1775.37,15.38,7315.29,0,1,92102
-70,29,9.72,0,,,38,San Diego,2276,One Year,United States,3351-NGXYI,Stayed,0,0,Female,1,DSL,"32.71346, -117.236378",32.71346,-117.236378,0,54.1,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,18525,0,Q3,0,3,1,California,0,0,0,16,889,0,155.52,0,1044.52,0,1,92106
-28,48,0,0,,,48,San Diego,5124,One Year,United States,2259-OUUSZ,Stayed,0,1,Male,1,DSL,"32.71346, -117.236378",32.71346,-117.236378,0,35.5,0,0,0,Offer E,0,0,1,0,Credit Card,0,18525,1,Q3,0,3,0,California,0,0,0,7,249.55,0,0,0,249.55,1,1,92106
-51,21,0,0,,,20,San Diego,5913,One Year,United States,1264-FUHCX,Stayed,0,0,Female,1,DSL,"32.71346, -117.236378",32.71346,-117.236378,1,56.3,0,0,1,Offer B,1,0,1,1,Credit Card,0,18525,1,Q3,1,5,0,California,1,1,1,49,2780.6,0,0,0,2780.6,0,1,92106
-78,24,0,0,,,68,San Ysidro,4886,Two Year,United States,8204-YJCLA,Stayed,0,1,Male,1,DSL,"32.555828, -117.040073",32.555828,-117.040073,1,64.8,0,0,1,Offer A,1,1,1,1,Bank Withdrawal,0,28488,1,Q3,1,3,1,California,1,0,1,72,4732.35,0,0,0,4732.35,0,1,92173
-25,48,6.03,1,Competitor,Competitor offered higher download speeds,68,San Ysidro,2189,Month-to-Month,United States,5899-MQZZL,Churned,0,0,Female,1,Fiber Optic,"32.555828, -117.040073",32.555828,-117.040073,0,75,1,0,0,Offer D,0,0,1,0,Mailed Check,1,28488,0,Q3,0,2,0,California,0,1,0,13,999.45,0,78.39,0,1077.84,1,1,92173
-20,69,2.43,0,,,50,San Ysidro,4565,One Year,United States,9720-JJJOR,Stayed,0,1,Male,1,DSL,"32.555828, -117.040073",32.555828,-117.040073,1,60.3,0,0,8,,1,1,1,1,Bank Withdrawal,1,28488,0,Q3,1,3,0,California,0,1,0,41,2511.3,0,99.63,0,2610.93,1,1,92173
-23,27,0,0,,,33,San Ysidro,4051,Two Year,United States,2580-ASVVY,Stayed,0,0,Female,1,DSL,"32.555828, -117.040073",32.555828,-117.040073,1,45.4,0,0,1,,0,1,0,1,Bank Withdrawal,0,28488,1,Q3,1,4,0,California,0,0,1,37,1593.1,0,0,44.13,1548.97,1,1,92173
-24,41,41.33,0,,,53,San Ysidro,2701,Month-to-Month,United States,0376-OIWME,Stayed,0,0,Male,1,Fiber Optic,"32.555828, -117.040073",32.555828,-117.040073,1,93.6,0,0,3,Offer C,0,1,1,1,Bank Withdrawal,1,28488,0,Q3,1,4,0,California,1,1,1,36,3366.05,0,1487.88,16.56,4837.37,1,1,92173
-77,21,33.57,0,,,75,Cabazon,5352,One Year,United States,9774-NRNAU,Stayed,0,1,Male,1,DSL,"33.929812, -116.76058",33.929812,-116.76058,1,84.8,1,0,5,,1,0,1,1,Bank Withdrawal,1,2355,1,Q3,1,3,1,California,1,0,1,27,2309.55,0,906.39,0,3215.94,0,1,92230
-66,24,22.9,0,,,63,Cabazon,5610,Two Year,United States,6557-BZXLQ,Stayed,0,0,Male,1,Fiber Optic,"33.929812, -116.76058",33.929812,-116.76058,0,69.65,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,2355,0,Q3,0,3,1,California,0,0,0,16,1043.3,0,366.4,0,1409.7,0,1,92230
-29,85,0,1,Other,Moved,70,Cabazon,2095,Month-to-Month,United States,2108-XWMPY,Churned,0,0,Male,1,DSL,"33.929812, -116.76058",33.929812,-116.76058,0,35.45,0,0,0,,1,1,1,0,Credit Card,0,2355,0,Q3,0,1,0,California,0,0,0,3,106.85,0,0,0,106.85,1,1,92230
-59,22,24.04,0,,,25,Cabazon,3149,Month-to-Month,United States,6088-BXMRG,Stayed,1,0,Female,1,Fiber Optic,"33.929812, -116.76058",33.929812,-116.76058,1,98.85,1,1,2,,1,0,1,1,Bank Withdrawal,1,2355,0,Q3,1,4,0,California,1,1,1,32,3089.6,0,769.28,0,3858.88,0,1,92230
-45,3,17.87,0,,,78,Cabazon,5949,Two Year,United States,9788-HNGUT,Stayed,0,1,Male,1,Fiber Optic,"33.929812, -116.76058",33.929812,-116.76058,1,116.95,1,0,9,Offer A,1,1,1,1,Credit Card,1,2355,1,Q3,1,3,0,California,1,1,1,72,8594.4,0,1286.64,0,9881.04,0,1,92230
-73,22,23.91,0,,,44,Calexico,3805,One Year,United States,0224-RLWWD,Joined,0,0,Female,1,Cable,"32.690654, -115.431225",32.690654,-115.431225,0,44.3,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,27804,0,Q3,0,3,1,California,0,0,0,2,89.3,0,47.82,0,137.12,0,1,92231
-59,28,6.94,1,Competitor,Competitor had better devices,86,Calexico,5271,Month-to-Month,United States,3144-AUDBS,Churned,0,0,Female,1,DSL,"32.690654, -115.431225",32.690654,-115.431225,1,49.15,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,27804,1,Q3,1,1,0,California,0,0,0,6,270.8,0,41.64,0,312.44,0,1,92231
-48,0,30.58,0,,,71,Calexico,4271,One Year,United States,2550-QHZGP,Stayed,0,0,Male,0,,"32.690654, -115.431225",32.690654,-115.431225,0,19.5,0,0,0,Offer E,0,0,0,0,Credit Card,1,27804,0,Q3,0,5,0,California,0,0,0,7,128.6,0,214.06,0,342.66,0,0,92231
-56,18,0,0,,,29,Calexico,5079,One Year,United States,9495-REDIY,Stayed,1,0,Male,1,DSL,"32.690654, -115.431225",32.690654,-115.431225,0,40.65,0,2,0,,0,1,1,0,Credit Card,0,27804,0,Q3,0,3,0,California,0,0,1,25,970.55,0,0,0,970.55,0,1,92231
-28,0,23.12,0,,,72,Calexico,5462,One Year,United States,0052-YNYOT,Stayed,0,0,Female,0,,"32.690654, -115.431225",32.690654,-115.431225,0,20.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,27804,0,Q3,0,5,0,California,0,0,0,67,1343.4,0,1549.04,30.53,2861.91,1,0,92231
-76,10,42.29,0,,,34,Cathedral City,2677,One Year,United States,3951-NJCVI,Stayed,0,0,Female,1,Fiber Optic,"33.829583, -116.474131",33.829583,-116.474131,1,95.05,1,0,10,,0,0,1,1,Bank Withdrawal,1,43141,0,Q3,1,4,1,California,1,0,1,42,3944.5,100,1776.18,0,5820.68,0,0,92234
-29,48,0,0,,,55,Cathedral City,3065,Month-to-Month,United States,2538-OIMXF,Joined,1,0,Female,1,Cable,"33.829583, -116.474131",33.829583,-116.474131,0,24.7,0,1,0,Offer E,0,0,0,0,Credit Card,0,43141,0,Q3,0,5,0,California,0,0,0,1,24.7,70,0,0,94.7,1,0,92234
-48,16,31.23,0,,,32,Cathedral City,4094,Month-to-Month,United States,7346-MEDWM,Stayed,0,1,Female,1,Fiber Optic,"33.829583, -116.474131",33.829583,-116.474131,0,83.25,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,43141,0,Q3,0,3,0,California,0,0,0,59,4949.1,0,1842.57,0,6791.67,0,1,92234
-54,57,27.93,0,,,22,Cathedral City,4975,Two Year,United States,1172-VIYBP,Stayed,1,0,Male,1,DSL,"33.829583, -116.474131",33.829583,-116.474131,1,69.7,1,3,9,,1,1,0,1,Bank Withdrawal,1,43141,0,Q3,1,3,0,California,1,1,0,53,3686.05,0,1480.29,0,5166.34,0,1,92234
-61,18,49.26,0,,,24,Cathedral City,4512,Two Year,United States,9586-JGQKH,Stayed,0,0,Female,1,Fiber Optic,"33.829583, -116.474131",33.829583,-116.474131,1,105.4,1,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,43141,1,Q3,1,3,0,California,1,1,1,64,6794.75,0,3152.64,32.24,9915.15,0,1,92234
-71,23,31.86,0,,,62,Morongo Valley,2844,One Year,United States,0111-KLBQG,Stayed,1,0,Male,1,Fiber Optic,"34.097863, -116.594561",34.097863,-116.594561,1,93.95,0,1,9,Offer C,1,0,1,1,Mailed Check,1,3499,0,Q3,1,5,1,California,1,1,1,32,2861.45,0,1019.52,0,3880.97,0,1,92256
-80,29,29.66,0,,,27,Morongo Valley,5393,Month-to-Month,United States,0666-UXTJO,Stayed,0,1,Male,1,Fiber Optic,"34.097863, -116.594561",34.097863,-116.594561,1,85.2,0,0,4,Offer C,0,0,1,1,Credit Card,1,3499,0,Q3,1,5,1,California,0,0,1,34,2874.45,0,1008.44,0,3882.89,0,1,92256
-33,29,38.89,0,,,42,Morongo Valley,3462,Month-to-Month,United States,7483-IQWIB,Stayed,1,1,Male,1,Fiber Optic,"34.097863, -116.594561",34.097863,-116.594561,1,92.95,1,1,1,Offer C,1,0,1,1,Bank Withdrawal,1,3499,0,Q3,1,4,0,California,0,0,1,37,3415.25,0,1438.93,0,4854.18,0,1,92256
-41,29,16.16,0,,,51,Morongo Valley,4489,One Year,United States,4877-TSOFF,Stayed,1,0,Female,1,DSL,"34.097863, -116.594561",34.097863,-116.594561,1,75.75,1,3,7,Offer B,1,1,1,1,Bank Withdrawal,1,3499,1,Q3,1,3,0,California,1,1,0,55,4264.25,0,888.8,0,5153.05,0,1,92256
-63,0,10.46,0,,,69,Morongo Valley,6059,Two Year,United States,3810-PJUHR,Stayed,1,0,Male,0,,"34.097863, -116.594561",34.097863,-116.594561,1,25.35,1,1,6,Offer A,0,0,0,1,Credit Card,1,3499,0,Q3,1,3,0,California,0,0,0,70,1715.15,0,732.2,0,2447.35,0,0,92256
-72,21,12.6,0,,,71,Palo Verde,5523,One Year,United States,1996-DBMUS,Stayed,0,0,Female,1,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,1,70.65,0,0,10,,0,0,1,1,Bank Withdrawal,1,291,0,Q3,1,3,1,California,0,0,0,48,3545.05,0,604.8,0,4149.85,0,1,92266
-62,0,35.25,0,,,55,Palo Verde,6281,Two Year,United States,1852-QSWCD,Stayed,1,0,Male,0,,"33.3249, -114.758334",33.3249,-114.758334,1,24.8,1,1,1,,0,0,1,1,Credit Card,1,291,0,Q3,1,3,0,California,0,0,0,64,1514.85,0,2256,0,3770.85,0,0,92266
-32,16,12.19,0,,,42,Palo Verde,5106,Month-to-Month,United States,8468-EHYJA,Stayed,0,0,Female,1,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,1,99.65,1,0,0,Offer B,0,1,1,1,Bank Withdrawal,1,291,0,Q3,0,4,0,California,1,1,1,57,5497.05,0,694.83,0,6191.88,0,1,92266
-49,12,48.71,0,,,66,Palo Verde,5560,Month-to-Month,United States,0112-QAWRZ,Stayed,1,1,Male,1,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,1,90.8,1,2,8,Offer D,0,0,1,1,Bank Withdrawal,1,291,0,Q3,1,3,0,California,0,0,1,16,1442.2,0,779.36,0,2221.56,0,1,92266
-45,18,33.93,0,,,20,Palo Verde,5760,One Year,United States,7203-OYKCT,Stayed,0,1,Male,1,Fiber Optic,"33.3249, -114.758334",33.3249,-114.758334,0,104.95,1,0,0,,1,0,1,0,Bank Withdrawal,1,291,0,Q3,0,5,0,California,1,1,1,72,7544.3,0,2442.96,25.42,9961.84,0,1,92266
-75,29,29.53,0,,,24,Westmorland,4763,One Year,United States,2055-SIFSS,Stayed,0,0,Female,1,Cable,"33.03679, -115.60503",33.03679,-115.60503,1,51.65,1,0,5,,0,0,0,1,Bank Withdrawal,1,2388,0,Q3,1,3,1,California,0,0,0,55,2838.55,0,1624.15,0,4462.7,0,1,92281
-43,13,40.4,1,Dissatisfaction,Poor expertise of phone support,77,Westmorland,2619,Month-to-Month,United States,3177-LASXD,Churned,0,0,Female,1,Cable,"33.03679, -115.60503",33.03679,-115.60503,0,71.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,2388,0,Q3,0,3,0,California,0,0,0,1,71.35,0,40.4,0,111.75,0,0,92281
-19,0,33.68,0,,,74,Westmorland,4568,Two Year,United States,3635-QQRQD,Stayed,0,0,Male,0,,"33.03679, -115.60503",33.03679,-115.60503,0,20.05,0,0,0,,0,0,1,0,Credit Card,1,2388,0,Q3,0,4,0,California,0,0,0,62,1201.65,0,2088.16,0,3289.81,1,0,92281
-63,2,35.04,0,,,35,Westmorland,4591,Month-to-Month,United States,9767-FFLEM,Stayed,0,0,Male,1,Fiber Optic,"33.03679, -115.60503",33.03679,-115.60503,0,69.5,0,0,0,,0,0,1,0,Credit Card,1,2388,0,Q3,0,3,0,California,0,0,0,38,2625.25,0,1331.52,20.19,3936.58,0,1,92281
-79,9,29.15,0,,,47,White Water,4621,One Year,United States,2806-MLNTI,Stayed,0,1,Male,1,Fiber Optic,"33.972293, -116.654195",33.972293,-116.654195,1,105.1,1,0,4,,1,0,1,1,Bank Withdrawal,1,805,0,Q3,1,4,1,California,1,1,1,52,5376.4,0,1515.8,0,6892.2,0,1,92282
-47,25,40.13,1,Dissatisfaction,Product dissatisfaction,80,White Water,4471,Month-to-Month,United States,6771-XWBDM,Churned,0,1,Female,1,Fiber Optic,"33.972293, -116.654195",33.972293,-116.654195,1,104.5,1,0,1,,1,0,1,1,Credit Card,1,805,0,Q3,1,1,0,California,1,1,1,57,5921.35,0,2287.41,0,8208.76,0,1,92282
-28,30,37.5,1,Competitor,Competitor offered more data,70,White Water,5620,Month-to-Month,United States,0639-TSIQW,Churned,0,1,Female,1,Fiber Optic,"33.972293, -116.654195",33.972293,-116.654195,0,102.95,1,0,0,Offer A,1,1,1,0,Credit Card,1,805,0,Q3,0,1,0,California,0,0,1,67,6886.25,0,2512.5,0,9398.75,1,1,92282
-57,17,21.04,0,,,55,White Water,2464,One Year,United States,7746-QYVCO,Stayed,0,0,Male,1,Cable,"33.972293, -116.654195",33.972293,-116.654195,1,55.85,0,0,1,Offer D,1,1,1,1,Credit Card,1,805,0,Q3,1,3,0,California,0,0,0,16,857.8,0,336.64,0,1194.44,0,1,92282
-24,41,0,0,,,55,White Water,5845,One Year,United States,6229-UOLQL,Stayed,1,0,Male,1,Cable,"33.972293, -116.654195",33.972293,-116.654195,1,52,0,2,8,Offer B,1,1,1,1,Credit Card,0,805,1,Q3,1,3,0,California,0,0,1,56,2884.9,0,0,0,2884.9,1,1,92282
-76,14,24.84,0,,,22,Bloomington,5348,One Year,United States,5628-RKIFK,Stayed,0,0,Female,1,Fiber Optic,"34.059722, -117.39104",34.059722,-117.39104,0,101.55,1,0,0,,0,1,0,0,Credit Card,1,25995,0,Q3,0,3,1,California,1,1,1,49,5070.4,0,1217.16,0,6287.56,0,1,92316
-22,69,12.05,1,Dissatisfaction,Network reliability,91,Bloomington,5267,Month-to-Month,United States,2645-QTLMB,Churned,0,0,Male,1,Fiber Optic,"34.059722, -117.39104",34.059722,-117.39104,0,94.25,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,25995,0,Q3,0,3,0,California,1,1,1,7,669,0,84.35,0,753.35,1,1,92316
-61,0,34.47,0,,,36,Bloomington,5212,Month-to-Month,United States,5555-RNPGT,Stayed,1,0,Male,0,,"34.059722, -117.39104",34.059722,-117.39104,0,24.8,1,3,0,Offer D,0,0,0,0,Credit Card,1,25995,0,Q3,0,3,0,California,0,0,0,10,223.9,0,344.7,0,568.6,0,0,92316
-78,28,49.98,0,,,32,Fontana,3509,One Year,United States,5760-WRAHC,Stayed,0,1,Female,1,DSL,"34.136367, -117.460803",34.136367,-117.460803,0,69.75,0,0,0,Offer D,0,1,1,0,Mailed Check,1,54586,1,Q3,0,3,1,California,1,1,0,22,1545.4,0,1099.56,0,2644.96,0,1,92336
-76,29,24.42,0,,,29,Fontana,2848,Two Year,United States,7206-PQBBZ,Stayed,0,0,Male,1,Fiber Optic,"34.136367, -117.460803",34.136367,-117.460803,1,70.2,0,0,7,Offer D,0,0,1,1,Bank Withdrawal,1,54586,0,Q3,1,3,1,California,0,0,0,11,834.7,0,268.62,0,1103.32,0,1,92336
-62,29,42.44,1,Price,Long distance charges,75,Fontana,3685,Month-to-Month,United States,8443-ZRDBZ,Churned,0,0,Male,1,Fiber Optic,"34.136367, -117.460803",34.136367,-117.460803,0,76.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,54586,0,Q3,0,1,0,California,0,0,0,4,318.9,0,169.76,0,488.66,0,1,92336
-62,27,1.18,0,,,48,Fontana,5733,Two Year,United States,9786-YWNHU,Stayed,1,1,Female,1,DSL,"34.136367, -117.460803",34.136367,-117.460803,1,63.55,0,2,6,Offer B,1,1,0,1,Credit Card,1,54586,1,Q3,1,3,0,California,0,0,0,63,4014.2,90,74.34,0,4178.54,0,0,92336
-75,13,21.37,0,,,64,Mentone,4404,Two Year,United States,1480-BKXGA,Stayed,0,1,Male,1,Fiber Optic,"34.103578, -117.04054",34.103578,-117.04054,1,116.05,1,0,5,Offer A,1,1,1,1,Bank Withdrawal,1,7324,1,Q3,1,3,1,California,1,1,1,72,8404.9,120,1538.64,0,10063.54,0,0,92359
-30,52,25.39,1,Attitude,Attitude of service provider,87,Mentone,4212,Month-to-Month,United States,4349-GFQHK,Churned,0,1,Male,1,DSL,"34.103578, -117.04054",34.103578,-117.04054,0,54.35,1,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,7324,0,Q3,0,3,0,California,0,0,0,1,54.35,0,25.39,0,79.74,0,1,92359
-20,53,23.45,0,,,46,Mentone,4621,Month-to-Month,United States,3537-HPKQT,Stayed,0,0,Female,1,Fiber Optic,"34.103578, -117.04054",34.103578,-117.04054,1,77.75,1,0,3,,1,0,1,1,Credit Card,1,7324,0,Q3,1,3,0,California,0,0,0,55,4266.4,0,1289.75,0,5556.15,1,1,92359
-23,30,21.68,0,,,24,Mentone,4280,Two Year,United States,7929-SKFGK,Stayed,0,1,Male,1,Fiber Optic,"34.103578, -117.04054",34.103578,-117.04054,1,114.3,1,0,10,Offer A,1,1,0,1,Credit Card,1,7324,1,Q3,1,4,0,California,1,1,1,70,8244.3,0,1517.6,0,9761.9,1,1,92359
-66,8,20.19,0,,,28,Nipton,6270,Two Year,United States,9076-AXYIK,Stayed,0,1,Male,1,Fiber Optic,"35.478736, -115.516984",35.478736,-115.516984,1,102.1,1,0,2,,0,0,0,1,Bank Withdrawal,1,162,1,Q3,1,4,1,California,1,1,1,64,6538.45,0,1292.16,0,7830.61,0,1,92364
-59,29,33.46,0,,,42,Nipton,4732,Month-to-Month,United States,9779-DPNEJ,Stayed,1,0,Female,1,Fiber Optic,"35.478736, -115.516984",35.478736,-115.516984,1,80.15,0,3,5,Offer D,0,0,1,1,Bank Withdrawal,1,162,0,Q3,1,5,0,California,1,1,0,22,1790.65,0,736.12,0,2526.77,0,1,92364
-43,0,44.86,0,,,48,Nipton,4408,Two Year,United States,5821-MMEIL,Stayed,0,0,Female,0,,"35.478736, -115.516984",35.478736,-115.516984,1,19.9,0,0,6,,0,0,0,1,Bank Withdrawal,1,162,0,Q3,1,5,0,California,0,0,0,57,1115.6,0,2557.02,0,3672.62,0,0,92364
-38,24,36.51,0,,,59,Nipton,5215,Two Year,United States,3563-SVYLG,Stayed,1,1,Male,1,DSL,"35.478736, -115.516984",35.478736,-115.516984,1,62.65,0,1,4,Offer A,1,1,0,1,Credit Card,1,162,1,Q3,1,3,0,California,0,0,0,68,4375.8,0,2482.68,0,6858.48,0,1,92364
-71,0,24.15,0,,,40,Pinon Hills,4086,One Year,United States,4933-IKULF,Stayed,0,0,Female,0,,"34.459322, -117.629729",34.459322,-117.629729,0,20.65,0,0,0,Offer D,0,0,0,0,Mailed Check,1,4280,0,Q3,0,4,1,California,0,0,0,17,330.6,0,410.55,0,741.15,0,0,92372
-72,22,7.04,0,,,76,Pinon Hills,6090,One Year,United States,1309-XGFSN,Stayed,1,1,Male,1,DSL,"34.459322, -117.629729",34.459322,-117.629729,1,80.85,1,1,1,,1,0,1,1,Bank Withdrawal,1,4280,0,Q3,1,3,1,California,1,1,1,52,4079.55,0,366.08,0,4445.63,0,1,92372
-23,47,49.25,0,,,70,Pinon Hills,5942,One Year,United States,4123-FCVCB,Stayed,0,0,Female,1,DSL,"34.459322, -117.629729",34.459322,-117.629729,0,75.85,1,0,0,Offer D,0,0,1,0,Credit Card,1,4280,1,Q3,0,4,0,California,1,1,1,12,854.45,0,591,0,1445.45,1,1,92372
-39,5,9.99,0,,,59,Pinon Hills,4708,Two Year,United States,8630-QSGXK,Stayed,0,0,Male,1,DSL,"34.459322, -117.629729",34.459322,-117.629729,1,75.2,1,0,10,Offer B,0,0,1,1,Bank Withdrawal,1,4280,1,Q3,1,3,0,California,1,1,1,51,3901.25,0,509.49,0,4410.74,0,1,92372
-77,17,14.19,0,,,38,Shoshone,5479,One Year,United States,3780-DDGSE,Stayed,1,0,Male,1,DSL,"35.924252, -116.188668",35.924252,-116.188668,1,76.05,0,1,6,Offer C,1,0,1,1,Bank Withdrawal,1,87,1,Q3,1,5,1,California,1,1,1,35,2747.2,0,496.65,0,3243.85,0,1,92384
-39,25,41.64,1,Price,Lack of affordable download/upload speed,91,Shoshone,3005,Month-to-Month,United States,1597-FZREH,Churned,0,1,Female,1,DSL,"35.924252, -116.188668",35.924252,-116.188668,0,76.4,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,87,1,Q3,0,2,0,California,1,1,1,2,160.8,0,83.28,0,244.08,0,1,92384
-61,20,28.55,0,,,61,Shoshone,2748,Month-to-Month,United States,1163-ONYEY,Stayed,1,1,Male,1,Cable,"35.924252, -116.188668",35.924252,-116.188668,1,74.55,1,2,4,Offer B,1,1,1,1,Credit Card,1,87,0,Q3,1,3,0,California,0,0,1,41,3023.55,0,1170.55,0,4194.1,0,1,92384
-24,30,46.61,0,,,42,Shoshone,5821,Two Year,United States,1335-MXCSE,Stayed,1,1,Male,1,DSL,"35.924252, -116.188668",35.924252,-116.188668,1,55.25,0,1,5,,0,0,1,1,Credit Card,1,87,1,Q3,1,3,0,California,0,0,0,55,3119.9,0,2563.55,0,5683.45,1,1,92384
-74,21,23.18,0,,,27,Yermo,2416,One Year,United States,4612-SSVHJ,Stayed,0,0,Female,1,Fiber Optic,"35.013299, -116.834092",35.013299,-116.834092,0,81.45,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,1195,0,Q3,0,5,1,California,1,1,0,20,1671.6,0,463.6,0,2135.2,0,1,92398
-35,27,19.18,1,Price,Extra data charges,91,Yermo,4748,Month-to-Month,United States,0727-IWKVK,Churned,0,1,Male,1,Fiber Optic,"35.013299, -116.834092",35.013299,-116.834092,1,79.9,0,0,0,Offer E,1,0,1,1,Bank Withdrawal,1,1195,0,Q3,0,2,0,California,0,0,0,9,741.7,0,172.62,0,914.32,0,1,92398
-40,0,27.59,0,,,31,Yermo,3167,Month-to-Month,United States,8974-OVACP,Joined,0,0,Female,0,,"35.013299, -116.834092",35.013299,-116.834092,0,20.15,0,0,0,,0,0,0,0,Mailed Check,1,1195,0,Q3,0,4,0,California,0,0,0,1,20.15,0,27.59,0,47.74,0,0,92398
-60,23,25.26,0,,,46,Yermo,4994,Month-to-Month,United States,0064-YIJGF,Stayed,1,0,Male,1,Fiber Optic,"35.013299, -116.834092",35.013299,-116.834092,1,75.75,1,3,7,Offer C,0,0,1,1,Bank Withdrawal,1,1195,0,Q3,1,3,0,California,0,0,0,27,1929,0,682.02,0,2611.02,0,1,92398
-73,20,34.24,0,,,29,Riverside,4001,One Year,United States,5756-OZRIO,Stayed,0,0,Male,1,DSL,"33.9108, -117.398153",33.9108,-117.398153,1,64.05,1,0,9,,1,0,0,1,Bank Withdrawal,1,46550,0,Q3,1,4,1,California,1,1,0,61,3902.6,0,2088.64,0,5991.24,0,1,92504
-27,76,18.33,0,,,71,Riverside,3042,Month-to-Month,United States,1391-UBDAR,Stayed,0,1,Male,1,Fiber Optic,"33.9108, -117.398153",33.9108,-117.398153,0,72.9,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,46550,0,Q3,0,3,0,California,0,0,0,11,818.45,0,201.63,0,1020.08,1,1,92504
-30,69,33.97,0,,,35,Riverside,5888,One Year,United States,7868-BGSZA,Stayed,0,1,Male,1,DSL,"33.9108, -117.398153",33.9108,-117.398153,1,80.2,1,0,7,,0,1,1,1,Bank Withdrawal,1,46550,0,Q3,1,3,0,California,1,1,1,43,3581.6,0,1460.71,0,5042.31,0,1,92504
-31,76,13.26,0,,,40,Riverside,4376,Two Year,United States,5696-CEIQJ,Stayed,1,1,Male,1,Fiber Optic,"33.9108, -117.398153",33.9108,-117.398153,1,103.15,0,3,4,Offer A,1,0,0,1,Bank Withdrawal,1,46550,1,Q3,1,3,0,California,1,1,1,67,6895.5,0,888.42,0,7783.92,0,1,92504
-78,5,32.54,0,,,32,Moreno Valley,2574,One Year,United States,4332-MUOEZ,Stayed,0,1,Male,1,Fiber Optic,"33.923149, -117.244933",33.923149,-117.244933,1,94.3,0,0,1,,0,1,0,1,Credit Card,1,61205,1,Q3,1,3,1,California,1,0,0,20,1818.3,0,650.8,0,2469.1,0,1,92553
-25,52,33.57,0,,,43,Moreno Valley,5530,Month-to-Month,United States,6635-CPNUN,Stayed,0,1,Male,1,Fiber Optic,"33.923149, -117.244933",33.923149,-117.244933,1,96.6,1,0,10,,1,0,0,1,Credit Card,1,61205,0,Q3,1,5,0,California,0,0,1,28,2684.35,0,939.96,0,3624.31,1,1,92553
-63,19,47.66,0,,,41,Moreno Valley,5764,Two Year,United States,6701-YVNQG,Stayed,0,1,Male,1,DSL,"33.923149, -117.244933",33.923149,-117.244933,1,88.7,1,0,4,Offer A,1,1,1,1,Credit Card,1,61205,1,Q3,1,3,0,California,1,1,1,72,6301.7,0,3431.52,0,9733.22,0,1,92553
-22,0,7.86,0,,,48,Moreno Valley,3044,One Year,United States,0221-NAUXK,Stayed,1,0,Male,0,,"33.923149, -117.244933",33.923149,-117.244933,0,19.95,0,1,0,,0,0,1,0,Bank Withdrawal,1,61205,0,Q3,0,5,0,California,0,0,0,10,219.5,0,78.6,0,298.1,1,0,92553
-77,9,37.65,0,,,39,Menifee,5495,One Year,United States,4109-CYRBD,Stayed,0,0,Male,1,DSL,"33.653338, -117.178271",33.653338,-117.178271,1,51.6,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,14068,0,Q3,1,5,1,California,0,0,0,29,1442,0,1091.85,0,2533.85,0,1,92584
-63,20,44.36,0,,,55,Menifee,3653,Month-to-Month,United States,2038-OEQZH,Stayed,0,1,Male,1,Fiber Optic,"33.653338, -117.178271",33.653338,-117.178271,0,86.05,0,0,0,,0,0,0,0,Bank Withdrawal,1,14068,0,Q3,0,5,0,California,1,1,0,4,308.1,0,177.44,0,485.54,0,1,92584
-44,0,9.87,0,,,66,Menifee,5699,Two Year,United States,3620-EHIMZ,Stayed,1,0,Female,0,,"33.653338, -117.178271",33.653338,-117.178271,1,19.35,0,2,3,,0,0,0,1,Credit Card,1,14068,0,Q3,1,5,0,California,0,0,0,52,1031.7,0,513.24,0,1544.94,0,0,92584
-45,53,37.84,0,,,69,Menifee,5598,Two Year,United States,2725-TTRIQ,Stayed,1,1,Female,1,Cable,"33.653338, -117.178271",33.653338,-117.178271,1,84.2,1,3,10,Offer A,0,1,1,1,Bank Withdrawal,1,14068,1,Q3,1,3,0,California,1,1,1,72,5986.55,0,2724.48,0,8711.03,0,1,92584
-77,17,30.78,0,,,60,Temecula,5168,Two Year,United States,8606-CIQUL,Stayed,1,1,Male,1,Fiber Optic,"33.540604, -117.10909",33.540604,-117.10909,1,115.75,1,1,1,Offer A,1,1,1,1,Credit Card,1,25655,1,Q3,1,4,1,California,1,0,1,72,8399.15,110,2216.16,0,10725.31,0,0,92591
-57,10,28.22,1,Dissatisfaction,Service dissatisfaction,82,Temecula,2650,Month-to-Month,United States,2656-TABEH,Churned,0,0,Male,1,Fiber Optic,"33.540604, -117.10909",33.540604,-117.10909,1,100.2,1,0,1,,1,0,1,1,Bank Withdrawal,1,25655,0,Q3,1,2,0,California,1,1,1,4,420.2,0,112.88,0,533.08,0,1,92591
-33,4,33.32,1,Competitor,Competitor had better devices,73,Temecula,5374,One Year,United States,6289-CPNLD,Churned,0,1,Male,1,DSL,"33.540604, -117.10909",33.540604,-117.10909,1,73.9,0,0,3,Offer C,0,0,1,1,Mailed Check,1,25655,1,Q3,1,1,0,California,1,1,1,33,2405.05,0,1099.56,0,3504.61,0,1,92591
-35,0,34.46,0,,,61,Temecula,4157,Two Year,United States,1657-DYMBM,Stayed,0,0,Male,0,,"33.540604, -117.10909",33.540604,-117.10909,1,19.9,0,0,8,Offer B,0,0,0,1,Credit Card,1,25655,0,Q3,1,3,0,California,0,0,0,53,1110.05,0,1826.38,0,2936.43,0,0,92591
-80,16,17.33,0,,,45,Winchester,5840,Two Year,United States,0356-OBMAC,Stayed,0,1,Female,1,Fiber Optic,"33.657433, -117.04254",33.657433,-117.04254,0,99.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,4093,1,Q3,0,3,1,California,0,0,1,56,5706.3,0,970.48,0,6676.78,0,1,92596
-53,11,46.49,0,,,43,Winchester,4625,One Year,United States,1136-XGEQU,Stayed,0,1,Female,1,DSL,"33.657433, -117.04254",33.657433,-117.04254,1,84.15,1,0,9,Offer B,1,0,1,1,Credit Card,1,4093,1,Q3,1,3,0,California,1,1,1,50,4164.4,0,2324.5,0,6488.9,0,1,92596
-21,53,18.52,0,,,40,Winchester,3521,Month-to-Month,United States,9169-BSVIN,Stayed,0,1,Male,1,DSL,"33.657433, -117.04254",33.657433,-117.04254,0,74.75,1,0,0,,0,0,0,0,Bank Withdrawal,1,4093,0,Q3,0,5,0,California,1,1,1,12,827.05,0,222.24,0,1049.29,1,1,92596
-37,20,45.77,0,,,80,Winchester,2250,Month-to-Month,United States,7794-JASDG,Joined,0,0,Male,1,DSL,"33.657433, -117.04254",33.657433,-117.04254,0,50.75,0,0,0,Offer E,0,1,1,0,Credit Card,1,4093,0,Q3,0,3,0,California,0,0,0,1,50.75,0,45.77,0,96.52,0,1,92596
-80,12,32.11,0,,,66,Foothill Ranch,4324,One Year,United States,1297-VQDRP,Stayed,1,1,Male,1,Fiber Optic,"33.698728, -117.67768",33.698728,-117.67768,1,107.15,1,1,0,Offer A,0,0,1,1,Credit Card,1,10936,1,Q3,0,5,1,California,1,0,1,68,7379.8,50,2183.48,0,9613.28,0,0,92610
-63,18,17.27,1,Attitude,Attitude of support person,90,Foothill Ranch,5699,Month-to-Month,United States,7619-ODSGN,Churned,1,0,Male,1,DSL,"33.698728, -117.67768",33.698728,-117.67768,1,54.75,1,2,1,Offer C,0,1,0,1,Bank Withdrawal,1,10936,0,Q3,1,1,0,California,0,0,0,24,1338.15,0,414.48,0,1752.63,0,1,92610
-29,52,43.45,1,Dissatisfaction,Limited range of services,66,Foothill Ranch,4663,One Year,United States,3932-CMDTD,Churned,0,1,Female,1,Fiber Optic,"33.698728, -117.67768",33.698728,-117.67768,0,105.65,0,0,0,,1,0,1,0,Bank Withdrawal,1,10936,1,Q3,0,2,0,California,1,1,1,4,443.9,0,173.8,0,617.7,1,1,92610
-49,19,0,0,,,57,Foothill Ranch,5916,Month-to-Month,United States,0804-XBFBV,Stayed,1,0,Female,1,DSL,"33.698728, -117.67768",33.698728,-117.67768,0,25.2,0,1,0,,0,0,0,0,Bank Withdrawal,0,10936,0,Q3,0,3,0,California,0,0,0,11,321.05,0,0,0,321.05,0,1,92610
-76,8,45.67,0,,,58,Fountain Valley,3906,One Year,United States,6030-REHUX,Stayed,0,1,Female,1,Fiber Optic,"33.712036, -117.950113",33.712036,-117.950113,1,110.85,1,0,6,Offer C,1,0,1,1,Bank Withdrawal,1,54548,1,Q3,1,4,1,California,1,0,1,28,3204.4,0,1278.76,0,4483.16,0,1,92708
-27,42,0,0,,,73,Fountain Valley,4445,Two Year,United States,3298-QEICA,Stayed,0,0,Female,1,DSL,"33.712036, -117.950113",33.712036,-117.950113,1,34.6,0,0,10,,0,1,0,1,Credit Card,0,54548,1,Q3,1,4,0,California,0,0,0,23,813.45,0,0,0,813.45,1,1,92708
-41,18,26.38,0,,,62,Fountain Valley,6481,Two Year,United States,2223-GDSHL,Stayed,1,1,Male,1,Fiber Optic,"33.712036, -117.950113",33.712036,-117.950113,1,116.05,1,1,5,Offer A,1,1,1,1,Bank Withdrawal,1,54548,1,Q3,1,3,0,California,1,1,1,71,8297.5,110,1872.98,42.57,10237.91,0,0,92708
-49,28,19.68,0,,,77,Fountain Valley,4928,One Year,United States,9644-KVCNC,Stayed,0,1,Female,1,Fiber Optic,"33.712036, -117.950113",33.712036,-117.950113,0,92.15,1,0,0,Offer A,0,0,1,0,Bank Withdrawal,1,54548,0,Q3,0,4,0,California,0,0,1,66,6056.9,0,1298.88,0,7355.78,0,1,92708
-68,18,20.44,0,,,69,Anaheim,2631,One Year,United States,6522-YRBXD,Stayed,0,0,Male,1,Fiber Optic,"33.807864, -117.923782",33.807864,-117.923782,1,94.55,1,0,3,Offer C,1,1,1,1,Bank Withdrawal,1,45086,0,Q3,1,3,1,California,1,0,0,35,3365.4,0,715.4,0,4080.8,0,1,92802
-24,0,39.03,0,,,62,Anaheim,4210,Two Year,United States,5242-UOWHD,Stayed,1,0,Male,0,,"33.807864, -117.923782",33.807864,-117.923782,1,20.35,0,2,3,Offer B,0,0,0,1,Credit Card,1,45086,0,Q3,1,3,0,California,0,0,0,45,929.2,0,1756.35,0,2685.55,1,0,92802
-28,41,43.77,0,,,39,Anaheim,5565,Month-to-Month,United States,9348-YVOMK,Stayed,0,0,Male,1,DSL,"33.807864, -117.923782",33.807864,-117.923782,0,44.8,0,0,0,Offer E,0,0,1,0,Credit Card,1,45086,0,Q3,0,4,0,California,0,1,0,4,176.2,0,175.08,0,351.28,1,1,92802
-61,24,13.39,0,,,62,Anaheim,4579,Month-to-Month,United States,7964-VEXDG,Stayed,1,0,Male,1,Fiber Optic,"33.807864, -117.923782",33.807864,-117.923782,0,80.35,1,2,0,Offer D,0,1,0,0,Bank Withdrawal,1,45086,0,Q3,0,3,0,California,0,0,0,21,1747.2,0,281.19,0,2028.39,0,1,92802
-73,53,0,0,,,55,Oxnard,5248,One Year,United States,4881-JVQOD,Stayed,1,0,Male,1,Cable,"34.223244, -119.18012",34.223244,-119.18012,1,34.55,0,3,1,,0,0,1,1,Bank Withdrawal,0,79736,0,Q3,1,4,1,California,1,0,0,10,362.6,0,0,0,362.6,0,1,93030
-41,30,23.95,1,Competitor,Competitor offered higher download speeds,93,Oxnard,3365,One Year,United States,7716-YTYHG,Churned,0,0,Female,1,Fiber Optic,"34.223244, -119.18012",34.223244,-119.18012,1,82.05,1,0,1,Offer B,0,0,1,1,Mailed Check,1,79736,0,Q3,1,2,0,California,1,1,0,48,4029.95,0,1149.6,0,5179.55,0,1,93030
-61,14,1.59,1,Price,Lack of affordable download/upload speed,79,Oxnard,2326,Month-to-Month,United States,4929-BSTRX,Churned,0,0,Female,1,Cable,"34.223244, -119.18012",34.223244,-119.18012,0,53.55,0,0,0,,0,0,1,0,Credit Card,1,79736,0,Q3,0,1,0,California,0,0,1,1,53.55,0,1.59,0,55.14,0,1,93030
-44,25,42.55,0,,,49,Oxnard,5323,Month-to-Month,United States,8064-RAVOH,Joined,1,1,Male,1,DSL,"34.223244, -119.18012",34.223244,-119.18012,0,49.85,0,3,0,Offer E,0,0,1,0,Bank Withdrawal,1,79736,0,Q3,0,4,0,California,0,0,0,1,49.85,0,42.55,0,92.4,0,1,93030
-70,21,47.72,0,,,30,Buttonwillow,5982,One Year,United States,4908-XAXAY,Stayed,0,1,Female,1,Fiber Optic,"35.451402, -119.488413",35.451402,-119.488413,0,89.85,0,0,0,,1,0,1,0,Bank Withdrawal,1,2078,0,Q3,0,4,1,California,1,0,0,49,4287.2,0,2338.28,0,6625.48,0,1,93206
-46,5,0,1,Competitor,Competitor had better devices,91,Buttonwillow,5386,Month-to-Month,United States,2672-DZUOY,Churned,0,0,Male,1,DSL,"35.451402, -119.488413",35.451402,-119.488413,0,25.15,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,2078,0,Q3,0,1,0,California,0,0,0,1,25.15,0,0,0,25.15,0,1,93206
-54,6,17.47,1,Other,Don't know,72,Buttonwillow,3016,Month-to-Month,United States,2344-JMOGN,Churned,0,1,Male,1,Fiber Optic,"35.451402, -119.488413",35.451402,-119.488413,1,94.85,0,0,1,,1,0,1,1,Credit Card,1,2078,1,Q3,1,2,0,California,0,0,1,9,890.6,0,157.23,0,1047.83,0,1,93206
-42,26,24.83,0,,,23,Buttonwillow,5104,Month-to-Month,United States,4324-AHJKS,Stayed,0,1,Female,1,DSL,"35.451402, -119.488413",35.451402,-119.488413,0,55.8,0,0,0,,0,1,0,0,Credit Card,1,2078,0,Q3,0,4,0,California,0,0,0,5,300.4,0,124.15,0,424.55,0,1,93206
-80,27,44.23,0,,,79,Pixley,4295,Two Year,United States,3729-OWRVL,Stayed,0,1,Male,1,Fiber Optic,"35.957019, -119.330928",35.957019,-119.330928,0,110.35,1,0,0,,0,1,1,0,Bank Withdrawal,1,4198,1,Q3,0,3,1,California,1,0,1,65,7246.15,0,2874.95,0,10121.1,0,1,93256
-68,4,46.24,0,,,23,Pixley,3935,Two Year,United States,0869-PAPRP,Stayed,0,1,Female,1,Fiber Optic,"35.957019, -119.330928",35.957019,-119.330928,1,85.7,0,0,4,,0,0,1,1,Credit Card,1,4198,0,Q3,1,3,1,California,0,0,1,26,2067,0,1202.24,0,3269.24,0,1,93256
-59,0,38.55,0,,,46,Pixley,5617,Two Year,United States,7008-LZVOZ,Stayed,1,0,Male,0,,"35.957019, -119.330928",35.957019,-119.330928,1,25.3,1,3,5,,0,0,1,1,Credit Card,1,4198,0,Q3,1,5,0,California,0,0,0,66,1672.35,0,2544.3,0,4216.65,0,0,93256
-46,12,0,0,,,70,Pixley,2730,Month-to-Month,United States,6542-LWGXJ,Joined,0,0,Male,1,DSL,"35.957019, -119.330928",35.957019,-119.330928,1,25,0,0,1,Offer E,0,0,0,1,Credit Card,0,4198,0,Q3,1,4,0,California,0,0,0,3,78.25,0,0,0,78.25,0,1,93256
-74,24,28.54,0,,,20,Strathmore,3568,One Year,United States,7251-LJBQN,Stayed,0,1,Female,1,Fiber Optic,"36.141319, -119.129075",36.141319,-119.129075,0,103.75,1,0,0,,0,0,1,0,Credit Card,1,5689,1,Q3,0,3,1,California,1,0,1,40,4188.4,0,1141.6,0,5330,0,1,93267
-48,4,15.6,1,Dissatisfaction,Network reliability,76,Strathmore,2291,Month-to-Month,United States,7625-XCQRH,Churned,0,0,Female,1,Fiber Optic,"36.141319, -119.129075",36.141319,-119.129075,0,76.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,5689,0,Q3,0,3,0,California,0,0,0,11,837.95,0,171.6,0,1009.55,0,1,93267
-24,51,41.29,0,,,69,Strathmore,2612,Month-to-Month,United States,3113-IWHLC,Stayed,0,1,Male,1,DSL,"36.141319, -119.129075",36.141319,-119.129075,0,55.8,0,0,0,,0,1,1,0,Credit Card,1,5689,0,Q3,0,3,0,California,0,0,0,5,274.35,0,206.45,0,480.8,1,1,93267
-33,0,32.34,0,,,79,Strathmore,3266,Month-to-Month,United States,6490-FGZAT,Stayed,0,0,Male,0,,"36.141319, -119.129075",36.141319,-119.129075,0,20.65,0,0,0,Offer E,0,0,0,0,Credit Card,1,5689,0,Q3,0,5,0,California,0,0,0,6,109.3,0,194.04,0,303.34,0,0,93267
-65,0,34.39,0,,,21,Woodlake,4327,One Year,United States,2682-KEVRP,Stayed,0,0,Female,0,,"36.464635, -119.094348",36.464635,-119.094348,0,20.05,0,0,0,,0,0,1,0,Credit Card,1,8870,0,Q3,0,3,1,California,0,0,0,22,417,0,756.58,0,1173.58,0,0,93286
-58,12,27.26,0,,,26,Woodlake,4865,Two Year,United States,0020-INWCK,Stayed,1,1,Female,1,Fiber Optic,"36.464635, -119.094348",36.464635,-119.094348,1,95.75,1,2,9,Offer A,1,0,1,1,Credit Card,1,8870,0,Q3,1,5,0,California,1,1,0,71,6849.4,0,1935.46,0,8784.86,0,1,93286
-30,73,18.93,0,,,57,Woodlake,3449,Month-to-Month,United States,6752-APNJL,Stayed,1,0,Male,1,DSL,"36.464635, -119.094348",36.464635,-119.094348,1,54.5,0,1,7,,1,1,0,1,Credit Card,1,8870,0,Q3,1,4,0,California,0,0,0,42,2301.15,0,795.06,0,3096.21,0,1,93286
-60,13,13.8,0,,,58,Woodlake,3093,One Year,United States,6047-SUHPR,Stayed,1,1,Male,1,DSL,"36.464635, -119.094348",36.464635,-119.094348,1,59.8,0,2,5,,1,1,0,1,Bank Withdrawal,1,8870,0,Q3,1,3,0,California,0,0,0,39,2343.85,140,538.2,0,3022.05,0,0,93286
-72,22,42.29,0,,,68,Bakersfield,3384,One Year,United States,9978-HYCIN,Stayed,1,0,Male,1,Fiber Optic,"35.383937, -119.020428",35.383937,-119.020428,1,84.95,0,1,1,,1,0,1,1,Bank Withdrawal,1,12963,0,Q3,1,3,1,California,0,0,1,47,4018.05,80,1987.63,0,6085.68,0,0,93301
-70,7,14.48,0,,,34,Bakersfield,5866,Two Year,United States,1576-PFZIW,Stayed,0,1,Male,1,Fiber Optic,"35.383937, -119.020428",35.383937,-119.020428,1,105.35,0,0,2,Offer A,1,1,0,1,Credit Card,1,12963,0,Q3,1,4,1,California,1,1,1,70,7511.9,0,1013.6,0,8525.5,0,1,93301
-29,85,48.49,0,,,54,Bakersfield,4456,Month-to-Month,United States,8739-XNIKG,Stayed,0,0,Female,1,Fiber Optic,"35.383937, -119.020428",35.383937,-119.020428,0,84,1,0,0,,0,0,1,0,Bank Withdrawal,1,12963,0,Q3,0,4,0,California,0,0,1,5,424.75,0,242.45,0,667.2,1,1,93301
-55,12,9.3,0,,,51,Bakersfield,6067,Two Year,United States,9823-EALYC,Stayed,1,1,Male,1,DSL,"35.383937, -119.020428",35.383937,-119.020428,1,80.85,1,2,6,,1,1,1,1,Bank Withdrawal,1,12963,1,Q3,1,3,0,California,0,0,1,72,5727.45,0,669.6,0,6397.05,0,1,93301
-76,19,34.39,0,,,31,Bakersfield,3104,One Year,United States,8329-UTMVM,Stayed,0,0,Male,1,Fiber Optic,"35.140938, -119.051348",35.140938,-119.051348,0,104.65,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,25126,1,Q3,0,4,1,California,1,0,1,27,2964,0,928.53,0,3892.53,0,1,93313
-54,21,19.11,0,,,75,Bakersfield,4959,Month-to-Month,United States,2616-UUTFK,Stayed,0,1,Male,1,DSL,"35.140938, -119.051348",35.140938,-119.051348,1,72.75,1,0,1,,1,1,1,1,Bank Withdrawal,1,25126,0,Q3,1,3,0,California,0,0,1,33,2447.45,0,630.63,0,3078.08,0,1,93313
-24,0,1.88,0,,,78,Bakersfield,4896,Two Year,United States,8143-ETQTI,Stayed,1,0,Female,0,,"35.140938, -119.051348",35.140938,-119.051348,1,19.65,0,3,9,Offer D,0,0,1,1,Credit Card,1,25126,0,Q3,1,4,0,California,0,0,0,23,451.55,0,43.24,0,494.79,1,0,93313
-43,11,1.6,0,,,29,Bakersfield,2969,Month-to-Month,United States,2824-MYYBN,Stayed,1,0,Female,1,Fiber Optic,"35.140938, -119.051348",35.140938,-119.051348,1,95.25,1,2,0,,0,0,1,1,Bank Withdrawal,1,25126,0,Q3,0,4,0,California,1,1,1,37,3314.15,0,59.2,0,3373.35,0,1,93313
-75,15,34.31,0,,,28,Creston,5581,One Year,United States,6952-OMNWB,Stayed,0,1,Male,1,Fiber Optic,"35.480896, -120.469476",35.480896,-120.469476,1,80.35,1,0,7,Offer A,0,0,1,1,Credit Card,1,1203,0,Q3,1,4,1,California,0,0,0,68,5589.3,0,2333.08,0,7922.38,0,1,93432
-30,0,43.84,0,,,54,Creston,5249,Month-to-Month,United States,2712-SYWAY,Joined,0,0,Female,0,,"35.480896, -120.469476",35.480896,-120.469476,0,25.7,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1203,0,Q3,0,3,0,California,0,0,0,1,25.7,0,43.84,0,69.54,0,0,93432
-55,0,38.74,0,,,39,Creston,3575,One Year,United States,1686-STUHN,Stayed,0,0,Male,0,,"35.480896, -120.469476",35.480896,-120.469476,0,19.8,0,0,0,,0,0,0,0,Bank Withdrawal,1,1203,0,Q3,0,3,0,California,0,0,0,42,849.9,0,1627.08,0,2476.98,0,0,93432
-43,16,28.97,0,,,39,Creston,5487,Month-to-Month,United States,4983-CCWMC,Joined,0,0,Male,1,Fiber Optic,"35.480896, -120.469476",35.480896,-120.469476,0,69.6,0,0,0,,0,0,1,0,Credit Card,1,1203,0,Q3,0,4,0,California,0,0,0,3,207.4,20,86.91,0,314.31,0,0,93432
-70,0,1.66,0,,,69,Los Olivos,2302,One Year,United States,6549-YMFAW,Stayed,0,0,Male,0,,"34.70434, -120.02609",34.70434,-120.02609,1,21.25,0,0,1,,0,0,1,1,Credit Card,1,1317,0,Q3,1,4,1,California,0,0,0,9,204.55,0,14.94,0,219.49,0,0,93441
-74,23,12.33,0,,,34,Los Olivos,2225,One Year,United States,2522-WLNSF,Stayed,0,1,Female,1,Cable,"34.70434, -120.02609",34.70434,-120.02609,1,64.2,0,0,2,,0,0,0,1,Bank Withdrawal,1,1317,1,Q3,1,4,1,California,0,0,1,34,2106.3,0,419.22,0,2525.52,0,1,93441
-52,17,25.25,0,,,52,Los Olivos,5491,Month-to-Month,United States,9308-ANMVE,Stayed,1,0,Male,1,Cable,"34.70434, -120.02609",34.70434,-120.02609,0,55.3,0,2,0,Offer B,1,1,1,0,Bank Withdrawal,1,1317,0,Q3,0,3,0,California,0,0,0,47,2654.05,0,1186.75,0,3840.8,0,1,93441
-39,19,0,0,,,37,Los Olivos,5795,Two Year,United States,0019-GFNTW,Stayed,0,1,Female,1,DSL,"34.70434, -120.02609",34.70434,-120.02609,0,45.05,0,0,0,,1,1,0,0,Bank Withdrawal,0,1317,1,Q3,0,3,0,California,0,0,0,56,2560.1,0,0,0,2560.1,0,1,93441
-66,19,13.51,0,,,79,Santa Ynez,2399,One Year,United States,1307-TVUFB,Stayed,0,0,Male,1,Fiber Optic,"34.630356, -120.032564",34.630356,-120.032564,0,79.35,1,0,0,,1,0,1,0,Bank Withdrawal,1,5710,0,Q3,0,4,1,California,0,0,0,42,3344.1,0,567.42,0,3911.52,0,1,93460
-20,0,28.37,0,,,51,Santa Ynez,5698,One Year,United States,1226-JZNKR,Stayed,0,0,Female,0,,"34.630356, -120.032564",34.630356,-120.032564,1,19.8,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,5710,0,Q3,1,4,0,California,0,0,0,8,160.05,0,226.96,0,387.01,1,0,93460
-39,7,17.16,0,,,28,Santa Ynez,2893,Month-to-Month,United States,5404-GGUKR,Stayed,0,0,Male,1,DSL,"34.630356, -120.032564",34.630356,-120.032564,0,51.35,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,5710,0,Q3,0,5,0,California,0,0,0,5,262.3,0,85.8,0,348.1,0,1,93460
-42,9,48.09,0,,,59,Santa Ynez,4935,One Year,United States,0983-TATYJ,Stayed,0,0,Female,1,DSL,"34.630356, -120.032564",34.630356,-120.032564,1,51.45,0,0,7,,0,0,1,1,Credit Card,1,5710,1,Q3,1,3,0,California,0,0,0,33,1758.9,0,1586.97,0,3345.87,0,1,93460
-68,17,48.51,0,,,56,Shandon,5881,Two Year,United States,7503-MIOGA,Stayed,0,1,Female,1,Cable,"35.634488, -120.293534",35.634488,-120.293534,1,89.85,1,0,0,Offer A,1,1,1,1,Bank Withdrawal,1,1255,1,Q3,0,3,1,California,1,0,1,72,6697.35,0,3492.72,0,10190.07,0,1,93461
-77,6,0,0,,,49,Shandon,6306,Two Year,United States,3308-JSGML,Stayed,0,1,Male,1,Cable,"35.634488, -120.293534",35.634488,-120.293534,1,64.05,0,0,3,,0,1,1,1,Credit Card,0,1255,1,Q3,1,3,1,California,1,0,1,59,3886.85,0,0,0,3886.85,0,1,93461
-38,22,48.2,0,,,54,Shandon,3003,Month-to-Month,United States,7318-EIVKO,Stayed,0,0,Male,1,DSL,"35.634488, -120.293534",35.634488,-120.293534,0,59.25,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1255,0,Q3,0,3,0,California,0,0,1,8,436.6,0,385.6,0,822.2,0,1,93461
-59,27,6.23,0,,,62,Shandon,4202,Two Year,United States,1813-JYWTO,Stayed,0,0,Female,1,Fiber Optic,"35.634488, -120.293534",35.634488,-120.293534,1,80.45,1,0,4,,0,1,0,1,Bank Withdrawal,1,1255,0,Q3,1,4,0,California,0,0,0,72,5737.6,130,448.56,0,6316.16,0,0,93461
-69,2,15.85,0,,,80,Benton,5933,Two Year,United States,2499-AJYUA,Stayed,0,1,Female,1,Fiber Optic,"37.653947, -118.231443",37.653947,-118.231443,1,110.8,1,0,8,Offer A,1,0,1,1,Credit Card,1,340,1,Q3,1,5,1,California,1,0,1,72,7882.25,0,1141.2,0,9023.45,0,1,93512
-71,15,21.46,0,,,59,Benton,5453,One Year,United States,6199-IWKGC,Stayed,0,0,Female,1,Fiber Optic,"37.653947, -118.231443",37.653947,-118.231443,1,100.25,1,0,5,,0,0,0,1,Bank Withdrawal,1,340,1,Q3,1,5,1,California,1,0,1,46,4753.85,0,987.16,0,5741.01,0,1,93512
-23,46,14.26,1,Competitor,Competitor offered higher download speeds,72,Benton,4254,Month-to-Month,United States,3722-WPXTK,Churned,0,0,Male,1,Fiber Optic,"37.653947, -118.231443",37.653947,-118.231443,0,88.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,340,0,Q3,0,1,0,California,1,1,1,1,88.35,0,14.26,0,102.61,1,1,93512
-63,18,39.77,0,,,76,Benton,3851,Month-to-Month,United States,6476-YHMGA,Stayed,1,1,Female,1,DSL,"37.653947, -118.231443",37.653947,-118.231443,1,76.5,0,1,5,,1,0,0,1,Bank Withdrawal,1,340,1,Q3,1,5,0,California,1,1,1,15,1155.6,0,596.55,0,1752.15,0,1,93512
-74,13,41.44,0,,,56,Bishop,3545,One Year,United States,3966-HRMZA,Joined,0,1,Female,1,Fiber Optic,"37.04584, -118.397236",37.04584,-118.397236,0,75.05,0,0,0,Offer E,0,0,0,0,Credit Card,1,13309,0,Q3,0,4,1,California,0,0,0,3,202.9,10,124.32,5.49,331.73,0,0,93514
-80,0,26.01,0,,,51,Bishop,6141,Two Year,United States,0795-XCCTE,Stayed,0,0,Male,0,,"37.04584, -118.397236",37.04584,-118.397236,0,25.4,1,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,13309,0,Q3,0,3,1,California,0,0,0,72,1809.35,0,1872.72,0,3682.07,0,0,93514
-24,82,0,0,,,24,Bishop,2873,Month-to-Month,United States,7176-WIONM,Stayed,0,1,Female,1,Cable,"37.04584, -118.397236",37.04584,-118.397236,1,49.85,0,0,10,Offer D,0,0,1,1,Bank Withdrawal,0,13309,0,Q3,1,3,0,California,1,1,1,12,617.15,0,0,0,617.15,1,1,93514
-26,58,28.59,0,,,75,Bishop,5406,Two Year,United States,8152-VETUR,Stayed,0,0,Female,1,Fiber Optic,"37.04584, -118.397236",37.04584,-118.397236,1,97.7,1,0,7,Offer A,1,0,1,1,Credit Card,1,13309,0,Q3,1,5,0,California,1,1,1,72,6869.7,0,2058.48,0,8928.18,1,1,93514
-65,0,30.14,0,,,31,O Neals,2154,One Year,United States,4785-NKHCX,Stayed,0,0,Male,0,,"37.140104, -119.657092",37.140104,-119.657092,0,20.05,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,173,0,Q3,0,5,1,California,0,0,0,5,94.15,0,150.7,0,244.85,0,0,93645
-37,0,15.65,0,,,47,O Neals,4020,Two Year,United States,7717-BICXI,Stayed,1,0,Male,0,,"37.140104, -119.657092",37.140104,-119.657092,1,20.55,0,3,4,Offer B,0,0,0,1,Credit Card,1,173,0,Q3,1,3,0,California,0,0,0,60,1205.05,0,939,0,2144.05,0,0,93645
-50,15,18.57,0,,,52,O Neals,3258,Month-to-Month,United States,4826-TZEVA,Stayed,0,0,Female,1,Fiber Optic,"37.140104, -119.657092",37.140104,-119.657092,0,74.8,0,0,0,Offer B,1,0,0,0,Credit Card,1,173,0,Q3,0,3,0,California,0,0,0,40,2971.7,0,742.8,0,3714.5,0,1,93645
-64,11,30.36,0,,,60,O Neals,2873,One Year,United States,6252-DFGTK,Stayed,0,1,Female,1,DSL,"37.140104, -119.657092",37.140104,-119.657092,1,68.1,1,0,1,,0,1,0,1,Credit Card,1,173,1,Q3,1,4,0,California,0,0,0,37,2479.25,0,1123.32,0,3602.57,0,1,93645
-70,53,19.68,0,,,70,Fresno,4353,One Year,United States,4250-WAROZ,Stayed,1,0,Male,1,Fiber Optic,"36.749403, -119.787574",36.749403,-119.787574,1,93.25,1,3,4,,1,1,1,1,Bank Withdrawal,1,13858,0,Q3,1,3,1,California,1,0,0,60,5774.55,0,1180.8,0,6955.35,0,1,93701
-76,23,46.13,0,,,40,Fresno,4422,Two Year,United States,7278-CKDNC,Stayed,0,0,Male,1,Fiber Optic,"36.749403, -119.787574",36.749403,-119.787574,0,80.5,1,0,0,,1,0,1,0,Bank Withdrawal,1,13858,0,Q3,0,4,1,California,0,0,0,24,2088.45,0,1107.12,0,3195.57,0,1,93701
-50,4,23.71,0,,,56,Fresno,5095,Month-to-Month,United States,6620-HVDUJ,Stayed,0,0,Male,1,DSL,"36.749403, -119.787574",36.749403,-119.787574,0,60.45,0,0,0,Offer C,1,1,0,0,Bank Withdrawal,1,13858,1,Q3,0,5,0,California,0,0,0,24,1440.75,0,569.04,0,2009.79,0,1,93701
-47,15,17.75,0,,,43,Fresno,5096,Month-to-Month,United States,7233-DRTRF,Stayed,0,1,Male,1,Fiber Optic,"36.749403, -119.787574",36.749403,-119.787574,1,102.4,1,0,1,,1,0,1,1,Bank Withdrawal,1,13858,0,Q3,1,4,0,California,1,1,1,63,6444.05,0,1118.25,0,7562.3,0,1,93701
-65,0,29.88,0,,,64,Los Altos,2269,One Year,United States,3523-BRGUW,Stayed,0,0,Male,0,,"37.349546, -122.134356",37.349546,-122.134356,0,19.3,0,0,0,Offer C,0,0,0,0,Credit Card,1,18486,0,Q3,0,5,1,California,0,0,0,26,504.2,0,776.88,9.49,1271.59,0,0,94022
-39,17,0,0,,,62,Los Altos,5281,Two Year,United States,5397-NSKQG,Stayed,1,0,Male,1,DSL,"37.349546, -122.134356",37.349546,-122.134356,1,50.9,0,2,2,Offer A,0,1,0,1,Credit Card,0,18486,0,Q3,1,4,0,California,1,1,1,67,3281.65,0,0,0,3281.65,0,1,94022
-27,0,45.86,0,,,68,Los Altos,3061,Month-to-Month,United States,8620-RJPZN,Joined,0,0,Female,0,,"37.349546, -122.134356",37.349546,-122.134356,0,20.7,0,0,0,,0,0,0,0,Bank Withdrawal,1,18486,0,Q3,0,5,0,California,0,0,0,1,20.7,0,45.86,0,66.56,1,0,94022
-53,21,0,0,,,58,Los Altos,2580,Month-to-Month,United States,2969-QWUBZ,Joined,0,0,Female,1,Cable,"37.349546, -122.134356",37.349546,-122.134356,0,51.4,0,0,0,,1,0,0,0,Bank Withdrawal,0,18486,0,Q3,0,5,0,California,1,1,1,2,96.8,0,0,0,96.8,0,1,94022
-66,20,26.29,0,,,38,Millbrae,2107,One Year,United States,2123-AGEEN,Stayed,0,1,Female,1,Fiber Optic,"37.601248, -122.403099",37.601248,-122.403099,0,84.35,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,20350,0,Q3,0,3,1,California,0,0,1,7,609.65,10,184.03,29.17,774.51,0,0,94030
-60,19,26.88,1,Competitor,Competitor had better devices,92,Millbrae,3101,Month-to-Month,United States,3737-GCSPV,Churned,0,0,Female,1,Fiber Optic,"37.601248, -122.403099",37.601248,-122.403099,1,96.2,1,0,5,,0,1,1,1,Credit Card,1,20350,1,Q3,1,1,0,California,0,0,1,11,1222.05,0,295.68,0,1517.73,0,1,94030
-31,29,0,0,,,31,Millbrae,3897,Two Year,United States,7758-UJWYS,Stayed,1,0,Male,1,DSL,"37.601248, -122.403099",37.601248,-122.403099,1,40.55,0,1,10,,0,0,1,1,Bank Withdrawal,0,20350,1,Q3,1,5,0,California,0,0,1,34,1325.85,0,0,0,1325.85,0,1,94030
-34,23,38.4,0,,,79,Millbrae,5631,Month-to-Month,United States,2971-SGAFL,Stayed,0,1,Female,1,DSL,"37.601248, -122.403099",37.601248,-122.403099,0,78.75,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,20350,0,Q3,0,4,0,California,1,1,1,13,995.35,50,499.2,0,1544.55,0,0,94030
-70,4,35.76,0,,,56,Montara,4997,One Year,United States,1258-YMZNM,Stayed,0,1,Female,1,Fiber Optic,"37.540582, -122.509594",37.540582,-122.509594,0,110.5,1,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,2346,0,Q3,0,3,1,California,1,0,1,27,2857.6,0,965.52,0,3823.12,0,1,94037
-76,28,4.16,0,,,60,Montara,2300,One Year,United States,1480-IVEVR,Stayed,0,1,Male,1,Fiber Optic,"37.540582, -122.509594",37.540582,-122.509594,1,81.6,1,0,2,,0,0,1,1,Bank Withdrawal,1,2346,0,Q3,1,3,1,California,0,0,0,35,2815.25,0,145.6,0,2960.85,0,1,94037
-48,0,2.95,0,,,72,Montara,5352,Two Year,United States,2050-ONYDQ,Stayed,1,0,Female,0,,"37.540582, -122.509594",37.540582,-122.509594,1,26,1,1,7,,0,0,0,1,Credit Card,1,2346,0,Q3,1,3,0,California,0,0,0,65,1654.85,0,191.75,0,1846.6,0,0,94037
-49,26,20.37,0,,,20,Montara,4582,Month-to-Month,United States,2027-WKXMW,Stayed,0,1,Female,1,Fiber Optic,"37.540582, -122.509594",37.540582,-122.509594,1,108.75,1,0,10,Offer B,1,0,1,1,Bank Withdrawal,1,2346,1,Q3,1,5,0,California,1,1,1,63,6871.7,0,1283.31,0,8155.01,0,1,94037
-77,5,1.12,0,,,50,Pacifica,2143,One Year,United States,6259-WJQLC,Stayed,0,1,Male,1,Fiber Optic,"37.573633, -122.455167",37.573633,-122.455167,0,81.1,1,0,0,Offer C,0,0,1,0,Credit Card,1,38885,0,Q3,0,4,1,California,0,0,0,32,2619.25,0,35.84,19.25,2635.84,0,1,94044
-46,17,25.09,0,,,55,Pacifica,2495,One Year,United States,7285-KLOTR,Stayed,0,1,Female,1,Cable,"37.573633, -122.455167",37.573633,-122.455167,1,78.85,1,0,3,,0,1,0,1,Bank Withdrawal,1,38885,0,Q3,1,3,0,California,1,1,1,12,876.75,0,301.08,0,1177.83,0,1,94044
-24,0,4.27,0,,,32,Pacifica,4722,Two Year,United States,6963-KQYQB,Stayed,1,0,Female,0,,"37.573633, -122.455167",37.573633,-122.455167,1,24.05,1,2,4,Offer A,0,0,0,1,Credit Card,1,38885,0,Q3,1,5,0,California,0,0,0,70,1764.75,0,298.9,0,2063.65,1,0,94044
-26,30,45.93,0,,,26,Pacifica,4495,Two Year,United States,9958-MEKUC,Stayed,1,1,Male,1,Fiber Optic,"37.573633, -122.455167",37.573633,-122.455167,1,103.95,1,2,1,Offer A,1,1,0,1,Credit Card,1,38885,1,Q3,1,3,0,California,1,1,0,72,7517.7,0,3306.96,0,10824.66,1,1,94044
-67,25,17.62,0,,,49,San Francisco,2491,One Year,United States,3956-CJUST,Stayed,0,0,Female,1,Fiber Optic,"37.786031, -122.437301",37.786031,-122.437301,0,75.4,0,0,0,,0,1,1,0,Bank Withdrawal,1,33122,0,Q3,0,4,1,California,0,0,0,23,1643.55,80,405.26,0,2128.81,0,0,94115
-52,8,49.24,1,Competitor,Competitor offered higher download speeds,77,San Francisco,2418,Month-to-Month,United States,4550-EVXNY,Churned,0,0,Female,1,Fiber Optic,"37.786031, -122.437301",37.786031,-122.437301,0,69.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,33122,0,Q3,0,2,0,California,0,0,0,1,69.65,0,49.24,0,118.89,0,1,94115
-19,0,46.47,0,,,54,San Francisco,2742,Two Year,United States,2266-FUBDZ,Stayed,1,0,Male,0,,"37.786031, -122.437301",37.786031,-122.437301,1,19.35,0,3,2,,0,0,0,1,Credit Card,1,33122,0,Q3,1,3,0,California,0,0,0,15,278.85,0,697.05,0,975.9,1,0,94115
-43,0,36.23,0,,,64,San Francisco,5067,One Year,United States,4644-OBGFZ,Stayed,1,0,Male,0,,"37.786031, -122.437301",37.786031,-122.437301,1,19.5,0,3,5,,0,0,0,1,Credit Card,1,33122,0,Q3,1,4,0,California,0,0,0,55,1026.35,0,1992.65,0,3019,0,0,94115
-77,22,23.43,0,,,34,San Francisco,5602,One Year,United States,4824-GUCBY,Stayed,0,0,Female,1,Fiber Optic,"37.736535, -122.45732",37.736535,-122.45732,0,81.7,0,0,0,,1,1,0,0,Bank Withdrawal,1,20643,0,Q3,0,4,1,California,0,0,0,22,1820.9,0,515.46,29.88,2306.48,0,1,94127
-39,11,30.62,1,Competitor,Competitor offered more data,89,San Francisco,5753,Month-to-Month,United States,6416-TVAIH,Churned,0,0,Male,1,Fiber Optic,"37.736535, -122.45732",37.736535,-122.45732,1,68.5,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,20643,0,Q3,1,3,0,California,0,0,0,1,68.5,0,30.62,0,99.12,0,1,94127
-46,3,0,1,Competitor,Competitor had better devices,76,San Francisco,2734,Month-to-Month,United States,3538-WZPHD,Churned,0,0,Male,1,Cable,"37.736535, -122.45732",37.736535,-122.45732,0,29.6,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,0,20643,0,Q3,0,1,0,California,0,0,0,3,79.45,0,0,0,79.45,0,1,94127
-38,29,43.39,0,,,73,San Francisco,5989,Month-to-Month,United States,1074-AMIOH,Stayed,1,1,Female,1,Fiber Optic,"37.736535, -122.45732",37.736535,-122.45732,1,108.25,0,2,1,,1,0,1,1,Bank Withdrawal,1,20643,1,Q3,1,4,0,California,1,1,1,53,5935.1,0,2299.67,0,8234.77,0,1,94127
-73,14,14.34,0,,,37,Palo Alto,5251,One Year,United States,6630-UJZMY,Stayed,0,0,Female,1,Fiber Optic,"37.416159, -122.131337",37.416159,-122.131337,1,83.25,1,0,10,,0,0,1,1,Bank Withdrawal,1,24492,0,Q3,1,3,1,California,0,0,1,4,308.05,0,57.36,39.93,325.48,0,1,94306
-39,5,0,1,Competitor,Competitor offered higher download speeds,81,Palo Alto,3119,One Year,United States,4905-JEFDW,Churned,0,1,Male,1,DSL,"37.416159, -122.131337",37.416159,-122.131337,0,41.6,0,0,0,,0,0,1,0,Bank Withdrawal,0,24492,0,Q3,0,2,0,California,0,0,1,11,470.6,0,0,0,470.6,0,1,94306
-26,0,17.3,0,,,65,Palo Alto,2400,One Year,United States,5849-ASHZJ,Stayed,1,0,Male,0,,"37.416159, -122.131337",37.416159,-122.131337,0,20.05,0,3,0,,0,0,0,0,Credit Card,1,24492,0,Q3,0,3,0,California,0,0,0,27,552.9,0,467.1,0,1020,1,0,94306
-61,28,0,0,,,38,Palo Alto,5092,One Year,United States,6481-LXPWL,Stayed,1,1,Male,1,DSL,"37.416159, -122.131337",37.416159,-122.131337,1,36.1,0,1,1,,1,0,1,1,Credit Card,0,24492,0,Q3,1,3,0,California,0,0,0,56,1971.5,60,0,0,2031.5,0,0,94306
-66,30,5.73,0,,,35,Bethel Island,2965,One Year,United States,9904-EHEVJ,Stayed,1,1,Female,1,Fiber Optic,"38.050558, -121.646924",38.050558,-121.646924,1,91.35,1,1,9,Offer C,0,0,1,1,Credit Card,1,2379,0,Q3,1,5,1,California,0,0,1,32,2896.55,0,183.36,26.98,3052.93,0,1,94511
-23,69,23.02,0,,,80,Bethel Island,5127,Two Year,United States,6384-VMJHP,Stayed,0,1,Female,1,Cable,"38.050558, -121.646924",38.050558,-121.646924,0,73,0,0,0,Offer A,1,1,1,0,Credit Card,1,2379,1,Q3,0,4,0,California,1,1,0,72,5265.2,0,1657.44,0,6922.64,1,1,94511
-34,75,0,0,,,47,Bethel Island,3303,Two Year,United States,6867-ACCZI,Stayed,1,1,Female,1,DSL,"38.050558, -121.646924",38.050558,-121.646924,1,52.5,0,3,1,Offer C,1,1,1,1,Credit Card,0,2379,1,Q3,1,3,0,California,1,1,0,24,1208.15,0,0,0,1208.15,0,1,94511
-61,3,18.02,0,,,62,Bethel Island,6069,Two Year,United States,1455-HFBXA,Stayed,0,1,Male,1,Fiber Optic,"38.050558, -121.646924",38.050558,-121.646924,1,91.6,1,0,3,Offer B,0,1,1,1,Credit Card,1,2379,1,Q3,1,3,0,California,0,0,0,52,4627.8,60,937.04,0,5624.84,0,0,94511
-80,13,0,0,,,69,El Cerrito,2587,One Year,United States,2826-DXLQO,Stayed,0,0,Male,1,DSL,"37.924838, -122.289145",37.924838,-122.289145,1,29.8,0,0,10,Offer E,0,1,0,1,Bank Withdrawal,0,23141,0,Q3,1,3,1,California,0,0,0,7,220.45,0,0,11.83,208.62,0,1,94530
-65,30,41.17,0,,,76,El Cerrito,4103,Two Year,United States,8818-DOPVL,Stayed,0,1,Female,1,Fiber Optic,"37.924838, -122.289145",37.924838,-122.289145,0,104.45,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,23141,0,Q3,0,3,1,California,1,1,1,46,4863.85,0,1893.82,36.78,6720.89,0,1,94530
-43,21,9.77,0,,,26,El Cerrito,5772,Month-to-Month,United States,8198-RKSZG,Stayed,1,0,Female,1,DSL,"37.924838, -122.289145",37.924838,-122.289145,1,80.45,1,3,8,Offer D,1,0,0,1,Credit Card,1,23141,1,Q3,1,3,0,California,1,1,1,14,1137.05,0,136.78,0,1273.83,0,1,94530
-30,42,35.24,0,,,60,El Cerrito,4927,Two Year,United States,5183-KLYEM,Stayed,0,1,Female,1,Fiber Optic,"37.924838, -122.289145",37.924838,-122.289145,0,112.75,1,0,0,Offer A,1,1,1,0,Credit Card,1,23141,1,Q3,0,4,0,California,1,1,1,72,8192.6,0,2537.28,0,10729.88,0,1,94530
-76,23,22.4,0,,,27,Travis Afb,2136,One Year,United States,9489-UTFKA,Stayed,0,0,Male,1,DSL,"38.265899, -121.939461",38.265899,-121.939461,1,60.9,0,0,9,Offer E,0,1,0,1,Bank Withdrawal,1,9978,0,Q3,1,3,1,California,0,0,1,8,551.95,0,179.2,16.58,714.57,0,1,94535
-41,11,30.94,1,Price,Long distance charges,91,Travis Afb,4348,One Year,United States,3351-NQLDI,Churned,0,0,Female,1,Fiber Optic,"38.265899, -121.939461",38.265899,-121.939461,1,94.35,1,0,1,Offer A,0,1,1,1,Credit Card,1,9978,1,Q3,1,1,0,California,1,1,0,67,6341.45,0,2072.98,0,8414.43,0,1,94535
-63,21,8.08,1,Price,Price too high,87,Travis Afb,5090,One Year,United States,5445-PZWGX,Churned,0,0,Male,1,Fiber Optic,"38.265899, -121.939461",38.265899,-121.939461,0,102,1,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,9978,1,Q3,0,1,0,California,1,1,0,62,6529.25,110,500.96,0,7140.21,0,0,94535
-35,0,18.75,0,,,50,Travis Afb,5293,Two Year,United States,8514-VZHEB,Stayed,1,0,Male,0,,"38.265899, -121.939461",38.265899,-121.939461,1,19.5,0,2,10,Offer B,0,0,0,1,Credit Card,1,9978,0,Q3,1,3,0,California,0,0,0,59,1147.85,0,1106.25,0,2254.1,0,0,94535
-80,8,37.3,0,,,26,Fremont,4011,Two Year,United States,4849-PYRLQ,Stayed,0,1,Female,1,DSL,"37.572273, -121.964583",37.572273,-121.964583,0,73.25,1,0,0,,0,1,0,0,Bank Withdrawal,1,66543,1,Q3,0,3,1,California,1,0,0,56,4054.2,0,2088.8,17.16,6125.84,0,1,94536
-47,22,44.21,0,,,52,Fremont,5378,Two Year,United States,9297-EONCV,Stayed,0,1,Female,1,DSL,"37.572273, -121.964583",37.572273,-121.964583,0,91.35,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,66543,1,Q3,0,3,0,California,1,1,1,72,6697.2,0,3183.12,0,9880.32,0,1,94536
-53,26,2.95,0,,,33,Fremont,4311,Two Year,United States,1227-UDMZR,Stayed,0,1,Female,1,Cable,"37.572273, -121.964583",37.572273,-121.964583,1,91.15,1,0,4,,1,1,1,1,Bank Withdrawal,1,66543,1,Q3,1,4,0,California,1,1,1,72,6637.9,0,212.4,0,6850.3,0,1,94536
-29,41,49.74,0,,,54,Fremont,6035,Two Year,United States,6625-IUTTT,Stayed,0,1,Male,1,Cable,"37.572273, -121.964583",37.572273,-121.964583,0,65.55,0,0,0,Offer A,0,1,0,0,Bank Withdrawal,1,66543,0,Q3,0,4,0,California,1,1,0,67,4361.55,40,3332.58,0,7734.13,1,0,94536
-69,12,30.09,0,,,65,Vallejo,5325,One Year,United States,2858-EIMXH,Stayed,0,0,Female,1,Fiber Optic,"38.093701, -122.276589",38.093701,-122.276589,1,95.85,1,0,1,,0,0,1,1,Credit Card,1,159,0,Q3,1,3,1,California,1,0,1,53,5016.25,0,1594.77,18.85,6592.17,0,1,94592
-32,26,17.87,0,,,72,Vallejo,5590,Month-to-Month,United States,3301-LSLWQ,Stayed,0,0,Female,1,Cable,"38.093701, -122.276589",38.093701,-122.276589,0,66.1,1,0,0,,0,1,1,0,Bank Withdrawal,1,159,0,Q3,0,3,0,California,1,1,0,29,1912.15,0,518.23,0,2430.38,0,1,94592
-34,8,0,0,,,62,Vallejo,2854,Month-to-Month,United States,2582-FFFZR,Stayed,0,1,Female,1,DSL,"38.093701, -122.276589",38.093701,-122.276589,0,50.6,0,0,0,,0,0,1,0,Bank Withdrawal,0,159,0,Q3,0,4,0,California,1,1,1,22,1073.3,0,0,0,1073.3,0,1,94592
-60,7,0,0,,,55,Vallejo,3929,Month-to-Month,United States,2049-BAFNW,Joined,0,1,Female,1,DSL,"38.093701, -122.276589",38.093701,-122.276589,0,35.9,0,0,0,Offer E,0,0,0,0,Credit Card,0,159,1,Q3,0,5,0,California,0,0,0,1,35.9,0,0,0,35.9,0,1,94592
-69,0,45.83,0,,,45,Yountville,3418,One Year,United States,6419-ZTTLE,Stayed,0,0,Male,0,,"38.421458, -122.365048",38.421458,-122.365048,1,20.75,0,0,2,,0,0,1,1,Bank Withdrawal,1,2873,0,Q3,1,5,1,California,0,0,0,23,485.2,0,1054.09,37.64,1501.65,0,0,94599
-64,29,0,0,,,27,Yountville,6435,Two Year,United States,8780-YRMTT,Stayed,0,1,Female,1,DSL,"38.421458, -122.365048",38.421458,-122.365048,0,47.4,0,0,0,Offer A,1,1,1,0,Mailed Check,0,2873,1,Q3,0,3,0,California,0,0,0,66,3177.25,0,0,0,3177.25,0,0,94599
-22,46,15.18,0,,,75,Yountville,3619,Month-to-Month,United States,6288-LBEAR,Stayed,0,0,Female,1,Fiber Optic,"38.421458, -122.365048",38.421458,-122.365048,0,79.1,0,0,0,,1,0,1,0,Credit Card,1,2873,1,Q3,0,5,0,California,0,0,0,23,1783.75,0,349.14,0,2132.89,1,1,94599
-36,14,47.45,0,,,31,Yountville,2504,One Year,United States,5975-BAICR,Stayed,1,1,Male,1,DSL,"38.421458, -122.365048",38.421458,-122.365048,1,63.7,0,2,8,,0,1,1,1,Credit Card,1,2873,0,Q3,1,3,0,California,1,1,0,36,2188.5,0,1708.2,0,3896.7,0,1,94599
-73,4,14.22,0,,,54,Oakland,2660,One Year,United States,8242-SOQUO,Stayed,0,0,Female,1,Fiber Optic,"37.787186, -122.14633",37.787186,-122.14633,0,84.7,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,24518,0,Q3,0,4,1,California,0,0,1,5,392.5,0,71.1,41.2,422.4,0,1,94619
-65,0,41.98,0,,,20,Oakland,3460,Two Year,United States,1855-CFULU,Stayed,0,0,Female,0,,"37.787186, -122.14633",37.787186,-122.14633,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,24518,0,Q3,0,5,1,California,0,0,0,4,91.45,0,167.92,0,259.37,0,0,94619
-44,3,16.06,1,Other,Moved,79,Oakland,2905,Month-to-Month,United States,1455-ESIQH,Churned,0,0,Male,1,Fiber Optic,"37.787186, -122.14633",37.787186,-122.14633,0,89.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,24518,0,Q3,0,2,0,California,1,1,1,1,89.1,0,16.06,0,105.16,0,1,94619
-37,21,43.27,0,,,49,Oakland,3509,Month-to-Month,United States,0239-OXEXL,Stayed,0,0,Female,1,Fiber Optic,"37.787186, -122.14633",37.787186,-122.14633,0,84.25,1,0,0,,1,1,0,0,Credit Card,1,24518,0,Q3,0,4,0,California,0,0,0,46,3847.6,100,1990.42,0,5938.02,0,0,94619
-67,24,40.85,0,,,41,Oakland,2701,One Year,United States,7460-ITWWP,Stayed,0,1,Female,1,Fiber Optic,"37.750553, -122.197175",37.750553,-122.197175,1,86.1,0,0,5,,0,0,1,1,Bank Withdrawal,1,30751,0,Q3,1,4,1,California,1,0,0,45,3861.45,0,1838.25,12.19,5687.51,0,1,94621
-59,0,32.02,0,,,76,Oakland,5320,Two Year,United States,4878-BUNFV,Stayed,1,0,Male,0,,"37.750553, -122.197175",37.750553,-122.197175,1,20.7,0,1,10,Offer B,0,0,0,1,Mailed Check,1,30751,0,Q3,1,5,0,California,0,0,0,42,828.85,0,1344.84,0,2173.69,0,0,94621
-25,42,30.99,0,,,80,Oakland,4562,Month-to-Month,United States,0958-YHXGP,Stayed,0,0,Female,1,Fiber Optic,"37.750553, -122.197175",37.750553,-122.197175,0,69.9,0,0,0,,0,0,1,0,Credit Card,1,30751,0,Q3,0,4,0,California,0,0,0,7,497.3,0,216.93,0,714.23,1,1,94621
-62,0,23.17,0,,,68,Oakland,5878,Two Year,United States,2675-IJRGJ,Stayed,0,0,Male,0,,"37.750553, -122.197175",37.750553,-122.197175,0,19.65,0,0,0,,0,0,0,0,Bank Withdrawal,1,30751,0,Q3,0,3,0,California,0,0,0,53,978,0,1228.01,0,2206.01,0,0,94621
-69,30,24.62,0,,,59,Berkeley,4953,Two Year,United States,7868-TMWMZ,Stayed,0,1,Female,1,Fiber Optic,"37.863843, -122.275684",37.863843,-122.275684,1,110,0,0,2,,1,1,1,1,Bank Withdrawal,1,19763,1,Q3,1,5,1,California,1,0,1,60,6668.35,0,1477.2,0,8145.55,0,1,94703
-46,19,12.58,1,Competitor,Competitor had better devices,89,Berkeley,3600,Month-to-Month,United States,2608-BHKFN,Churned,0,0,Female,1,Fiber Optic,"37.863843, -122.275684",37.863843,-122.275684,0,70.05,0,0,0,,0,0,1,0,Credit Card,1,19763,0,Q3,0,1,0,California,0,0,0,4,266.9,0,50.32,0,317.22,0,1,94703
-57,12,25.79,1,Other,Moved,66,Berkeley,4103,Month-to-Month,United States,2979-SXESE,Churned,0,1,Female,1,Cable,"37.863843, -122.275684",37.863843,-122.275684,1,94.4,1,0,1,Offer D,0,1,0,1,Bank Withdrawal,1,19763,0,Q3,1,1,0,California,0,0,1,17,1607.2,0,438.43,0,2045.63,0,1,94703
-54,0,26.84,0,,,63,Berkeley,2631,Two Year,United States,8577-QSOCG,Stayed,1,0,Female,0,,"37.863843, -122.275684",37.863843,-122.275684,1,20.2,0,1,9,,0,0,1,1,Credit Card,1,19763,0,Q3,1,4,0,California,0,0,0,38,746.05,0,1019.92,0,1765.97,0,0,94703
-80,2,15.23,0,,,37,Penngrove,6144,Two Year,United States,4829-ZLJTK,Stayed,0,1,Female,1,Fiber Optic,"38.325599, -122.642352",38.325599,-122.642352,1,112.4,1,0,5,Offer A,1,1,1,1,Bank Withdrawal,1,3777,0,Q3,1,3,1,California,1,0,1,72,8046.85,0,1096.56,0,9143.41,0,1,94951
-28,0,42.17,0,,,80,Penngrove,2184,Month-to-Month,United States,5996-DAOQL,Joined,0,0,Male,0,,"38.325599, -122.642352",38.325599,-122.642352,0,20.45,0,0,0,Offer E,0,0,1,0,Credit Card,1,3777,0,Q3,0,3,0,California,0,0,0,1,20.45,0,42.17,0,62.62,1,0,94951
-51,20,10.07,0,,,52,Penngrove,4073,Two Year,United States,4737-HOBAX,Stayed,0,1,Male,1,Cable,"38.325599, -122.642352",38.325599,-122.642352,1,79.8,1,0,5,,0,0,0,1,Credit Card,1,3777,1,Q3,1,4,0,California,1,1,1,63,5034.05,0,634.41,0,5668.46,0,1,94951
-23,71,26.86,0,,,78,Penngrove,5232,Month-to-Month,United States,4482-FTFFX,Stayed,0,1,Male,1,DSL,"38.325599, -122.642352",38.325599,-122.642352,0,56.15,0,0,0,,0,0,0,0,Bank Withdrawal,1,3777,1,Q3,0,4,0,California,0,0,0,5,291.45,0,134.3,0,425.75,1,1,94951
-71,2,6.13,0,,,25,Brookdale,5400,Two Year,United States,9845-PEEKO,Stayed,0,0,Female,1,Fiber Optic,"37.106902, -122.100006",37.106902,-122.100006,0,79.2,1,0,0,,1,0,1,0,Credit Card,1,1007,0,Q3,0,5,1,California,0,0,0,59,4590.35,0,361.67,0,4952.02,0,1,95007
-65,15,31.13,0,,,25,Brookdale,3048,Two Year,United States,2277-VWCNI,Stayed,0,0,Female,1,DSL,"37.106902, -122.100006",37.106902,-122.100006,0,48.75,1,0,0,,0,0,0,0,Mailed Check,1,1007,0,Q3,0,3,1,California,0,0,0,4,179.85,0,124.52,0,304.37,0,1,95007
-45,25,22.52,0,,,27,Brookdale,5154,One Year,United States,1169-SAOCL,Stayed,0,0,Male,1,Fiber Optic,"37.106902, -122.100006",37.106902,-122.100006,0,106.65,1,0,0,,1,0,1,0,Bank Withdrawal,1,1007,1,Q3,0,5,0,California,1,1,1,49,5168.1,130,1103.48,0,6401.58,0,0,95007
-41,0,39.59,0,,,54,Brookdale,4208,One Year,United States,7353-YOWFP,Stayed,0,0,Female,0,,"37.106902, -122.100006",37.106902,-122.100006,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,1007,0,Q3,0,5,0,California,0,0,0,7,129.15,0,277.13,0,406.28,0,0,95007
-74,22,4.2,0,,,41,Castroville,2641,One Year,United States,1751-NCDLI,Stayed,0,1,Male,1,Fiber Optic,"36.784481, -121.759054",36.784481,-121.759054,1,98.85,1,0,6,,0,0,1,1,Bank Withdrawal,1,8582,0,Q3,1,5,1,California,1,0,1,46,4564.9,0,193.2,0,4758.1,0,1,95012
-68,20,26.11,0,,,24,Castroville,5961,Month-to-Month,United States,7537-CBQUZ,Stayed,0,1,Male,1,Fiber Optic,"36.784481, -121.759054",36.784481,-121.759054,0,109.4,1,0,0,,1,1,1,0,Bank Withdrawal,1,8582,0,Q3,0,3,1,California,1,1,1,63,7031.45,0,1644.93,0,8676.38,0,1,95012
-27,82,36.69,0,,,37,Castroville,2849,Month-to-Month,United States,3518-PZXZQ,Joined,0,0,Female,1,DSL,"36.784481, -121.759054",36.784481,-121.759054,1,55.3,0,0,8,,0,0,1,1,Credit Card,1,8582,0,Q3,1,3,0,California,0,0,1,1,55.3,0,36.69,0,91.99,1,1,95012
-31,0,22.53,0,,,40,Castroville,3721,One Year,United States,1930-BZLHI,Stayed,0,0,Male,0,,"36.784481, -121.759054",36.784481,-121.759054,0,20.35,0,0,0,,0,0,1,0,Credit Card,1,8582,0,Q3,0,5,0,California,0,0,0,21,422.7,0,473.13,0,895.83,0,0,95012
-69,22,37.39,0,,,33,San Jose,4994,Two Year,United States,2176-LVPNX,Stayed,0,1,Female,1,DSL,"37.333851, -121.891147",37.333851,-121.891147,0,89.85,1,0,0,Offer A,1,1,0,0,Credit Card,1,561,1,Q3,0,3,1,California,1,0,1,71,6293.45,140,2654.69,0,9088.14,0,0,95113
-33,16,5.16,1,Price,Extra data charges,89,San Jose,4162,Month-to-Month,United States,3945-GFWQL,Churned,1,0,Female,1,DSL,"37.333851, -121.891147",37.333851,-121.891147,0,44.55,0,1,0,,0,0,1,0,Bank Withdrawal,1,561,0,Q3,0,3,0,California,0,0,0,12,480.6,0,61.92,18.21,524.31,0,0,95113
-31,19,48.04,0,,,33,San Jose,4104,Month-to-Month,United States,1810-MVMAI,Stayed,1,1,Male,1,Cable,"37.333851, -121.891147",37.333851,-121.891147,1,67.6,1,1,4,Offer C,1,1,0,1,Bank Withdrawal,1,561,1,Q3,1,3,0,California,0,0,0,30,2000.2,0,1441.2,0,3441.4,0,1,95113
-29,52,7.6,0,,,64,San Jose,4852,Month-to-Month,United States,6217-TOWGS,Stayed,0,0,Female,1,DSL,"37.333851, -121.891147",37.333851,-121.891147,1,75.4,1,0,5,Offer D,1,0,1,1,Bank Withdrawal,1,561,0,Q3,1,3,0,California,1,1,1,17,1322.55,0,129.2,0,1451.75,1,1,95113
-70,20,44.08,0,,,69,San Jose,5527,One Year,United States,3452-ABWRL,Stayed,0,0,Male,1,Fiber Optic,"37.424655, -121.74841",37.424655,-121.74841,0,86.05,1,0,0,,0,0,1,0,Credit Card,1,40568,0,Q3,0,3,1,California,0,0,1,47,3865.6,0,2071.76,0,5937.36,0,1,95132
-75,26,0,0,,,77,San Jose,3410,Two Year,United States,5533-NHFRF,Stayed,0,0,Male,1,DSL,"37.424655, -121.74841",37.424655,-121.74841,0,44.4,0,0,0,,1,0,1,0,Bank Withdrawal,0,40568,1,Q3,0,4,1,California,1,0,0,7,265.8,0,0,0,265.8,0,1,95132
-51,3,22.56,1,Dissatisfaction,Lack of self-service on Website,76,San Jose,2876,Month-to-Month,United States,8364-TRMMK,Churned,0,0,Female,1,Cable,"37.424655, -121.74841",37.424655,-121.74841,0,50.65,1,0,0,Offer E,0,0,1,0,Mailed Check,1,40568,0,Q3,0,1,0,California,0,0,0,3,151.3,0,67.68,0,218.98,0,1,95132
-36,22,23.5,0,,,31,San Jose,5396,Month-to-Month,United States,4749-OJKQU,Stayed,0,0,Female,1,Fiber Optic,"37.424655, -121.74841",37.424655,-121.74841,0,75.65,1,0,0,,0,0,1,0,Bank Withdrawal,1,40568,0,Q3,0,5,0,California,0,0,0,4,302.35,0,94,0,396.35,0,1,95132
-73,0,45.76,0,,,66,Stockton,2962,One Year,United States,3082-WQRVY,Stayed,0,0,Male,0,,"37.954089, -121.329761",37.954089,-121.329761,1,19.65,0,0,8,,0,0,0,1,Credit Card,1,16357,0,Q3,1,5,1,California,0,0,0,14,228.65,0,640.64,0,869.29,0,0,95203
-30,42,24.67,0,,,71,Stockton,5548,Two Year,United States,1023-BQXZE,Stayed,0,1,Male,1,DSL,"37.954089, -121.329761",37.954089,-121.329761,0,74.35,0,0,0,,0,1,1,0,Bank Withdrawal,1,16357,0,Q3,0,4,0,California,1,1,1,57,4317.35,0,1406.19,0,5723.54,0,1,95203
-35,21,40.87,0,,,30,Stockton,4118,Month-to-Month,United States,2672-OJQZP,Joined,0,0,Female,1,Cable,"37.954089, -121.329761",37.954089,-121.329761,0,44.75,0,0,0,,0,0,0,0,Credit Card,1,16357,0,Q3,0,5,0,California,0,0,0,1,44.75,0,40.87,0,85.62,0,1,95203
-20,0,18.28,0,,,72,Stockton,4925,Month-to-Month,United States,0690-SRQID,Stayed,0,0,Male,0,,"37.954089, -121.329761",37.954089,-121.329761,0,19.65,0,0,0,Offer E,0,0,1,0,Credit Card,1,16357,0,Q3,0,3,0,California,0,0,0,4,67.55,0,73.12,0,140.67,1,0,95203
-65,25,11.41,0,,,50,Farmington,5428,One Year,United States,5268-DSMNQ,Stayed,0,1,Female,1,Fiber Optic,"37.956963, -120.863055",37.956963,-120.863055,1,97.95,1,0,5,,1,0,1,1,Credit Card,1,596,0,Q3,1,5,1,California,0,0,1,62,5936.55,0,707.42,0,6643.97,0,1,95230
-75,29,0,0,,,72,Farmington,2494,Two Year,United States,4360-QRAVE,Stayed,0,1,Male,1,DSL,"37.956963, -120.863055",37.956963,-120.863055,0,36.65,0,0,0,Offer C,1,0,0,0,Bank Withdrawal,0,596,0,Q3,0,5,1,California,0,0,0,37,1315,0,0,0,1315,0,1,95230
-50,17,2.05,0,,,60,Farmington,4561,Month-to-Month,United States,0082-OQIQY,Stayed,0,0,Male,1,Fiber Optic,"37.956963, -120.863055",37.956963,-120.863055,0,94.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,596,1,Q3,0,5,0,California,1,1,1,29,2607.6,20,59.45,0,2687.05,0,0,95230
-25,51,3.26,0,,,50,Farmington,2847,Month-to-Month,United States,1228-ZLNBX,Stayed,0,0,Male,1,Fiber Optic,"37.956963, -120.863055",37.956963,-120.863055,0,75.3,1,0,0,,0,0,0,0,Credit Card,1,596,0,Q3,0,3,0,California,0,0,0,21,1570.7,0,68.46,0,1639.16,1,1,95230
-67,12,41.88,0,,,66,Hathaway Pines,4025,One Year,United States,6242-MBHPK,Stayed,0,0,Female,1,Fiber Optic,"38.184914, -120.364085",38.184914,-120.364085,1,95.1,0,0,1,,0,1,1,1,Bank Withdrawal,1,335,0,Q3,1,3,1,California,1,1,1,23,2326.05,0,963.24,0,3289.29,0,1,95233
-23,85,20.07,1,Competitor,Competitor offered more data,95,Hathaway Pines,5504,One Year,United States,3763-GCZHZ,Churned,0,0,Male,1,Fiber Optic,"38.184914, -120.364085",38.184914,-120.364085,1,104.05,1,0,1,Offer A,1,0,1,1,Bank Withdrawal,1,335,1,Q3,1,2,0,California,1,1,1,66,6890,0,1324.62,0,8214.62,1,1,95233
-44,3,18.38,1,Dissatisfaction,Poor expertise of phone support,76,Hathaway Pines,2850,Month-to-Month,United States,3018-TFTSU,Churned,0,1,Male,1,Fiber Optic,"38.184914, -120.364085",38.184914,-120.364085,0,81.7,0,0,0,Offer D,0,1,0,0,Bank Withdrawal,1,335,0,Q3,0,1,0,California,0,0,0,12,858.6,0,220.56,0,1079.16,0,1,95233
-49,3,21.39,0,,,29,Hathaway Pines,4740,One Year,United States,7445-WMRBW,Stayed,0,1,Female,1,DSL,"38.184914, -120.364085",38.184914,-120.364085,0,73.85,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,335,1,Q3,0,4,0,California,0,0,1,48,3581.4,60,1026.72,0,4668.12,0,0,95233
-72,24,37.53,0,,,20,Lodi,5089,Two Year,United States,4782-OSFXZ,Stayed,0,1,Female,1,DSL,"38.128087, -121.4078",38.128087,-121.4078,1,82.7,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,22073,1,Q3,1,3,1,California,1,1,0,71,5831.2,0,2664.63,0,8495.83,0,1,95242
-22,0,45.84,1,Attitude,Attitude of support person,86,Lodi,2853,Month-to-Month,United States,7083-YNSKY,Churned,0,0,Female,0,,"38.128087, -121.4078",38.128087,-121.4078,0,25.4,1,0,0,Offer D,0,0,1,0,Credit Card,1,22073,0,Q3,0,1,0,California,0,0,0,15,399.6,0,687.6,0,1087.2,1,0,95242
-34,2,44.2,0,,,53,Lodi,6452,Two Year,United States,0536-ACXIP,Stayed,0,1,Female,1,Fiber Optic,"38.128087, -121.4078",38.128087,-121.4078,1,109.55,1,0,9,,1,1,1,1,Bank Withdrawal,1,22073,0,Q3,1,3,0,California,1,1,1,72,8165.1,0,3182.4,0,11347.5,0,1,95242
-58,8,10.88,0,,,54,Lodi,2393,Month-to-Month,United States,6218-KNUBD,Stayed,0,0,Male,1,Cable,"38.128087, -121.4078",38.128087,-121.4078,0,59.45,0,0,0,,1,0,0,0,Bank Withdrawal,1,22073,0,Q3,0,4,0,California,0,0,1,6,357.6,0,65.28,0,422.88,0,1,95242
-77,19,49.21,0,,,59,Wallace,4848,One Year,United States,1641-RQDAY,Stayed,1,0,Female,1,Fiber Optic,"38.192608, -120.957842",38.192608,-120.957842,1,100.4,1,2,1,Offer C,1,0,1,1,Bank Withdrawal,1,304,0,Q3,1,3,1,California,1,0,1,32,3217.65,0,1574.72,0,4792.37,0,1,95254
-21,0,15.73,1,Competitor,Competitor made better offer,82,Wallace,5421,Month-to-Month,United States,7434-SHXLS,Churned,0,0,Female,0,,"38.192608, -120.957842",38.192608,-120.957842,0,20.9,0,0,0,Offer E,0,0,0,0,Mailed Check,1,304,0,Q3,0,3,0,California,0,0,0,1,20.9,0,15.73,0,36.63,1,0,95254
-57,0,17.38,0,,,20,Wallace,4538,Two Year,United States,8857-CUPFQ,Stayed,0,0,Male,0,,"38.192608, -120.957842",38.192608,-120.957842,1,19.25,0,0,9,Offer B,0,0,0,1,Credit Card,1,304,0,Q3,1,3,0,California,0,0,0,63,1237.65,0,1094.94,0,2332.59,0,0,95254
-50,16,4.45,0,,,68,Wallace,3157,Month-to-Month,United States,3317-VLGQT,Stayed,0,0,Female,1,Fiber Optic,"38.192608, -120.957842",38.192608,-120.957842,1,78.1,0,0,7,,0,0,1,1,Bank Withdrawal,1,304,0,Q3,1,4,0,California,1,1,0,14,1122.4,0,62.3,0,1184.7,0,1,95254
-75,16,47.86,0,,,70,El Nido,4113,Two Year,United States,8089-UZWLX,Stayed,0,1,Female,1,Fiber Optic,"37.127386, -120.506422",37.127386,-120.506422,0,104.05,1,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,808,0,Q3,0,5,1,California,1,0,1,71,7413.55,0,3398.06,0,10811.61,0,1,95317
-34,0,21.28,0,,,40,El Nido,4180,Two Year,United States,5465-BUBFA,Stayed,1,0,Female,0,,"37.127386, -120.506422",37.127386,-120.506422,1,19.3,0,1,1,Offer B,0,0,0,1,Bank Withdrawal,1,808,0,Q3,1,3,0,California,0,0,0,41,772.4,0,872.48,0,1644.88,0,0,95317
-58,0,1.61,0,,,33,El Nido,5809,Month-to-Month,United States,7853-WNZSY,Joined,0,0,Male,0,,"37.127386, -120.506422",37.127386,-120.506422,0,19.75,0,0,0,Offer E,0,0,1,0,Credit Card,1,808,0,Q3,0,5,0,California,0,0,0,1,19.75,0,1.61,0,21.36,0,0,95317
-40,0,26.98,0,,,71,El Nido,6391,One Year,United States,5774-QPLTF,Stayed,1,0,Male,0,,"37.127386, -120.506422",37.127386,-120.506422,1,20.35,0,2,9,,0,0,1,1,Credit Card,1,808,0,Q3,1,5,0,California,0,0,0,50,938.95,0,1349,0,2287.95,0,0,95317
-70,16,8.98,0,,,37,Hughson,2399,One Year,United States,4468-KAZHE,Stayed,0,0,Female,1,DSL,"37.5923, -120.853288",37.5923,-120.853288,1,60,0,0,1,,1,0,1,1,Bank Withdrawal,1,6822,0,Q3,1,5,1,California,1,0,0,20,1259.35,0,179.6,0,1438.95,0,1,95326
-34,25,35.8,1,Competitor,Competitor offered higher download speeds,91,Hughson,3545,Month-to-Month,United States,6178-KFNHS,Churned,0,0,Female,1,Fiber Optic,"37.5923, -120.853288",37.5923,-120.853288,0,78.3,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,6822,0,Q3,0,1,0,California,0,0,0,12,909.25,0,429.6,0,1338.85,0,1,95326
-49,9,24.52,1,Competitor,Competitor offered more data,81,Hughson,2236,Month-to-Month,United States,3627-FCRDW,Churned,0,0,Female,1,Fiber Optic,"37.5923, -120.853288",37.5923,-120.853288,0,71,0,0,0,,0,0,0,0,Bank Withdrawal,1,6822,0,Q3,0,3,0,California,0,0,0,9,672.55,0,220.68,8.35,884.88,0,1,95326
-50,10,37.6,0,,,54,Hughson,5168,Month-to-Month,United States,6985-HAYWX,Stayed,0,0,Female,1,Fiber Optic,"37.5923, -120.853288",37.5923,-120.853288,1,79.3,1,0,5,,1,0,0,1,Bank Withdrawal,1,6822,0,Q3,1,3,0,California,0,0,0,26,2015.8,0,977.6,0,2993.4,0,1,95326
-77,8,2.19,0,,,74,Waterford,5413,One Year,United States,1543-LLLFT,Stayed,0,1,Male,1,Fiber Optic,"37.669516, -120.626964",37.669516,-120.626964,1,98.3,1,0,2,,1,0,1,1,Credit Card,1,8308,1,Q3,1,3,1,California,0,0,1,61,6066.55,0,133.59,0,6200.14,0,1,95386
-66,30,27,0,,,80,Waterford,5831,Month-to-Month,United States,8495-PRWFH,Stayed,0,1,Female,1,Cable,"37.669516, -120.626964",37.669516,-120.626964,0,55.65,1,0,0,,0,0,0,0,Bank Withdrawal,1,8308,0,Q3,0,4,1,California,0,0,0,42,2421.75,0,1134,0,3555.75,0,1,95386
-31,26,13.84,1,Dissatisfaction,Network reliability,73,Waterford,2644,Month-to-Month,United States,5696-QURRL,Churned,0,0,Male,1,DSL,"37.669516, -120.626964",37.669516,-120.626964,0,45.05,0,0,0,,0,0,1,0,Credit Card,1,8308,0,Q3,0,3,0,California,0,0,0,1,45.05,70,13.84,0,128.89,0,0,95386
-49,3,42.77,1,Price,Price too high,77,Waterford,6289,Two Year,United States,4355-HBJHH,Churned,0,1,Male,1,DSL,"37.669516, -120.626964",37.669516,-120.626964,1,79.7,1,0,0,,0,1,1,1,Bank Withdrawal,1,8308,0,Q3,0,1,0,California,1,1,1,67,5293.4,0,2865.59,0,8158.99,0,1,95386
-76,11,46.82,0,,,24,Albion,5272,One Year,United States,6507-ZJSUR,Stayed,0,0,Male,1,Fiber Optic,"39.225694, -123.717354",39.225694,-123.717354,1,90.45,0,0,6,,0,0,1,1,Bank Withdrawal,1,1054,0,Q3,1,4,1,California,1,0,1,23,2117.25,30,1076.86,0,3224.11,0,0,95410
-72,17,36.27,0,,,51,Albion,3468,Month-to-Month,United States,6458-CYIDZ,Stayed,0,0,Female,1,Fiber Optic,"39.225694, -123.717354",39.225694,-123.717354,0,80.7,0,0,0,Offer E,1,1,0,0,Bank Withdrawal,1,1054,0,Q3,0,4,1,California,0,0,0,5,374.8,0,181.35,0,556.15,0,1,95410
-39,0,28.9,0,,,51,Albion,3881,Two Year,United States,8234-GSZYK,Stayed,0,0,Male,0,,"39.225694, -123.717354",39.225694,-123.717354,0,26.45,1,0,0,,0,0,0,0,Bank Withdrawal,1,1054,0,Q3,0,4,0,California,0,0,0,43,1110.05,0,1242.7,0,2352.75,0,0,95410
-37,19,49.78,0,,,41,Albion,2347,Month-to-Month,United States,2074-GUHPQ,Stayed,1,1,Female,1,Fiber Optic,"39.225694, -123.717354",39.225694,-123.717354,0,92.7,1,2,0,,1,0,1,0,Credit Card,1,1054,1,Q3,0,4,0,California,0,0,0,17,1556.85,0,846.26,0,2403.11,0,1,95410
-67,4,0,0,,,38,Dos Rios,5715,One Year,United States,0723-VSOBE,Stayed,0,0,Female,1,Cable,"39.756049, -123.358701",39.756049,-123.358701,0,34.2,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,0,91,0,Q3,0,3,1,California,1,0,0,45,1596.6,0,0,0,1596.6,0,0,95429
-38,19,1.6,0,,,48,Dos Rios,3350,One Year,United States,9619-GSATL,Stayed,0,0,Female,1,DSL,"39.756049, -123.358701",39.756049,-123.358701,0,55.45,0,0,0,,1,0,0,0,Bank Withdrawal,1,91,1,Q3,0,4,0,California,0,0,0,43,2444.25,130,68.8,0,2643.05,0,0,95429
-62,53,12.41,0,,,38,Dos Rios,5681,Month-to-Month,United States,9415-TPKRV,Stayed,1,0,Female,1,DSL,"39.756049, -123.358701",39.756049,-123.358701,1,55.75,1,3,1,Offer E,1,0,0,1,Bank Withdrawal,1,91,0,Q3,1,4,0,California,0,0,0,8,446.8,0,99.28,0,546.08,0,1,95429
-48,0,31.85,0,,,26,Dos Rios,4246,Two Year,United States,8999-EXMNO,Stayed,1,0,Female,0,,"39.756049, -123.358701",39.756049,-123.358701,1,20.15,0,3,1,Offer D,0,0,0,1,Credit Card,1,91,0,Q3,1,3,0,California,0,0,0,19,387.7,0,605.15,2.97,989.88,0,0,95429
-71,28,10.57,0,,,59,Glen Ellen,5693,One Year,United States,1004-NOZNR,Stayed,1,0,Male,1,Fiber Optic,"38.368744, -122.522642",38.368744,-122.522642,0,94.8,0,2,0,Offer B,0,1,0,0,Credit Card,1,4101,0,Q3,0,4,1,California,1,0,1,56,5264.3,0,591.92,0,5856.22,0,1,95442
-32,30,3.95,1,Competitor,Competitor made better offer,91,Glen Ellen,2270,Month-to-Month,United States,7639-SUPCW,Churned,0,0,Female,1,DSL,"38.368744, -122.522642",38.368744,-122.522642,0,48.8,0,0,0,,0,1,1,0,Credit Card,1,4101,0,Q3,0,1,0,California,0,0,0,22,1054.6,20,86.9,0,1161.5,0,0,95442
-47,0,19.75,0,,,70,Glen Ellen,6492,Two Year,United States,2181-TIDSV,Stayed,1,0,Male,0,,"38.368744, -122.522642",38.368744,-122.522642,1,19.95,0,3,4,Offer A,0,0,1,1,Bank Withdrawal,1,4101,0,Q3,1,3,0,California,0,0,0,68,1303.25,0,1343,0,2646.25,0,0,95442
-64,0,37.7,0,,,26,Glen Ellen,3722,One Year,United States,0042-JVWOJ,Stayed,0,0,Male,0,,"38.368744, -122.522642",38.368744,-122.522642,0,19.6,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,4101,0,Q3,0,4,0,California,0,0,0,26,471.85,0,980.2,21.25,1430.8,0,0,95442
-66,4,8.75,0,,,20,Glenhaven,3828,One Year,United States,1251-STYSZ,Stayed,0,0,Female,1,Fiber Optic,"39.045246, -122.743181",39.045246,-122.743181,0,80.25,1,0,0,,0,1,1,0,Bank Withdrawal,1,175,0,Q3,0,4,1,California,0,0,0,4,303.7,30,35,0,368.7,0,0,95443
-67,27,0,0,,,68,Glenhaven,2560,Two Year,United States,2761-XECQW,Stayed,0,1,Male,1,Cable,"39.045246, -122.743181",39.045246,-122.743181,1,43.35,0,0,1,,1,0,1,1,Credit Card,0,175,0,Q3,1,3,1,California,1,0,0,8,371.4,0,0,0,371.4,0,1,95443
-42,0,33.18,0,,,26,Glenhaven,4097,Month-to-Month,United States,1386-ZIKUV,Stayed,0,0,Male,0,,"39.045246, -122.743181",39.045246,-122.743181,0,18.95,0,0,0,Offer E,0,0,1,0,Credit Card,1,175,0,Q3,0,5,0,California,0,0,0,7,130.55,0,232.26,0,362.81,0,0,95443
-55,8,48.78,0,,,49,Glenhaven,4889,Month-to-Month,United States,0130-SXOUN,Stayed,0,0,Male,1,Fiber Optic,"39.045246, -122.743181",39.045246,-122.743181,0,89.4,1,0,0,Offer A,1,0,0,0,Credit Card,1,175,0,Q3,0,3,0,California,1,1,0,66,5976.9,40,3219.48,36.02,9200.36,0,0,95443
-75,16,26,0,,,24,Kelseyville,5987,One Year,United States,9681-KYGYB,Stayed,0,1,Male,1,Fiber Optic,"38.93496, -122.792243",38.93496,-122.792243,1,88.2,1,0,5,Offer B,1,1,1,1,Bank Withdrawal,1,9902,0,Q3,1,4,1,California,0,0,0,49,4159.45,0,1274,0,5433.45,0,1,95451
-70,18,22.74,0,,,68,Kelseyville,5061,One Year,United States,0471-ARVMX,Stayed,0,1,Female,1,Fiber Optic,"38.93496, -122.792243",38.93496,-122.792243,1,104.85,1,0,8,Offer B,0,1,1,1,Bank Withdrawal,1,9902,0,Q3,1,3,1,California,1,1,1,62,6312.9,0,1409.88,0,7722.78,0,1,95451
-41,27,47.48,0,,,72,Kelseyville,5905,One Year,United States,2931-XIQBR,Stayed,1,1,Female,1,Fiber Optic,"38.93496, -122.792243",38.93496,-122.792243,1,103.05,0,3,7,,0,0,0,1,Credit Card,1,9902,1,Q3,1,4,0,California,1,1,1,50,5153.5,0,2374,0,7527.5,0,1,95451
-39,16,31.15,0,,,53,Kelseyville,5641,Two Year,United States,6631-HMANX,Stayed,0,1,Male,1,Cable,"38.93496, -122.792243",38.93496,-122.792243,1,85.45,1,0,10,,1,0,1,1,Credit Card,1,9902,1,Q3,1,4,0,California,1,1,1,72,6227.5,0,2242.8,0,8470.3,0,1,95451
-78,3,12.26,0,,,29,Laytonville,4964,Two Year,United States,7005-CYUIL,Stayed,0,1,Female,1,Fiber Optic,"39.806141, -123.531098",39.806141,-123.531098,1,99.4,0,0,2,Offer A,1,1,1,1,Bank Withdrawal,1,2706,1,Q3,1,3,1,California,0,0,1,71,7168.25,0,870.46,0,8038.71,0,1,95454
-54,29,28.2,1,Competitor,Competitor made better offer,85,Laytonville,5180,Month-to-Month,United States,9681-OXGVC,Churned,0,1,Female,1,Fiber Optic,"39.806141, -123.531098",39.806141,-123.531098,0,100.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,2706,0,Q3,0,3,0,California,1,1,1,5,514,0,141,0,655,0,1,95454
-31,18,9.29,0,,,38,Laytonville,5748,Two Year,United States,1930-QPBVZ,Stayed,1,0,Male,1,Fiber Optic,"39.806141, -123.531098",39.806141,-123.531098,1,95.1,0,2,3,Offer A,1,1,0,1,Bank Withdrawal,1,2706,1,Q3,1,3,0,California,1,1,0,68,6683.4,0,631.72,0,7315.12,0,1,95454
-26,0,39.44,0,,,72,Laytonville,4241,Two Year,United States,0825-CPPQH,Stayed,0,0,Female,0,,"39.806141, -123.531098",39.806141,-123.531098,1,19.1,0,0,2,,0,0,0,1,Credit Card,1,2706,0,Q3,1,4,0,California,0,0,0,71,1372.45,0,2800.24,0,4172.69,1,0,95454
-74,25,28.72,0,,,26,Manchester,4796,Two Year,United States,2388-LAESQ,Stayed,0,1,Female,1,Fiber Optic,"38.966713, -123.586412",38.966713,-123.586412,1,114.85,1,0,3,Offer A,1,1,1,1,Bank Withdrawal,1,586,1,Q3,1,3,1,California,1,0,1,72,8317.95,0,2067.84,0,10385.79,0,1,95459
-72,21,12.91,0,,,56,Manchester,5754,Two Year,United States,7740-BTPUX,Stayed,0,1,Male,1,Fiber Optic,"38.966713, -123.586412",38.966713,-123.586412,1,113.6,1,0,7,Offer B,1,0,1,1,Bank Withdrawal,1,586,1,Q3,1,5,1,California,1,0,1,55,6292.7,0,710.05,0,7002.75,0,1,95459
-71,10,13.36,0,,,34,Manchester,4204,Two Year,United States,7524-VRLPL,Stayed,0,1,Male,1,Cable,"38.966713, -123.586412",38.966713,-123.586412,0,74.1,1,0,0,Offer A,0,1,0,0,Credit Card,1,586,1,Q3,0,3,1,California,1,1,0,69,5031,0,921.84,0,5952.84,0,1,95459
-79,22,44.1,0,,,55,Manchester,3669,Month-to-Month,United States,1932-UEDCX,Stayed,0,0,Male,1,Fiber Optic,"38.966713, -123.586412",38.966713,-123.586412,1,100.6,1,0,6,,1,0,1,1,Bank Withdrawal,1,586,0,Q3,1,4,1,California,1,0,1,33,3270.25,0,1455.3,0,4725.55,0,1,95459
-75,9,16.72,0,,,25,Redwood Valley,5856,Two Year,United States,3108-PCCGG,Stayed,0,1,Male,1,Cable,"39.298065, -123.25211",39.298065,-123.25211,1,84.45,1,0,3,Offer A,1,1,0,1,Credit Card,1,5995,0,Q3,1,3,1,California,1,0,1,72,5899.85,0,1203.84,0,7103.69,0,1,95470
-52,3,16.67,1,Competitor,Competitor had better devices,91,Redwood Valley,3123,Month-to-Month,United States,4658-HCOHW,Churned,0,1,Female,1,Fiber Optic,"39.298065, -123.25211",39.298065,-123.25211,1,102.8,0,0,1,,1,0,1,1,Bank Withdrawal,1,5995,1,Q3,1,1,0,California,1,1,1,21,2110.15,0,350.07,0,2460.22,0,1,95470
-51,0,13.42,0,,,55,Redwood Valley,4006,Two Year,United States,5310-NOOVA,Stayed,0,0,Male,0,,"39.298065, -123.25211",39.298065,-123.25211,0,19.95,0,0,0,,0,0,0,0,Bank Withdrawal,1,5995,0,Q3,0,5,0,California,0,0,0,46,907.05,0,617.32,0,1524.37,0,0,95470
-47,16,18.74,0,,,61,Redwood Valley,4556,Two Year,United States,7054-DMVAS,Stayed,0,0,Male,1,DSL,"39.298065, -123.25211",39.298065,-123.25211,0,65.3,0,0,0,,1,1,1,0,Bank Withdrawal,1,5995,0,Q3,0,3,0,California,0,0,1,54,3512.9,0,1011.96,0,4524.86,0,1,95470
-66,2,26.55,0,,,33,Elverta,4250,One Year,United States,4238-HFHSN,Stayed,0,0,Male,1,Fiber Optic,"38.734997, -121.463719",38.734997,-121.463719,1,82.15,1,0,4,Offer B,1,0,1,1,Bank Withdrawal,1,6197,0,Q3,1,3,1,California,0,0,0,61,4904.85,0,1619.55,0,6524.4,0,1,95626
-32,19,5.26,1,Dissatisfaction,Service dissatisfaction,79,Elverta,5115,Month-to-Month,United States,6214-EDAKZ,Churned,1,0,Female,1,DSL,"38.734997, -121.463719",38.734997,-121.463719,1,55.15,0,1,1,,1,0,0,1,Bank Withdrawal,1,6197,1,Q3,1,2,0,California,0,0,0,22,1206.05,30,115.72,0,1351.77,0,0,95626
-59,3,36.24,1,Price,Extra data charges,74,Elverta,2195,Month-to-Month,United States,3393-FMZPV,Churned,0,0,Female,1,Fiber Optic,"38.734997, -121.463719",38.734997,-121.463719,0,100.25,1,0,0,,1,0,1,0,Bank Withdrawal,1,6197,0,Q3,0,1,0,California,1,1,1,25,2387.75,0,906,0,3293.75,0,1,95626
-41,14,16.73,0,,,31,Elverta,3784,One Year,United States,0691-NIKRI,Stayed,0,1,Female,1,Fiber Optic,"38.734997, -121.463719",38.734997,-121.463719,0,105.95,1,0,0,Offer B,0,0,1,0,Credit Card,1,6197,1,Q3,0,5,0,California,1,1,1,40,4335.2,0,669.2,0,5004.4,0,1,95626
-79,21,6.59,0,,,76,Shingle Springs,5285,One Year,United States,2692-BUCFV,Stayed,0,1,Male,1,Fiber Optic,"38.598936, -120.963092",38.598936,-120.963092,0,101.45,0,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,24738,0,Q3,0,4,1,California,1,0,1,29,2948.6,60,191.11,0,3199.71,0,0,95682
-64,22,17.46,0,,,52,Shingle Springs,2904,Month-to-Month,United States,1666-JXLKU,Stayed,0,1,Female,1,Fiber Optic,"38.598936, -120.963092",38.598936,-120.963092,0,100.05,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,24738,0,Q3,0,5,0,California,1,1,1,37,3810.55,0,646.02,0,4456.57,0,1,95682
-21,73,8.52,0,,,33,Shingle Springs,6474,Two Year,United States,7508-DQAKK,Stayed,0,1,Female,1,DSL,"38.598936, -120.963092",38.598936,-120.963092,0,86.4,1,0,0,,1,1,1,0,Credit Card,1,24738,1,Q3,0,3,0,California,1,1,1,64,5442.05,0,545.28,0,5987.33,1,1,95682
-23,26,0,0,,,66,Shingle Springs,4483,Two Year,United States,0848-SOMKO,Stayed,0,1,Male,1,DSL,"38.598936, -120.963092",38.598936,-120.963092,0,48.4,0,0,0,,0,1,0,0,Bank Withdrawal,0,24738,1,Q3,0,3,0,California,1,1,0,70,3442.8,0,0,0,3442.8,1,1,95682
-69,23,41.13,0,,,71,Vacaville,3283,One Year,United States,5651-WYIPH,Stayed,0,0,Female,1,Cable,"38.419088, -122.024568",38.419088,-122.024568,0,49.85,0,0,0,,1,0,1,0,Credit Card,1,32564,0,Q3,0,3,1,California,0,0,0,18,865.75,0,740.34,0,1606.09,0,1,95688
-41,0,23.16,1,Attitude,Attitude of support person,89,Vacaville,2959,Month-to-Month,United States,4211-MMAZN,Churned,0,0,Male,0,,"38.419088, -122.024568",38.419088,-122.024568,0,20.25,0,0,0,Offer E,0,0,0,0,Mailed Check,1,32564,0,Q3,0,1,0,California,0,0,0,1,20.25,0,23.16,0,43.41,0,0,95688
-63,0,4.76,0,,,43,Vacaville,3595,Month-to-Month,United States,1784-BXEFA,Stayed,0,0,Female,0,,"38.419088, -122.024568",38.419088,-122.024568,0,20.55,0,0,0,,0,0,1,0,Mailed Check,1,32564,0,Q3,0,3,0,California,0,0,0,10,187.35,0,47.6,0,234.95,0,0,95688
-46,25,26.25,0,,,78,Vacaville,5635,Month-to-Month,United States,0943-ZQPXH,Stayed,1,1,Male,1,Fiber Optic,"38.419088, -122.024568",38.419088,-122.024568,1,92.95,0,1,2,,0,0,1,1,Bank Withdrawal,1,32564,0,Q3,1,5,0,California,1,1,1,44,4122.9,0,1155,0,5277.9,0,1,95688
-69,3,47.06,0,,,48,Camino,4374,One Year,United States,6896-SRVYQ,Stayed,0,1,Male,1,Fiber Optic,"38.748316, -120.675512",38.748316,-120.675512,0,73.85,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,4829,0,Q3,0,5,1,California,0,0,0,44,3122.4,100,2070.64,0,5293.04,0,0,95709
-51,23,10.64,1,Other,Poor expertise of online support,76,Camino,5274,Month-to-Month,United States,2141-RRYGO,Churned,0,0,Female,1,DSL,"38.748316, -120.675512",38.748316,-120.675512,0,68.65,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,4829,0,Q3,0,3,0,California,1,1,1,4,261.25,0,42.56,0,303.81,0,1,95709
-49,0,32.47,0,,,29,Camino,5964,One Year,United States,8748-HFWBO,Stayed,1,0,Male,0,,"38.748316, -120.675512",38.748316,-120.675512,1,19.9,0,3,2,Offer D,0,0,0,1,Credit Card,1,4829,0,Q3,1,5,0,California,0,0,0,19,357.7,0,616.93,0,974.63,0,0,95709
-36,26,0,0,,,24,Camino,2327,Two Year,United States,2335-GSODA,Stayed,1,1,Male,1,DSL,"38.748316, -120.675512",38.748316,-120.675512,0,40.1,0,3,0,,0,1,0,0,Credit Card,0,4829,1,Q3,0,4,0,California,0,0,0,23,857.75,0,0,0,857.75,0,1,95709
-68,29,15.3,0,,,39,Pollock Pines,4452,One Year,United States,9052-VKDUW,Stayed,0,1,Female,1,Fiber Optic,"38.733908, -120.453416",38.733908,-120.453416,1,109.4,1,0,8,Offer B,1,1,1,1,Credit Card,1,8577,0,Q3,1,3,1,California,1,0,1,65,7227.45,0,994.5,0,8221.95,0,1,95726
-48,8,45.59,1,Price,Price too high,69,Pollock Pines,2545,Month-to-Month,United States,6979-ZNSFF,Churned,0,0,Female,1,Fiber Optic,"38.733908, -120.453416",38.733908,-120.453416,0,87.05,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,8577,0,Q3,0,1,0,California,0,0,1,8,762.1,0,364.72,0,1126.82,0,1,95726
-28,48,10.06,0,,,33,Pollock Pines,3885,Month-to-Month,United States,3088-LHEFH,Stayed,0,0,Female,1,Fiber Optic,"38.733908, -120.453416",38.733908,-120.453416,0,79,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,8577,0,Q3,0,3,0,California,0,0,0,11,929.3,0,110.66,0,1039.96,1,1,95726
-56,30,13.67,0,,,60,Pollock Pines,2125,One Year,United States,4000-VGMQP,Stayed,1,1,Male,1,Cable,"38.733908, -120.453416",38.733908,-120.453416,1,78.95,1,3,2,,1,0,0,1,Credit Card,1,8577,0,Q3,1,5,0,California,1,1,1,38,2862.55,0,519.46,0,3382.01,0,1,95726
-66,28,45.37,0,,,23,Roseville,6019,One Year,United States,2480-EJWYP,Stayed,0,0,Female,1,Fiber Optic,"38.784329, -121.373245",38.784329,-121.373245,1,97.8,1,0,5,Offer B,1,0,1,1,Bank Withdrawal,1,25418,0,Q3,1,3,1,California,1,0,1,58,5458.8,0,2631.46,0,8090.26,0,1,95747
-79,6,5.14,0,,,66,Roseville,6161,One Year,United States,7994-XIRTR,Stayed,0,1,Male,1,DSL,"38.784329, -121.373245",38.784329,-121.373245,0,65.25,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,25418,1,Q3,0,4,1,California,1,0,0,54,3529.95,0,277.56,33.07,3774.44,0,1,95747
-55,22,34.43,0,,,74,Roseville,4711,One Year,United States,9931-DCEZH,Stayed,1,0,Male,1,DSL,"38.784329, -121.373245",38.784329,-121.373245,0,54.4,0,1,0,Offer C,1,0,1,0,Credit Card,1,25418,1,Q3,0,3,0,California,0,0,0,28,1516.6,0,964.04,0,2480.64,0,1,95747
-20,47,35.29,0,,,42,Roseville,3744,Month-to-Month,United States,6116-RFVHN,Stayed,0,1,Female,1,Fiber Optic,"38.784329, -121.373245",38.784329,-121.373245,1,100.45,1,0,10,Offer C,0,0,1,1,Bank Withdrawal,1,25418,0,Q3,1,5,0,California,1,1,1,34,3414.65,0,1199.86,0,4614.51,1,1,95747
-67,0,2.03,0,,,77,Sacramento,3288,Two Year,United States,6806-YDEUL,Stayed,0,0,Female,0,,"38.550722, -121.457314",38.550722,-121.457314,0,19.5,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,14966,0,Q3,0,3,1,California,0,0,0,6,106.8,0,12.18,0,118.98,0,0,95817
-74,11,48.92,0,,,66,Sacramento,4483,One Year,United States,5298-GSTLM,Stayed,0,0,Female,1,Fiber Optic,"38.550722, -121.457314",38.550722,-121.457314,0,101.4,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,14966,0,Q3,0,4,1,California,1,0,1,60,6176.6,0,2935.2,0,9111.8,0,1,95817
-22,59,44.28,1,Competitor,Competitor had better devices,73,Sacramento,2961,Month-to-Month,United States,5729-KLZAR,Churned,0,0,Female,1,Fiber Optic,"38.550722, -121.457314",38.550722,-121.457314,1,80.85,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,14966,0,Q3,1,1,0,California,1,1,0,4,302.75,40,177.12,0,519.87,1,0,95817
-47,14,22.71,0,,,78,Sacramento,5709,Month-to-Month,United States,1867-TJHTS,Stayed,0,0,Female,1,Fiber Optic,"38.550722, -121.457314",38.550722,-121.457314,0,79.8,1,0,0,,0,1,1,0,Bank Withdrawal,1,14966,0,Q3,0,4,0,California,0,0,0,58,4526.85,0,1317.18,0,5844.03,0,1,95817
-69,19,0,0,,,67,Sacramento,4865,Two Year,United States,0222-CNVPT,Stayed,0,0,Male,1,DSL,"38.53508, -121.444144",38.53508,-121.444144,0,48.8,0,0,0,Offer B,0,1,1,0,Credit Card,0,37031,0,Q3,0,3,1,California,1,1,1,52,2555.05,0,0,0,2555.05,0,1,95820
-66,25,39.77,0,,,51,Sacramento,2003,Two Year,United States,6860-YRJZP,Stayed,0,0,Male,1,Fiber Optic,"38.53508, -121.444144",38.53508,-121.444144,0,74.05,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,37031,0,Q3,0,5,1,California,0,0,0,9,678.45,0,357.93,0,1036.38,0,1,95820
-58,11,26.88,1,Competitor,Competitor offered higher download speeds,81,Sacramento,4859,Two Year,United States,5748-RNCJT,Churned,0,1,Male,1,Fiber Optic,"38.53508, -121.444144",38.53508,-121.444144,0,106.5,1,0,0,Offer A,0,0,1,0,Bank Withdrawal,1,37031,1,Q3,0,3,0,California,1,1,1,69,7348.8,0,1854.72,0,9203.52,0,1,95820
-48,27,41.23,0,,,77,Sacramento,3175,Month-to-Month,United States,9518-IMLHK,Stayed,0,1,Male,1,DSL,"38.53508, -121.444144",38.53508,-121.444144,0,72.45,0,0,0,,1,1,1,0,Bank Withdrawal,1,37031,1,Q3,0,4,0,California,0,0,1,31,2156.25,0,1278.13,0,3434.38,0,1,95820
-73,13,19.39,0,,,45,Beale Afb,5467,Two Year,United States,6048-UWKAL,Stayed,0,0,Female,1,Fiber Optic,"39.125311, -121.392283",39.125311,-121.392283,1,105.4,1,0,2,,1,0,0,1,Credit Card,1,5654,1,Q3,1,4,1,California,1,1,1,69,6998.95,0,1337.91,0,8336.86,0,1,95903
-53,7,0,1,Dissatisfaction,Product dissatisfaction,77,Beale Afb,3615,Month-to-Month,United States,1432-FPAXX,Churned,0,0,Female,1,DSL,"39.125311, -121.392283",39.125311,-121.392283,0,30.6,0,0,0,,1,0,1,0,Bank Withdrawal,0,5654,0,Q3,0,2,0,California,0,0,0,29,856.35,0,0,0,856.35,0,1,95903
-58,23,10.68,0,,,66,Beale Afb,3249,Month-to-Month,United States,0480-BIXDE,Stayed,0,1,Female,1,Fiber Optic,"39.125311, -121.392283",39.125311,-121.392283,1,96.8,0,0,9,Offer D,0,0,1,1,Bank Withdrawal,1,5654,0,Q3,1,5,0,California,1,1,1,19,1743.05,0,202.92,0,1945.97,0,1,95903
-35,0,27.66,0,,,60,Beale Afb,2717,Two Year,United States,3266-FTKHB,Stayed,0,0,Male,0,,"39.125311, -121.392283",39.125311,-121.392283,0,19.15,0,0,0,,0,0,0,0,Credit Card,1,5654,0,Q3,0,3,0,California,0,0,0,17,343.45,0,470.22,28.63,785.04,0,0,95903
-70,27,22,0,,,23,Camptonville,4951,Two Year,United States,2277-BKJKN,Stayed,0,1,Female,1,Fiber Optic,"39.432127, -121.099287",39.432127,-121.099287,1,99.2,0,0,6,,1,0,1,1,Bank Withdrawal,1,632,0,Q3,1,4,1,California,1,1,1,71,7213.75,0,1562,0,8775.75,0,1,95922
-51,17,7.66,1,Attitude,Attitude of support person,70,Camptonville,4390,Month-to-Month,United States,3884-HCSWG,Churned,0,0,Female,1,Fiber Optic,"39.432127, -121.099287",39.432127,-121.099287,0,70,0,0,0,,0,0,1,0,Bank Withdrawal,1,632,0,Q3,0,1,0,California,0,0,0,17,1144.5,80,130.22,0,1354.72,0,0,95922
-35,9,49.48,0,,,64,Camptonville,4293,Two Year,United States,9102-OXKFY,Stayed,0,1,Male,1,Cable,"39.432127, -121.099287",39.432127,-121.099287,0,54.15,1,0,0,Offer B,0,0,0,0,Credit Card,1,632,0,Q3,0,3,0,California,0,0,0,59,3116.15,0,2919.32,0,6035.47,0,1,95922
-33,28,41.53,0,,,72,Camptonville,4341,Month-to-Month,United States,2809-ZMYOQ,Stayed,0,1,Female,1,Fiber Optic,"39.432127, -121.099287",39.432127,-121.099287,0,101.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,632,0,Q3,0,5,0,California,1,1,1,32,3334.9,0,1328.96,0,4663.86,0,1,95922
-73,17,44.01,0,,,37,Colusa,5572,One Year,United States,8016-ZMGMO,Stayed,0,1,Female,1,Cable,"39.273096, -122.050763",39.273096,-122.050763,1,70.85,1,0,0,,1,0,1,1,Bank Withdrawal,1,7503,0,Q3,0,5,1,California,0,0,1,66,4738.85,0,2904.66,0,7643.51,0,1,95932
-71,10,18.43,0,,,58,Colusa,5035,One Year,United States,2205-LPVGL,Stayed,1,0,Male,1,Fiber Optic,"39.273096, -122.050763",39.273096,-122.050763,1,89.85,1,1,1,Offer B,1,1,1,1,Bank Withdrawal,1,7503,1,Q3,1,3,1,California,0,0,0,58,5125.75,130,1068.94,0,6324.69,0,0,95932
-40,0,9.66,1,Price,Long distance charges,96,Colusa,5600,Month-to-Month,United States,4892-VLANZ,Churned,0,0,Male,0,,"39.273096, -122.050763",39.273096,-122.050763,0,19.8,0,0,0,,0,0,0,0,Mailed Check,1,7503,0,Q3,0,3,0,California,0,0,0,1,19.8,0,9.66,0,29.46,0,0,95932
-42,0,44.34,0,,,52,Colusa,5863,Month-to-Month,United States,0366-NQSHS,Joined,0,0,Male,0,,"39.273096, -122.050763",39.273096,-122.050763,0,19.35,0,0,0,,0,0,0,0,Credit Card,1,7503,0,Q3,0,3,0,California,0,0,0,2,46.35,0,88.68,0,135.03,0,0,95932
-79,29,23.33,0,,,63,Glenn,6020,Two Year,United States,1728-CXQBE,Stayed,0,1,Male,1,Fiber Optic,"39.597975, -122.032248",39.597975,-122.032248,1,94.25,1,0,9,Offer B,1,0,1,1,Bank Withdrawal,1,1454,0,Q3,1,3,1,California,1,0,0,64,6081.4,0,1493.12,0,7574.52,0,1,95943
-39,17,32.73,0,,,60,Glenn,4634,Month-to-Month,United States,7993-NQLJE,Stayed,1,0,Male,1,Fiber Optic,"39.597975, -122.032248",39.597975,-122.032248,1,75.1,0,1,7,,0,1,0,1,Mailed Check,1,1454,0,Q3,1,4,0,California,0,0,0,15,1151.55,0,490.95,0,1642.5,0,1,95943
-36,9,12.71,0,,,36,Glenn,3676,Month-to-Month,United States,3717-LNXKW,Stayed,0,0,Male,1,Fiber Optic,"39.597975, -122.032248",39.597975,-122.032248,1,91.7,1,0,3,,0,1,0,1,Bank Withdrawal,1,1454,0,Q3,1,3,0,California,0,0,1,38,3479.05,0,482.98,0,3962.03,0,1,95943
-21,53,0,0,,,28,Glenn,5905,Month-to-Month,United States,2478-EEWWM,Stayed,0,0,Male,1,DSL,"39.597975, -122.032248",39.597975,-122.032248,1,44.3,0,0,1,Offer B,0,0,1,1,Bank Withdrawal,0,1454,0,Q3,1,4,0,California,1,1,1,59,2666.75,20,0,0,2686.75,1,0,95943
-74,15,34.12,0,,,69,Greenville,5391,One Year,United States,0481-SUMCB,Stayed,0,1,Female,1,Fiber Optic,"40.160386, -120.835428",40.160386,-120.835428,0,102.15,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,2064,0,Q3,0,4,1,California,1,0,1,45,4735.35,0,1535.4,0,6270.75,0,1,95947
-71,21,0,0,,,80,Greenville,6285,Month-to-Month,United States,3256-EZDBI,Stayed,0,0,Male,1,DSL,"40.160386, -120.835428",40.160386,-120.835428,1,29.45,0,0,1,Offer B,1,0,1,1,Credit Card,0,2064,0,Q3,1,4,1,California,0,0,0,51,1459.35,0,0,0,1459.35,0,1,95947
-54,0,2,0,,,26,Greenville,2941,One Year,United States,4962-CHQPW,Stayed,1,0,Male,0,,"40.160386, -120.835428",40.160386,-120.835428,0,19.85,0,3,0,Offer C,0,0,0,0,Mailed Check,1,2064,0,Q3,0,4,0,California,0,0,0,29,535.05,0,58,0,593.05,0,0,95947
-26,51,27.47,0,,,46,Greenville,5104,Two Year,United States,9695-IDRZR,Stayed,1,1,Female,1,Fiber Optic,"40.160386, -120.835428",40.160386,-120.835428,0,116.15,1,3,0,,1,1,1,0,Credit Card,1,2064,1,Q3,0,4,0,California,1,1,1,34,3946.9,0,933.98,0,4880.88,1,1,95947
-74,53,2.03,0,,,70,Live Oak,3937,Two Year,United States,2811-POVEX,Stayed,1,1,Female,1,Fiber Optic,"39.258746, -121.77697",39.258746,-121.77697,1,88.45,0,3,4,,1,0,1,1,Bank Withdrawal,1,8695,0,Q3,1,5,1,California,1,0,0,23,2130.55,0,46.69,0,2177.24,0,1,95953
-69,23,25.23,0,,,30,Live Oak,5596,Month-to-Month,United States,4726-DLWQN,Stayed,0,0,Male,1,DSL,"39.258746, -121.77697",39.258746,-121.77697,0,70.35,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,8695,0,Q3,0,3,1,California,0,0,1,50,3454.6,100,1261.5,0,4816.1,0,0,95953
-27,69,24.81,1,Dissatisfaction,Network reliability,67,Live Oak,5515,Month-to-Month,United States,5174-RNGBH,Churned,0,0,Female,1,Cable,"39.258746, -121.77697",39.258746,-121.77697,0,66.25,0,0,0,,1,0,0,0,Mailed Check,1,8695,1,Q3,0,3,0,California,0,0,1,9,620.55,10,223.29,0,853.84,1,0,95953
-29,69,0,0,,,33,Live Oak,4180,Two Year,United States,2253-KPMNB,Stayed,1,1,Female,1,DSL,"39.258746, -121.77697",39.258746,-121.77697,1,46.25,0,2,10,,1,1,0,1,Bank Withdrawal,0,8695,1,Q3,1,4,0,California,0,0,0,69,3121.4,0,0,0,3121.4,1,1,95953
-75,17,16.87,0,,,68,Canby,5611,Two Year,United States,9957-YODKZ,Stayed,0,1,Male,1,Fiber Optic,"41.486953, -120.913975",41.486953,-120.913975,1,80.8,1,0,4,,0,0,1,1,Bank Withdrawal,1,417,0,Q3,1,5,1,California,0,0,0,6,457.1,30,101.22,0,588.32,0,0,96015
-27,42,35.96,1,Competitor,Competitor offered more data,77,Canby,2659,Month-to-Month,United States,5889-LFOLL,Churned,0,0,Female,1,Fiber Optic,"41.486953, -120.913975",41.486953,-120.913975,0,84.6,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,417,0,Q3,0,1,0,California,1,1,0,13,1115.2,0,467.48,0,1582.68,1,1,96015
-21,69,39.19,0,,,49,Canby,3255,Month-to-Month,United States,5501-TVMGM,Joined,0,0,Male,1,DSL,"41.486953, -120.913975",41.486953,-120.913975,0,55.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,417,0,Q3,0,5,0,California,1,1,0,1,55.25,60,39.19,0,154.44,1,0,96015
-25,59,0,0,,,35,Canby,4003,One Year,United States,1337-BOZWO,Stayed,1,1,Male,1,DSL,"41.486953, -120.913975",41.486953,-120.913975,1,46.4,0,2,2,,1,0,0,1,Credit Card,0,417,0,Q3,1,5,0,California,0,0,1,18,812.4,0,0,0,812.4,1,1,96015
-77,25,30.11,0,,,26,Forks Of Salmon,4140,Two Year,United States,3223-DWFIO,Stayed,0,0,Male,1,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,0,69.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,170,0,Q3,0,3,1,California,0,0,0,4,261.65,0,120.44,0,382.09,0,1,96031
-36,3,39.39,0,,,49,Forks Of Salmon,5757,Month-to-Month,United States,3481-JHUZH,Stayed,0,0,Male,1,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,1,80.25,1,0,10,Offer B,1,0,1,1,Bank Withdrawal,1,170,0,Q3,1,5,0,California,0,0,0,41,3439,0,1614.99,2.18,5051.81,0,1,96031
-21,41,33.55,0,,,76,Forks Of Salmon,5891,Month-to-Month,United States,0899-LIIBW,Stayed,0,1,Male,1,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,1,100.85,1,0,8,,0,0,0,1,Bank Withdrawal,1,170,0,Q3,1,5,0,California,1,1,1,34,3527.3,0,1140.7,0,4668,1,1,96031
-62,28,48.62,0,,,47,Forks Of Salmon,4512,One Year,United States,4184-VODJZ,Stayed,1,0,Male,1,Fiber Optic,"41.232128, -123.194748",41.232128,-123.194748,1,91.35,1,2,4,Offer B,1,0,1,1,Bank Withdrawal,1,170,0,Q3,1,4,0,California,1,1,0,63,5764.7,0,3063.06,18.78,8808.98,0,1,96031
-75,13,2.63,0,,,28,Greenview,3175,Two Year,United States,3292-PBZEJ,Stayed,0,1,Male,1,Fiber Optic,"41.528541, -122.955018",41.528541,-122.955018,0,111.4,1,0,0,,1,0,1,0,Bank Withdrawal,1,295,1,Q3,0,3,1,California,1,0,1,11,1183.05,40,28.93,0,1251.98,0,0,96037
-54,18,35.63,1,Competitor,Competitor offered more data,69,Greenview,4922,Month-to-Month,United States,2754-VDLTR,Churned,0,0,Male,1,Fiber Optic,"41.528541, -122.955018",41.528541,-122.955018,0,95.2,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,295,0,Q3,0,2,0,California,1,1,1,10,930.4,0,356.3,0,1286.7,0,1,96037
-22,41,4.8,0,,,23,Greenview,6252,Two Year,United States,8205-VSLRB,Stayed,0,1,Male,1,Cable,"41.528541, -122.955018",41.528541,-122.955018,1,77.3,1,0,2,,0,1,0,1,Credit Card,1,295,1,Q3,1,3,0,California,1,1,0,70,5498.2,0,336,26.87,5807.33,1,1,96037
-36,19,1.34,0,,,65,Greenview,4447,Two Year,United States,8125-QPFJD,Stayed,0,1,Female,1,DSL,"41.528541, -122.955018",41.528541,-122.955018,1,84.9,1,0,7,,0,1,1,1,Bank Withdrawal,1,295,1,Q3,1,4,0,California,1,1,1,72,6065.3,0,96.48,0,6161.78,0,1,96037
-78,20,40.55,0,,,24,Junction City,6418,One Year,United States,0993-OSGPT,Stayed,0,1,Female,1,DSL,"40.913192, -123.06597",40.913192,-123.06597,1,60.65,0,0,2,,1,0,1,1,Bank Withdrawal,1,734,1,Q3,1,5,1,California,0,0,0,68,3975.9,0,2757.4,0,6733.3,0,1,96048
-77,0,37.53,0,,,30,Junction City,4713,One Year,United States,1763-KUAAW,Stayed,0,0,Female,0,,"40.913192, -123.06597",40.913192,-123.06597,0,20.35,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,734,0,Q3,0,4,1,California,0,0,0,18,369.6,0,675.54,0,1045.14,0,0,96048
-40,27,3.78,0,,,56,Junction City,6365,One Year,United States,3567-PQTSO,Stayed,1,1,Male,1,Fiber Optic,"40.913192, -123.06597",40.913192,-123.06597,1,105.25,1,1,7,Offer B,1,0,1,1,Bank Withdrawal,1,734,0,Q3,1,3,0,California,1,1,1,53,5576.3,0,200.34,0,5776.64,0,1,96048
-32,0,46.91,0,,,78,Junction City,4745,Two Year,United States,1215-EXRMO,Stayed,0,0,Male,0,,"40.913192, -123.06597",40.913192,-123.06597,1,20.55,0,0,4,,0,0,0,1,Credit Card,1,734,0,Q3,1,3,0,California,0,0,0,50,1067.65,0,2345.5,0,3413.15,0,0,96048
-73,18,30.3,0,,,38,Lookout,2784,One Year,United States,7108-DGVUU,Stayed,0,1,Female,1,DSL,"41.280478, -121.160249",41.280478,-121.160249,1,71.7,1,0,4,,1,0,0,1,Bank Withdrawal,1,386,0,Q3,1,5,1,California,1,0,0,21,1497.05,100,636.3,0,2233.35,0,0,96054
-40,19,8,0,,,37,Lookout,4113,One Year,United States,2703-AMTUL,Stayed,1,0,Male,1,Cable,"41.280478, -121.160249",41.280478,-121.160249,1,53.65,0,1,2,,1,1,0,1,Credit Card,1,386,0,Q3,1,4,0,California,0,0,0,36,1939.35,0,288,0,2227.35,0,1,96054
-25,59,43.19,0,,,53,Lookout,3539,Month-to-Month,United States,2359-KLTEK,Stayed,1,1,Female,1,Fiber Optic,"41.280478, -121.160249",41.280478,-121.160249,1,94.9,0,3,2,,0,0,1,1,Bank Withdrawal,1,386,0,Q3,1,3,0,California,1,1,1,41,3848,0,1770.79,0,5618.79,1,1,96054
-45,29,0,0,,,80,Lookout,4570,Month-to-Month,United States,3439-GVUSX,Joined,0,0,Male,1,DSL,"41.280478, -121.160249",41.280478,-121.160249,0,24.4,0,0,0,,0,0,0,0,Credit Card,0,386,0,Q3,0,3,0,California,0,0,0,1,24.4,0,0,0,24.4,0,1,96054
-75,9,0,0,,,76,Macdoel,5693,Two Year,United States,9906-NHHVC,Stayed,0,1,Female,1,Cable,"41.769709, -121.92063",41.769709,-121.92063,0,53.5,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,0,816,0,Q3,0,3,1,California,1,0,1,65,3517.9,0,0,0,3517.9,0,1,96058
-43,4,5.79,0,,,25,Macdoel,3771,Month-to-Month,United States,5402-HTOTQ,Stayed,0,0,Male,1,DSL,"41.769709, -121.92063",41.769709,-121.92063,0,55.3,1,0,0,,1,0,0,0,Bank Withdrawal,1,816,0,Q3,0,5,0,California,0,0,0,16,875.35,0,92.64,0,967.99,0,1,96058
-25,41,38.33,0,,,60,Macdoel,4588,One Year,United States,4393-RYCRE,Stayed,0,1,Male,1,Fiber Optic,"41.769709, -121.92063",41.769709,-121.92063,0,106.05,0,0,0,,1,1,1,0,Bank Withdrawal,1,816,0,Q3,0,3,0,California,1,1,1,44,4510.8,0,1686.52,0,6197.32,1,1,96058
-55,7,45.56,0,,,48,Macdoel,3445,One Year,United States,5203-XEHAX,Stayed,0,0,Female,1,DSL,"41.769709, -121.92063",41.769709,-121.92063,0,64.35,0,0,0,,1,1,0,0,Bank Withdrawal,1,816,0,Q3,0,3,0,California,1,1,0,34,2053.05,0,1549.04,46.39,3555.7,0,1,96058
-68,27,47.75,0,,,39,Madeline,3792,Two Year,United States,6267-DCFFZ,Stayed,0,0,Female,1,Fiber Optic,"41.042003, -120.506086",41.042003,-120.506086,1,90.05,1,0,8,Offer C,1,0,1,1,Bank Withdrawal,1,85,0,Q3,1,5,1,California,0,0,1,30,2627.2,0,1432.5,0,4059.7,0,1,96119
-38,23,6.63,0,,,49,Madeline,6231,Two Year,United States,6504-VBLFL,Stayed,0,1,Male,1,DSL,"41.042003, -120.506086",41.042003,-120.506086,1,58.6,0,0,9,Offer B,1,1,0,1,Bank Withdrawal,1,85,0,Q3,1,3,0,California,0,0,0,55,3068.6,0,364.65,0,3433.25,0,1,96119
-47,53,15.71,0,,,31,Madeline,5856,One Year,United States,5566-SOEZD,Stayed,1,0,Male,1,Fiber Optic,"41.042003, -120.506086",41.042003,-120.506086,1,80.65,0,3,1,,1,1,1,1,Credit Card,1,85,0,Q3,1,3,0,California,0,0,0,27,2209.75,0,424.17,0,2633.92,0,1,96119
-37,0,10.13,0,,,34,Madeline,4878,Two Year,United States,6340-DACFT,Stayed,1,0,Female,0,,"41.042003, -120.506086",41.042003,-120.506086,1,20.55,0,3,10,,0,0,0,1,Credit Card,1,85,0,Q3,1,4,0,California,0,0,0,50,1070.25,0,506.5,0,1576.75,0,0,96119
-79,24,4.75,0,,,40,Milford,5469,Two Year,United States,2439-LYPMQ,Stayed,0,1,Male,1,Fiber Optic,"40.181279, -120.392967",40.181279,-120.392967,1,102.6,1,0,7,Offer C,1,0,1,1,Bank Withdrawal,1,481,0,Q3,1,4,1,California,1,0,1,38,4009.2,0,180.5,45.81,4143.89,0,1,96121
-48,4,19.22,0,,,54,Milford,4968,One Year,United States,0330-BGYZE,Stayed,0,1,Male,1,Fiber Optic,"40.181279, -120.392967",40.181279,-120.392967,1,102.5,1,0,8,Offer B,1,0,0,1,Bank Withdrawal,1,481,0,Q3,1,5,0,California,1,1,1,60,6157.6,0,1153.2,0,7310.8,0,1,96121
-48,5,39.74,0,,,34,Milford,4848,Two Year,United States,2272-WUSPA,Stayed,0,1,Female,1,Fiber Optic,"40.181279, -120.392967",40.181279,-120.392967,1,110.75,1,0,1,,1,1,1,1,Bank Withdrawal,1,481,0,Q3,1,4,0,California,1,1,1,72,7751.7,0,2861.28,0,10612.98,0,1,96121
-21,0,37.57,0,,,63,Milford,2194,Two Year,United States,6813-GZQCG,Stayed,1,0,Female,0,,"40.181279, -120.392967",40.181279,-120.392967,1,24.65,1,1,5,,0,0,1,1,Credit Card,1,481,0,Q3,1,3,0,California,0,0,0,45,1171.3,0,1690.65,0,2861.95,1,0,96121
-71,11,18.23,0,,,71,Olympic Valley,6214,Two Year,United States,7426-WEIJX,Stayed,1,0,Male,1,Fiber Optic,"39.191797, -120.212401",39.191797,-120.212401,1,80.95,1,1,10,,0,1,1,1,Bank Withdrawal,1,942,0,Q3,1,4,1,California,0,0,0,60,4859.1,0,1093.8,49.53,5903.37,0,1,96146
-23,0,28.4,0,,,62,Olympic Valley,3342,One Year,United States,1403-LKLIK,Stayed,1,0,Female,0,,"39.191797, -120.212401",39.191797,-120.212401,1,20.1,0,3,3,,0,0,0,1,Credit Card,1,942,0,Q3,1,3,0,California,0,0,0,33,579.4,0,937.2,0,1516.6,1,0,96146
-49,15,22.56,0,,,23,Olympic Valley,4855,Month-to-Month,United States,7379-FNIUJ,Joined,0,0,Male,1,Fiber Optic,"39.191797, -120.212401",39.191797,-120.212401,0,100.2,0,0,0,Offer E,1,1,0,0,Bank Withdrawal,1,942,0,Q3,0,3,0,California,1,1,1,2,198.5,10,45.12,0,253.62,0,0,96146
-33,19,30.87,0,,,49,Olympic Valley,5456,Month-to-Month,United States,7729-JTEEC,Joined,1,0,Male,1,DSL,"39.191797, -120.212401",39.191797,-120.212401,1,44.5,0,1,2,,0,0,1,1,Bank Withdrawal,1,942,0,Q3,1,5,0,California,0,0,0,2,90.05,0,61.74,0,151.79,0,1,96146
-69,9,48.53,0,,,64,Los Angeles,5225,Two Year,United States,3761-FLYZI,Stayed,0,1,Female,1,Fiber Optic,"34.00709, -118.258681",34.00709,-118.258681,1,108.8,1,0,4,,1,0,1,1,Bank Withdrawal,1,101215,0,Q3,1,5,1,California,1,0,1,65,7082.45,0,3154.45,21.52,10215.38,0,1,90011
-23,71,0,1,Competitor,Competitor had better devices,80,Los Angeles,2240,Month-to-Month,United States,9239-ZBZZV,Churned,0,1,Female,1,DSL,"34.00709, -118.258681",34.00709,-118.258681,0,47.95,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,101215,0,Q3,0,1,0,California,1,1,1,6,305.1,0,0,0,305.1,1,1,90011
-48,8,7.96,0,,,58,Los Angeles,4529,One Year,United States,6388-TABGU,Stayed,0,0,Male,1,DSL,"34.00709, -118.258681",34.00709,-118.258681,0,56.15,0,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,101215,0,Q3,0,4,0,California,0,0,0,62,3487.95,0,493.52,0,3981.47,0,1,90011
-22,0,26.37,0,,,27,Los Angeles,2716,Month-to-Month,United States,4232-JGKIY,Joined,0,0,Male,0,,"34.00709, -118.258681",34.00709,-118.258681,0,19.2,0,0,0,,0,0,0,0,Bank Withdrawal,1,101215,0,Q3,0,4,0,California,0,0,0,1,19.2,0,26.37,0,45.57,1,0,90011
-30,27,45.51,0,,,58,Los Angeles,4250,One Year,United States,8822-KNBHV,Stayed,0,1,Female,1,DSL,"34.00709, -118.258681",34.00709,-118.258681,0,83.45,1,0,0,,1,1,1,0,Credit Card,1,101215,0,Q3,0,4,0,California,1,1,1,48,3887.85,0,2184.48,0,6072.33,0,1,90011
-71,16,30.49,0,,,65,Los Angeles,2534,Two Year,United States,9365-SRSZE,Stayed,0,0,Male,1,Fiber Optic,"34.070291, -118.349191",34.070291,-118.349191,1,70.55,0,0,0,Offer C,0,0,1,1,Bank Withdrawal,1,32901,0,Q3,0,3,1,California,0,0,0,27,1943.9,0,823.23,29.99,2737.14,0,1,90036
-21,53,14.26,1,Competitor,Competitor offered higher download speeds,69,Los Angeles,4254,Month-to-Month,United States,2810-FTLEM,Churned,0,0,Female,1,DSL,"34.070291, -118.349191",34.070291,-118.349191,0,50.15,0,0,0,,0,1,1,0,Bank Withdrawal,1,32901,0,Q3,0,2,0,California,0,0,0,16,762.25,0,228.16,0,990.41,1,1,90036
-35,0,24.48,0,,,77,Los Angeles,5526,Month-to-Month,United States,7310-EGVHZ,Joined,0,0,Male,0,,"34.070291, -118.349191",34.070291,-118.349191,0,20.2,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,32901,0,Q3,0,5,0,California,0,0,0,1,20.2,0,24.48,0,44.68,0,0,90036
-63,17,25.17,0,,,37,Los Angeles,4989,Month-to-Month,United States,0840-DFEZH,Stayed,0,0,Female,1,Fiber Optic,"34.070291, -118.349191",34.070291,-118.349191,0,75.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,32901,0,Q3,0,3,0,California,0,0,0,7,564.65,0,176.19,0,740.84,0,1,90036
-33,19,0,0,,,56,Los Angeles,4236,Month-to-Month,United States,0909-SDHNU,Stayed,1,0,Female,1,Cable,"34.070291, -118.349191",34.070291,-118.349191,0,29.8,0,2,0,,0,1,0,0,Credit Card,0,32901,0,Q3,0,3,0,California,0,0,0,7,201.95,0,0,0,201.95,0,1,90036
-76,14,32.98,0,,,53,Compton,2885,Two Year,United States,6407-UTSLV,Joined,0,0,Female,1,Fiber Optic,"33.912246, -118.236773",33.912246,-118.236773,0,83.8,0,0,0,,1,0,1,0,Bank Withdrawal,1,29825,0,Q3,0,3,1,California,0,0,1,2,163.7,0,65.96,0,229.66,0,1,90222
-68,15,32.12,0,,,75,Compton,5838,Two Year,United States,2883-ILGWO,Stayed,0,0,Male,1,Fiber Optic,"33.912246, -118.236773",33.912246,-118.236773,0,104.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,29825,1,Q3,0,5,1,California,1,0,1,57,5913.95,90,1830.84,1.69,7833.1,0,0,90222
-37,0,26.95,0,,,20,Compton,5849,Two Year,United States,3170-NMYVV,Stayed,0,0,Female,0,,"33.912246, -118.236773",33.912246,-118.236773,1,20.15,0,0,5,Offer B,0,0,0,1,Bank Withdrawal,1,29825,0,Q3,1,4,0,California,0,0,0,50,930.9,0,1347.5,0,2278.4,0,0,90222
-40,0,4.15,0,,,46,Compton,6011,Two Year,United States,8774-GSBUN,Stayed,0,0,Male,0,,"33.912246, -118.236773",33.912246,-118.236773,1,25.4,1,0,8,,0,0,0,1,Credit Card,1,29825,0,Q3,1,5,0,California,0,0,0,72,1797.1,0,298.8,0,2095.9,0,0,90222
-19,59,1.6,0,,,43,Compton,2196,Month-to-Month,United States,5274-XHAKY,Stayed,1,0,Female,1,Fiber Optic,"33.912246, -118.236773",33.912246,-118.236773,1,94.3,1,2,10,Offer B,1,1,1,1,Bank Withdrawal,1,29825,0,Q3,1,4,0,California,0,0,1,41,3893.6,0,65.6,0,3959.2,1,1,90222
-75,25,23.04,0,,,46,Inglewood,4993,Two Year,United States,1320-REHCS,Stayed,0,1,Male,1,Fiber Optic,"33.956445, -118.358634",33.956445,-118.358634,0,110.75,1,0,0,,1,0,1,0,Bank Withdrawal,1,37527,1,Q3,0,5,1,California,1,1,1,52,5832,0,1198.08,6.26,7023.82,0,1,90301
-30,0,34.26,1,Attitude,Attitude of support person,66,Inglewood,2604,Month-to-Month,United States,0278-YXOOG,Churned,0,0,Male,0,,"33.956445, -118.358634",33.956445,-118.358634,0,21.05,0,0,0,Offer E,0,0,0,0,Credit Card,1,37527,0,Q3,0,3,0,California,0,0,0,5,113.85,0,171.3,0,285.15,0,0,90301
-57,0,13.89,0,,,56,Inglewood,5764,Two Year,United States,4299-OPXEJ,Stayed,0,0,Female,0,,"33.956445, -118.358634",33.956445,-118.358634,0,19.55,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,37527,0,Q3,0,5,0,California,0,0,0,56,1080.55,0,777.84,0,1858.39,0,0,90301
-30,69,49.85,0,,,65,Inglewood,3855,Month-to-Month,United States,4828-FAZPK,Stayed,1,0,Female,1,Fiber Optic,"33.956445, -118.358634",33.956445,-118.358634,1,79.95,1,2,1,Offer D,1,0,1,1,Credit Card,1,37527,0,Q3,1,4,0,California,0,0,0,16,1267.95,0,797.6,0,2065.55,0,1,90301
-29,27,27.91,0,,,34,Inglewood,5329,Month-to-Month,United States,3733-ZEECP,Stayed,1,0,Male,1,Cable,"33.956445, -118.358634",33.956445,-118.358634,1,51.1,0,2,3,,0,0,1,1,Bank Withdrawal,1,37527,1,Q3,1,5,0,California,0,0,0,22,1232.9,0,614.02,0,1846.92,1,1,90301
-70,20,28.09,0,,,78,Inglewood,5153,Two Year,United States,2057-BOYKM,Stayed,0,1,Female,1,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,1,96.6,1,0,10,,1,1,1,1,Bank Withdrawal,1,13779,1,Q3,1,4,1,California,0,0,0,72,6827.5,0,2022.48,0,8849.98,0,1,90305
-38,0,16.44,0,,,26,Inglewood,5612,Month-to-Month,United States,3679-XASPY,Joined,1,0,Female,0,,"33.958134, -118.330905",33.958134,-118.330905,1,19.45,0,2,1,Offer E,0,0,0,1,Bank Withdrawal,1,13779,0,Q3,1,3,0,California,0,0,0,1,19.45,0,16.44,0,35.89,0,0,90305
-31,12,27.74,0,,,70,Inglewood,4915,Month-to-Month,United States,0744-GKNGE,Stayed,1,0,Female,1,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,1,86.8,1,2,0,Offer B,0,1,1,1,Bank Withdrawal,1,13779,1,Q3,0,3,0,California,0,0,0,64,5327.25,0,1775.36,0,7102.61,0,1,90305
-52,11,7.32,0,,,70,Inglewood,5212,Month-to-Month,United States,7354-OIJLX,Stayed,0,0,Male,1,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,0,75.85,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,13779,0,Q3,0,5,0,California,0,0,0,9,724.65,0,65.88,0,790.53,0,1,90305
-44,18,26.06,0,,,75,Inglewood,6479,One Year,United States,7103-IPXPJ,Stayed,0,0,Male,1,Fiber Optic,"33.958134, -118.330905",33.958134,-118.330905,1,99.4,1,0,7,Offer B,0,0,0,1,Bank Withdrawal,1,13779,1,Q3,1,4,0,California,1,1,1,50,5059.75,0,1303,0,6362.75,0,1,90305
-76,17,7.72,0,,,71,Santa Monica,3253,One Year,United States,0134-XWXCE,Stayed,0,1,Female,1,DSL,"34.031529, -118.491156",34.031529,-118.491156,0,74.85,0,0,0,,0,0,0,0,Bank Withdrawal,1,23559,1,Q3,0,5,1,California,1,1,1,44,3268.05,0,339.68,17.91,3589.82,0,1,90403
-26,47,14.79,1,Competitor,Competitor had better devices,86,Santa Monica,5034,Two Year,United States,3192-NQECA,Churned,0,1,Male,1,Fiber Optic,"34.031529, -118.491156",34.031529,-118.491156,1,110,1,0,4,Offer A,1,0,1,1,Bank Withdrawal,1,23559,1,Q3,1,2,0,California,1,1,1,68,7611.85,0,1005.72,0,8617.57,1,1,90403
-42,30,9.81,1,Other,Don't know,90,Santa Monica,4930,Month-to-Month,United States,2108-YKQTY,Churned,0,0,Female,1,DSL,"34.031529, -118.491156",34.031529,-118.491156,0,50.7,0,0,0,,1,0,0,0,Credit Card,1,23559,0,Q3,0,3,0,California,0,0,0,4,151.3,0,39.24,0,190.54,0,1,90403
-45,11,0,0,,,32,Santa Monica,5381,Month-to-Month,United States,6133-OZILE,Stayed,0,1,Female,1,DSL,"34.031529, -118.491156",34.031529,-118.491156,0,35.2,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,0,23559,1,Q3,0,3,0,California,0,0,0,18,607.3,50,0,0,657.3,0,0,90403
-64,12,3.18,0,,,26,Santa Monica,4022,Month-to-Month,United States,1785-BPHTP,Stayed,1,1,Male,1,Fiber Optic,"34.031529, -118.491156",34.031529,-118.491156,1,85.45,0,2,6,,0,0,0,1,Bank Withdrawal,1,23559,0,Q3,1,3,0,California,0,0,1,28,2289.9,0,89.04,0,2378.94,0,1,90403
-67,10,4.4,0,,,29,La Mirada,5692,Two Year,United States,2307-FYNNL,Stayed,0,1,Male,1,Fiber Optic,"33.902045, -118.008961",33.902045,-118.008961,0,109.05,1,0,0,,0,1,1,0,Bank Withdrawal,1,47568,1,Q3,0,3,1,California,1,1,1,65,7108.2,0,286,34.67,7359.53,0,1,90638
-20,71,25.64,0,,,59,La Mirada,3097,Month-to-Month,United States,6497-TILVL,Stayed,1,0,Female,1,DSL,"33.902045, -118.008961",33.902045,-118.008961,1,50.7,0,2,1,,0,1,0,1,Credit Card,1,47568,0,Q3,1,3,0,California,0,0,0,7,350.35,0,179.48,0,529.83,1,1,90638
-60,8,27.66,0,,,55,La Mirada,2058,Month-to-Month,United States,9919-KNPOO,Stayed,0,0,Female,1,Fiber Optic,"33.902045, -118.008961",33.902045,-118.008961,1,94.3,1,0,6,Offer D,0,0,1,1,Bank Withdrawal,1,47568,0,Q3,1,3,0,California,1,1,1,21,1948.35,30,580.86,0,2559.21,0,0,90638
-24,47,9.97,0,,,23,La Mirada,4999,Month-to-Month,United States,2507-QZPQS,Stayed,0,0,Male,1,Fiber Optic,"33.902045, -118.008961",33.902045,-118.008961,0,95.7,1,0,0,,1,0,0,0,Bank Withdrawal,1,47568,1,Q3,0,5,0,California,1,1,0,15,1451.1,0,149.55,0,1600.65,1,1,90638
-51,0,10.64,0,,,34,La Mirada,2511,Two Year,United States,0164-XAIRP,Stayed,0,0,Female,0,,"33.902045, -118.008961",33.902045,-118.008961,0,19.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,47568,0,Q3,0,5,0,California,0,0,0,24,470.2,0,255.36,0,725.56,0,0,90638
-79,15,12.09,0,,,43,Cerritos,3225,Two Year,United States,8623-ULFNQ,Stayed,0,0,Female,1,DSL,"33.8681, -118.067402",33.8681,-118.067402,0,66.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,51556,1,Q3,0,5,1,California,1,1,0,26,1652.4,0,314.34,47.73,1919.01,0,1,90703
-49,0,25.4,1,Price,Long distance charges,87,Cerritos,5398,One Year,United States,3705-PSNGL,Churned,0,0,Male,0,,"33.8681, -118.067402",33.8681,-118.067402,0,20.4,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,51556,0,Q3,0,3,0,California,0,0,0,45,930.45,0,1143,0,2073.45,0,0,90703
-49,22,29.21,0,,,58,Cerritos,5886,Month-to-Month,United States,2876-GZYZC,Stayed,0,0,Female,1,Fiber Optic,"33.8681, -118.067402",33.8681,-118.067402,0,85.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,51556,0,Q3,0,5,0,California,1,1,0,13,1215.65,0,379.73,0,1595.38,0,1,90703
-21,41,1.16,0,,,49,Cerritos,2573,One Year,United States,1877-HKBQX,Stayed,0,0,Female,1,DSL,"33.8681, -118.067402",33.8681,-118.067402,0,54.6,0,0,0,Offer D,0,1,1,0,Mailed Check,1,51556,1,Q3,0,4,0,California,0,0,0,11,617.85,0,12.76,0,630.61,1,1,90703
-50,0,31.97,0,,,56,Cerritos,2648,Month-to-Month,United States,3590-TCXTB,Joined,0,0,Male,0,,"33.8681, -118.067402",33.8681,-118.067402,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,51556,0,Q3,0,5,0,California,0,0,0,1,20.35,0,31.97,0,52.32,0,0,90703
-66,18,8.72,0,,,50,Long Beach,3558,Two Year,United States,2070-XYMFH,Stayed,0,1,Female,1,Fiber Optic,"33.797638, -118.11662",33.797638,-118.11662,0,79.35,1,0,0,,0,0,1,0,Credit Card,1,38902,0,Q3,0,5,1,California,0,0,0,23,1835.3,0,200.56,15.41,2020.45,0,1,90815
-44,0,32.1,0,,,8,Long Beach,3611,Two Year,United States,7554-NEWDD,Stayed,0,0,Male,0,,"33.797638, -118.11662",33.797638,-118.11662,0,25.7,1,0,0,,0,0,0,0,Bank Withdrawal,1,38902,0,Q3,0,5,0,California,0,0,0,10,251.6,0,321,0,572.6,0,0,90815
-29,69,12.69,0,,,37,Long Beach,3194,Month-to-Month,United States,9576-SYUHJ,Stayed,0,0,Male,1,Fiber Optic,"33.797638, -118.11662",33.797638,-118.11662,0,91.15,1,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,38902,0,Q3,0,3,0,California,0,0,1,37,3369.25,50,469.53,17.5,3871.28,1,0,90815
-23,41,46.71,0,,,79,Long Beach,2680,Two Year,United States,6374-AFWOX,Stayed,0,1,Male,1,Cable,"33.797638, -118.11662",33.797638,-118.11662,1,65.65,0,0,3,,1,1,0,1,Credit Card,1,38902,1,Q3,1,4,0,California,0,0,0,46,3047.15,0,2148.66,0,5195.81,1,1,90815
-31,15,15.48,0,,,22,Long Beach,4607,Month-to-Month,United States,7672-VFMXZ,Stayed,0,0,Male,1,Cable,"33.797638, -118.11662",33.797638,-118.11662,1,55.7,0,0,6,,0,1,0,1,Bank Withdrawal,1,38902,1,Q3,1,3,0,California,0,0,0,57,3171.6,0,882.36,34.59,4019.37,0,1,90815
-73,25,17.22,0,,,36,Glendale,2136,Two Year,United States,3402-XRIUO,Stayed,0,0,Female,1,DSL,"34.17051, -118.289463",34.17051,-118.289463,1,63.55,1,0,5,Offer D,1,1,1,1,Credit Card,1,23981,1,Q3,1,3,1,California,0,0,0,22,1381.8,0,378.84,0,1760.64,0,1,91201
-22,0,19.27,0,,,42,Glendale,5110,One Year,United States,3712-PKXZA,Stayed,0,0,Male,0,,"34.17051, -118.289463",34.17051,-118.289463,1,20.55,0,0,3,,0,0,1,1,Credit Card,1,23981,0,Q3,1,4,0,California,0,0,0,61,1252,0,1175.47,0,2427.47,1,0,91201
-61,26,19.93,0,,,42,Glendale,4228,Month-to-Month,United States,4465-VDKIQ,Stayed,0,1,Female,1,Fiber Optic,"34.17051, -118.289463",34.17051,-118.289463,0,77.8,0,0,0,,1,0,0,0,Bank Withdrawal,1,23981,0,Q3,0,5,0,California,0,0,0,18,1358.6,0,358.74,29.76,1687.58,0,1,91201
-57,0,37.62,0,,,38,Glendale,3666,Month-to-Month,United States,1156-ZFYDO,Joined,0,0,Female,0,,"34.17051, -118.289463",34.17051,-118.289463,0,19.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,23981,0,Q3,0,3,0,California,0,0,0,1,19.75,0,37.62,0,57.37,0,0,91201
-24,73,48.3,0,,,71,Glendale,5721,Month-to-Month,United States,3174-RKMOW,Stayed,1,1,Male,1,Fiber Optic,"34.17051, -118.289463",34.17051,-118.289463,1,109.95,1,3,8,,1,0,1,1,Bank Withdrawal,1,23981,1,Q3,1,3,0,California,1,1,1,35,3782.4,0,1690.5,31.9,5441,1,1,91201
-69,14,18.58,0,,,23,Glendale,5232,Two Year,United States,8058-DMYRU,Stayed,0,0,Male,1,Fiber Optic,"34.195386, -118.238508",34.195386,-118.238508,0,90.05,1,0,0,,1,0,1,0,Bank Withdrawal,1,16910,0,Q3,0,5,1,California,1,0,0,54,4931.8,0,1003.32,0,5935.12,0,1,91208
-47,20,3.85,1,Dissatisfaction,Product dissatisfaction,77,Glendale,3758,Month-to-Month,United States,7743-EXURX,Churned,1,1,Male,1,DSL,"34.195386, -118.238508",34.195386,-118.238508,1,51.05,0,1,1,Offer E,0,0,1,1,Bank Withdrawal,1,16910,0,Q3,1,1,0,California,0,0,0,8,415.05,0,30.8,0,445.85,0,1,91208
-45,18,3.94,0,,,24,Glendale,2764,Month-to-Month,United States,4827-USJHP,Stayed,0,0,Male,1,DSL,"34.195386, -118.238508",34.195386,-118.238508,0,51.8,0,0,0,Offer D,1,0,1,0,Credit Card,1,16910,0,Q3,0,4,0,California,0,0,0,20,1023.85,0,78.8,0,1102.65,0,1,91208
-44,26,16.39,0,,,53,Glendale,4494,One Year,United States,6408-OTUBZ,Stayed,0,1,Female,1,Fiber Optic,"34.195386, -118.238508",34.195386,-118.238508,0,104.55,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,16910,1,Q3,0,3,0,California,0,0,1,66,6779.05,0,1081.74,0,7860.79,0,1,91208
-57,0,3.18,0,,,67,Glendale,4871,Two Year,United States,1047-RNXZV,Stayed,0,0,Male,0,,"34.195386, -118.238508",34.195386,-118.238508,0,19.55,0,0,0,,0,0,0,0,Credit Card,1,16910,0,Q3,0,5,0,California,0,0,0,43,876.15,0,136.74,15.17,997.72,0,0,91208
-78,24,46.77,0,,,67,Northridge,4074,Two Year,United States,3537-RYBHH,Stayed,0,1,Female,1,DSL,"34.238208, -118.55029",34.238208,-118.55029,1,67.45,1,0,1,,1,1,1,1,Credit Card,1,25751,0,Q3,1,3,1,California,0,0,0,47,3252,0,2198.19,0,5450.19,0,1,91324
-38,15,4.91,1,Competitor,Competitor offered more data,79,Northridge,2365,Month-to-Month,United States,9874-QLCLH,Churned,0,1,Female,1,Fiber Optic,"34.238208, -118.55029",34.238208,-118.55029,1,104.2,1,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,25751,0,Q3,1,1,0,California,1,1,1,17,1743.5,0,83.47,0,1826.97,0,1,91324
-42,28,11.66,0,,,55,Northridge,4099,Two Year,United States,7255-SSFBC,Stayed,1,1,Male,1,Fiber Optic,"34.238208, -118.55029",34.238208,-118.55029,1,112.25,1,3,2,Offer A,1,0,1,1,Bank Withdrawal,1,25751,1,Q3,1,4,0,California,1,1,1,72,8041.65,0,839.52,0,8881.17,0,1,91324
-55,17,0,0,,,36,Northridge,4256,One Year,United States,6738-ISCBM,Stayed,0,1,Male,1,Cable,"34.238208, -118.55029",34.238208,-118.55029,0,54,0,0,0,,0,1,1,0,Bank Withdrawal,0,25751,0,Q3,0,3,0,California,1,1,1,44,2440.25,0,0,5.47,2434.78,0,1,91324
-39,0,31.37,0,,,59,Northridge,2056,Two Year,United States,4933-BSAIP,Stayed,0,0,Female,0,,"34.238208, -118.55029",34.238208,-118.55029,1,19.1,0,0,1,,0,0,0,1,Credit Card,1,25751,0,Q3,1,3,0,California,0,0,0,40,780.1,0,1254.8,45.6,1989.3,0,0,91324
-78,23,0,0,,,70,Sun Valley,5185,Two Year,United States,0523-VNGTF,Stayed,0,1,Female,1,DSL,"34.231053, -118.338307",34.231053,-118.338307,0,50.5,0,0,0,,1,0,1,0,Bank Withdrawal,0,46639,1,Q3,0,3,1,California,0,0,1,52,2566.3,0,0,0,2566.3,0,1,91352
-19,41,49.81,1,Other,Don't know,76,Sun Valley,2667,Month-to-Month,United States,7841-TZDMQ,Churned,0,0,Male,1,DSL,"34.231053, -118.338307",34.231053,-118.338307,0,46,0,0,0,,0,0,1,0,Credit Card,1,46639,0,Q3,0,3,0,California,0,1,0,2,84.5,0,99.62,0,184.12,1,1,91352
-48,76,40.36,0,,,22,Sun Valley,5756,Two Year,United States,6993-YCOBK,Stayed,1,1,Male,1,Fiber Optic,"34.231053, -118.338307",34.231053,-118.338307,1,110.6,1,3,1,,0,1,1,1,Bank Withdrawal,1,46639,1,Q3,1,3,0,California,1,1,1,60,6586.85,80,2421.6,36.38,9052.07,0,0,91352
-24,48,45.69,0,,,22,Sun Valley,4344,One Year,United States,2252-JHJGE,Stayed,0,1,Male,1,Fiber Optic,"34.231053, -118.338307",34.231053,-118.338307,0,104,1,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,46639,0,Q3,0,3,0,California,1,1,1,61,6363.45,0,2787.09,0,9150.54,1,1,91352
-36,22,37,0,,,41,Sun Valley,3501,Two Year,United States,2710-WYVXG,Joined,0,0,Female,1,DSL,"34.231053, -118.338307",34.231053,-118.338307,0,71.1,0,0,0,,1,1,0,0,Credit Card,1,46639,1,Q3,0,4,0,California,1,1,0,3,213.35,0,111,2.62,321.73,0,1,91352
-76,17,17.12,0,,,68,Valencia,2502,One Year,United States,7105-MXJLL,Stayed,0,1,Female,1,Cable,"34.43987, -118.644609",34.43987,-118.644609,1,60.7,0,0,2,,0,0,0,1,Credit Card,1,24977,0,Q3,1,5,1,California,1,0,0,26,1597.4,0,445.12,0,2042.52,0,1,91355
-23,41,48.84,1,Price,Lack of affordable download/upload speed,91,Valencia,4849,Month-to-Month,United States,7587-RZNME,Churned,0,0,Male,1,DSL,"34.43987, -118.644609",34.43987,-118.644609,0,43.3,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,24977,0,Q3,0,3,0,California,0,1,0,3,123.65,0,146.52,0,270.17,1,1,91355
-39,7,20.34,1,Competitor,Competitor offered more data,90,Valencia,3890,Month-to-Month,United States,6000-APYLU,Churned,0,0,Male,1,Fiber Optic,"34.43987, -118.644609",34.43987,-118.644609,0,80.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,24977,0,Q3,0,3,0,California,1,1,0,9,713.1,0,183.06,0,896.16,0,1,91355
-32,0,15.02,0,,,76,Valencia,5411,Two Year,United States,7157-SMCFK,Stayed,1,0,Male,0,,"34.43987, -118.644609",34.43987,-118.644609,0,19.75,0,2,0,Offer B,0,0,0,0,Mailed Check,1,24977,0,Q3,0,4,0,California,0,0,0,61,1124.2,0,916.22,0,2040.42,0,0,91355
-45,26,20.78,0,,,44,Valencia,4814,Month-to-Month,United States,6300-BWMJX,Stayed,0,1,Female,1,Fiber Optic,"34.43987, -118.644609",34.43987,-118.644609,1,93.35,1,0,1,,0,0,0,1,Bank Withdrawal,1,24977,1,Q3,1,3,0,California,0,0,1,59,5386.5,0,1226.02,36.07,6576.45,0,1,91355
-71,2,5.87,0,,,78,Tarzana,3061,One Year,United States,7064-FRRSW,Stayed,0,0,Male,1,Fiber Optic,"34.157137, -118.548511",34.157137,-118.548511,0,99,1,0,0,,1,0,1,0,Bank Withdrawal,1,27424,0,Q3,0,4,1,California,1,0,1,48,4744.35,0,281.76,0,5026.11,0,1,91356
-38,26,39.63,1,Price,Long distance charges,82,Tarzana,6136,One Year,United States,0748-RDGGM,Churned,0,1,Male,1,Fiber Optic,"34.157137, -118.548511",34.157137,-118.548511,1,109.5,0,0,1,,1,1,1,1,Bank Withdrawal,1,27424,1,Q3,1,2,0,California,1,1,1,70,7534.65,0,2774.1,0,10308.75,0,1,91356
-34,3,36.49,1,Dissatisfaction,Product dissatisfaction,91,Tarzana,3068,Month-to-Month,United States,8784-CGILN,Churned,0,0,Female,1,Fiber Optic,"34.157137, -118.548511",34.157137,-118.548511,0,99.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,27424,1,Q3,0,1,0,California,1,1,1,18,1776.95,0,656.82,0,2433.77,0,1,91356
-23,0,27.72,0,,,34,Tarzana,3800,One Year,United States,4709-LKHYG,Stayed,0,0,Female,0,,"34.157137, -118.548511",34.157137,-118.548511,1,20,0,0,6,Offer C,0,0,0,1,Bank Withdrawal,1,27424,0,Q3,1,5,0,California,0,0,0,29,540.05,0,803.88,0,1343.93,1,0,91356
-31,29,43.69,0,,,51,Tarzana,4442,One Year,United States,7105-BENQF,Stayed,1,1,Male,1,DSL,"34.157137, -118.548511",34.157137,-118.548511,0,64.85,0,3,0,,0,1,0,0,Credit Card,1,27424,0,Q3,0,4,0,California,1,1,0,15,950.75,0,655.35,0,1606.1,0,1,91356
-72,10,0,0,,,33,Valley Village,2104,Two Year,United States,1636-NTNCO,Stayed,0,0,Male,1,DSL,"34.165783, -118.399795",34.165783,-118.399795,0,50.95,0,0,0,,1,0,1,0,Credit Card,0,27453,0,Q3,0,3,1,California,1,0,1,4,207.35,0,0,0,207.35,0,1,91607
-72,28,3.57,0,,,20,Valley Village,4722,One Year,United States,0786-IVLAW,Stayed,0,1,Female,1,Fiber Optic,"34.165783, -118.399795",34.165783,-118.399795,0,108.1,1,0,0,,1,0,0,0,Bank Withdrawal,1,27453,0,Q3,0,3,1,California,1,0,1,66,7238.6,0,235.62,0,7474.22,0,1,91607
-62,17,2.12,1,Other,Don't know,79,Valley Village,4115,Month-to-Month,United States,8914-RBTSB,Churned,0,1,Male,1,Fiber Optic,"34.165783, -118.399795",34.165783,-118.399795,1,93.8,1,0,1,,1,0,0,1,Bank Withdrawal,1,27453,0,Q3,1,1,0,California,0,0,1,31,3019.5,50,65.72,0,3135.22,0,0,91607
-37,13,8.29,0,,,37,Valley Village,4530,Two Year,United States,7301-ABVAD,Stayed,0,1,Female,1,Cable,"34.165783, -118.399795",34.165783,-118.399795,0,86.6,1,0,0,,1,0,0,0,Bank Withdrawal,1,27453,1,Q3,0,3,0,California,1,1,1,72,6350.5,0,596.88,0,6947.38,0,1,91607
-61,23,27.41,0,,,29,Valley Village,2798,Month-to-Month,United States,5916-QEWPT,Joined,0,1,Female,1,Cable,"34.165783, -118.399795",34.165783,-118.399795,1,69,0,0,1,Offer E,0,0,0,1,Credit Card,1,27453,0,Q3,1,4,0,California,1,1,1,2,147.8,0,54.82,0,202.62,0,1,91607
-70,13,24.44,0,,,39,Monterey Park,4627,Two Year,United States,3219-JQRSL,Stayed,0,1,Female,1,DSL,"34.049172, -118.115022",34.049172,-118.115022,1,89.1,1,0,1,,1,1,0,1,Credit Card,1,26933,1,Q3,1,3,1,California,1,0,1,72,6352.4,0,1759.68,0,8112.08,0,1,91755
-65,26,19.58,0,,,32,Monterey Park,6211,One Year,United States,5336-UFNZP,Stayed,1,1,Female,1,Fiber Optic,"34.049172, -118.115022",34.049172,-118.115022,1,107.45,1,3,7,Offer B,1,0,1,1,Bank Withdrawal,1,26933,0,Q3,1,4,1,California,1,1,1,65,7047.5,0,1272.7,0,8320.2,0,1,91755
-62,28,47.19,0,,,40,Monterey Park,5152,Two Year,United States,0123-CRBRT,Stayed,0,1,Female,1,DSL,"34.049172, -118.115022",34.049172,-118.115022,1,88.1,1,0,1,Offer B,1,1,0,1,Mailed Check,1,26933,1,Q3,1,4,0,California,1,1,1,61,5526.75,0,2878.59,0,8405.34,0,1,91755
-23,0,25.91,0,,,76,Monterey Park,2221,One Year,United States,9847-HNVGP,Stayed,0,0,Male,0,,"34.049172, -118.115022",34.049172,-118.115022,0,19.95,0,0,0,Offer D,0,0,0,0,Credit Card,1,26933,0,Q3,0,5,0,California,0,0,0,17,310.6,0,440.47,0,751.07,1,0,91755
-50,23,47.91,0,,,49,Monterey Park,5001,Two Year,United States,6369-MCAKO,Stayed,1,1,Female,1,DSL,"34.049172, -118.115022",34.049172,-118.115022,1,89.05,1,1,4,Offer A,1,1,1,1,Bank Withdrawal,1,26933,1,Q3,1,3,0,California,1,1,1,68,6185.8,0,3257.88,0,9443.68,0,1,91755
-71,27,40.19,0,,,49,Pomona,2656,Two Year,United States,1845-CSBRZ,Stayed,1,0,Female,1,Fiber Optic,"34.042286, -117.756106",34.042286,-117.756106,1,85.35,1,1,7,Offer D,0,0,0,1,Bank Withdrawal,1,69974,0,Q3,1,5,1,California,0,0,1,22,1961.6,0,884.18,0,2845.78,0,1,91766
-60,29,0,1,Dissatisfaction,Service dissatisfaction,73,Pomona,5087,Month-to-Month,United States,6366-ZGQGL,Churned,0,0,Male,1,Cable,"34.042286, -117.756106",34.042286,-117.756106,0,24.8,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,0,69974,0,Q3,0,2,0,California,0,0,0,1,24.8,0,0,0,24.8,0,1,91766
-26,0,18.14,0,,,30,Pomona,4152,One Year,United States,2560-QTSBS,Stayed,1,0,Female,0,,"34.042286, -117.756106",34.042286,-117.756106,1,23.3,1,2,6,,0,0,1,1,Bank Withdrawal,1,69974,0,Q3,1,5,0,California,0,0,0,72,1623.15,0,1306.08,0,2929.23,1,0,91766
-19,26,38.65,0,,,31,Pomona,5457,Month-to-Month,United States,3589-PPVKW,Stayed,0,0,Male,1,DSL,"34.042286, -117.756106",34.042286,-117.756106,0,44.4,0,0,0,Offer E,0,0,1,0,Credit Card,1,69974,0,Q3,0,4,0,California,0,0,0,9,348.15,0,347.85,0,696,1,1,91766
-64,0,39.3,0,,,31,Pomona,4382,Two Year,United States,6976-BWGLQ,Stayed,1,0,Female,0,,"34.042286, -117.756106",34.042286,-117.756106,1,25.2,1,3,1,Offer A,0,0,0,1,Bank Withdrawal,1,69974,0,Q3,1,3,0,California,0,0,0,72,1787.35,0,2829.6,0,4616.95,0,0,91766
-74,27,8.66,0,,,25,Borrego Springs,4330,Two Year,United States,3723-BFBGR,Stayed,0,0,Male,1,Cable,"33.200369, -116.192313",33.200369,-116.192313,0,54.8,1,0,0,,1,0,0,0,Credit Card,1,2863,0,Q3,0,5,1,California,0,0,0,24,1291.3,110,207.84,0,1609.14,0,0,92004
-28,26,39.25,0,,,71,Borrego Springs,2320,Month-to-Month,United States,3209-ZPKFI,Stayed,1,0,Male,1,DSL,"33.200369, -116.192313",33.200369,-116.192313,1,54.25,1,1,1,Offer B,1,0,0,1,Bank Withdrawal,1,2863,0,Q3,1,5,0,California,0,1,0,47,2538.2,0,1844.75,0,4382.95,1,1,92004
-41,5,34.8,0,,,61,Borrego Springs,3956,Month-to-Month,United States,9398-MMQTO,Joined,0,0,Male,1,Fiber Optic,"33.200369, -116.192313",33.200369,-116.192313,0,74.45,0,0,0,,1,0,0,0,Credit Card,1,2863,0,Q3,0,5,0,California,0,0,0,3,221.1,70,104.4,0,395.5,0,0,92004
-76,20,17.84,0,,,47,Indio,2968,Two Year,United States,8775-ERLNB,Joined,0,0,Male,1,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,1,74.3,1,0,7,,0,0,0,1,Bank Withdrawal,1,2743,0,Q3,1,5,1,California,0,0,0,1,74.3,0,17.84,0,92.14,0,1,92203
-59,4,9.91,0,,,76,Indio,5994,Two Year,United States,6583-SZVGP,Stayed,0,1,Male,1,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,0,108.1,1,0,0,,1,0,1,0,Bank Withdrawal,1,2743,0,Q3,0,4,0,California,1,1,1,48,5067.45,0,475.68,0,5543.13,0,1,92203
-43,4,29.19,0,,,58,Indio,5614,Month-to-Month,United States,5312-UXESG,Stayed,0,1,Female,1,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,0,98.05,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,2743,0,Q3,0,4,0,California,1,1,1,41,3990.6,0,1196.79,0,5187.39,0,1,92203
-57,13,25.11,0,,,78,Indio,2604,One Year,United States,5032-USPKF,Stayed,0,1,Female,1,DSL,"33.752938, -116.230055",33.752938,-116.230055,0,84.1,1,0,0,,1,1,0,0,Bank Withdrawal,1,2743,0,Q3,0,3,0,California,1,1,1,38,3187.65,0,954.18,0,4141.83,0,1,92203
-22,59,28.34,0,,,37,Indio,5876,One Year,United States,0218-QNVAS,Stayed,1,0,Male,1,Fiber Optic,"33.752938, -116.230055",33.752938,-116.230055,1,100.55,1,1,1,Offer A,1,0,0,1,Bank Withdrawal,1,2743,0,Q3,1,5,0,California,1,1,1,71,7113.75,0,2012.14,16.99,9108.9,1,1,92203
-67,23,12.72,0,,,37,Brawley,3820,Two Year,United States,7361-YPXFS,Stayed,0,1,Female,1,Cable,"33.03933, -115.191857",33.03933,-115.191857,0,64.45,1,0,0,,1,0,0,0,Bank Withdrawal,1,23394,1,Q3,0,4,1,California,0,0,0,28,1867.6,0,356.16,0,2223.76,0,1,92227
-59,28,32.15,1,Competitor,Competitor had better devices,90,Brawley,5516,Two Year,United States,1150-WFARN,Churned,0,1,Female,1,Fiber Optic,"33.03933, -115.191857",33.03933,-115.191857,1,108.75,1,0,1,,0,1,1,1,Credit Card,1,23394,1,Q3,1,1,0,California,1,1,1,67,7156.2,0,2154.05,0,9310.25,0,1,92227
-49,24,35.17,0,,,21,Brawley,2026,Month-to-Month,United States,3597-MVHJT,Stayed,0,0,Female,1,Fiber Optic,"33.03933, -115.191857",33.03933,-115.191857,0,95.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,23394,0,Q3,0,4,0,California,1,1,1,27,2595.25,0,949.59,0,3544.84,0,1,92227
-56,11,45.57,0,,,78,Brawley,4838,Two Year,United States,0771-CHWSK,Stayed,0,1,Male,1,DSL,"33.03933, -115.191857",33.03933,-115.191857,0,74.6,1,0,0,Offer A,1,1,1,0,Credit Card,1,23394,0,Q3,0,3,0,California,1,1,0,66,4798.4,0,3007.62,0,7806.02,0,1,92227
-22,27,44.99,0,,,37,Brawley,3895,Month-to-Month,United States,0928-XUTSN,Stayed,0,0,Female,1,Fiber Optic,"33.03933, -115.191857",33.03933,-115.191857,0,80.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,23394,0,Q3,0,4,0,California,1,1,0,13,1011.8,0,584.87,24.99,1571.68,1,1,92227
-65,5,16.65,0,,,51,Parker Dam,6441,One Year,United States,4832-VRBMR,Stayed,0,1,Male,1,Fiber Optic,"34.273872, -114.192901",34.273872,-114.192901,1,103.15,1,0,1,,1,0,1,1,Bank Withdrawal,1,131,0,Q3,1,3,1,California,1,1,1,65,6792.45,0,1082.25,0,7874.7,0,1,92267
-77,2,18.14,0,,,53,Parker Dam,5187,Month-to-Month,United States,1035-IPQPU,Stayed,0,1,Female,1,Fiber Optic,"34.273872, -114.192901",34.273872,-114.192901,1,103.5,1,0,2,,1,0,1,1,Bank Withdrawal,1,131,0,Q3,1,4,1,California,1,1,1,63,6479.4,0,1142.82,0,7622.22,0,1,92267
-58,20,40.03,0,,,22,Parker Dam,3624,Month-to-Month,United States,7916-VCCPB,Stayed,1,0,Female,1,Fiber Optic,"34.273872, -114.192901",34.273872,-114.192901,1,73.25,0,1,6,Offer D,1,0,0,1,Bank Withdrawal,1,131,0,Q3,1,3,0,California,0,0,0,16,1195.75,0,640.48,0,1836.23,0,1,92267
-58,0,40.39,0,,,67,Parker Dam,5327,One Year,United States,6823-SIDFQ,Stayed,0,0,Male,0,,"34.273872, -114.192901",34.273872,-114.192901,0,18.25,0,0,0,Offer C,0,0,0,0,Credit Card,1,131,0,Q3,0,4,0,California,0,0,0,28,534.7,0,1130.92,0,1665.62,0,0,92267
-76,16,5.19,0,,,65,Twentynine Palms,5514,Two Year,United States,7901-TBKJX,Stayed,0,1,Male,1,Fiber Optic,"34.457829, -116.139589",34.457829,-116.139589,0,101.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,14104,0,Q3,0,3,1,California,1,0,1,56,5594,10,290.64,0,5894.64,0,0,92278
-67,23,9.08,0,,,71,Twentynine Palms,4212,One Year,United States,3605-JISKB,Stayed,0,0,Male,1,Cable,"34.457829, -116.139589",34.457829,-116.139589,1,60,1,0,2,,1,1,0,1,Credit Card,1,14104,0,Q3,1,4,1,California,0,0,0,55,3316.1,0,499.4,0,3815.5,0,1,92278
-48,13,9.95,1,Price,Price too high,72,Twentynine Palms,3260,Month-to-Month,United States,9057-SIHCH,Churned,0,0,Female,1,Fiber Optic,"34.457829, -116.139589",34.457829,-116.139589,0,96.6,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,14104,0,Q3,0,1,0,California,1,1,1,3,291.9,0,29.85,0,321.75,0,1,92278
-54,0,15.33,0,,,80,Twentynine Palms,3037,One Year,United States,3935-TBRZZ,Stayed,0,0,Male,0,,"34.457829, -116.139589",34.457829,-116.139589,1,25.7,1,0,10,Offer B,0,0,0,1,Credit Card,1,14104,0,Q3,1,3,0,California,0,0,0,44,1110.5,0,674.52,0,1785.02,0,0,92278
-33,11,37.5,0,,,25,Twentynine Palms,4615,One Year,United States,6284-KMNUF,Stayed,0,0,Female,1,Fiber Optic,"34.457829, -116.139589",34.457829,-116.139589,1,98,1,0,10,Offer B,0,1,1,1,Bank Withdrawal,1,14104,0,Q3,1,3,0,California,1,1,1,56,5270.6,0,2100,0,7370.6,0,1,92278
-79,23,17.3,0,,,63,Yucca Valley,4671,Two Year,United States,9919-FZDED,Stayed,0,1,Male,1,DSL,"34.159534, -116.425984",34.159534,-116.425984,1,84.1,1,0,1,,1,1,1,1,Credit Card,1,20486,0,Q3,1,3,1,California,1,0,1,72,5981.65,0,1245.6,0,7227.25,0,1,92284
-27,42,15.18,0,,,78,Yucca Valley,4030,Month-to-Month,United States,4360-PNRQB,Stayed,0,0,Male,1,Fiber Optic,"34.159534, -116.425984",34.159534,-116.425984,0,75.6,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,20486,0,Q3,0,5,0,California,0,0,0,18,1395.05,0,273.24,0,1668.29,1,1,92284
-62,12,33.02,0,,,33,Yucca Valley,2572,Two Year,United States,3082-YVEKW,Stayed,1,1,Female,1,DSL,"34.159534, -116.425984",34.159534,-116.425984,1,77.15,1,2,10,,0,1,1,1,Bank Withdrawal,1,20486,1,Q3,1,3,0,California,0,0,1,23,1759.4,0,759.46,0,2518.86,0,1,92284
-58,19,1.1,0,,,61,Yucca Valley,3334,Month-to-Month,United States,3137-LUPIX,Stayed,0,0,Female,1,Cable,"34.159534, -116.425984",34.159534,-116.425984,0,64.4,1,0,0,,0,0,1,0,Credit Card,1,20486,1,Q3,0,4,0,California,0,0,1,4,253,0,4.4,0,257.4,0,1,92284
-62,24,0,0,,,24,Yucca Valley,3740,One Year,United States,7750-EYXWZ,Stayed,0,1,Female,1,Cable,"34.159534, -116.425984",34.159534,-116.425984,0,60.65,0,0,0,,1,0,0,0,Bank Withdrawal,0,20486,1,Q3,0,3,0,California,1,1,1,12,743.3,0,0,40.41,702.89,0,1,92284
-77,8,40.5,0,,,27,Riverside,5610,Two Year,United States,4079-VTGLK,Stayed,0,1,Male,1,DSL,"33.994676, -117.372498",33.994676,-117.372498,1,74.85,1,0,7,,0,0,0,1,Bank Withdrawal,1,18999,0,Q3,1,5,1,California,1,0,1,30,2181.75,0,1215,0,3396.75,0,1,92501
-63,26,27.02,0,,,33,Riverside,5810,Month-to-Month,United States,6778-YSNIH,Joined,0,0,Female,1,Cable,"33.994676, -117.372498",33.994676,-117.372498,0,59,0,0,0,,1,0,1,0,Bank Withdrawal,1,18999,0,Q3,0,5,0,California,0,0,1,2,114.15,0,54.04,0,168.19,0,1,92501
-32,16,11.04,0,,,70,Riverside,2916,Month-to-Month,United States,1508-DFXCU,Stayed,0,0,Male,1,Fiber Optic,"33.994676, -117.372498",33.994676,-117.372498,0,81.45,0,0,0,,0,0,1,0,Bank Withdrawal,1,18999,0,Q3,0,3,0,California,0,0,1,12,912,0,132.48,0,1044.48,0,1,92501
-37,13,34.89,0,,,20,Riverside,3422,Month-to-Month,United States,8660-BUETV,Joined,0,0,Female,1,Cable,"33.994676, -117.372498",33.994676,-117.372498,0,44.75,0,0,0,,0,0,0,0,Credit Card,1,18999,0,Q3,0,5,0,California,0,0,0,3,148.05,10,104.67,0,262.72,0,0,92501
-71,13,19.14,0,,,30,Murrieta,5061,One Year,United States,2931-VUVJN,Stayed,0,1,Female,1,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,1,94.05,1,0,0,,1,1,1,1,Bank Withdrawal,1,36149,1,Q3,0,3,1,California,0,0,0,59,5483.9,30,1129.26,0,6643.16,0,0,92562
-74,27,16.26,0,,,72,Murrieta,6004,Two Year,United States,6726-NNFWD,Stayed,0,1,Female,1,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,1,89.45,0,0,10,Offer A,1,0,0,1,Credit Card,1,36149,0,Q3,1,4,1,California,1,0,0,71,6435.25,0,1154.46,0,7589.71,0,1,92562
-36,29,2.87,0,,,64,Murrieta,3597,Month-to-Month,United States,2475-MROZF,Stayed,0,1,Male,1,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,0,95,1,0,0,Offer C,1,1,1,0,Credit Card,1,36149,1,Q3,0,3,0,California,0,0,0,30,2852.4,0,86.1,0,2938.5,0,1,92562
-51,7,37.15,0,,,57,Murrieta,4935,Two Year,United States,8819-ZBYNA,Stayed,0,0,Female,1,Fiber Optic,"33.548869, -117.334165",33.548869,-117.334165,1,109.1,1,0,6,,1,1,1,1,Credit Card,1,36149,1,Q3,1,3,0,California,1,1,1,58,6393.65,0,2154.7,0,8548.35,0,1,92562
-75,9,1.23,0,,,80,Wildomar,6412,Two Year,United States,7375-WMVMT,Stayed,0,1,Male,1,Fiber Optic,"33.617108, -117.253349",33.617108,-117.253349,1,95.5,0,0,2,,1,0,1,1,Credit Card,1,19368,1,Q3,1,4,1,California,1,0,0,71,6707.15,0,87.33,0,6794.48,0,1,92595
-52,0,20.85,0,,,20,Wildomar,3764,Two Year,United States,7601-GNDYK,Stayed,1,0,Male,0,,"33.617108, -117.253349",33.617108,-117.253349,1,19.6,0,3,1,Offer C,0,0,0,1,Credit Card,1,19368,0,Q3,1,4,0,California,0,0,0,35,686.95,0,729.75,0,1416.7,0,0,92595
-35,4,25.45,0,,,80,Wildomar,5408,One Year,United States,4626-OZDTJ,Stayed,0,0,Female,1,DSL,"33.617108, -117.253349",33.617108,-117.253349,1,78.65,1,0,10,Offer B,1,0,1,1,Credit Card,1,19368,1,Q3,1,5,0,California,1,1,1,51,3950.85,0,1297.95,0,5248.8,0,1,92595
-55,21,8.46,0,,,73,Wildomar,4637,Two Year,United States,4419-UJMUS,Stayed,1,0,Male,1,Fiber Optic,"33.617108, -117.253349",33.617108,-117.253349,1,99.35,1,1,0,Offer A,0,0,1,1,Bank Withdrawal,1,19368,1,Q3,0,4,0,California,1,1,1,69,6856.45,0,583.74,0,7440.19,0,1,92595
-71,30,31.68,0,,,70,Costa Mesa,6500,Two Year,United States,7622-FWGEW,Stayed,0,1,Male,1,DSL,"33.678591, -117.905471",33.678591,-117.905471,1,85.65,0,0,8,,1,1,1,1,Bank Withdrawal,1,48207,1,Q3,1,3,1,California,1,0,1,56,4824.45,0,1774.08,0,6598.53,0,1,92626
-27,46,8.8,1,Price,Extra data charges,91,Costa Mesa,3833,One Year,United States,3594-UVONA,Churned,0,1,Female,1,Cable,"33.678591, -117.905471",33.678591,-117.905471,0,85.95,1,0,0,Offer C,0,1,1,0,Credit Card,1,48207,1,Q3,0,1,0,California,1,1,1,35,3110.1,0,308,0,3418.1,1,0,92626
-43,53,26.32,0,,,23,Costa Mesa,5308,Two Year,United States,6859-QNXIQ,Stayed,1,1,Female,1,Fiber Optic,"33.678591, -117.905471",33.678591,-117.905471,1,113.1,1,5,10,,1,1,1,1,Bank Withdrawal,1,48207,1,Q3,1,3,0,California,1,1,1,72,8248.5,0,1895.04,0,10143.54,0,1,92626
-60,0,2.81,0,,,51,Costa Mesa,4432,Two Year,United States,2208-NKVVH,Stayed,1,0,Male,0,,"33.678591, -117.905471",33.678591,-117.905471,1,24.25,1,2,4,,0,0,0,1,Credit Card,1,48207,0,Q3,1,4,0,California,0,0,0,43,1077.95,0,120.83,0,1198.78,0,0,92626
-72,12,35,0,,,71,Newport Beach,5626,One Year,United States,0380-NEAVX,Stayed,0,1,Male,1,Fiber Optic,"33.634626, -117.874882",33.634626,-117.874882,0,99.85,0,0,0,,1,0,1,0,Bank Withdrawal,1,28687,0,Q3,0,5,1,California,1,0,1,34,3343.15,0,1190,0,4533.15,0,1,92660
-56,14,23.89,1,Competitor,Competitor had better devices,85,Newport Beach,4846,Month-to-Month,United States,1809-DMJHQ,Churned,1,0,Female,1,DSL,"33.634626, -117.874882",33.634626,-117.874882,0,46,0,1,0,,0,0,0,0,Mailed Check,1,28687,0,Q3,0,1,0,California,0,0,0,5,221.7,0,119.45,0,341.15,0,1,92660
-27,0,25.54,0,,,78,Newport Beach,5939,Two Year,United States,1982-FEBTD,Stayed,1,0,Female,0,,"33.634626, -117.874882",33.634626,-117.874882,1,25.6,1,2,1,,0,0,1,1,Credit Card,1,28687,0,Q3,1,5,0,California,0,0,0,23,514.75,0,587.42,0,1102.17,1,0,92660
-40,0,42.52,0,,,60,Newport Beach,5597,Month-to-Month,United States,3675-EQOZA,Stayed,0,0,Male,0,,"33.634626, -117.874882",33.634626,-117.874882,0,20.65,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,28687,0,Q3,0,4,0,California,0,0,0,5,93.55,0,212.6,0,306.15,0,0,92660
-76,24,22.86,0,,,26,Rancho Santa Margarita,5780,Two Year,United States,8495-LJDFO,Stayed,0,1,Female,1,Fiber Optic,"33.624654, -117.611733",33.624654,-117.611733,0,108.95,1,0,0,,0,1,1,0,Bank Withdrawal,1,42193,1,Q3,0,4,1,California,1,0,1,64,7111.3,0,1463.04,0,8574.34,0,1,92688
-32,26,5.07,1,Dissatisfaction,Lack of self-service on Website,91,Rancho Santa Margarita,5630,Month-to-Month,United States,1396-QWFBJ,Churned,0,0,Female,1,Fiber Optic,"33.624654, -117.611733",33.624654,-117.611733,1,74.05,0,0,1,,1,0,1,1,Bank Withdrawal,1,42193,0,Q3,1,3,0,California,0,0,0,21,1565.7,0,106.47,0,1672.17,0,1,92688
-19,58,31.84,0,,,40,Rancho Santa Margarita,4010,Month-to-Month,United States,7319-VENRZ,Stayed,0,1,Male,1,Cable,"33.624654, -117.611733",33.624654,-117.611733,0,64.3,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,42193,1,Q3,0,4,0,California,0,0,1,7,445.95,0,222.88,0,668.83,1,1,92688
-19,48,44.85,0,,,30,Rancho Santa Margarita,5735,One Year,United States,8034-RYTVV,Stayed,0,1,Female,1,Fiber Optic,"33.624654, -117.611733",33.624654,-117.611733,0,84.25,1,0,0,,0,1,1,0,Credit Card,1,42193,0,Q3,0,4,0,California,0,0,0,55,4589.85,0,2466.75,0,7056.6,1,1,92688
-70,23,48.46,0,,,33,Ladera Ranch,4812,Two Year,United States,1302-UHBDD,Stayed,0,0,Male,1,Fiber Optic,"33.569186, -117.640055",33.569186,-117.640055,0,89.95,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,350,0,Q3,0,4,1,California,1,0,1,20,1648.45,0,969.2,0,2617.65,0,1,92694
-57,6,21.86,1,Dissatisfaction,Network reliability,73,Ladera Ranch,4480,Month-to-Month,United States,5299-SJCZT,Churned,0,1,Male,1,Fiber Optic,"33.569186, -117.640055",33.569186,-117.640055,0,101.55,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,350,0,Q3,0,3,0,California,1,1,1,3,298.35,0,65.58,0,363.93,0,1,92694
-34,5,34.39,0,,,31,Ladera Ranch,5431,Two Year,United States,5781-RFZRP,Stayed,0,0,Male,1,DSL,"33.569186, -117.640055",33.569186,-117.640055,1,73.5,1,0,7,,1,1,0,1,Credit Card,1,350,1,Q3,1,3,0,California,0,0,1,71,5357.75,0,2441.69,0,7799.44,0,1,92694
-19,73,41.22,0,,,73,Ladera Ranch,2551,Month-to-Month,United States,5044-LRQAQ,Stayed,0,0,Female,1,Fiber Optic,"33.569186, -117.640055",33.569186,-117.640055,1,69.2,0,0,8,,0,0,1,1,Bank Withdrawal,1,350,0,Q3,1,3,0,California,0,0,0,7,477.55,0,288.54,0,766.09,1,1,92694
-73,13,39.34,0,,,27,Tustin,5004,Two Year,United States,3597-YASZG,Stayed,0,0,Female,1,Fiber Optic,"33.738543, -117.785046",33.738543,-117.785046,1,104.45,1,0,3,Offer A,1,0,1,1,Bank Withdrawal,1,17494,1,Q3,1,4,1,California,1,0,1,70,7349.35,0,2753.8,0,10103.15,0,1,92782
-27,59,36.49,0,,,80,Tustin,4524,One Year,United States,5150-LJNSR,Stayed,1,1,Male,1,Fiber Optic,"33.738543, -117.785046",33.738543,-117.785046,1,98.05,1,3,3,Offer C,0,1,0,1,Bank Withdrawal,1,17494,0,Q3,1,4,0,California,0,0,1,31,3082.1,0,1131.19,0,4213.29,1,1,92782
-51,57,36.71,0,,,43,Tustin,3973,One Year,United States,9470-RTWDV,Stayed,1,1,Male,1,DSL,"33.738543, -117.785046",33.738543,-117.785046,1,82,1,3,2,Offer C,0,0,1,1,Credit Card,1,17494,1,Q3,1,4,0,California,1,1,1,26,2083.1,0,954.46,42.43,2995.13,0,1,92782
-52,0,26.16,0,,,46,Tustin,5581,Two Year,United States,8174-LNWMW,Stayed,0,0,Female,0,,"33.738543, -117.785046",33.738543,-117.785046,0,20.9,0,0,0,,0,0,0,0,Credit Card,1,17494,0,Q3,0,5,0,California,0,0,0,31,689.35,0,810.96,0,1500.31,0,0,92782
-78,9,17.13,0,,,36,Brea,5171,Two Year,United States,3420-ZDBMA,Stayed,0,0,Male,1,Fiber Optic,"33.930199, -117.862898",33.930199,-117.862898,0,71.45,0,0,0,Offer E,0,0,1,0,Credit Card,1,34055,0,Q3,0,4,1,California,0,0,0,5,371.6,0,85.65,0,457.25,0,1,92821
-53,11,4.67,1,Attitude,Attitude of support person,72,Brea,3947,Month-to-Month,United States,6086-ESGRL,Churned,0,0,Female,1,Fiber Optic,"33.930199, -117.862898",33.930199,-117.862898,0,80.15,0,0,0,Offer E,0,0,0,0,Credit Card,1,34055,0,Q3,0,1,0,California,1,1,0,1,80.15,0,4.67,0,84.82,0,1,92821
-25,0,37.92,1,Attitude,Attitude of support person,78,Brea,3797,Month-to-Month,United States,3803-KMQFW,Churned,1,0,Female,0,,"33.930199, -117.862898",33.930199,-117.862898,1,20.55,0,2,1,,0,0,0,1,Credit Card,1,34055,0,Q3,1,3,0,California,0,0,0,1,20.55,0,37.92,0,58.47,1,0,92821
-40,0,15.37,0,,,21,Brea,5575,Month-to-Month,United States,2393-DIVAI,Joined,0,0,Female,0,,"33.930199, -117.862898",33.930199,-117.862898,0,20,0,0,0,Offer E,0,0,1,0,Credit Card,1,34055,0,Q3,0,3,0,California,0,0,0,3,61.7,0,46.11,0,107.81,0,0,92821
-74,24,5.77,0,,,25,Fullerton,4993,Two Year,United States,3398-GCPMU,Stayed,0,1,Female,1,DSL,"33.877639, -117.961212",33.877639,-117.961212,1,89.55,1,0,4,Offer A,1,1,1,1,Credit Card,1,46105,1,Q3,1,3,1,California,1,0,1,72,6448.85,0,415.44,0,6864.29,0,1,92833
-47,21,49.31,1,Competitor,Competitor made better offer,81,Fullerton,4508,Month-to-Month,United States,9572-MTILT,Churned,0,1,Male,1,Fiber Optic,"33.877639, -117.961212",33.877639,-117.961212,1,106.75,1,0,7,,1,1,1,1,Bank Withdrawal,1,46105,1,Q3,1,1,0,California,0,0,1,59,6252.9,40,2909.29,0,9202.19,0,0,92833
-52,8,28.86,0,,,46,Fullerton,5152,Two Year,United States,0742-LAFQK,Stayed,0,1,Male,1,Fiber Optic,"33.877639, -117.961212",33.877639,-117.961212,1,99.15,1,0,1,,1,1,1,1,Bank Withdrawal,1,46105,0,Q3,1,3,0,California,1,1,0,72,7422.1,0,2077.92,0,9500.02,0,1,92833
-27,0,22.26,0,,,28,Fullerton,4222,Month-to-Month,United States,3824-RHKVR,Stayed,0,0,Female,0,,"33.877639, -117.961212",33.877639,-117.961212,0,19.7,0,0,0,Offer D,0,0,0,0,Credit Card,1,46105,0,Q3,0,4,0,California,0,0,0,17,340.35,0,378.42,0,718.77,1,0,92833
-73,20,28.06,0,,,32,Garden Grove,5469,Two Year,United States,1013-QCWAM,Stayed,0,0,Female,1,Fiber Optic,"33.786738, -117.982564",33.786738,-117.982564,1,100.8,1,0,0,Offer A,1,0,1,1,Bank Withdrawal,1,31428,0,Q3,0,4,1,California,1,0,1,66,6690.75,0,1851.96,0,8542.71,0,1,92841
-56,13,16.15,1,Competitor,Competitor made better offer,84,Garden Grove,3591,Month-to-Month,United States,9611-CTWIH,Churned,0,0,Female,1,Fiber Optic,"33.786738, -117.982564",33.786738,-117.982564,0,89.45,0,0,0,,0,0,1,0,Bank Withdrawal,1,31428,0,Q3,0,3,0,California,1,1,1,3,240.45,0,48.45,0,288.9,0,1,92841
-56,0,18.45,0,,,41,Garden Grove,2026,One Year,United States,5512-IDZEI,Stayed,0,0,Male,0,,"33.786738, -117.982564",33.786738,-117.982564,1,24.9,1,0,1,,0,0,0,1,Bank Withdrawal,1,31428,0,Q3,1,5,0,California,0,0,0,46,1174.8,0,848.7,0,2023.5,0,0,92841
-54,0,37.67,0,,,21,Garden Grove,5137,Two Year,United States,4979-HPRFL,Stayed,1,0,Male,0,,"33.786738, -117.982564",33.786738,-117.982564,1,24.15,1,2,1,Offer B,0,0,0,1,Bank Withdrawal,1,31428,0,Q3,1,4,0,California,0,0,0,56,1402.25,0,2109.52,29.41,3482.36,0,0,92841
-69,9,5.27,0,,,58,Orange,5590,Two Year,United States,0336-PIKEI,Stayed,0,1,Male,1,DSL,"33.792791, -117.789749",33.792791,-117.789749,1,74.4,0,0,7,Offer A,1,1,0,1,Bank Withdrawal,1,37916,1,Q3,1,4,1,California,0,0,1,72,5360.75,140,379.44,0,5880.19,0,0,92869
-20,30,0,1,Competitor,Competitor had better devices,91,Orange,5450,Month-to-Month,United States,5759-RCVCB,Churned,0,0,Female,1,DSL,"33.792791, -117.789749",33.792791,-117.789749,0,35.2,0,0,0,Offer E,0,0,0,0,Credit Card,0,37916,0,Q3,0,1,0,California,0,0,1,3,108.95,0,0,0,108.95,1,1,92869
-47,0,31.45,0,,,61,Orange,3488,One Year,United States,5173-ZXXXL,Joined,0,0,Male,0,,"33.792791, -117.789749",33.792791,-117.789749,0,19.95,0,0,0,,0,0,0,0,Credit Card,1,37916,0,Q3,0,4,0,California,0,0,0,2,47.7,0,62.9,0,110.6,0,0,92869
-25,59,48.86,0,,,46,Orange,3391,Month-to-Month,United States,6918-UMQCG,Stayed,0,0,Female,1,Fiber Optic,"33.792791, -117.789749",33.792791,-117.789749,0,80.2,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,37916,0,Q3,0,3,0,California,0,0,1,5,384.25,0,244.3,0,628.55,1,1,92869
-73,30,1.34,0,,,39,Placentia,4988,Two Year,United States,7322-OCWHC,Stayed,0,1,Male,1,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,1,93.05,1,0,10,Offer A,1,1,1,1,Bank Withdrawal,1,48170,1,Q3,1,3,1,California,0,0,0,72,6735.05,0,96.48,0,6831.53,0,1,92870
-55,30,28.04,1,Attitude,Attitude of service provider,87,Placentia,5075,Month-to-Month,United States,6372-RFVNS,Churned,0,0,Female,1,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,1,78.8,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,48170,0,Q3,1,3,0,California,0,0,1,1,78.8,0,28.04,0,106.84,0,1,92870
-34,17,37.84,0,,,45,Placentia,4395,One Year,United States,1096-ADRUX,Stayed,1,0,Female,1,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,1,74.25,1,1,1,,0,0,1,1,Bank Withdrawal,1,48170,0,Q3,1,3,0,California,0,0,0,66,4859.25,0,2497.44,0,7356.69,0,1,92870
-61,20,28.86,0,,,74,Placentia,6491,Two Year,United States,0675-NCDYU,Stayed,1,1,Female,1,Fiber Optic,"33.881158, -117.854783",33.881158,-117.854783,1,116.4,1,2,1,Offer A,1,1,1,1,Credit Card,1,48170,1,Q3,1,3,0,California,1,1,1,72,8543.25,0,2077.92,0,10621.17,0,1,92870
-79,11,39,0,,,78,Camarillo,5490,One Year,United States,5732-IKGQH,Stayed,0,1,Male,1,Fiber Optic,"34.205504, -118.993111",34.205504,-118.993111,1,104.45,0,0,5,,0,1,1,1,Bank Withdrawal,1,24945,1,Q3,1,3,1,California,1,0,1,52,5481.25,0,2028,0,7509.25,0,1,93012
-63,10,49.69,1,Other,Moved,85,Camarillo,2058,Month-to-Month,United States,6319-IEJWJ,Churned,0,0,Male,1,Fiber Optic,"34.205504, -118.993111",34.205504,-118.993111,1,90.2,0,0,1,,0,0,1,1,Bank Withdrawal,1,24945,0,Q3,1,1,0,California,1,1,1,20,1776.55,0,993.8,0,2770.35,0,1,93012
-63,2,27.04,0,,,76,Camarillo,4145,Two Year,United States,7138-GIRSH,Stayed,0,1,Male,1,DSL,"34.205504, -118.993111",34.205504,-118.993111,0,69.5,1,0,0,,0,0,0,0,Bank Withdrawal,1,24945,1,Q3,0,5,0,California,1,1,0,50,3418.2,0,1352,5.73,4764.47,0,1,93012
-40,15,41.03,0,,,22,Camarillo,3407,Month-to-Month,United States,5982-FPVQN,Stayed,1,1,Female,1,Fiber Optic,"34.205504, -118.993111",34.205504,-118.993111,1,95.15,1,1,2,,1,0,1,1,Bank Withdrawal,1,24945,0,Q3,1,3,0,California,1,1,0,37,3532.85,0,1518.11,0,5050.96,0,1,93012
-72,23,44.14,0,,,59,Ojai,5742,Two Year,United States,0093-EXYQL,Stayed,0,0,Female,1,Fiber Optic,"34.581308, -118.931948",34.581308,-118.931948,0,91.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,21633,0,Q3,0,3,1,California,1,0,1,40,3673.6,0,1765.6,0,5439.2,0,1,93023
-64,21,14.91,1,Competitor,Competitor had better devices,77,Ojai,3096,Month-to-Month,United States,5275-SQEIZ,Churned,0,0,Male,1,Fiber Optic,"34.581308, -118.931948",34.581308,-118.931948,0,80.85,0,0,0,,0,0,1,0,Credit Card,1,21633,0,Q3,0,1,0,California,1,1,0,1,80.85,0,14.91,0,95.76,0,1,93023
-51,16,40.76,0,,,61,Ojai,4025,Month-to-Month,United States,4059-IIEBK,Stayed,0,0,Female,1,Fiber Optic,"34.581308, -118.931948",34.581308,-118.931948,0,78.55,1,0,0,,1,0,1,0,Bank Withdrawal,1,21633,0,Q3,0,3,0,California,0,0,0,7,522.95,0,285.32,47.19,761.08,0,1,93023
-25,59,35.9,0,,,42,Ojai,4422,One Year,United States,1492-KGETH,Stayed,1,1,Male,1,Cable,"34.581308, -118.931948",34.581308,-118.931948,1,78.35,1,1,2,Offer A,1,1,0,1,Bank Withdrawal,1,21633,1,Q3,1,4,0,California,1,1,0,70,5445.95,0,2513,0,7958.95,1,1,93023
-75,9,20.83,0,,,32,Port Hueneme,2944,Two Year,United States,9168-INPSZ,Stayed,0,1,Female,1,Fiber Optic,"34.110124, -119.100972",34.110124,-119.100972,1,104.15,1,0,10,,0,0,0,1,Bank Withdrawal,1,25634,1,Q3,1,4,1,California,1,0,1,44,4495.65,0,916.52,0,5412.17,0,1,93041
-27,0,16.04,1,Attitude,Attitude of support person,91,Port Hueneme,4479,Month-to-Month,United States,1009-IRMNA,Churned,0,0,Female,0,,"34.110124, -119.100972",34.110124,-119.100972,0,20,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,25634,0,Q3,0,3,0,California,0,0,0,7,137.6,0,112.28,0,249.88,1,0,93041
-56,7,29.6,0,,,20,Port Hueneme,5009,Month-to-Month,United States,4647-MUZON,Stayed,0,1,Female,1,Fiber Optic,"34.110124, -119.100972",34.110124,-119.100972,1,95.95,0,0,9,Offer D,0,0,1,1,Credit Card,1,25634,0,Q3,1,3,0,California,1,1,1,18,1745.5,0,532.8,6.72,2271.58,0,1,93041
-43,0,11.02,0,,,44,Port Hueneme,4254,One Year,United States,8859-YSTWS,Stayed,0,0,Male,0,,"34.110124, -119.100972",34.110124,-119.100972,0,19.95,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,25634,0,Q3,0,5,0,California,0,0,0,48,1004.5,0,528.96,0,1533.46,0,0,93041
-68,21,10.53,0,,,34,Simi Valley,5525,Two Year,United States,0015-UOCOJ,Stayed,0,0,Female,1,DSL,"34.296813, -118.685703",34.296813,-118.685703,0,48.2,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,49027,0,Q3,0,3,1,California,0,0,0,7,340.35,0,73.71,0,414.06,0,1,93063
-28,51,18.05,0,,,33,Simi Valley,2781,Month-to-Month,United States,5016-IBERQ,Stayed,0,1,Male,1,Fiber Optic,"34.296813, -118.685703",34.296813,-118.685703,1,84.25,1,0,1,,1,0,0,1,Bank Withdrawal,1,49027,0,Q3,1,4,0,California,0,0,0,23,1968.1,0,415.15,8.3,2374.95,1,1,93063
-53,19,3.3,0,,,49,Simi Valley,4103,One Year,United States,8849-PRIQJ,Stayed,1,1,Female,1,Fiber Optic,"34.296813, -118.685703",34.296813,-118.685703,1,109.4,1,2,7,,0,1,1,1,Bank Withdrawal,1,49027,1,Q3,1,3,0,California,1,1,1,67,7281.6,0,221.1,38.34,7464.36,0,1,93063
-54,0,30.82,0,,,66,Simi Valley,3948,Two Year,United States,7601-DHFWZ,Stayed,0,0,Female,0,,"34.296813, -118.685703",34.296813,-118.685703,0,24,1,0,0,Offer B,0,0,0,0,Credit Card,1,49027,0,Q3,0,3,0,California,0,0,0,48,1183.05,0,1479.36,0,2662.41,0,0,93063
-78,12,25.57,0,,,78,Santa Barbara,4537,Two Year,United States,1465-LNTLJ,Stayed,0,1,Male,1,Cable,"34.406256, -119.726936",34.406256,-119.726936,1,64.4,0,0,7,Offer E,0,0,1,1,Credit Card,1,10986,1,Q3,1,5,1,California,1,1,0,8,581.7,0,204.56,0,786.26,0,1,93109
-31,28,0,0,,,74,Santa Barbara,3533,One Year,United States,9411-TPQQV,Stayed,0,0,Female,1,DSL,"34.406256, -119.726936",34.406256,-119.726936,0,54.55,0,0,0,Offer B,0,1,1,0,Bank Withdrawal,0,10986,1,Q3,0,3,0,California,1,1,1,40,2236.2,40,0,11.48,2264.72,0,0,93109
-42,24,36.96,0,,,37,Santa Barbara,5968,Month-to-Month,United States,6629-LADHQ,Joined,0,0,Female,1,DSL,"34.406256, -119.726936",34.406256,-119.726936,0,50.95,0,0,0,Offer E,0,1,0,0,Credit Card,1,10986,0,Q3,0,3,0,California,0,0,0,2,123.05,0,73.92,0,196.97,0,1,93109
-49,0,19.09,0,,,57,Santa Barbara,3829,Month-to-Month,United States,0487-VVUVK,Stayed,1,0,Male,0,,"34.406256, -119.726936",34.406256,-119.726936,1,19.15,0,2,5,,0,0,1,1,Credit Card,1,10986,0,Q3,1,4,0,California,0,0,0,25,477.6,0,477.25,0,954.85,0,0,93109
-73,15,49.34,0,,,44,California Hot Springs,4576,Two Year,United States,4706-DGAHW,Joined,0,0,Male,1,DSL,"35.865795, -118.69759",35.865795,-118.69759,0,45.2,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,226,0,Q3,0,3,1,California,0,0,0,1,45.2,0,49.34,0,94.54,0,1,93207
-49,3,35.42,1,Dissatisfaction,Poor expertise of online support,90,California Hot Springs,3296,Month-to-Month,United States,3799-ISUZQ,Churned,0,0,Male,1,Fiber Optic,"35.865795, -118.69759",35.865795,-118.69759,1,69.95,0,0,9,,0,0,1,1,Bank Withdrawal,1,226,0,Q3,1,2,0,California,0,0,0,7,529.5,0,247.94,0,777.44,0,1,93207
-21,0,29.55,0,,,59,California Hot Springs,4667,Month-to-Month,United States,8404-VLQFB,Stayed,1,0,Female,0,,"35.865795, -118.69759",35.865795,-118.69759,1,25.25,1,1,1,,0,0,1,1,Bank Withdrawal,1,226,0,Q3,1,3,0,California,0,0,0,15,394.85,0,443.25,0,838.1,1,0,93207
-49,28,12.97,0,,,72,California Hot Springs,4170,One Year,United States,4355-CVPVS,Stayed,1,0,Female,1,Fiber Optic,"35.865795, -118.69759",35.865795,-118.69759,1,88.9,0,1,4,,0,0,0,1,Bank Withdrawal,1,226,0,Q3,1,5,0,California,1,1,1,56,4968,0,726.32,0,5694.32,0,1,93207
-79,75,13.4,0,,,71,Ivanhoe,3847,Two Year,United States,8552-OBVRU,Stayed,1,1,Female,1,Fiber Optic,"36.385818, -119.224243",36.385818,-119.224243,1,104.5,0,3,6,,0,1,1,1,Bank Withdrawal,1,4517,1,Q3,1,3,1,California,1,1,1,48,5068.05,0,643.2,0,5711.25,0,1,93235
-28,0,10.98,1,Price,Long distance charges,87,Ivanhoe,5394,Month-to-Month,United States,1493-AMTIE,Churned,0,0,Male,0,,"36.385818, -119.224243",36.385818,-119.224243,0,20.2,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,4517,0,Q3,0,1,0,California,0,0,0,1,20.2,0,10.98,0,31.18,1,0,93235
-56,0,2.15,0,,,24,Ivanhoe,3078,Month-to-Month,United States,2085-JVGAD,Stayed,0,0,Male,0,,"36.385818, -119.224243",36.385818,-119.224243,1,20.35,0,0,3,,0,0,0,1,Bank Withdrawal,1,4517,0,Q3,1,4,0,California,0,0,0,37,697.65,0,79.55,45.07,732.13,0,0,93235
-37,0,32.99,0,,,68,Ivanhoe,6161,Two Year,United States,3274-NSDWE,Stayed,0,0,Female,0,,"36.385818, -119.224243",36.385818,-119.224243,0,19.6,0,0,0,,0,0,0,0,Credit Card,1,4517,0,Q3,0,4,0,California,0,0,0,68,1441.65,0,2243.32,0,3684.97,0,0,93235
-69,21,32.41,0,,,62,Lost Hills,4168,Two Year,United States,9776-OJUZI,Stayed,0,1,Female,1,Fiber Optic,"35.637715, -119.893068",35.637715,-119.893068,0,95.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,2502,0,Q3,0,4,1,California,0,0,1,65,6223.3,0,2106.65,0,8329.95,0,1,93249
-22,85,0,0,,,42,Lost Hills,5640,Two Year,United States,0214-JHPFW,Stayed,0,1,Female,1,Cable,"35.637715, -119.893068",35.637715,-119.893068,1,57.8,0,0,9,,1,0,0,1,Bank Withdrawal,0,2502,1,Q3,1,4,0,California,1,1,1,70,4039.3,0,0,1.01,4038.29,1,1,93249
-46,10,0,0,,,61,Lost Hills,2725,One Year,United States,3441-CGZJH,Stayed,1,1,Female,1,DSL,"35.637715, -119.893068",35.637715,-119.893068,1,60.4,0,2,8,,0,1,1,1,Credit Card,0,2502,1,Q3,1,3,0,California,1,1,1,43,2640.55,100,0,0,2740.55,0,0,93249
-28,0,43.97,0,,,44,Lost Hills,3169,Month-to-Month,United States,8963-MQVYN,Stayed,1,0,Female,0,,"35.637715, -119.893068",35.637715,-119.893068,0,20.55,0,2,0,Offer D,0,0,1,0,Bank Withdrawal,1,2502,0,Q3,0,3,0,California,0,0,0,22,469.85,0,967.34,0,1437.19,1,0,93249
-70,10,45.13,0,,,35,Porterville,3199,Two Year,United States,4238-JSSWH,Stayed,0,1,Female,1,Fiber Optic,"36.008958, -118.891593",36.008958,-118.891593,1,102.05,1,0,1,,0,0,0,1,Bank Withdrawal,1,65566,0,Q3,1,5,1,California,1,1,1,35,3452.55,0,1579.55,0,5032.1,0,1,93257
-33,13,30.48,1,Dissatisfaction,Service dissatisfaction,72,Porterville,2464,Month-to-Month,United States,8868-WOZGU,Churned,0,1,Male,1,Fiber Optic,"36.008958, -118.891593",36.008958,-118.891593,0,105.7,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,65566,0,Q3,0,3,0,California,1,1,1,28,2979.5,80,853.44,0,3912.94,0,0,93257
-63,0,23.76,0,,,41,Porterville,5517,One Year,United States,2324-AALNO,Stayed,0,0,Female,0,,"36.008958, -118.891593",36.008958,-118.891593,0,24.55,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,65566,0,Q3,0,5,0,California,0,0,0,48,1203.95,0,1140.48,36.04,2308.39,0,0,93257
-58,0,29.25,0,,,20,Porterville,4335,Two Year,United States,5567-GZKQY,Stayed,0,0,Male,0,,"36.008958, -118.891593",36.008958,-118.891593,0,20.3,0,0,0,Offer B,0,0,0,0,Credit Card,1,65566,0,Q3,0,4,0,California,0,0,0,58,1131.5,0,1696.5,0,2828,0,0,93257
-69,6,48.41,0,,,80,Stratford,3739,Two Year,United States,9121-PHQSR,Stayed,0,0,Male,1,Fiber Optic,"36.175255, -119.813805",36.175255,-119.813805,1,85.05,1,0,6,Offer D,0,0,1,1,Credit Card,1,1729,0,Q3,1,4,1,California,0,0,1,16,1391.15,0,774.56,0,2165.71,0,1,93266
-62,0,17.61,1,Attitude,Attitude of support person,83,Stratford,2051,Month-to-Month,United States,5143-WMWOG,Churned,0,0,Male,0,,"36.175255, -119.813805",36.175255,-119.813805,0,19.95,0,0,0,,0,0,0,0,Bank Withdrawal,1,1729,0,Q3,0,2,0,California,0,0,0,1,19.95,0,17.61,0,37.56,0,0,93266
-37,7,38.05,0,,,20,Stratford,5645,Month-to-Month,United States,4957-TREIR,Joined,0,0,Male,1,DSL,"36.175255, -119.813805",36.175255,-119.813805,0,64.4,0,0,0,,0,1,1,0,Credit Card,1,1729,1,Q3,0,4,0,California,0,0,1,3,195.65,0,114.15,0,309.8,0,1,93266
-43,20,36.55,0,,,69,Stratford,4454,Two Year,United States,6242-FEGFD,Stayed,0,1,Male,1,Fiber Optic,"36.175255, -119.813805",36.175255,-119.813805,1,96.6,1,0,5,,1,1,0,1,Credit Card,1,1729,1,Q3,1,3,0,California,0,0,0,66,6424.25,0,2412.3,0,8836.55,0,1,93266
-75,24,0,0,,,47,Weldon,3162,Two Year,United States,9796-MVYXX,Stayed,0,1,Female,1,DSL,"35.55647, -118.244914",35.55647,-118.244914,0,39.7,0,0,0,Offer D,0,1,0,0,Credit Card,0,1935,1,Q3,0,4,1,California,0,0,0,14,692.35,0,0,0,692.35,0,1,93283
-76,21,0,0,,,59,Weldon,2305,One Year,United States,4291-HYEBC,Stayed,1,0,Female,1,DSL,"35.55647, -118.244914",35.55647,-118.244914,1,39.1,0,3,2,,1,0,1,1,Bank Withdrawal,0,1935,0,Q3,1,3,1,California,1,1,0,28,1096.6,0,0,0,1096.6,0,1,93283
-62,0,42.25,0,,,56,Weldon,3313,One Year,United States,9620-QJREV,Stayed,0,0,Male,0,,"35.55647, -118.244914",35.55647,-118.244914,0,20.55,0,0,0,Offer B,0,0,0,0,Credit Card,1,1935,0,Q3,0,5,0,California,0,0,0,47,1013.05,0,1985.75,0,2998.8,0,0,93283
-40,0,47.51,0,,,43,Weldon,4117,Two Year,United States,1395-WSWXR,Stayed,0,0,Male,0,,"35.55647, -118.244914",35.55647,-118.244914,0,20.75,0,0,0,,0,0,0,0,Credit Card,1,1935,0,Q3,0,3,0,California,0,0,0,24,487.05,0,1140.24,0,1627.29,0,0,93283
-75,25,1.92,0,,,47,Avila Beach,3728,Two Year,United States,7268-IGMFD,Stayed,0,1,Male,1,Fiber Optic,"35.186644, -120.728305",35.186644,-120.728305,0,93.9,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,812,1,Q3,0,4,1,California,0,0,1,18,1743.9,0,34.56,0,1778.46,0,1,93424
-77,8,37.09,0,,,65,Avila Beach,4499,One Year,United States,1217-VASWC,Stayed,0,1,Male,1,Fiber Optic,"35.186644, -120.728305",35.186644,-120.728305,1,100.55,0,0,10,Offer B,1,0,1,1,Bank Withdrawal,1,812,0,Q3,1,4,1,California,1,1,1,43,4304,0,1594.87,0,5898.87,0,1,93424
-53,22,47.72,0,,,33,Avila Beach,5494,Month-to-Month,United States,5433-KYGHE,Stayed,1,0,Female,1,Fiber Optic,"35.186644, -120.728305",35.186644,-120.728305,0,86,1,1,0,Offer D,0,1,1,0,Mailed Check,1,812,1,Q3,0,3,0,California,0,0,0,14,1164.05,0,668.08,0,1832.13,0,1,93424
-35,7,33.05,0,,,67,Avila Beach,4891,One Year,United States,9473-CBZOP,Stayed,0,1,Female,1,Cable,"35.186644, -120.728305",35.186644,-120.728305,0,59,1,0,0,,0,1,0,0,Credit Card,1,812,0,Q3,0,4,0,California,0,0,0,28,1654.45,0,925.4,0,2579.85,0,1,93424
-67,14,9.96,0,,,26,Lompoc,5011,Two Year,United States,0013-SMEOE,Stayed,0,1,Female,1,Fiber Optic,"34.757477, -120.550507",34.757477,-120.550507,1,109.7,0,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,6165,1,Q3,1,3,1,California,1,1,1,71,7904.25,0,707.16,0,8611.41,0,1,93437
-44,10,0,1,Other,Don't know,94,Lompoc,3298,Month-to-Month,United States,5590-YRFJT,Churned,0,0,Female,1,DSL,"34.757477, -120.550507",34.757477,-120.550507,1,24.45,0,0,1,,0,0,1,1,Bank Withdrawal,0,6165,0,Q3,1,3,0,California,0,0,0,20,482.8,0,0,0,482.8,0,1,93437
-47,2,24.76,1,Attitude,Attitude of service provider,80,Lompoc,4193,Month-to-Month,United States,5229-PRWKT,Churned,0,0,Male,1,Fiber Optic,"34.757477, -120.550507",34.757477,-120.550507,0,86.55,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,6165,0,Q3,0,3,0,California,1,1,0,8,649.65,0,198.08,0,847.73,0,1,93437
-65,22,25.19,0,,,60,San Miguel,3594,Two Year,United States,2573-GYRUU,Stayed,0,1,Male,1,Fiber Optic,"35.886767, -120.608661",35.886767,-120.608661,1,91.05,1,0,1,,0,0,1,1,Credit Card,1,2666,0,Q3,1,4,1,California,1,1,0,48,4370.75,0,1209.12,0,5579.87,0,1,93451
-51,58,4.46,0,,,33,San Miguel,5985,Month-to-Month,United States,1216-JWVUX,Stayed,1,0,Male,1,Fiber Optic,"35.886767, -120.608661",35.886767,-120.608661,1,75.5,0,3,4,,1,0,1,1,Bank Withdrawal,1,2666,0,Q3,1,3,0,California,0,0,0,25,1901.05,0,111.5,0,2012.55,0,1,93451
-29,0,35.44,0,,,40,San Miguel,2429,Month-to-Month,United States,4054-CUMIA,Stayed,1,0,Female,0,,"35.886767, -120.608661",35.886767,-120.608661,1,20.25,0,1,10,Offer D,0,0,1,1,Credit Card,1,2666,0,Q3,1,4,0,California,0,0,0,18,401.95,0,637.92,0,1039.87,1,0,93451
-24,0,16.02,0,,,60,San Miguel,5743,Two Year,United States,9585-KKMFD,Stayed,1,0,Male,0,,"35.886767, -120.608661",35.886767,-120.608661,1,20,0,1,5,,0,0,1,1,Credit Card,1,2666,0,Q3,1,3,0,California,0,0,0,41,879.8,0,656.82,0,1536.62,1,0,93451
-67,22,44.26,0,,,34,California City,2364,One Year,United States,6486-LHTMA,Stayed,0,1,Female,1,Fiber Optic,"35.151491, -117.927597",35.151491,-117.927597,1,90.7,1,0,1,,0,0,1,1,Bank Withdrawal,1,8316,0,Q3,1,3,1,California,0,0,1,31,2835.5,0,1372.06,0,4207.56,0,1,93505
-23,0,13.35,0,,,21,California City,5970,Two Year,United States,4018-PPNDW,Stayed,0,0,Female,0,,"35.151491, -117.927597",35.151491,-117.927597,1,24.1,1,0,9,Offer B,0,0,1,1,Credit Card,1,8316,0,Q3,1,4,0,California,0,0,0,61,1551.6,0,814.35,0,2365.95,1,0,93505
-45,13,1.27,0,,,26,California City,5038,Two Year,United States,2434-EEVDB,Stayed,0,1,Female,1,Fiber Optic,"35.151491, -117.927597",35.151491,-117.927597,1,94.6,1,0,7,Offer B,0,1,1,1,Credit Card,1,8316,0,Q3,1,4,0,California,0,0,1,64,5948.7,0,81.28,0,6029.98,0,1,93505
-41,18,27.3,0,,,51,California City,5559,Month-to-Month,United States,6719-OXYBR,Stayed,0,1,Male,1,Fiber Optic,"35.151491, -117.927597",35.151491,-117.927597,0,85.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,8316,0,Q3,0,3,0,California,0,0,1,15,1219.85,0,409.5,0,1629.35,0,1,93505
-74,27,49.82,0,,,71,Acton,5148,One Year,United States,4083-BFNYK,Stayed,0,0,Female,1,Fiber Optic,"34.501452, -118.207862",34.501452,-118.207862,1,95,1,0,1,,1,1,0,1,Credit Card,1,7831,0,Q3,1,4,1,California,1,1,0,38,3591.25,70,1893.16,0,5554.41,0,0,93510
-69,2,10.55,0,,,21,Acton,3172,Month-to-Month,United States,3312-ZWLGF,Stayed,0,0,Male,1,Fiber Optic,"34.501452, -118.207862",34.501452,-118.207862,1,79.3,1,0,0,,0,0,1,1,Bank Withdrawal,1,7831,1,Q3,0,5,1,California,0,0,0,29,2414.55,0,305.95,0,2720.5,0,1,93510
-46,29,10.99,0,,,74,Acton,5846,Month-to-Month,United States,1635-FJFCC,Stayed,0,0,Female,1,DSL,"34.501452, -118.207862",34.501452,-118.207862,0,44.05,0,0,0,,0,0,1,0,Credit Card,1,7831,0,Q3,0,5,0,California,0,0,0,5,202.15,0,54.95,0,257.1,0,1,93510
-25,59,0,0,,,21,Acton,4678,Two Year,United States,6762-QVYJO,Stayed,1,1,Female,1,DSL,"34.501452, -118.207862",34.501452,-118.207862,1,59.75,0,3,8,Offer B,0,1,0,1,Credit Card,0,7831,1,Q3,1,3,0,California,1,1,1,58,3624.35,0,0,0,3624.35,1,1,93510
-72,23,11.86,0,,,40,Bridgeport,4143,Two Year,United States,1089-HDMKP,Stayed,1,0,Male,1,Cable,"38.184583, -119.286558",38.184583,-119.286558,0,54.55,0,1,0,,1,0,1,0,Bank Withdrawal,1,826,1,Q3,0,4,1,California,0,0,0,11,601.25,0,130.46,0,731.71,0,1,93517
-75,17,48.33,0,,,23,Bridgeport,5296,Two Year,United States,7446-YPODE,Stayed,0,0,Male,1,DSL,"38.184583, -119.286558",38.184583,-119.286558,0,60.25,1,0,0,,1,1,0,0,Bank Withdrawal,1,826,0,Q3,0,3,1,California,0,0,0,11,662.95,120,531.63,0,1314.58,0,0,93517
-41,8,40.34,0,,,45,Bridgeport,4039,One Year,United States,8405-IGQFX,Stayed,0,1,Female,1,Fiber Optic,"38.184583, -119.286558",38.184583,-119.286558,0,90.05,0,0,0,Offer B,0,0,1,0,Credit Card,1,826,1,Q3,0,3,0,California,0,0,1,63,5817,0,2541.42,0,8358.42,0,1,93517
-40,0,16.91,0,,,31,Bridgeport,3192,Month-to-Month,United States,3785-NRHYR,Joined,0,0,Male,0,,"38.184583, -119.286558",38.184583,-119.286558,0,19.65,0,0,0,,0,0,0,0,Credit Card,1,826,0,Q3,0,3,0,California,0,0,0,1,19.65,0,16.91,0,36.56,0,0,93517
-79,0,31.43,0,,,61,Ahwahnee,4015,One Year,United States,0023-UYUPN,Stayed,0,0,Female,0,,"37.375816, -119.739935",37.375816,-119.739935,1,25.2,1,0,0,,0,0,0,1,Bank Withdrawal,1,1968,0,Q3,0,3,1,California,0,0,0,50,1306.3,0,1571.5,0,2877.8,0,0,93601
-20,59,29.41,1,Competitor,Competitor offered more data,91,Ahwahnee,3458,Month-to-Month,United States,2777-PHDEI,Churned,0,0,Female,1,Fiber Optic,"37.375816, -119.739935",37.375816,-119.739935,0,78.05,0,0,0,,0,0,0,0,Bank Withdrawal,1,1968,0,Q3,0,1,0,California,0,1,1,1,78.05,10,29.41,0,117.46,1,0,93601
-30,59,16.24,0,,,68,Ahwahnee,5124,Two Year,United States,5676-CFLYY,Stayed,0,0,Male,1,Cable,"37.375816, -119.739935",37.375816,-119.739935,1,73.35,0,0,4,Offer A,1,0,1,1,Credit Card,1,1968,1,Q3,1,5,0,California,1,1,1,71,5154.5,0,1153.04,0,6307.54,0,1,93601
-56,0,13.51,0,,,79,Ahwahnee,2067,Month-to-Month,United States,8749-CLJXC,Joined,0,0,Male,0,,"37.375816, -119.739935",37.375816,-119.739935,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,1968,0,Q3,0,5,0,California,0,0,0,1,20.05,0,13.51,0,33.56,0,0,93601
-72,8,47.48,0,,,39,Big Creek,2057,Two Year,United States,6360-SVNWV,Stayed,0,0,Female,1,Fiber Optic,"37.17277, -119.2997",37.17277,-119.2997,0,73.55,0,0,0,,0,1,1,0,Credit Card,1,273,0,Q3,0,3,1,California,0,0,0,31,2094.65,0,1471.88,0,3566.53,0,1,93605
-63,28,38.07,1,Competitor,Competitor offered more data,87,Big Creek,2679,Month-to-Month,United States,1196-AMORA,Churned,0,0,Male,1,Fiber Optic,"37.17277, -119.2997",37.17277,-119.2997,0,73.6,1,0,0,,0,0,0,0,Bank Withdrawal,1,273,0,Q3,0,1,0,California,0,0,0,7,520,0,266.49,0,786.49,0,1,93605
-48,28,0,0,,,80,Big Creek,6406,One Year,United States,5125-CNDSP,Stayed,0,0,Male,1,DSL,"37.17277, -119.2997",37.17277,-119.2997,0,40.6,0,0,0,Offer B,1,1,1,0,Bank Withdrawal,0,273,1,Q3,0,3,0,California,0,0,0,63,2588.95,0,0,0,2588.95,0,1,93605
-52,11,0,0,,,53,Big Creek,5987,Two Year,United States,8882-TLVRW,Stayed,1,1,Male,1,DSL,"37.17277, -119.2997",37.17277,-119.2997,1,39.1,0,1,3,,0,1,0,1,Credit Card,0,273,1,Q3,1,3,0,California,0,0,0,69,2779.5,0,0,0,2779.5,0,1,93605
-66,22,24.95,0,,,59,Clovis,4267,Two Year,United States,9050-IKDZA,Joined,0,0,Female,1,Fiber Optic,"36.917652, -119.593757",36.917652,-119.593757,0,81.5,0,0,0,,0,0,0,0,Credit Card,1,46858,0,Q3,0,4,1,California,0,0,1,2,162.55,0,49.9,0,212.45,0,1,93611
-53,13,3.66,0,,,32,Clovis,4262,Two Year,United States,0229-LFJAF,Stayed,0,1,Male,1,DSL,"36.917652, -119.593757",36.917652,-119.593757,0,69.65,1,0,0,Offer A,1,1,0,0,Bank Withdrawal,1,46858,1,Q3,0,5,0,California,0,0,0,72,4908.25,0,263.52,0,5171.77,0,1,93611
-24,42,7.01,0,,,46,Clovis,5324,Month-to-Month,United States,2476-YGEFM,Stayed,0,0,Female,1,Fiber Optic,"36.917652, -119.593757",36.917652,-119.593757,0,76,1,0,0,,0,0,1,0,Credit Card,1,46858,0,Q3,0,3,0,California,0,0,0,29,2215.25,0,203.29,0,2418.54,1,1,93611
-56,0,34.84,0,,,51,Clovis,6201,Two Year,United States,3580-GICBM,Stayed,1,0,Female,0,,"36.917652, -119.593757",36.917652,-119.593757,1,24.2,1,1,7,,0,0,1,1,Credit Card,1,46858,0,Q3,1,3,0,California,0,0,0,61,1445.2,0,2125.24,0,3570.44,0,0,93611
-65,7,4.29,0,,,50,Friant,4093,Two Year,United States,1197-BVMVG,Stayed,0,0,Female,1,Fiber Optic,"37.027663, -119.69056",37.027663,-119.69056,0,74.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,1125,0,Q3,0,3,1,California,0,0,0,4,294.45,0,17.16,0,311.61,0,1,93626
-79,0,25.57,0,,,80,Friant,3136,Month-to-Month,United States,5539-HIVAK,Stayed,0,0,Female,0,,"37.027663, -119.69056",37.027663,-119.69056,1,25.7,1,0,8,,0,0,0,1,Mailed Check,1,1125,0,Q3,1,4,1,California,0,0,0,28,734.6,0,715.96,0,1450.56,0,0,93626
-33,30,14.53,1,Competitor,Competitor had better devices,74,Friant,5184,Month-to-Month,United States,1450-GALXR,Churned,0,0,Female,1,Fiber Optic,"37.027663, -119.69056",37.027663,-119.69056,0,98.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,1125,1,Q3,0,1,0,California,1,1,1,10,1058.25,110,145.3,0,1313.55,0,0,93626
-35,16,40.35,0,,,43,Friant,4780,Two Year,United States,5055-BRMNE,Stayed,1,0,Female,1,Fiber Optic,"37.027663, -119.69056",37.027663,-119.69056,1,106.7,1,2,3,Offer A,0,1,0,1,Credit Card,1,1125,1,Q3,1,3,0,California,1,1,1,67,7009.5,0,2703.45,0,9712.95,0,1,93626
-66,4,46.62,0,,,23,Kingsburg,5636,One Year,United States,5198-EFNBM,Stayed,0,1,Male,1,Fiber Optic,"36.478239, -119.52137",36.478239,-119.52137,1,90.65,0,0,10,,1,0,1,1,Bank Withdrawal,1,14088,0,Q3,1,4,1,California,0,0,1,57,5199.8,0,2657.34,0,7857.14,0,1,93631
-22,73,0,1,Dissatisfaction,Product dissatisfaction,77,Kingsburg,4810,Month-to-Month,United States,0746-JTRFU,Churned,0,0,Male,1,Cable,"36.478239, -119.52137",36.478239,-119.52137,0,25.05,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,14088,0,Q3,0,1,0,California,0,1,0,2,56.35,0,0,0,56.35,1,1,93631
-45,9,43.47,0,,,34,Kingsburg,5120,Two Year,United States,9926-PJHDQ,Stayed,0,1,Female,1,Cable,"36.478239, -119.52137",36.478239,-119.52137,1,76.8,1,0,5,Offer A,0,0,1,1,Bank Withdrawal,1,14088,0,Q3,1,3,0,California,1,1,1,72,5468.45,90,3129.84,0,8688.29,0,0,93631
-29,52,0,0,,,26,Kingsburg,5701,Two Year,United States,1116-FRYVH,Stayed,1,0,Female,1,DSL,"36.478239, -119.52137",36.478239,-119.52137,1,39.4,0,3,5,,1,1,0,1,Credit Card,0,14088,1,Q3,1,4,0,California,0,0,0,48,1978.65,130,0,0,2108.65,1,0,93631
-77,8,40.9,0,,,40,Lakeshore,5324,Two Year,United States,7516-GMHUV,Stayed,0,1,Male,1,Fiber Optic,"37.290606, -119.216328",37.290606,-119.216328,1,105.05,1,0,1,,0,1,1,1,Credit Card,1,52,0,Q3,1,4,1,California,1,1,1,50,5163.3,0,2045,0,7208.3,0,1,93634
-75,22,33.48,0,,,54,Lakeshore,2455,Month-to-Month,United States,1421-HCERK,Stayed,0,1,Male,1,Fiber Optic,"37.290606, -119.216328",37.290606,-119.216328,1,105.7,1,0,6,,1,1,1,1,Bank Withdrawal,1,52,1,Q3,1,5,1,California,0,0,1,30,3181.8,0,1004.4,0,4186.2,0,1,93634
-63,28,47.72,0,,,44,Lakeshore,2110,Month-to-Month,United States,7382-DFJTU,Stayed,0,1,Male,1,DSL,"37.290606, -119.216328",37.290606,-119.216328,0,55.2,0,0,0,Offer D,0,0,0,0,Credit Card,1,52,1,Q3,0,4,0,California,0,0,0,18,1058.1,0,858.96,0,1917.06,0,1,93634
-41,15,24.93,0,,,27,Lakeshore,5514,Two Year,United States,5208-FVQKB,Stayed,0,0,Male,1,DSL,"37.290606, -119.216328",37.290606,-119.216328,1,67.95,0,0,7,Offer A,1,1,0,1,Credit Card,1,52,1,Q3,1,3,0,California,1,1,0,70,4664.15,0,1745.1,0,6409.25,0,1,93634
-68,0,19.14,0,,,78,Sultana,6421,Two Year,United States,6614-YWYSC,Stayed,0,0,Male,0,,"36.545353, -119.338535",36.545353,-119.338535,1,25,1,0,5,,0,0,0,1,Bank Withdrawal,1,306,0,Q3,1,3,1,California,0,0,0,61,1501.75,0,1167.54,0,2669.29,0,0,93666
-35,76,0,0,,,49,Sultana,5569,Month-to-Month,United States,5337-IIWKZ,Stayed,1,1,Male,1,DSL,"36.545353, -119.338535",36.545353,-119.338535,1,44.85,0,3,2,Offer C,0,0,1,1,Bank Withdrawal,0,306,1,Q3,1,4,0,California,0,0,1,34,1442.6,0,0,0,1442.6,0,1,93666
-62,28,10.99,0,,,58,Sultana,5601,Month-to-Month,United States,2208-UGTGR,Stayed,0,0,Male,1,Fiber Optic,"36.545353, -119.338535",36.545353,-119.338535,0,98.6,1,0,0,Offer B,1,0,0,0,Bank Withdrawal,1,306,0,Q3,0,3,0,California,1,1,1,56,5581.05,0,615.44,0,6196.49,0,1,93666
-54,0,45.92,0,,,35,Sultana,3136,Two Year,United States,0506-YLVKJ,Stayed,1,0,Male,0,,"36.545353, -119.338535",36.545353,-119.338535,1,20.2,0,1,1,,0,0,1,1,Credit Card,1,306,0,Q3,1,3,0,California,0,0,0,46,917.45,0,2112.32,0,3029.77,0,0,93666
-65,0,8.68,0,,,55,Salinas,4397,Two Year,United States,8735-SDUFN,Stayed,0,0,Female,0,,"36.624338, -121.615669",36.624338,-121.615669,1,24.3,1,0,5,Offer A,0,0,0,1,Bank Withdrawal,1,13027,0,Q3,1,5,1,California,0,0,0,72,1778.7,0,624.96,0,2403.66,0,0,93908
-29,26,47.76,1,Attitude,Attitude of support person,94,Salinas,3670,Month-to-Month,United States,9102-IAYHT,Churned,0,0,Female,1,Fiber Optic,"36.624338, -121.615669",36.624338,-121.615669,1,85.45,1,0,1,,0,0,1,1,Bank Withdrawal,1,13027,0,Q3,1,3,0,California,1,1,0,17,1451.6,0,811.92,0,2263.52,1,1,93908
-32,0,48.41,0,,,68,Salinas,4201,Two Year,United States,7695-PKLCZ,Stayed,0,0,Female,0,,"36.624338, -121.615669",36.624338,-121.615669,0,20.5,0,0,0,,0,0,0,0,Credit Card,1,13027,0,Q3,0,4,0,California,0,0,0,68,1424.9,0,3291.88,0,4716.78,0,0,93908
-64,0,20.49,0,,,65,Salinas,5453,Two Year,United States,8874-EJNSR,Stayed,1,0,Male,0,,"36.624338, -121.615669",36.624338,-121.615669,1,25.2,1,2,8,,0,0,0,1,Credit Card,1,13027,0,Q3,1,5,0,California,0,0,0,39,987.95,0,799.11,0,1787.06,0,0,93908
-67,21,18.67,0,,,44,Menlo Park,5264,Two Year,United States,2000-DHJUY,Stayed,0,1,Female,1,DSL,"37.449551, -122.183762",37.449551,-122.183762,1,92.2,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,39062,1,Q3,1,4,1,California,1,1,1,70,6474.45,0,1306.9,0,7781.35,0,1,94025
-80,21,21.37,0,,,41,Menlo Park,3533,Month-to-Month,United States,2077-MPJQO,Stayed,0,0,Male,1,Fiber Optic,"37.449551, -122.183762",37.449551,-122.183762,1,75.4,1,0,2,,0,0,1,1,Bank Withdrawal,1,39062,0,Q3,1,4,1,California,0,0,0,7,533.05,0,149.59,0,682.64,0,1,94025
-39,23,35.03,0,,,37,Menlo Park,5649,One Year,United States,3199-NPKCN,Stayed,0,1,Female,1,Fiber Optic,"37.449551, -122.183762",37.449551,-122.183762,1,111.25,1,0,1,,0,1,1,1,Bank Withdrawal,1,39062,1,Q3,1,3,0,California,1,1,1,67,7511.65,0,2347.01,0,9858.66,0,1,94025
-26,0,42.51,0,,,57,Menlo Park,5272,Two Year,United States,2642-MAWLJ,Stayed,1,0,Female,0,,"37.449551, -122.183762",37.449551,-122.183762,1,20.25,0,2,8,Offer C,0,0,0,1,Bank Withdrawal,1,39062,0,Q3,1,5,0,California,0,0,0,36,717.95,0,1530.36,0,2248.31,1,0,94025
-80,0,7.03,0,,,24,South San Francisco,4577,Two Year,United States,9137-NOQKA,Joined,0,0,Male,0,,"37.654436, -122.426468",37.654436,-122.426468,0,19.2,0,0,0,,0,0,0,0,Bank Withdrawal,1,60599,0,Q3,0,5,1,California,0,0,0,2,37.2,0,14.06,0,51.26,0,0,94080
-27,82,38.76,1,Price,Price too high,81,South San Francisco,2954,Month-to-Month,United States,9734-YWGEX,Churned,0,1,Female,1,Fiber Optic,"37.654436, -122.426468",37.654436,-122.426468,0,98.3,1,0,0,,0,0,0,0,Credit Card,1,60599,0,Q3,0,2,0,California,1,1,1,9,923.5,0,348.84,0,1272.34,1,1,94080
-31,9,17.91,1,Other,Deceased,68,South San Francisco,4041,Month-to-Month,United States,0378-NHQXU,Churned,0,1,Female,1,Fiber Optic,"37.654436, -122.426468",37.654436,-122.426468,1,88.25,1,0,7,,0,0,0,1,Bank Withdrawal,1,60599,0,Q3,1,2,0,California,0,0,1,17,1460.65,0,304.47,0,1765.12,0,1,94080
-63,56,21.43,0,,,30,South San Francisco,2939,Two Year,United States,6427-FEFIG,Stayed,1,1,Female,1,DSL,"37.654436, -122.426468",37.654436,-122.426468,1,78.6,1,3,8,Offer C,0,1,0,1,Credit Card,1,60599,0,Q3,1,4,0,California,1,1,1,24,1846.65,0,514.32,0,2360.97,0,1,94080
-67,30,11.23,0,,,72,Palo Alto,4759,Two Year,United States,6463-MVYRY,Stayed,0,1,Female,1,DSL,"37.444314, -122.149996",37.444314,-122.149996,0,69.85,0,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,16198,1,Q3,0,4,1,California,0,0,1,57,4003,0,640.11,0,4643.11,0,1,94301
-80,27,11.55,0,,,20,Palo Alto,6335,One Year,United States,7629-WFGLW,Stayed,0,1,Female,1,Fiber Optic,"37.444314, -122.149996",37.444314,-122.149996,1,95.65,1,0,10,Offer B,1,1,0,1,Bank Withdrawal,1,16198,1,Q3,1,3,1,California,0,0,0,56,5471.75,0,646.8,21.71,6096.84,0,1,94301
-32,27,34.85,0,,,80,Palo Alto,5542,Two Year,United States,0454-OKRCT,Stayed,0,0,Male,1,Fiber Optic,"37.444314, -122.149996",37.444314,-122.149996,0,80.6,0,0,0,Offer C,1,0,0,0,Bank Withdrawal,1,16198,1,Q3,0,4,0,California,0,0,0,33,2651.1,0,1150.05,0,3801.15,0,1,94301
-35,53,45.61,0,,,33,Palo Alto,3202,Month-to-Month,United States,4316-XCSLJ,Stayed,1,0,Male,1,DSL,"37.444314, -122.149996",37.444314,-122.149996,0,50.3,0,3,0,,0,1,1,0,Credit Card,1,16198,0,Q3,0,3,0,California,0,0,0,17,846.8,0,775.37,0,1622.17,0,1,94301
-72,4,19.44,0,,,51,San Mateo,4849,Two Year,United States,4526-ZJJTM,Stayed,0,1,Female,1,Fiber Optic,"37.538309, -122.305109",37.538309,-122.305109,1,88.4,0,0,1,,1,0,0,1,Bank Withdrawal,1,37926,0,Q3,1,3,1,California,1,1,0,25,2191.15,0,486,0,2677.15,0,1,94403
-34,3,14.12,1,Competitor,Competitor offered more data,70,San Mateo,4898,Month-to-Month,United States,7881-INRLC,Churned,0,0,Male,1,Fiber Optic,"37.538309, -122.305109",37.538309,-122.305109,0,100.85,1,0,0,Offer B,1,0,1,0,Credit Card,1,37926,0,Q3,0,1,0,California,1,1,1,45,4740,0,635.4,0,5375.4,0,1,94403
-32,15,41.34,0,,,69,San Mateo,6047,One Year,United States,2692-AQCPF,Stayed,0,1,Female,1,Fiber Optic,"37.538309, -122.305109",37.538309,-122.305109,1,108.05,1,0,6,Offer B,1,0,1,1,Credit Card,1,37926,1,Q3,1,3,0,California,1,1,1,65,7118.9,0,2687.1,0,9806,0,1,94403
-59,0,41.28,0,,,32,San Mateo,4099,Month-to-Month,United States,6124-ACRHJ,Joined,0,0,Female,0,,"37.538309, -122.305109",37.538309,-122.305109,0,19.75,0,0,0,,0,0,0,0,Credit Card,1,37926,0,Q3,0,5,0,California,0,0,0,1,19.75,0,41.28,0,61.03,0,0,94403
-73,21,4.71,0,,,44,Castro Valley,5195,One Year,United States,5315-CKEQK,Stayed,1,0,Male,1,DSL,"37.708327, -122.083473",37.708327,-122.083473,1,51,1,2,1,,0,0,1,1,Bank Withdrawal,1,41698,0,Q3,1,3,1,California,0,0,0,28,1381.8,80,131.88,0,1593.68,0,0,94546
-30,51,15.44,1,Competitor,Competitor made better offer,72,Castro Valley,2627,Month-to-Month,United States,7294-TMAOP,Churned,0,0,Female,1,Fiber Optic,"37.708327, -122.083473",37.708327,-122.083473,0,90.55,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,41698,0,Q3,0,2,0,California,1,1,1,1,90.55,60,15.44,0,165.99,0,0,94546
-47,0,40.59,0,,,78,Castro Valley,2653,One Year,United States,3572-UUHRS,Stayed,0,0,Male,0,,"37.708327, -122.083473",37.708327,-122.083473,0,18.85,0,0,0,,0,0,0,0,Bank Withdrawal,1,41698,0,Q3,0,4,0,California,0,0,0,45,867.3,0,1826.55,0,2693.85,0,0,94546
-44,7,46.59,0,,,68,Castro Valley,2724,Month-to-Month,United States,1356-MKYSK,Stayed,0,1,Male,1,DSL,"37.708327, -122.083473",37.708327,-122.083473,0,78.65,0,0,0,Offer E,0,1,0,0,Credit Card,1,41698,1,Q3,0,3,0,California,1,1,1,6,483.3,10,279.54,0,772.84,0,0,94546
-74,14,46.2,0,,,47,Pittsburg,4588,Two Year,United States,0907-HQNTS,Stayed,0,1,Female,1,Fiber Optic,"38.006047, -121.916834",38.006047,-121.916834,1,113,1,0,8,Offer A,1,1,1,1,Credit Card,1,78816,1,Q3,1,3,1,California,1,0,1,70,7987.6,0,3234,0,11221.6,0,1,94565
-53,21,43.72,1,Attitude,Attitude of service provider,91,Pittsburg,2704,Month-to-Month,United States,5442-UTCVD,Churned,0,1,Male,1,Fiber Optic,"38.006047, -121.916834",38.006047,-121.916834,0,91.85,1,0,0,,0,0,0,0,Bank Withdrawal,1,78816,0,Q3,0,1,0,California,1,1,0,3,257.05,0,131.16,0,388.21,0,1,94565
-62,0,21.14,0,,,67,Pittsburg,4923,Two Year,United States,8165-ZJRNM,Stayed,1,0,Female,0,,"38.006047, -121.916834",38.006047,-121.916834,1,23.75,1,1,7,Offer A,0,0,0,1,Bank Withdrawal,1,78816,0,Q3,1,5,0,California,0,0,0,72,1679.25,0,1522.08,0,3201.33,0,0,94565
-60,10,11.48,0,,,28,Pittsburg,5058,One Year,United States,9711-FJTBX,Stayed,1,1,Male,1,Fiber Optic,"38.006047, -121.916834",38.006047,-121.916834,1,85.85,0,1,4,,1,0,1,1,Credit Card,1,78816,1,Q3,1,4,0,California,0,0,0,56,4793.8,0,642.88,0,5436.68,0,1,94565
-79,27,43.99,0,,,35,Rio Vista,3662,Two Year,United States,8250-ZNGGW,Stayed,0,0,Female,1,DSL,"38.148862, -121.737696",38.148862,-121.737696,0,59.9,0,0,0,,1,1,0,0,Credit Card,1,5246,1,Q3,0,4,1,California,0,0,0,5,287.85,20,219.95,0,527.8,0,0,94571
-75,15,28.25,0,,,23,Rio Vista,4912,Month-to-Month,United States,8421-WZOOW,Stayed,1,1,Female,1,Fiber Optic,"38.148862, -121.737696",38.148862,-121.737696,1,95.3,0,1,8,,1,0,1,1,Credit Card,1,5246,1,Q3,1,3,1,California,0,0,1,57,5567.45,0,1610.25,0,7177.7,0,1,94571
-57,29,10.3,1,Attitude,Attitude of support person,81,Rio Vista,4107,Month-to-Month,United States,2114-MGINA,Churned,0,0,Female,1,Fiber Optic,"38.148862, -121.737696",38.148862,-121.737696,0,89.8,0,0,0,Offer D,0,0,1,0,Credit Card,1,5246,0,Q3,0,1,0,California,1,1,1,14,1129.1,0,144.2,0,1273.3,0,1,94571
-53,0,26.03,0,,,33,Rio Vista,4669,One Year,United States,3280-NMUVX,Stayed,0,0,Male,0,,"38.148862, -121.737696",38.148862,-121.737696,1,19.6,0,0,7,,0,0,0,1,Credit Card,1,5246,0,Q3,1,5,0,California,0,0,0,34,678.8,0,885.02,0,1563.82,0,0,94571
-73,18,44.54,0,,,21,Oakland,4414,One Year,United States,8166-ORCHU,Stayed,0,0,Male,1,Fiber Optic,"37.758019, -122.138678",37.758019,-122.138678,1,93.55,0,0,10,,1,1,1,1,Bank Withdrawal,1,42854,1,Q3,1,4,1,California,1,0,0,33,3055.5,0,1469.82,0,4525.32,0,1,94605
-56,8,16.99,0,,,59,Oakland,5262,Month-to-Month,United States,4065-JJAVA,Joined,0,0,Female,1,DSL,"37.758019, -122.138678",37.758019,-122.138678,0,49.5,0,0,0,,1,0,0,0,Bank Withdrawal,1,42854,0,Q3,0,4,0,California,0,0,0,1,49.5,30,16.99,0,96.49,0,0,94605
-37,0,11.27,0,,,69,Oakland,2774,One Year,United States,5808-TOTXO,Joined,1,0,Female,0,,"37.758019, -122.138678",37.758019,-122.138678,0,20.55,0,2,0,,0,0,1,0,Credit Card,1,42854,0,Q3,0,3,0,California,0,0,0,3,57.4,0,33.81,0,91.21,0,0,94605
-56,20,40.92,0,,,48,Oakland,5094,Month-to-Month,United States,4673-KKSLS,Stayed,0,1,Female,1,Fiber Optic,"37.758019, -122.138678",37.758019,-122.138678,0,87.6,0,0,0,,0,1,0,0,Bank Withdrawal,1,42854,1,Q3,0,4,0,California,0,0,0,31,2724.25,70,1268.52,0,4062.77,0,0,94605
-79,13,14.23,0,,,32,Dillon Beach,5425,Two Year,United States,9508-ILZDG,Stayed,0,0,Female,1,Fiber Optic,"38.24458, -122.956268",38.24458,-122.956268,0,96.35,1,0,0,,1,0,1,0,Bank Withdrawal,1,330,1,Q3,0,4,1,California,0,0,1,34,3190.25,0,483.82,0,3674.07,0,1,94929
-35,21,28.19,0,,,76,Dillon Beach,2166,Month-to-Month,United States,4026-SKKHW,Joined,0,0,Male,1,Cable,"38.24458, -122.956268",38.24458,-122.956268,0,50.25,0,0,0,,0,0,1,0,Credit Card,1,330,1,Q3,0,3,0,California,0,0,0,3,152.3,0,84.57,0,236.87,0,1,94929
-43,0,41.57,0,,,52,Dillon Beach,3098,Month-to-Month,United States,6671-NGWON,Stayed,0,0,Female,0,,"38.24458, -122.956268",38.24458,-122.956268,0,20.35,0,0,0,Offer E,0,0,0,0,Credit Card,1,330,0,Q3,0,5,0,California,0,0,0,7,150.6,0,290.99,0,441.59,0,0,94929
-38,23,12.12,0,,,69,Dillon Beach,4493,Two Year,United States,3779-OSWCF,Stayed,0,1,Female,1,Cable,"38.24458, -122.956268",38.24458,-122.956268,1,93.2,1,0,8,,1,1,0,1,Credit Card,1,330,1,Q3,1,3,0,California,1,1,1,71,6506.15,0,860.52,0,7366.67,0,1,94929
-65,9,0,0,,,46,Nicasio,3920,Two Year,United States,6128-AQBMT,Stayed,0,1,Male,1,Cable,"38.065359, -122.665566",38.065359,-122.665566,1,53.95,0,0,8,Offer B,1,0,1,1,Bank Withdrawal,0,607,0,Q3,1,3,1,California,1,1,1,41,2215.4,0,0,0,2215.4,0,1,94946
-79,23,36.58,0,,,40,Nicasio,5791,One Year,United States,5671-UUNXD,Stayed,0,0,Female,1,Fiber Optic,"38.065359, -122.665566",38.065359,-122.665566,1,100.65,1,0,1,,0,0,1,1,Bank Withdrawal,1,607,1,Q3,1,3,1,California,1,1,1,50,5189.75,0,1829,0,7018.75,0,1,94946
-40,18,45.69,1,Competitor,Competitor had better devices,69,Nicasio,5686,Month-to-Month,United States,1624-WOIWJ,Churned,0,0,Female,1,Fiber Optic,"38.065359, -122.665566",38.065359,-122.665566,0,84.7,0,0,0,,0,1,1,0,Mailed Check,1,607,0,Q3,0,1,0,California,0,0,1,10,832.05,0,456.9,12.81,1276.14,0,1,94946
-35,9,8,0,,,80,Nicasio,5198,One Year,United States,8680-CGLTP,Stayed,0,0,Male,1,DSL,"38.065359, -122.665566",38.065359,-122.665566,0,58.75,0,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,607,1,Q3,0,3,0,California,0,0,0,29,1696.2,50,232,0,1978.2,0,0,94946
-78,19,5.93,0,,,79,San Quentin,6357,Two Year,United States,4295-YURET,Stayed,1,0,Female,1,DSL,"37.942551, -122.491642",37.942551,-122.491642,1,72.6,0,1,8,Offer B,0,1,1,1,Credit Card,1,6448,1,Q3,1,4,1,California,1,0,1,56,4084.35,140,332.08,0,4556.43,0,0,94964
-66,0,47.46,0,,,68,San Quentin,4224,Two Year,United States,4698-KVLLG,Stayed,0,0,Female,0,,"37.942551, -122.491642",37.942551,-122.491642,0,19.6,0,0,0,,0,0,0,0,Credit Card,1,6448,0,Q3,0,5,1,California,0,0,0,51,967.9,0,2420.46,0,3388.36,0,0,94964
-36,8,10.23,0,,,77,San Quentin,5436,Month-to-Month,United States,7030-NJVDP,Stayed,0,0,Male,1,Fiber Optic,"37.942551, -122.491642",37.942551,-122.491642,1,89.25,0,0,2,,0,1,1,1,Bank Withdrawal,1,6448,1,Q3,1,3,0,California,1,1,0,24,2210.2,0,245.52,0,2455.72,0,1,94964
-31,0,48.7,0,,,59,San Quentin,5077,One Year,United States,3372-CDXFJ,Stayed,1,0,Male,0,,"37.942551, -122.491642",37.942551,-122.491642,1,24.5,1,2,8,,0,0,0,1,Bank Withdrawal,1,6448,0,Q3,1,5,0,California,0,0,0,13,343.6,0,633.1,0,976.7,0,0,94964
-70,19,24.68,0,,,44,Felton,4340,Two Year,United States,0924-BJCRC,Stayed,0,0,Female,1,Fiber Optic,"37.089111, -122.062213",37.089111,-122.062213,1,89.45,1,0,6,Offer B,1,0,0,1,Bank Withdrawal,1,8728,0,Q3,1,3,1,California,1,0,0,60,5294.6,10,1480.8,0,6785.4,0,0,95018
-56,8,26,1,Dissatisfaction,Service dissatisfaction,93,Felton,3963,Month-to-Month,United States,0519-XUZJU,Churned,0,0,Female,1,Fiber Optic,"37.089111, -122.062213",37.089111,-122.062213,0,70.75,0,0,0,,0,0,0,0,Mailed Check,1,8728,0,Q3,0,2,0,California,0,0,0,1,70.75,0,26,0,96.75,0,1,95018
-41,0,8.25,0,,,37,Felton,4848,One Year,United States,9170-ARBTB,Stayed,0,0,Female,0,,"37.089111, -122.062213",37.089111,-122.062213,1,19.6,0,0,0,,0,0,0,1,Credit Card,1,8728,0,Q3,0,3,0,California,0,0,0,52,1012.4,0,429,46.07,1395.33,0,0,95018
-58,0,30.07,0,,,44,Felton,3561,Two Year,United States,3525-DVKFN,Stayed,0,0,Female,0,,"37.089111, -122.062213",37.089111,-122.062213,0,19.4,0,0,0,Offer D,0,0,0,0,Credit Card,1,8728,0,Q3,0,3,0,California,0,0,0,17,358.05,0,511.19,0,869.24,0,0,95018
-76,27,1.58,0,,,75,French Camp,5669,One Year,United States,8433-WPJTV,Stayed,1,1,Female,1,Fiber Optic,"37.873283, -121.292034",37.873283,-121.292034,1,103.9,1,3,8,Offer B,0,0,1,1,Bank Withdrawal,1,5094,1,Q3,1,3,1,California,1,0,1,65,6767.1,0,102.7,0,6869.8,0,1,95231
-44,5,17.8,1,Other,Don't know,88,French Camp,5186,Month-to-Month,United States,6087-MVHJH,Churned,0,1,Female,1,Fiber Optic,"37.873283, -121.292034",37.873283,-121.292034,0,88.45,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,5094,0,Q3,0,2,0,California,1,1,0,16,1422.1,140,284.8,0,1846.9,0,0,95231
-44,19,15.54,0,,,62,French Camp,5267,Month-to-Month,United States,5334-JLAXU,Stayed,0,0,Female,1,Fiber Optic,"37.873283, -121.292034",37.873283,-121.292034,1,94.1,1,0,8,Offer B,1,1,1,1,Credit Card,1,5094,0,Q3,1,3,0,California,1,1,0,60,5475.9,0,932.4,0,6408.3,0,1,95231
-41,27,30.8,0,,,60,French Camp,3804,Month-to-Month,United States,4226-KKDON,Stayed,0,0,Male,1,DSL,"37.873283, -121.292034",37.873283,-121.292034,0,66.65,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,5094,1,Q3,0,4,0,California,0,0,1,8,520.95,0,246.4,0,767.35,0,1,95231
-72,5,36.48,0,,,80,Cressey,4657,One Year,United States,5387-ASZNZ,Stayed,0,0,Female,1,DSL,"37.420273, -120.66527",37.420273,-120.66527,0,63.85,1,0,0,Offer A,1,1,1,0,Credit Card,1,55,1,Q3,0,3,1,California,0,0,0,66,4174.35,0,2407.68,0,6582.03,0,1,95312
-29,82,38.35,0,,,20,Cressey,4700,One Year,United States,0887-WBJVH,Stayed,0,0,Female,1,Fiber Optic,"37.420273, -120.66527",37.420273,-120.66527,1,93.45,0,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,55,1,Q3,1,4,0,California,1,1,1,53,4872.2,0,2032.55,0,6904.75,1,1,95312
-55,0,16.68,0,,,21,Cressey,4463,One Year,United States,4116-IQRFR,Stayed,1,0,Male,0,,"37.420273, -120.66527",37.420273,-120.66527,1,24.1,1,2,1,Offer E,0,0,0,1,Credit Card,1,55,0,Q3,1,3,0,California,0,0,0,4,73.1,0,66.72,0,139.82,0,0,95312
-36,0,18.43,0,,,46,Cressey,3594,Month-to-Month,United States,3039-MJSLN,Joined,1,0,Male,0,,"37.420273, -120.66527",37.420273,-120.66527,0,20.2,0,3,0,,0,0,0,0,Bank Withdrawal,1,55,0,Q3,0,3,0,California,0,0,0,3,50.6,0,55.29,0,105.89,0,0,95312
-69,5,10.4,0,,,40,La Grange,4763,Two Year,United States,2277-DJJDL,Stayed,0,0,Male,1,Fiber Optic,"37.666587, -120.411517",37.666587,-120.411517,1,99,1,0,5,Offer B,0,0,1,1,Bank Withdrawal,1,1749,1,Q3,1,3,1,California,1,0,1,60,6017.9,150,624,0,6791.9,0,0,95329
-40,29,47.38,1,Competitor,Competitor offered more data,82,La Grange,4089,Month-to-Month,United States,1264-BYWMS,Churned,0,0,Male,1,Fiber Optic,"37.666587, -120.411517",37.666587,-120.411517,0,96.8,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,1749,0,Q3,0,1,0,California,1,1,1,55,5283.95,0,2605.9,0,7889.85,0,1,95329
-24,0,18.31,0,,,57,La Grange,2574,Two Year,United States,5542-NKVRU,Stayed,0,0,Female,0,,"37.666587, -120.411517",37.666587,-120.411517,0,20.75,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,1749,0,Q3,0,3,0,California,0,0,0,42,844.45,0,769.02,0,1613.47,1,0,95329
-40,14,44.03,0,,,68,La Grange,6130,Two Year,United States,8901-UPRHR,Stayed,1,1,Female,1,Fiber Optic,"37.666587, -120.411517",37.666587,-120.411517,1,109.2,1,1,4,Offer A,1,0,1,1,Bank Withdrawal,1,1749,1,Q3,1,4,0,California,1,1,1,72,7711.45,0,3170.16,0,10881.61,0,1,95329
-69,8,40.94,0,,,37,Midpines,4097,Two Year,United States,6963-EZQEE,Stayed,0,1,Male,1,DSL,"37.581496, -119.972762",37.581496,-119.972762,1,88.55,1,0,4,,1,1,1,1,Credit Card,1,433,1,Q3,1,3,1,California,1,0,1,70,6306.5,0,2865.8,0,9172.3,0,1,95345
-23,73,16.77,0,,,55,Midpines,5108,Month-to-Month,United States,0013-MHZWF,Stayed,1,0,Female,1,Cable,"37.581496, -119.972762",37.581496,-119.972762,0,69.4,0,3,0,Offer E,0,0,1,0,Credit Card,1,433,1,Q3,0,3,0,California,1,1,1,9,571.45,0,150.93,0,722.38,1,1,95345
-25,73,45.92,0,,,24,Midpines,3913,One Year,United States,3633-CDBUW,Stayed,1,1,Male,1,DSL,"37.581496, -119.972762",37.581496,-119.972762,0,80.85,0,1,0,,1,0,0,0,Bank Withdrawal,1,433,1,Q3,0,5,0,California,1,1,1,17,1445.95,50,780.64,0,2276.59,1,0,95345
-30,52,45.37,0,,,66,Midpines,3624,Month-to-Month,United States,3427-GGZZI,Stayed,0,0,Female,1,Fiber Optic,"37.581496, -119.972762",37.581496,-119.972762,1,89.1,1,0,1,,1,0,1,1,Bank Withdrawal,1,433,0,Q3,1,5,0,California,1,1,0,19,1620.8,0,862.03,0,2482.83,0,1,95345
-76,19,38.85,0,,,28,Mi Wuk Village,5269,Two Year,United States,2452-KDRRH,Stayed,0,1,Male,1,Fiber Optic,"38.121601, -120.133915",38.121601,-120.133915,0,101.4,1,0,0,,0,0,1,0,Credit Card,1,1278,0,Q3,0,4,1,California,1,0,1,67,6841.05,0,2602.95,0,9444,0,1,95346
-79,3,47.27,0,,,62,Mi Wuk Village,6024,Two Year,United States,0707-HOVVN,Stayed,0,1,Female,1,Cable,"38.121601, -120.133915",38.121601,-120.133915,0,75.5,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,1278,1,Q3,0,4,1,California,0,0,1,70,5212.65,0,3308.9,0,8521.55,0,1,95346
-77,22,9.39,0,,,52,Mi Wuk Village,5837,Two Year,United States,7779-ORAEL,Stayed,0,1,Male,1,DSL,"38.121601, -120.133915",38.121601,-120.133915,1,75.15,1,0,4,,0,1,0,1,Credit Card,1,1278,1,Q3,1,3,1,California,1,0,0,45,3480.35,0,422.55,0,3902.9,0,1,95346
-34,3,32.92,1,Other,Moved,69,Mi Wuk Village,2502,Month-to-Month,United States,5494-HECPR,Churned,0,0,Female,1,Fiber Optic,"38.121601, -120.133915",38.121601,-120.133915,0,80.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1278,0,Q3,0,2,0,California,0,0,1,1,80.25,0,32.92,0,113.17,0,1,95346
-78,16,9.88,0,,,49,Turlock,4606,Two Year,United States,5248-RPYWW,Stayed,1,1,Female,1,Cable,"37.529656, -120.854357",37.529656,-120.854357,1,90.15,1,1,2,,1,1,1,1,Bank Withdrawal,1,24708,1,Q3,1,3,1,California,1,0,1,72,6716.45,0,711.36,0,7427.81,0,1,95382
-36,12,13.45,1,Other,Don't know,77,Turlock,2777,Month-to-Month,United States,1689-MRZQR,Churned,0,0,Male,1,Fiber Optic,"37.529656, -120.854357",37.529656,-120.854357,1,78.3,0,0,1,,0,0,0,1,Bank Withdrawal,1,24708,0,Q3,1,3,0,California,0,0,1,34,2564.3,0,457.3,0,3021.6,0,1,95382
-64,27,45.86,1,Price,Long distance charges,91,Turlock,5796,Month-to-Month,United States,3428-XZMAZ,Churned,0,0,Male,1,Fiber Optic,"37.529656, -120.854357",37.529656,-120.854357,0,69.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,24708,0,Q3,0,2,0,California,0,0,0,1,69.35,0,45.86,0,115.21,0,1,95382
-61,0,22.97,0,,,22,Turlock,4204,Month-to-Month,United States,7542-CYDDM,Stayed,0,0,Male,0,,"37.529656, -120.854357",37.529656,-120.854357,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,24708,0,Q3,0,3,0,California,0,0,0,18,358.5,0,413.46,0,771.96,0,0,95382
-68,29,44.56,0,,,60,Twain Harte,5896,Two Year,United States,7923-IYJWY,Stayed,0,1,Male,1,Fiber Optic,"38.107441, -120.230625",38.107441,-120.230625,0,116.1,1,0,0,,1,1,1,0,Credit Card,1,4848,1,Q3,0,3,1,California,1,0,1,67,7839.85,40,2985.52,0,10865.37,0,0,95383
-43,0,30.33,0,,,59,Twain Harte,5907,Two Year,United States,1299-AURJA,Stayed,1,0,Female,0,,"38.107441, -120.230625",38.107441,-120.230625,1,24.7,1,2,8,,0,0,0,1,Bank Withdrawal,1,4848,0,Q3,1,4,0,California,0,0,0,70,1685.9,0,2123.1,0,3809,0,0,95383
-27,52,0,0,,,24,Twain Harte,5575,Month-to-Month,United States,1100-DDVRV,Stayed,0,0,Male,1,DSL,"38.107441, -120.230625",38.107441,-120.230625,1,49.8,0,0,1,,1,0,1,1,Credit Card,0,4848,0,Q3,1,5,0,California,1,1,1,17,836.35,0,0,0,836.35,1,1,95383
-21,59,27.1,0,,,30,Twain Harte,4403,Two Year,United States,4718-WXBGI,Stayed,1,1,Male,1,Cable,"38.107441, -120.230625",38.107441,-120.230625,1,91.95,1,1,1,Offer A,1,1,1,1,Credit Card,1,4848,1,Q3,1,4,0,California,1,1,1,72,6614.9,0,1951.2,0,8566.1,1,1,95383
-65,20,12.67,0,,,79,Cazadero,4716,Two Year,United States,1658-TJVOA,Stayed,0,0,Female,1,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,0,74.1,0,0,0,,0,1,1,0,Bank Withdrawal,1,1575,0,Q3,0,3,1,California,0,0,0,6,450.9,0,76.02,0,526.92,0,1,95421
-60,13,10.13,0,,,34,Cazadero,4534,Two Year,United States,6766-HFKLA,Stayed,0,1,Female,1,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,1,103.2,1,0,10,,0,0,0,1,Bank Withdrawal,1,1575,1,Q3,1,5,0,California,1,1,1,56,5744.35,0,567.28,0,6311.63,0,1,95421
-40,18,16.05,0,,,67,Cazadero,2102,Month-to-Month,United States,4329-YPDDQ,Stayed,0,1,Male,1,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,0,108.2,0,0,0,,1,1,1,0,Bank Withdrawal,1,1575,1,Q3,0,3,0,California,1,1,1,20,2203.7,0,321,0,2524.7,0,1,95421
-27,85,8.94,0,,,45,Cazadero,4465,Month-to-Month,United States,2279-AXJJK,Stayed,0,0,Male,1,Fiber Optic,"38.578807, -123.19338",38.578807,-123.19338,1,95.65,1,0,1,,1,0,1,1,Credit Card,1,1575,1,Q3,1,3,0,California,1,1,0,52,5088.4,0,464.88,11.8,5541.48,1,1,95421
-78,3,43.54,0,,,77,Elk,5804,Two Year,United States,0674-DGMAQ,Stayed,0,1,Male,1,Fiber Optic,"39.108252, -123.645121",39.108252,-123.645121,1,93.5,1,0,9,Offer C,1,0,1,1,Bank Withdrawal,1,383,0,Q3,1,5,1,California,1,0,0,32,2970.8,0,1393.28,0,4364.08,0,1,95432
-30,0,46.77,1,Attitude,Attitude of service provider,83,Elk,3657,Month-to-Month,United States,4877-EVATK,Churned,0,0,Male,0,,"39.108252, -123.645121",39.108252,-123.645121,0,20,0,0,0,,0,0,0,0,Mailed Check,1,383,0,Q3,0,2,0,California,0,0,0,1,20,0,46.77,0,66.77,0,0,95432
-22,51,18.62,0,,,33,Elk,5870,Month-to-Month,United States,9992-UJOEL,Joined,0,0,Male,1,DSL,"39.108252, -123.645121",39.108252,-123.645121,0,50.3,0,0,0,Offer E,1,0,1,0,Credit Card,1,383,0,Q3,0,5,0,California,0,0,0,2,92.75,0,37.24,0,129.99,1,1,95432
-44,25,40.57,0,,,49,Elk,4747,Two Year,United States,7162-WPHPM,Stayed,1,1,Male,1,DSL,"39.108252, -123.645121",39.108252,-123.645121,1,71.6,1,3,1,,1,1,0,1,Credit Card,1,383,1,Q3,1,4,0,California,0,0,0,58,4230.25,0,2353.06,45.54,6537.77,0,1,95432
-71,5,0,0,,,44,Ferndale,2056,Two Year,United States,8648-PFRMP,Stayed,0,0,Female,1,Cable,"40.4785, -124.301372",40.4785,-124.301372,0,46.35,0,0,0,,0,0,1,0,Bank Withdrawal,0,2965,0,Q3,0,4,1,California,1,1,1,14,672.7,0,0,0,672.7,0,1,95536
-80,17,19,0,,,44,Ferndale,2757,Two Year,United States,6350-XFYGW,Stayed,0,1,Male,1,Fiber Optic,"40.4785, -124.301372",40.4785,-124.301372,0,94.75,0,0,0,,0,0,1,0,Bank Withdrawal,1,2965,0,Q3,0,4,1,California,1,1,1,4,422.4,0,76,0,498.4,0,1,95536
-50,30,35.32,1,Dissatisfaction,Poor expertise of online support,65,Ferndale,3849,One Year,United States,9831-BPFRI,Churned,0,1,Female,1,Fiber Optic,"40.4785, -124.301372",40.4785,-124.301372,1,89.55,1,0,1,,1,0,1,1,Bank Withdrawal,1,2965,1,Q3,1,2,0,California,0,0,0,39,3474.45,0,1377.48,0,4851.93,0,1,95536
-40,0,34.44,0,,,69,Ferndale,2784,Two Year,United States,0625-AFOHS,Stayed,1,0,Female,0,,"40.4785, -124.301372",40.4785,-124.301372,1,20.2,0,1,5,Offer C,0,0,0,1,Credit Card,1,2965,0,Q3,1,3,0,California,0,0,0,29,558.8,0,998.76,0,1557.56,0,0,95536
-78,24,28.44,0,,,58,Miranda,5521,One Year,United States,8996-ZROXE,Stayed,0,1,Male,1,DSL,"40.210895, -123.86",40.210895,-123.86,0,53.5,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,867,1,Q3,0,4,1,California,0,0,0,57,3035.8,0,1621.08,0,4656.88,0,1,95553
-33,5,10.76,1,Competitor,Competitor offered more data,76,Miranda,6098,One Year,United States,4791-QRGMF,Churned,0,1,Male,1,Fiber Optic,"40.210895, -123.86",40.210895,-123.86,1,99.5,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,867,0,Q3,1,3,0,California,1,1,1,59,5961.1,0,634.84,0,6595.94,0,1,95553
-33,25,3.25,1,Competitor,Competitor offered more data,73,Miranda,2810,Month-to-Month,United States,2462-XIIJB,Churned,0,1,Male,1,Fiber Optic,"40.210895, -123.86",40.210895,-123.86,0,92.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,867,0,Q3,0,2,0,California,0,0,1,5,452.7,0,16.25,0,468.95,0,1,95553
-29,59,33.39,1,Competitor,Competitor offered higher download speeds,77,Miranda,5236,Month-to-Month,United States,6956-SMUCM,Churned,0,1,Female,1,Fiber Optic,"40.210895, -123.86",40.210895,-123.86,0,99,0,0,0,,0,1,1,0,Credit Card,1,867,0,Q3,0,1,0,California,1,1,1,3,287.4,10,100.17,0,397.57,1,0,95553
-66,19,15.6,0,,,62,Somes Bar,4048,Two Year,United States,2207-QPJED,Stayed,0,1,Female,1,Fiber Optic,"41.444606, -123.471895",41.444606,-123.471895,1,90,0,0,8,,0,0,0,1,Bank Withdrawal,1,202,1,Q3,1,4,1,California,0,0,1,37,3371.75,0,577.2,0,3948.95,0,1,95568
-28,51,7.28,1,Competitor,Competitor had better devices,96,Somes Bar,5723,Month-to-Month,United States,3838-OZURD,Churned,0,1,Male,1,Fiber Optic,"41.444606, -123.471895",41.444606,-123.471895,1,105,1,0,0,Offer A,1,0,1,1,Credit Card,1,202,0,Q3,0,1,0,California,1,1,1,66,7133.25,0,480.48,0,7613.73,1,1,95568
-32,27,42.68,0,,,43,Somes Bar,2562,Month-to-Month,United States,1230-QAJDW,Joined,0,0,Male,1,Cable,"41.444606, -123.471895",41.444606,-123.471895,0,65.25,1,0,0,,0,0,1,0,Credit Card,1,202,1,Q3,0,5,0,California,0,0,1,3,209.9,0,128.04,0,337.94,0,1,95568
-60,0,18.64,0,,,33,Somes Bar,3828,Two Year,United States,7033-CLAMM,Stayed,1,0,Female,0,,"41.444606, -123.471895",41.444606,-123.471895,1,20.2,0,2,6,Offer B,0,0,0,1,Bank Withdrawal,1,202,0,Q3,1,5,0,California,0,0,0,48,1027.25,0,894.72,0,1921.97,0,0,95568
-78,0,18.39,0,,,71,Capay,3740,Two Year,United States,0516-QREYC,Stayed,0,0,Female,0,,"38.681651, -122.130569",38.681651,-122.130569,0,20.3,0,0,0,,0,0,1,0,Credit Card,1,262,0,Q3,0,5,1,California,0,0,0,24,459.95,0,441.36,0,901.31,0,0,95607
-59,0,45.03,0,,,22,Capay,4845,One Year,United States,7073-QETQY,Stayed,0,0,Male,0,,"38.681651, -122.130569",38.681651,-122.130569,1,20.35,0,0,9,Offer A,0,0,1,1,Bank Withdrawal,1,262,0,Q3,1,5,0,California,0,0,0,66,1359.5,0,2971.98,0,4331.48,0,0,95607
-26,59,0,0,,,57,Capay,4959,Month-to-Month,United States,6743-HHQPF,Stayed,0,0,Male,1,DSL,"38.681651, -122.130569",38.681651,-122.130569,1,25.1,0,0,5,,0,0,1,1,Credit Card,0,262,0,Q3,1,3,0,California,0,1,0,42,1097.15,0,0,0,1097.15,1,1,95607
-48,0,11.18,0,,,68,Capay,5063,Two Year,United States,2169-RRLFW,Stayed,0,0,Female,0,,"38.681651, -122.130569",38.681651,-122.130569,1,25.6,1,0,3,,0,0,0,1,Credit Card,1,262,0,Q3,1,5,0,California,0,0,0,71,1888.25,0,793.78,0,2682.03,0,0,95607
-76,27,45.13,0,,,41,Courtland,2926,Two Year,United States,3865-QBWSJ,Stayed,1,0,Male,1,Fiber Optic,"38.311609, -121.554034",38.311609,-121.554034,0,80.45,1,2,0,,0,1,1,0,Credit Card,1,699,0,Q3,0,3,1,California,0,0,0,38,3162.65,0,1714.94,0,4877.59,0,1,95615
-23,85,4.29,0,,,78,Courtland,3963,Month-to-Month,United States,9272-LSVYH,Stayed,0,0,Male,1,Fiber Optic,"38.311609, -121.554034",38.311609,-121.554034,0,70.15,0,0,0,,0,0,0,0,Credit Card,1,699,0,Q3,0,3,0,California,0,0,0,10,735.5,0,42.9,0,778.4,1,1,95615
-43,0,34.07,0,,,78,Courtland,2722,Month-to-Month,United States,4018-KJYUY,Stayed,1,0,Male,0,,"38.311609, -121.554034",38.311609,-121.554034,0,20.15,0,2,0,Offer D,0,0,0,0,Credit Card,1,699,0,Q3,0,5,0,California,0,0,0,22,432.5,0,749.54,0,1182.04,0,0,95615
-45,9,27.69,0,,,76,Courtland,4220,Month-to-Month,United States,8873-GLDMH,Stayed,0,0,Female,1,Fiber Optic,"38.311609, -121.554034",38.311609,-121.554034,0,73.85,1,0,0,,0,0,1,0,Credit Card,1,699,0,Q3,0,4,0,California,0,0,0,6,401.3,0,166.14,0,567.44,0,1,95615
-72,30,14.65,0,,,36,Dixon,2925,Two Year,United States,5857-TYBCJ,Stayed,0,1,Male,1,Fiber Optic,"38.392821, -121.799917",38.392821,-121.799917,1,89.2,1,0,6,Offer B,0,0,1,1,Bank Withdrawal,1,18529,0,Q3,1,4,1,California,0,0,1,44,4040.2,0,644.6,0,4684.8,0,1,95620
-43,15,13.02,1,Competitor,Competitor had better devices,92,Dixon,5094,Month-to-Month,United States,2568-BRGYX,Churned,0,0,Male,1,Fiber Optic,"38.392821, -121.799917",38.392821,-121.799917,0,70.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,18529,0,Q3,0,1,0,California,0,0,0,4,237.95,0,52.08,0,290.03,0,1,95620
-42,0,6,0,,,23,Dixon,2159,Month-to-Month,United States,8780-RSYYU,Stayed,0,0,Female,0,,"38.392821, -121.799917",38.392821,-121.799917,0,19.2,0,0,0,Offer C,0,0,1,0,Credit Card,1,18529,0,Q3,0,4,0,California,0,0,0,25,532.1,0,150,0,682.1,0,0,95620
-19,0,19.38,0,,,70,Dixon,4001,Month-to-Month,United States,0547-HURJB,Stayed,1,0,Male,0,,"38.392821, -121.799917",38.392821,-121.799917,0,21.05,0,2,0,Offer D,0,0,0,0,Credit Card,1,18529,0,Q3,0,3,0,California,0,0,0,12,235.8,0,232.56,0,468.36,1,0,95620
-73,0,14.69,0,,,26,Elmira,6388,Two Year,United States,4176-RELJR,Stayed,0,0,Male,0,,"38.349195, -121.902943",38.349195,-121.902943,0,25.1,1,0,0,,0,0,0,0,Credit Card,1,171,0,Q3,0,3,1,California,0,0,0,67,1672.15,0,984.23,0,2656.38,0,0,95625
-63,29,30.1,1,Competitor,Competitor offered more data,70,Elmira,5146,Month-to-Month,United States,7249-WBIYX,Churned,0,0,Male,1,Cable,"38.349195, -121.902943",38.349195,-121.902943,1,85.6,1,0,1,,0,0,1,1,Bank Withdrawal,1,171,0,Q3,1,2,0,California,0,0,1,10,813.85,0,301,0,1114.85,0,1,95625
-61,27,27.57,1,Dissatisfaction,Limited range of services,69,Elmira,2085,Month-to-Month,United States,8752-STIVR,Churned,0,0,Female,1,Fiber Optic,"38.349195, -121.902943",38.349195,-121.902943,0,79,0,0,0,,0,0,1,0,Bank Withdrawal,1,171,0,Q3,0,3,0,California,0,0,1,4,303.15,0,110.28,0,413.43,0,1,95625
-27,52,0,0,,,33,Elmira,4829,Month-to-Month,United States,8741-LQOBK,Stayed,1,0,Female,1,DSL,"38.349195, -121.902943",38.349195,-121.902943,1,35.05,0,2,9,,1,1,0,1,Bank Withdrawal,0,171,0,Q3,1,3,0,California,0,1,0,46,1620.25,0,0,0,1620.25,1,1,95625
-75,24,38.59,0,,,50,Jackson,4442,Two Year,United States,7924-GJZFI,Stayed,0,0,Female,1,Fiber Optic,"38.336216, -120.76901",38.336216,-120.76901,1,69.3,0,0,7,,0,0,1,1,Bank Withdrawal,1,6202,0,Q3,1,4,1,California,0,0,0,25,1813.1,0,964.75,0,2777.85,0,1,95642
-51,4,43.49,1,Competitor,Competitor had better devices,71,Jackson,2041,Month-to-Month,United States,3334-CTHOL,Churned,0,0,Female,1,Cable,"38.336216, -120.76901",38.336216,-120.76901,0,49.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,6202,0,Q3,0,2,0,California,0,0,0,1,49.95,0,43.49,0,93.44,0,1,95642
-52,15,37.8,1,Attitude,Attitude of support person,72,Jackson,5615,Month-to-Month,United States,3647-GMGDH,Churned,0,1,Male,1,Fiber Optic,"38.336216, -120.76901",38.336216,-120.76901,1,94.7,0,0,7,,0,0,1,1,Credit Card,1,6202,0,Q3,1,2,0,California,1,1,1,22,1914.9,0,831.6,0,2746.5,0,1,95642
-34,17,39.6,1,Price,Extra data charges,72,Jackson,3113,Month-to-Month,United States,7623-TRNQN,Churned,1,0,Male,1,DSL,"38.336216, -120.76901",38.336216,-120.76901,0,49.9,0,1,0,,0,0,1,0,Mailed Check,1,6202,1,Q3,0,2,0,California,0,0,0,1,49.9,0,39.6,0,89.5,0,1,95642
-74,10,11.91,0,,,45,Lincoln,5768,One Year,United States,5897-ZYEKH,Stayed,0,0,Female,1,Fiber Optic,"38.922812, -121.312005",38.922812,-121.312005,1,105.6,1,0,3,,1,1,1,1,Bank Withdrawal,1,15286,0,Q3,1,3,1,California,1,1,1,67,7112.15,0,797.97,0,7910.12,0,1,95648
-35,7,14.39,0,,,57,Lincoln,4934,Two Year,United States,8060-HIWJJ,Stayed,0,1,Male,1,DSL,"38.922812, -121.312005",38.922812,-121.312005,0,86.55,1,0,0,Offer B,1,0,0,0,Credit Card,1,15286,1,Q3,0,4,0,California,1,1,1,64,5632.55,0,920.96,0,6553.51,0,1,95648
-56,28,25.3,0,,,79,Lincoln,3282,Month-to-Month,United States,7036-ZZKBD,Stayed,0,1,Male,1,Cable,"38.922812, -121.312005",38.922812,-121.312005,1,66.4,0,0,7,Offer C,0,0,1,1,Credit Card,1,15286,1,Q3,1,4,0,California,1,1,0,31,2019.8,0,784.3,0,2804.1,0,1,95648
-61,21,48.69,0,,,71,Lincoln,3142,Month-to-Month,United States,3384-CTMSF,Stayed,0,1,Male,1,Fiber Optic,"38.922812, -121.312005",38.922812,-121.312005,1,104.1,1,0,2,Offer B,1,0,1,1,Bank Withdrawal,1,15286,0,Q3,1,5,0,California,1,1,1,47,5135.15,0,2288.43,0,7423.58,0,1,95648
-70,19,35.39,0,,,27,Sacramento,4368,One Year,United States,9391-DXGGG,Stayed,0,1,Female,1,Fiber Optic,"38.445939, -121.496855",38.445939,-121.496855,0,89.15,0,0,0,Offer B,1,0,0,0,Credit Card,1,9063,0,Q3,0,4,1,California,1,1,0,44,3990.75,0,1557.16,0,5547.91,0,1,95832
-77,0,32.12,0,,,69,Sacramento,5819,Two Year,United States,3996-ZNWYK,Stayed,1,0,Male,0,,"38.445939, -121.496855",38.445939,-121.496855,1,19.8,0,1,5,,0,0,0,1,Credit Card,1,9063,0,Q3,1,4,1,California,0,0,0,71,1388.45,0,2280.52,0,3668.97,0,0,95832
-40,11,27.53,0,,,66,Sacramento,3013,Month-to-Month,United States,4283-IVYCI,Stayed,0,0,Male,1,Cable,"38.445939, -121.496855",38.445939,-121.496855,0,64.95,0,0,0,Offer E,0,1,0,0,Credit Card,1,9063,1,Q3,0,3,0,California,1,1,0,9,547.8,0,247.77,0,795.57,0,1,95832
-64,18,43.11,0,,,43,Sacramento,2735,One Year,United States,1422-DGUBX,Stayed,0,0,Male,1,Fiber Optic,"38.445939, -121.496855",38.445939,-121.496855,1,79.25,1,0,4,,0,0,1,1,Bank Withdrawal,1,9063,1,Q3,1,5,0,California,0,0,0,32,2619.15,0,1379.52,16.96,3981.71,0,1,95832
-65,17,9.4,0,,,53,Sacramento,5899,One Year,United States,9844-FELAJ,Stayed,1,1,Female,1,Fiber Optic,"38.619049, -121.517552",38.619049,-121.517552,1,107.9,1,2,2,,1,0,1,1,Bank Withdrawal,1,31422,1,Q3,1,3,1,California,1,1,1,70,7475.85,20,658,0,8153.85,0,0,95833
-28,59,42.99,0,,,22,Sacramento,5494,Month-to-Month,United States,1866-OBPNR,Joined,1,0,Male,1,Fiber Optic,"38.619049, -121.517552",38.619049,-121.517552,1,74.6,0,1,5,,1,0,0,1,Credit Card,1,31422,0,Q3,1,5,0,California,0,0,0,1,74.6,0,42.99,0,117.59,1,1,95833
-63,0,24.23,0,,,30,Sacramento,2334,One Year,United States,2878-DHMIN,Stayed,1,0,Male,0,,"38.619049, -121.517552",38.619049,-121.517552,1,19.9,0,2,7,,0,0,0,1,Bank Withdrawal,1,31422,0,Q3,1,3,0,California,0,0,0,35,666,0,848.05,0,1514.05,0,0,95833
-23,71,17.35,0,,,56,Sacramento,5138,Two Year,United States,2999-AANRQ,Stayed,0,0,Female,1,DSL,"38.619049, -121.517552",38.619049,-121.517552,0,71.05,0,0,0,,1,1,0,0,Credit Card,1,31422,1,Q3,0,4,0,California,0,0,1,21,1524.85,140,364.35,16.91,2012.29,1,0,95833
-73,0,35.14,0,,,51,Sacramento,5443,One Year,United States,8395-ETZKQ,Stayed,1,0,Male,0,,"38.660442, -121.346321",38.660442,-121.346321,1,19.5,0,1,8,,0,0,0,1,Bank Withdrawal,1,20993,0,Q3,1,3,1,California,0,0,0,68,1193.55,0,2389.52,0,3583.07,0,0,95841
-42,0,14.32,0,,,42,Sacramento,2879,Month-to-Month,United States,6979-TNDEU,Stayed,0,0,Female,0,,"38.660442, -121.346321",38.660442,-121.346321,0,19.2,0,0,0,,0,0,0,0,Credit Card,1,20993,0,Q3,0,3,0,California,0,0,0,8,156.85,0,114.56,0,271.41,0,0,95841
-21,53,42.18,0,,,44,Sacramento,6439,One Year,United States,7402-PWYJJ,Stayed,0,0,Female,1,Fiber Optic,"38.660442, -121.346321",38.660442,-121.346321,1,91.15,1,0,2,Offer B,0,0,1,1,Bank Withdrawal,1,20993,1,Q3,1,5,0,California,1,1,0,53,4862.5,150,2235.54,0,7248.04,1,0,95841
-62,12,12.42,0,,,64,Sacramento,2157,One Year,United States,3926-YZVVX,Stayed,0,0,Female,1,Cable,"38.660442, -121.346321",38.660442,-121.346321,0,50.05,0,0,0,,0,0,0,0,Bank Withdrawal,1,20993,1,Q3,0,5,0,California,0,0,0,41,2029.05,0,509.22,0,2538.27,0,1,95841
-68,13,15.82,0,,,71,Berry Creek,4032,Two Year,United States,8336-TAVKX,Stayed,0,1,Female,1,DSL,"39.657228, -121.37778",39.657228,-121.37778,1,78.45,1,0,10,,1,1,0,1,Bank Withdrawal,1,1279,1,Q3,1,3,1,California,1,1,0,72,5682.25,0,1139.04,0,6821.29,0,1,95916
-80,15,48.59,0,,,65,Berry Creek,5546,One Year,United States,8760-ZRHKE,Stayed,1,0,Female,1,DSL,"39.657228, -121.37778",39.657228,-121.37778,1,69.2,1,1,7,,1,1,0,1,Bank Withdrawal,1,1279,0,Q3,1,4,1,California,0,0,1,71,4982.5,0,3449.89,0,8432.39,0,1,95916
-58,3,0,0,,,68,Berry Creek,3910,One Year,United States,6281-FKEWS,Stayed,0,1,Female,1,Cable,"39.657228, -121.37778",39.657228,-121.37778,0,49.05,0,0,0,,0,0,1,0,Bank Withdrawal,0,1279,0,Q3,0,5,0,California,1,1,1,44,2265,0,0,0,2265,0,1,95916
-35,17,0,0,,,47,Berry Creek,5396,Two Year,United States,0298-XACET,Stayed,1,1,Male,1,DSL,"39.657228, -121.37778",39.657228,-121.37778,1,50.2,0,2,1,,1,0,0,1,Credit Card,0,1279,1,Q3,1,4,0,California,0,0,1,52,2554,0,0,27.01,2526.99,0,1,95916
-76,8,35.67,0,,,50,Penn Valley,4503,Two Year,United States,0581-BXBUB,Stayed,0,0,Female,1,Fiber Optic,"39.203817, -121.19584",39.203817,-121.19584,0,72.75,0,0,0,,1,0,0,0,Bank Withdrawal,1,9752,0,Q3,0,4,1,California,0,0,0,4,317.75,0,142.68,0,460.43,0,1,95946
-29,52,42.19,0,,,26,Penn Valley,5601,One Year,United States,5724-BIDBU,Stayed,0,0,Male,1,Cable,"39.203817, -121.19584",39.203817,-121.19584,1,55.35,1,0,3,,0,1,1,1,Bank Withdrawal,1,9752,0,Q3,1,3,0,California,0,0,0,49,2633.95,0,2067.31,0,4701.26,1,1,95946
-45,0,9.05,0,,,57,Penn Valley,5343,One Year,United States,6729-FZWSY,Stayed,0,0,Male,0,,"39.203817, -121.19584",39.203817,-121.19584,0,19.45,0,0,0,Offer A,0,0,1,0,Credit Card,1,9752,0,Q3,0,4,0,California,0,0,0,67,1195.95,0,606.35,0,1802.3,0,0,95946
-48,51,34.7,0,,,43,Penn Valley,4076,Month-to-Month,United States,9644-UMGQA,Stayed,1,0,Male,1,DSL,"39.203817, -121.19584",39.203817,-121.19584,1,49.15,0,3,1,Offer E,0,1,1,1,Bank Withdrawal,1,9752,0,Q3,1,3,0,California,0,0,0,6,295.65,0,208.2,0,503.85,0,1,95946
-65,28,37.78,0,,,40,Hamilton City,4496,Two Year,United States,5150-ITWWB,Joined,0,0,Male,1,Fiber Optic,"39.732767, -122.042298",39.732767,-122.042298,0,94.85,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1931,0,Q3,0,4,1,California,1,1,1,3,335.75,0,113.34,0,449.09,0,1,95951
-48,16,15.07,1,Dissatisfaction,Lack of self-service on Website,90,Hamilton City,5246,Month-to-Month,United States,5175-AOBHI,Churned,0,0,Female,1,Cable,"39.732767, -122.042298",39.732767,-122.042298,0,46,0,0,0,,0,0,1,0,Mailed Check,1,1931,0,Q3,0,1,0,California,0,0,0,4,193.6,0,60.28,0,253.88,0,1,95951
-27,0,25.72,0,,,70,Hamilton City,5708,Two Year,United States,7427-AUFPY,Stayed,0,0,Male,0,,"39.732767, -122.042298",39.732767,-122.042298,0,19.65,0,0,0,,0,0,0,0,Credit Card,1,1931,0,Q3,0,5,0,California,0,0,0,54,1008.7,0,1388.88,0,2397.58,1,0,95951
-30,53,20.5,0,,,29,Hamilton City,4765,One Year,United States,0872-CASZJ,Stayed,0,0,Male,1,Cable,"39.732767, -122.042298",39.732767,-122.042298,1,69.1,1,0,1,Offer B,0,1,1,1,Credit Card,1,1931,1,Q3,1,3,0,California,1,1,0,59,4096.9,0,1209.5,0,5306.4,0,1,95951
-76,3,20.06,0,,,39,Meadow Valley,5028,Two Year,United States,9281-OFDMF,Stayed,0,0,Male,1,Fiber Optic,"39.937017, -121.058043",39.937017,-121.058043,0,90.7,1,0,0,,1,0,0,0,Bank Withdrawal,1,301,0,Q3,0,4,1,California,1,1,0,39,3413.25,0,782.34,0,4195.59,0,1,95956
-39,17,33.71,1,Price,Lack of affordable download/upload speed,82,Meadow Valley,5437,One Year,United States,9565-JSNFM,Churned,0,0,Male,1,Fiber Optic,"39.937017, -121.058043",39.937017,-121.058043,0,70.45,0,0,0,,0,0,1,0,Bank Withdrawal,1,301,0,Q3,0,3,0,California,0,0,0,38,2597.6,0,1280.98,0,3878.58,0,1,95956
-56,0,48.75,0,,,61,Meadow Valley,5154,Two Year,United States,9972-EWRJS,Stayed,1,0,Female,0,,"39.937017, -121.058043",39.937017,-121.058043,1,19.25,0,1,2,Offer A,0,0,1,1,Bank Withdrawal,1,301,0,Q3,1,4,0,California,0,0,0,67,1372.9,0,3266.25,0,4639.15,0,0,95956
-22,26,17.98,0,,,23,Meadow Valley,3399,Month-to-Month,United States,9494-MRNYX,Stayed,0,0,Male,1,Fiber Optic,"39.937017, -121.058043",39.937017,-121.058043,0,75.05,1,0,0,,0,0,0,0,Bank Withdrawal,1,301,0,Q3,0,4,0,California,0,0,0,10,786.3,0,179.8,0,966.1,1,1,95956
-79,4,0,0,,,27,Redding,3606,Two Year,United States,7636-OWBPG,Stayed,0,0,Male,1,DSL,"40.587919, -122.464732",40.587919,-122.464732,0,29.35,0,0,0,,1,0,1,0,Credit Card,0,31586,0,Q3,0,3,1,California,0,0,0,12,381.2,0,0,38.98,342.22,0,1,96001
-30,69,28.7,1,Dissatisfaction,Network reliability,67,Redding,5258,Month-to-Month,United States,7254-IQWOZ,Churned,0,0,Male,1,Fiber Optic,"40.587919, -122.464732",40.587919,-122.464732,0,69.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,31586,0,Q3,0,1,0,California,0,0,0,1,69.65,0,28.7,0,98.35,0,1,96001
-61,21,44.64,0,,,73,Redding,3147,Month-to-Month,United States,5071-FBJFS,Stayed,1,0,Female,1,Cable,"40.587919, -122.464732",40.587919,-122.464732,1,50.3,0,1,8,,0,1,0,1,Bank Withdrawal,1,31586,0,Q3,1,3,0,California,0,0,0,4,217.1,0,178.56,0,395.66,0,1,96001
-29,0,23.55,0,,,78,Redding,5463,Two Year,United States,0902-XKXPN,Stayed,1,0,Male,0,,"40.587919, -122.464732",40.587919,-122.464732,1,20.2,0,1,2,,0,0,0,1,Bank Withdrawal,1,31586,0,Q3,1,3,0,California,0,0,0,69,1376.5,0,1624.95,0,3001.45,1,0,96001
-69,11,24.92,0,,,59,Flournoy,4673,One Year,United States,0549-CYCQN,Stayed,0,0,Male,1,Fiber Optic,"39.84784, -122.544556",39.84784,-122.544556,0,79.6,1,0,0,,1,0,1,0,Bank Withdrawal,1,84,0,Q3,0,5,1,California,0,0,0,51,3974.7,0,1270.92,16.73,5228.89,0,1,96029
-59,7,28.37,1,Competitor,Competitor offered higher download speeds,78,Flournoy,5774,Month-to-Month,United States,1963-SVUCV,Churned,0,0,Male,1,DSL,"39.84784, -122.544556",39.84784,-122.544556,0,45.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,84,0,Q3,0,2,0,California,0,0,0,1,45.3,30,28.37,0,103.67,0,0,96029
-37,17,0,0,,,45,Flournoy,5996,Month-to-Month,United States,8259-NFJTV,Stayed,1,0,Female,1,Cable,"39.84784, -122.544556",39.84784,-122.544556,1,34.65,0,1,8,,0,1,0,1,Credit Card,0,84,1,Q3,1,3,0,California,0,0,0,7,246.6,0,0,0,246.6,0,1,96029
-56,23,42.73,0,,,73,Flournoy,3214,Month-to-Month,United States,3688-FTHLT,Stayed,0,0,Female,1,DSL,"39.84784, -122.544556",39.84784,-122.544556,0,63.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,84,0,Q3,0,3,0,California,1,1,0,16,1067.05,10,683.68,0,1760.73,0,0,96029
-78,5,0,0,,,46,Los Molinos,2914,Two Year,United States,0928-JMXNP,Stayed,0,1,Male,1,DSL,"40.059385, -122.091481",40.059385,-122.091481,1,29.9,0,0,3,Offer E,0,0,1,1,Bank Withdrawal,0,3756,0,Q3,1,4,1,California,0,0,0,4,118.25,0,0,0,118.25,0,1,96055
-72,19,16.92,0,,,36,Los Molinos,4406,Two Year,United States,5304-EFJLP,Stayed,0,1,Male,1,Fiber Optic,"40.059385, -122.091481",40.059385,-122.091481,1,111.65,1,0,4,,1,0,1,1,Bank Withdrawal,1,3756,1,Q3,1,4,1,California,1,1,1,72,8022.85,110,1218.24,0,9351.09,0,0,96055
-51,20,17.17,1,Dissatisfaction,Product dissatisfaction,91,Los Molinos,5563,One Year,United States,1444-VVSGW,Churned,0,1,Male,1,Fiber Optic,"40.059385, -122.091481",40.059385,-122.091481,1,115.65,1,0,1,Offer A,1,1,0,1,Credit Card,1,3756,1,Q3,1,2,0,California,1,1,1,70,7968.85,10,1201.9,0,9180.75,0,0,96055
-39,9,0,0,,,64,Los Molinos,3378,Month-to-Month,United States,2782-JEEBU,Stayed,0,0,Male,1,DSL,"40.059385, -122.091481",40.059385,-122.091481,0,36,0,0,0,,1,0,1,0,Credit Card,0,3756,1,Q3,0,4,0,California,0,0,0,21,780.15,0,0,0,780.15,0,1,96055
-77,25,17.26,0,,,53,Seiad Valley,3296,Two Year,United States,3629-ZNKXA,Stayed,0,1,Male,1,Fiber Optic,"41.924174, -123.260788",41.924174,-123.260788,0,101.8,0,0,0,,1,0,1,0,Bank Withdrawal,1,332,0,Q3,0,4,1,California,1,0,1,17,1752.45,90,293.42,27.15,2108.72,0,0,96086
-24,0,21.04,1,Price,Long distance charges,83,Seiad Valley,4327,Month-to-Month,United States,4488-PSYCG,Churned,0,0,Male,0,,"41.924174, -123.260788",41.924174,-123.260788,0,20.25,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,332,0,Q3,0,1,0,California,0,0,0,16,327.45,0,336.64,0,664.09,1,0,96086
-26,59,11.85,0,,,30,Seiad Valley,4213,Two Year,United States,8639-NHQEI,Stayed,1,0,Female,1,Fiber Optic,"41.924174, -123.260788",41.924174,-123.260788,1,95.9,1,3,9,,1,1,1,1,Bank Withdrawal,1,332,0,Q3,1,3,0,California,0,0,1,72,6954.15,0,853.2,0,7807.35,1,1,96086
-70,28,44.38,0,,,67,Shasta,5418,One Year,United States,4827-LTQRJ,Stayed,1,0,Female,1,Fiber Optic,"40.617614, -122.512861",40.617614,-122.512861,1,110.6,1,2,1,,1,1,1,1,Credit Card,1,528,1,Q3,1,4,1,California,1,0,1,66,7210.85,0,2929.08,0,10139.93,0,1,96087
-55,0,21.19,0,,,77,Shasta,6166,Two Year,United States,7161-DFHUF,Stayed,0,0,Female,0,,"40.617614, -122.512861",40.617614,-122.512861,1,23.85,1,0,4,,0,0,0,1,Credit Card,1,528,0,Q3,1,5,0,California,0,0,0,71,1672.1,0,1504.49,0,3176.59,0,0,96087
-62,18,7,0,,,44,Shasta,5141,Month-to-Month,United States,1427-VERSM,Stayed,0,1,Female,1,Fiber Optic,"40.617614, -122.512861",40.617614,-122.512861,1,98.7,0,0,3,Offer B,0,0,1,1,Bank Withdrawal,1,528,1,Q3,1,4,0,California,1,1,1,56,5669.5,0,392,0,6061.5,0,1,96087
-68,13,46.96,0,,,71,Los Angeles,3654,Two Year,United States,5144-TVGLP,Stayed,0,0,Male,1,Fiber Optic,"33.949255, -118.246978",33.949255,-118.246978,0,94.75,1,0,0,,0,0,0,0,Bank Withdrawal,1,44586,0,Q3,0,3,1,California,1,0,1,38,3653,0,1784.48,45.82,5391.66,0,1,90002
-46,16,17.09,0,,,61,Los Angeles,3441,One Year,United States,5575-GNVDE,Stayed,0,1,Male,1,DSL,"33.949255, -118.246978",33.949255,-118.246978,0,56.95,0,0,0,,0,1,0,0,Mailed Check,1,44586,0,Q3,0,3,0,California,0,0,0,34,1889.5,0,581.06,0,2470.56,0,1,90002
-31,0,18.68,0,,,20,Los Angeles,4927,Two Year,United States,6625-FLENO,Stayed,0,0,Male,0,,"33.949255, -118.246978",33.949255,-118.246978,1,20.75,0,0,9,,0,0,0,1,Credit Card,1,44586,0,Q3,1,5,0,California,0,0,0,58,1185.95,0,1083.44,0,2269.39,0,0,90002
-56,0,46.92,0,,,54,Los Angeles,2486,Month-to-Month,United States,4486-EFAEB,Stayed,0,0,Male,0,,"33.949255, -118.246978",33.949255,-118.246978,0,20.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,44586,0,Q3,0,5,0,California,0,0,0,13,251.65,0,609.96,0,861.61,0,0,90002
-71,26,7.86,0,,,53,Los Angeles,4138,One Year,United States,9659-ZTWSM,Stayed,0,1,Male,1,Fiber Optic,"34.044639, -118.240413",34.044639,-118.240413,1,107.35,1,0,7,,1,0,1,1,Bank Withdrawal,1,9732,1,Q3,1,4,1,California,1,0,1,66,7051.95,0,518.76,39.18,7531.53,0,1,90013
-44,9,21.08,1,Competitor,Competitor had better devices,91,Los Angeles,4747,Month-to-Month,United States,5364-XYIRR,Churned,0,0,Male,1,Fiber Optic,"34.044639, -118.240413",34.044639,-118.240413,1,94.65,1,0,1,,0,0,1,1,Bank Withdrawal,1,9732,0,Q3,1,1,0,California,1,1,1,51,4812.75,0,1075.08,0,5887.83,0,1,90013
-57,25,3.64,1,Competitor,Competitor offered higher download speeds,70,Los Angeles,3155,Month-to-Month,United States,4398-HSCJH,Churned,0,0,Female,1,DSL,"34.044639, -118.240413",34.044639,-118.240413,0,63.6,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,9732,1,Q3,0,1,0,California,0,0,1,3,155.65,0,10.92,0,166.57,0,1,90013
-21,0,32.62,0,,,39,Los Angeles,4726,Two Year,United States,7469-LKBCI,Stayed,0,0,Male,0,,"34.044639, -118.240413",34.044639,-118.240413,0,18.95,0,0,0,Offer D,0,0,0,0,Credit Card,1,9732,0,Q3,0,3,0,California,0,0,0,16,326.8,0,521.92,0,848.72,1,0,90013
-63,0,34.79,0,,,27,Los Angeles,3772,Month-to-Month,United States,2791-SFVEW,Stayed,0,0,Female,0,,"34.044639, -118.240413",34.044639,-118.240413,0,20.15,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,9732,0,Q3,0,4,0,California,0,0,0,9,238.15,0,313.11,0,551.26,0,0,90013
-74,13,5.73,0,,,30,Los Angeles,2422,Two Year,United States,2195-VVRJF,Stayed,0,0,Male,1,DSL,"34.028735, -118.317236",34.028735,-118.317236,1,59.1,0,0,6,,0,1,1,1,Credit Card,1,47143,0,Q3,1,3,1,California,1,0,0,18,1011.05,0,103.14,31.05,1083.14,0,1,90018
-57,0,22.55,0,,,35,Los Angeles,5186,One Year,United States,8191-XWSZG,Stayed,0,0,Female,0,,"34.028735, -118.317236",34.028735,-118.317236,0,20.65,0,0,0,Offer B,0,0,0,0,Mailed Check,1,47143,0,Q3,0,4,0,California,0,0,0,52,1022.95,0,1172.6,0,2195.55,0,0,90018
-26,30,33.73,0,,,75,Los Angeles,3974,Month-to-Month,United States,9659-QEQSY,Stayed,0,1,Female,1,Fiber Optic,"34.028735, -118.317236",34.028735,-118.317236,0,115.65,1,0,0,,1,1,1,0,Bank Withdrawal,1,47143,1,Q3,0,3,0,California,1,1,1,45,5125.5,0,1517.85,0,6643.35,1,1,90018
-46,0,44.84,0,,,52,Los Angeles,6334,Two Year,United States,1987-AUELQ,Stayed,0,0,Female,0,,"34.028735, -118.317236",34.028735,-118.317236,1,25.05,1,0,0,,0,0,0,1,Credit Card,1,47143,0,Q3,0,5,0,California,0,0,0,71,1873.7,0,3183.64,0,5057.34,0,0,90018
-48,19,0,0,,,77,Los Angeles,4120,Two Year,United States,9888-ZCUMM,Stayed,1,1,Male,1,DSL,"34.028735, -118.317236",34.028735,-118.317236,1,60.05,0,1,3,,0,1,1,1,Bank Withdrawal,0,47143,1,Q3,1,4,0,California,1,1,1,64,3845.45,0,0,0,3845.45,0,1,90018
-78,3,35.65,0,,,68,Los Angeles,5651,Two Year,United States,1125-SNVCK,Stayed,0,0,Female,1,DSL,"33.994524, -118.149953",33.994524,-118.149953,0,43.8,0,0,0,,0,0,0,0,Credit Card,1,9805,0,Q3,0,5,1,California,0,0,0,49,2106.05,0,1746.85,20.45,3832.45,0,1,90040
-19,69,42.44,0,,,41,Los Angeles,3395,Month-to-Month,United States,6572-ADKRS,Stayed,0,1,Female,1,Fiber Optic,"33.994524, -118.149953",33.994524,-118.149953,0,74.8,0,0,0,Offer B,0,0,1,0,Credit Card,1,9805,0,Q3,0,3,0,California,0,0,0,46,3548.3,0,1952.24,0,5500.54,1,1,90040
-21,47,0,0,,,76,Los Angeles,3332,Month-to-Month,United States,0274-JKUJR,Stayed,1,1,Male,1,Cable,"33.994524, -118.149953",33.994524,-118.149953,1,58.85,0,2,9,Offer E,1,1,0,1,Credit Card,0,9805,0,Q3,1,3,0,California,1,1,1,7,465.7,0,0,0,465.7,1,1,90040
-32,16,0,0,,,47,Los Angeles,4934,Two Year,United States,5360-XGYAZ,Stayed,1,1,Male,1,DSL,"33.994524, -118.149953",33.994524,-118.149953,1,65.65,0,1,1,,1,1,1,1,Bank Withdrawal,0,9805,1,Q3,1,3,0,California,1,1,1,72,4664.5,60,0,0,4724.5,0,0,90040
-60,0,35.5,0,,,65,Los Angeles,2051,Month-to-Month,United States,8006-PYCSW,Joined,0,0,Female,0,,"33.994524, -118.149953",33.994524,-118.149953,0,20.1,0,0,0,,0,0,0,0,Credit Card,1,9805,0,Q3,0,5,0,California,0,0,0,2,39.8,0,71,0,110.8,0,0,90040
-70,22,21.9,0,,,72,Los Angeles,5039,Two Year,United States,2545-EBUPK,Joined,0,0,Female,1,Fiber Optic,"33.954017, -118.402447",33.954017,-118.402447,0,84.05,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,39334,0,Q3,0,3,1,California,1,0,0,2,186.05,0,43.8,0,229.85,0,1,90045
-66,8,47.8,0,,,43,Los Angeles,5166,One Year,United States,8920-NAVAY,Stayed,0,1,Male,1,Fiber Optic,"33.954017, -118.402447",33.954017,-118.402447,0,110.75,1,0,0,,1,0,1,0,Bank Withdrawal,1,39334,1,Q3,0,5,1,California,1,1,1,62,7053.35,0,2963.6,0,10016.95,0,1,90045
-31,8,0,1,Other,Don't know,81,Los Angeles,4476,Month-to-Month,United States,0375-HVGXO,Churned,0,0,Female,1,DSL,"33.954017, -118.402447",33.954017,-118.402447,0,34.7,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,39334,0,Q3,0,3,0,California,0,0,1,1,34.7,0,0,0,34.7,0,1,90045
-28,0,8.74,0,,,64,Los Angeles,3646,One Year,United States,9867-JCZSP,Stayed,0,0,Female,0,,"33.954017, -118.402447",33.954017,-118.402447,1,20.75,0,0,8,Offer D,0,0,0,1,Credit Card,1,39334,0,Q3,1,4,0,California,0,0,0,17,418.25,0,148.58,0,566.83,1,0,90045
-64,0,43.18,0,,,26,Los Angeles,5029,Month-to-Month,United States,5850-BDWCY,Stayed,0,0,Female,0,,"33.954017, -118.402447",33.954017,-118.402447,0,20.2,0,0,0,Offer E,0,0,0,0,Credit Card,1,39334,0,Q3,0,5,0,California,0,0,0,6,123.65,0,259.08,0,382.73,0,0,90045
-65,23,25.61,0,,,60,Los Angeles,5479,One Year,United States,2172-EJXVF,Stayed,0,1,Female,1,Fiber Optic,"33.958149, -118.308441",33.958149,-118.308441,0,105.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,47107,0,Q3,0,3,1,California,1,1,1,71,7521.95,100,1818.31,6.65,9433.61,0,0,90047
-46,21,14.28,1,Other,Don't know,67,Los Angeles,4934,Month-to-Month,United States,8593-WHYHV,Churned,0,0,Male,1,Fiber Optic,"33.958149, -118.308441",33.958149,-118.308441,0,85.3,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,47107,0,Q3,0,1,0,California,1,1,0,3,264.8,0,42.84,0,307.64,0,1,90047
-42,29,11.79,0,,,41,Los Angeles,2569,Month-to-Month,United States,4080-IIARD,Stayed,0,0,Female,1,DSL,"33.958149, -118.308441",33.958149,-118.308441,1,76.2,1,0,1,Offer D,1,1,1,1,Bank Withdrawal,1,47107,1,Q3,1,5,0,California,0,0,1,13,981.45,0,153.27,0,1134.72,0,1,90047
-60,22,26.76,0,,,75,Los Angeles,5552,Month-to-Month,United States,5600-PDUJF,Stayed,0,0,Male,1,DSL,"33.958149, -118.308441",33.958149,-118.308441,0,49.5,0,0,0,,0,0,1,0,Credit Card,1,47107,1,Q3,0,5,0,California,0,0,0,6,312.7,0,160.56,0,473.26,0,1,90047
-33,0,8.5,0,,,28,Los Angeles,5703,Two Year,United States,0827-ITJPH,Stayed,0,0,Male,0,,"33.958149, -118.308441",33.958149,-118.308441,0,18.55,0,0,0,Offer C,0,0,1,0,Credit Card,1,47107,0,Q3,0,3,0,California,0,0,0,36,689,0,306,0,995,0,0,90047
-73,3,2.81,0,,,80,Beverly Hills,5014,Two Year,United States,4680-KUTAJ,Stayed,0,0,Female,1,DSL,"34.062095, -118.401508",34.062095,-118.401508,0,55.6,1,0,0,,0,1,1,0,Bank Withdrawal,1,11355,0,Q3,0,4,1,California,0,0,0,11,580.8,0,30.91,15.2,596.51,0,1,90212
-74,30,19.09,0,,,55,Beverly Hills,4057,Month-to-Month,United States,3798-EPWRR,Joined,0,0,Female,1,DSL,"34.062095, -118.401508",34.062095,-118.401508,0,43.95,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,11355,0,Q3,0,5,1,California,0,0,0,2,85.1,0,38.18,0,123.28,0,1,90212
-53,20,38.99,0,,,35,Beverly Hills,5387,Month-to-Month,United States,5122-CYFXA,Joined,0,0,Female,1,DSL,"34.062095, -118.401508",34.062095,-118.401508,0,75.3,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,11355,1,Q3,0,3,0,California,1,1,1,3,244.1,0,116.97,0,361.07,0,1,90212
-23,0,27.97,0,,,36,Beverly Hills,6436,Two Year,United States,0404-AHASP,Stayed,0,0,Male,0,,"34.062095, -118.401508",34.062095,-118.401508,1,19.7,0,0,10,Offer A,0,0,0,1,Credit Card,1,11355,0,Q3,1,3,0,California,0,0,0,72,1421.9,0,2013.84,0,3435.74,1,0,90212
-51,30,5.7,0,,,80,Beverly Hills,5939,One Year,United States,6617-WLBQC,Stayed,1,0,Female,1,Fiber Optic,"34.062095, -118.401508",34.062095,-118.401508,1,81.85,1,3,3,Offer D,0,1,0,1,Credit Card,1,11355,0,Q3,1,4,0,California,0,0,0,23,1810.85,0,131.1,0,1941.95,0,1,90212
-77,25,35.39,0,,,46,Santa Monica,6146,Two Year,United States,4806-DXQCE,Stayed,0,1,Female,1,Fiber Optic,"34.026334, -118.474222",34.026334,-118.474222,1,113.65,1,0,7,,1,1,1,1,Bank Withdrawal,1,19975,1,Q3,1,4,1,California,1,0,1,70,7714.65,0,2477.3,24.36,10167.59,0,1,90404
-66,19,34.57,0,,,42,Santa Monica,4319,One Year,United States,4135-FRWKJ,Stayed,1,1,Female,1,Cable,"34.026334, -118.474222",34.026334,-118.474222,1,76.25,1,1,1,,0,1,0,1,Bank Withdrawal,1,19975,1,Q3,1,3,1,California,0,0,1,55,4154.55,0,1901.35,0,6055.9,0,1,90404
-66,28,19.67,0,,,68,Santa Monica,5080,Month-to-Month,United States,4989-LIXVT,Stayed,0,1,Male,1,Fiber Optic,"34.026334, -118.474222",34.026334,-118.474222,0,95.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,19975,0,Q3,0,3,1,California,1,0,0,68,6503.2,0,1337.56,0,7840.76,0,1,90404
-35,21,0,0,,,61,Santa Monica,4015,Month-to-Month,United States,6180-YBIQI,Stayed,0,0,Male,1,DSL,"34.026334, -118.474222",34.026334,-118.474222,0,24.3,0,0,0,Offer E,0,0,0,0,Credit Card,0,19975,0,Q3,0,3,0,California,0,0,0,5,100.2,0,0,0,100.2,0,1,90404
-31,75,46.7,0,,,48,Santa Monica,4387,Two Year,United States,6950-TWMYB,Stayed,1,0,Male,1,Fiber Optic,"34.026334, -118.474222",34.026334,-118.474222,1,79.95,0,8,2,Offer B,1,0,1,1,Bank Withdrawal,1,19975,1,Q3,1,3,0,California,0,0,0,54,4362.05,0,2521.8,0,6883.85,0,1,90404
-66,28,39.49,0,,,57,Wilmington,5291,One Year,United States,0100-DUVFC,Stayed,0,1,Male,1,Fiber Optic,"33.782068, -118.262263",33.782068,-118.262263,1,104.8,1,0,3,,1,0,1,1,Bank Withdrawal,1,53323,0,Q3,1,5,1,California,1,0,1,70,7308.95,0,2764.3,6.11,10067.14,0,1,90744
-42,0,35.65,0,,,33,Wilmington,2543,One Year,United States,6837-BJYDQ,Joined,0,0,Male,0,,"33.782068, -118.262263",33.782068,-118.262263,0,19.6,0,0,0,,0,0,0,0,Credit Card,1,53323,0,Q3,0,5,0,California,0,0,0,3,61.35,0,106.95,0,168.3,0,0,90744
-40,0,49.13,0,,,80,Wilmington,4419,One Year,United States,3506-OVLKD,Stayed,0,0,Male,0,,"33.782068, -118.262263",33.782068,-118.262263,0,26.2,1,0,0,,0,0,0,0,Bank Withdrawal,1,53323,0,Q3,0,3,0,California,0,0,0,35,954.9,0,1719.55,0,2674.45,0,0,90744
-20,85,23.7,0,,,21,Wilmington,4498,Two Year,United States,9070-BCKQP,Stayed,0,1,Female,1,Fiber Optic,"33.782068, -118.262263",33.782068,-118.262263,1,110.15,1,0,5,Offer A,0,1,1,1,Credit Card,1,53323,1,Q3,1,3,0,California,1,1,1,72,7881.2,0,1706.4,0,9587.6,1,1,90744
-56,19,29.95,0,,,65,Wilmington,5188,Two Year,United States,2775-SEFEE,Stayed,1,0,Male,1,DSL,"33.782068, -118.262263",33.782068,-118.262263,0,61.9,1,1,0,,1,1,1,0,Bank Withdrawal,1,53323,1,Q3,0,4,0,California,0,0,0,10,619,0,299.5,0,918.5,0,1,90744
-76,20,28.68,0,,,30,Carson,4871,One Year,United States,5397-TUPSH,Stayed,0,0,Male,1,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,1,70.95,0,0,6,,0,0,1,1,Bank Withdrawal,1,55486,0,Q3,1,3,1,California,0,0,0,65,4555.2,0,1864.2,7.43,6411.97,0,1,90745
-63,24,14.12,1,Competitor,Competitor had better devices,73,Carson,2600,Month-to-Month,United States,2135-RXIHG,Churned,0,0,Male,1,Cable,"33.822295, -118.26411",33.822295,-118.26411,0,45.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,55486,0,Q3,0,1,0,California,0,0,0,1,45.65,0,14.12,0,59.77,0,1,90745
-35,28,37.36,1,Attitude,Attitude of support person,68,Carson,5561,Month-to-Month,United States,9172-ANCRX,Churned,0,0,Female,1,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,0,98.7,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,55486,0,Q3,0,1,0,California,1,1,1,10,973.25,0,373.6,0,1346.85,0,1,90745
-30,69,16.13,0,,,75,Carson,5802,One Year,United States,6421-SZVEM,Stayed,1,0,Female,1,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,1,82.85,0,1,4,Offer C,0,1,1,1,Bank Withdrawal,1,55486,0,Q3,1,3,0,California,1,1,0,28,2320.8,0,451.64,0,2772.44,0,1,90745
-53,14,9.46,0,,,70,Carson,2583,Month-to-Month,United States,9003-CPATH,Stayed,0,1,Male,1,Fiber Optic,"33.822295, -118.26411",33.822295,-118.26411,0,79.9,1,0,0,,0,0,0,0,Bank Withdrawal,1,55486,0,Q3,0,4,0,California,0,0,0,42,3313.4,0,397.32,23.47,3687.25,0,1,90745
-67,20,0,0,,,46,Long Beach,4107,Two Year,United States,6773-LQTVT,Stayed,1,1,Female,1,DSL,"33.760458, -118.129725",33.760458,-118.129725,1,35.65,0,1,8,,1,0,1,1,Credit Card,0,31352,0,Q3,1,5,1,California,0,0,0,29,1025.15,0,0,25.07,1000.08,0,1,90803
-33,17,29.94,0,,,58,Long Beach,3123,Month-to-Month,United States,3780-YVMFA,Stayed,1,0,Female,1,Cable,"33.760458, -118.129725",33.760458,-118.129725,1,68.55,0,1,1,,0,0,1,1,Bank Withdrawal,1,31352,1,Q3,1,3,0,California,1,1,1,8,564.35,0,239.52,0,803.87,0,1,90803
-26,58,0,0,,,70,Long Beach,3345,Two Year,United States,7492-TAFJD,Stayed,0,1,Male,1,Cable,"33.760458, -118.129725",33.760458,-118.129725,1,38.55,0,0,5,,1,1,0,1,Credit Card,0,31352,0,Q3,1,4,0,California,0,0,0,7,280,0,0,0,280,1,1,90803
-30,59,9.37,0,,,40,Long Beach,6107,Month-to-Month,United States,8878-RYUKI,Stayed,0,1,Female,1,DSL,"33.760458, -118.129725",33.760458,-118.129725,0,59.45,0,0,0,,0,0,1,0,Bank Withdrawal,1,31352,0,Q3,0,3,0,California,1,1,0,52,3043.7,0,487.24,0,3530.94,0,1,90803
-43,0,2.59,0,,,25,Long Beach,5975,Month-to-Month,United States,7956-XQWGU,Stayed,0,0,Male,0,,"33.760458, -118.129725",33.760458,-118.129725,0,19.4,0,0,0,,0,0,1,0,Credit Card,1,31352,0,Q3,0,4,0,California,0,0,0,27,460.25,0,69.93,29.59,500.59,0,0,90803
-78,23,9.68,0,,,21,Sunland,4978,Two Year,United States,3982-DQLUS,Stayed,1,0,Male,1,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,1,85.75,1,1,10,,1,1,1,1,Bank Withdrawal,1,18752,0,Q3,1,3,1,California,0,0,0,65,5688.45,0,629.2,38.09,6279.56,0,1,91040
-44,27,33.38,1,Attitude,Attitude of support person,74,Sunland,4198,Month-to-Month,United States,4911-BANWH,Churned,0,0,Female,1,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,0,86.55,1,0,0,,0,0,1,0,Credit Card,1,18752,0,Q3,0,3,0,California,0,0,1,31,2697.4,0,1034.78,0,3732.18,0,1,91040
-61,21,15.2,0,,,51,Sunland,4382,One Year,United States,7654-YWJUF,Stayed,0,1,Male,1,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,1,84.25,0,0,6,,0,1,1,1,Bank Withdrawal,1,18752,1,Q3,1,3,0,California,0,0,0,43,3539.25,0,653.6,0,4192.85,0,1,91040
-36,13,31.79,0,,,22,Sunland,5586,Month-to-Month,United States,4188-FRABG,Stayed,0,1,Male,1,Fiber Optic,"34.282704, -118.312929",34.282704,-118.312929,1,103.05,1,0,4,,1,1,1,1,Bank Withdrawal,1,18752,1,Q3,1,4,0,California,0,0,1,57,5925.75,0,1812.03,0,7737.78,0,1,91040
-56,0,15.21,0,,,78,Sunland,5478,Two Year,United States,5893-KCLGT,Stayed,1,0,Female,0,,"34.282704, -118.312929",34.282704,-118.312929,0,19.75,0,2,0,,0,0,1,0,Credit Card,1,18752,0,Q3,0,4,0,California,0,0,0,72,1567,0,1095.12,25.98,2636.14,0,0,91040
-66,8,32.08,0,,,66,Pasadena,4368,One Year,United States,3756-VNWDH,Stayed,0,0,Male,1,Fiber Optic,"34.146635, -118.139225",34.146635,-118.139225,1,100.75,1,0,6,,0,1,1,1,Bank Withdrawal,1,16812,0,Q3,1,3,1,California,1,0,1,65,6674.65,0,2085.2,0,8759.85,0,1,91101
-73,7,2.98,0,,,67,Pasadena,4787,Month-to-Month,United States,4128-ETESU,Stayed,0,1,Female,1,Fiber Optic,"34.146635, -118.139225",34.146635,-118.139225,1,99.7,1,0,3,,0,0,0,1,Bank Withdrawal,1,16812,0,Q3,1,3,1,California,1,1,1,47,4747.2,140,140.06,0,5027.26,0,0,91101
-48,25,5.17,0,,,52,Pasadena,2564,Two Year,United States,6727-IOTLZ,Stayed,0,1,Male,1,Cable,"34.146635, -118.139225",34.146635,-118.139225,1,81.95,0,0,3,Offer D,1,0,0,1,Credit Card,1,16812,1,Q3,1,3,0,California,1,1,1,14,1181.75,0,72.38,0,1254.13,0,1,91101
-29,0,27.16,0,,,76,Pasadena,5265,Two Year,United States,0794-YVSGE,Stayed,1,0,Male,0,,"34.146635, -118.139225",34.146635,-118.139225,1,20.3,0,1,9,Offer A,0,0,0,1,Bank Withdrawal,1,16812,0,Q3,1,3,0,California,0,0,0,72,1401.15,0,1955.52,0,3356.67,1,0,91101
-25,59,6.18,0,,,44,Pasadena,4680,Month-to-Month,United States,3640-JQGJG,Stayed,1,0,Male,1,Cable,"34.146635, -118.139225",34.146635,-118.139225,1,44.8,0,3,0,,0,0,0,1,Bank Withdrawal,1,16812,0,Q3,0,3,0,California,0,0,0,13,559.2,90,80.34,37.49,692.05,1,0,91101
-79,2,32.62,0,,,58,West Hills,2901,Two Year,United States,9799-CAYJJ,Joined,0,0,Female,1,Fiber Optic,"34.199787, -118.68493",34.199787,-118.68493,1,69.3,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,23637,0,Q3,1,4,1,California,0,0,0,2,153.8,0,65.24,0,219.04,0,1,91307
-42,3,18.66,0,,,74,West Hills,5945,Two Year,United States,9680-NIAUV,Stayed,0,1,Female,1,Fiber Optic,"34.199787, -118.68493",34.199787,-118.68493,1,109.7,1,0,7,Offer A,1,1,0,1,Credit Card,1,23637,0,Q3,1,4,0,California,1,1,1,72,8129.3,0,1343.52,0,9472.82,0,1,91307
-37,19,0,0,,,32,West Hills,4043,One Year,United States,4115-UMJFQ,Stayed,0,1,Male,1,DSL,"34.199787, -118.68493",34.199787,-118.68493,0,35.75,0,0,0,,1,0,1,0,Bank Withdrawal,0,23637,0,Q3,0,5,0,California,0,0,0,69,2492.25,150,0,0,2642.25,0,0,91307
-45,0,24.03,0,,,64,West Hills,4937,Two Year,United States,3970-XGJDU,Stayed,0,0,Female,0,,"34.199787, -118.68493",34.199787,-118.68493,0,19.2,0,0,0,,0,0,1,0,Credit Card,1,23637,0,Q3,0,4,0,California,0,0,0,62,1123.65,0,1489.86,0,2613.51,0,0,91307
-24,52,36.92,0,,,57,West Hills,4473,One Year,United States,6668-CNMFP,Stayed,1,0,Female,1,Fiber Optic,"34.199787, -118.68493",34.199787,-118.68493,1,89.35,1,3,1,,0,0,1,1,Bank Withdrawal,1,23637,1,Q3,1,4,0,California,1,1,0,19,1686.85,0,701.48,0,2388.33,1,1,91307
-67,0,3.11,0,,,49,Santa Clarita,5896,One Year,United States,6814-ZPWFQ,Stayed,0,0,Male,0,,"34.502432, -118.41459",34.502432,-118.41459,0,25,1,0,0,,0,0,0,0,Bank Withdrawal,1,40077,0,Q3,0,4,1,California,0,0,0,51,1260.7,0,158.61,0,1419.31,0,0,91350
-43,19,28.35,1,Dissatisfaction,Network reliability,71,Santa Clarita,3764,Month-to-Month,United States,7825-ECJRF,Churned,1,1,Female,1,Fiber Optic,"34.502432, -118.41459",34.502432,-118.41459,0,106.6,0,1,0,,0,1,1,0,Bank Withdrawal,1,40077,1,Q3,0,1,0,California,1,1,1,19,1934.45,40,538.65,21.72,2491.38,0,0,91350
-32,7,5.67,1,Other,Don't know,78,Santa Clarita,4512,Month-to-Month,United States,2446-PLQVO,Churned,0,0,Male,1,Fiber Optic,"34.502432, -118.41459",34.502432,-118.41459,0,70.3,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,40077,0,Q3,0,2,0,California,0,0,0,1,70.3,0,5.67,0,75.97,0,1,91350
-21,0,11.3,0,,,63,Santa Clarita,5497,Two Year,United States,3279-DYZQM,Stayed,1,0,Male,0,,"34.502432, -118.41459",34.502432,-118.41459,1,19.45,0,3,6,,0,0,0,1,Mailed Check,1,40077,0,Q3,1,4,0,California,0,0,0,71,1378.45,0,802.3,0,2180.75,1,0,91350
-46,17,40.42,0,,,51,Santa Clarita,4389,Month-to-Month,United States,6135-OZQVA,Stayed,0,0,Female,1,Cable,"34.502432, -118.41459",34.502432,-118.41459,0,53.65,1,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,40077,0,Q3,0,4,0,California,0,0,0,7,404.35,0,282.94,0,687.29,0,1,91350
-74,7,8.81,0,,,56,Westlake Village,4556,Two Year,United States,5019-GQVCR,Stayed,0,0,Male,1,Fiber Optic,"34.130992, -118.894673",34.130992,-118.894673,0,84.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,18735,0,Q3,0,4,1,California,0,0,1,43,3645.6,0,378.83,0,4024.43,0,1,91361
-55,4,46.36,1,Attitude,Attitude of support person,65,Westlake Village,4852,Month-to-Month,United States,0923-PNFUB,Churned,0,0,Female,1,Fiber Optic,"34.130992, -118.894673",34.130992,-118.894673,0,83.75,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,18735,0,Q3,0,2,0,California,0,0,1,3,247.25,0,139.08,0,386.33,0,1,91361
-45,22,0,0,,,38,Westlake Village,4115,Month-to-Month,United States,0699-NDKJM,Stayed,0,1,Female,1,Cable,"34.130992, -118.894673",34.130992,-118.894673,1,58.75,0,0,1,Offer B,1,1,1,1,Bank Withdrawal,0,18735,0,Q3,1,3,0,California,1,1,1,57,3437.45,0,0,0,3437.45,0,1,91361
-39,4,30.79,0,,,60,Westlake Village,5790,Month-to-Month,United States,3566-VVORZ,Stayed,0,0,Female,1,DSL,"34.130992, -118.894673",34.130992,-118.894673,1,45.9,0,0,0,,0,0,0,1,Bank Withdrawal,1,18735,0,Q3,0,3,0,California,0,0,0,12,505.95,0,369.48,0,875.43,0,1,91361
-24,41,22.07,0,,,78,Westlake Village,4164,Month-to-Month,United States,7009-LGECI,Stayed,0,0,Female,1,DSL,"34.130992, -118.894673",34.130992,-118.894673,0,50.55,0,0,0,,0,1,1,0,Bank Withdrawal,1,18735,0,Q3,0,4,0,California,0,0,0,4,235.65,0,88.28,0,323.93,1,1,91361
-69,14,7.29,0,,,32,Van Nuys,3170,Two Year,United States,2880-FPNAE,Joined,0,1,Male,1,Fiber Optic,"34.202494, -118.448048",34.202494,-118.448048,1,74.2,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,51348,0,Q3,1,4,1,California,0,0,0,2,140.1,0,14.58,0,154.68,0,1,91405
-65,3,1.27,0,,,73,Van Nuys,2094,Month-to-Month,United States,9129-UXERG,Stayed,0,0,Female,1,Fiber Optic,"34.202494, -118.448048",34.202494,-118.448048,0,103.6,1,0,0,,1,0,1,0,Credit Card,1,51348,1,Q3,0,4,1,California,1,1,1,18,1806.35,10,22.86,0,1839.21,0,0,91405
-28,46,0,0,,,32,Van Nuys,4806,One Year,United States,6778-JFCMK,Stayed,0,0,Male,1,DSL,"34.202494, -118.448048",34.202494,-118.448048,0,50.6,0,0,0,Offer C,0,1,1,0,Mailed Check,0,51348,0,Q3,0,3,0,California,1,1,1,24,1288.75,0,0,0,1288.75,1,1,91405
-61,27,46.1,0,,,32,Van Nuys,6468,Two Year,United States,7873-CVMAW,Stayed,0,1,Male,1,DSL,"34.202494, -118.448048",34.202494,-118.448048,0,88.55,1,0,0,,1,1,0,0,Credit Card,1,51348,1,Q3,0,4,0,California,1,1,1,72,6362.35,0,3319.2,0,9681.55,0,1,91405
-64,26,20.63,0,,,46,Van Nuys,5028,Two Year,United States,5727-MYATE,Stayed,1,1,Male,1,DSL,"34.202494, -118.448048",34.202494,-118.448048,1,90.8,1,2,1,Offer A,1,1,1,1,Credit Card,1,51348,1,Q3,1,4,0,California,1,1,1,72,6397.6,0,1485.36,0,7882.96,0,1,91405
-80,16,0,0,,,30,South El Monte,3116,Two Year,United States,2045-BMBTJ,Stayed,0,1,Female,1,DSL,"34.04622, -118.053753",34.04622,-118.053753,0,59.45,0,0,0,,1,1,1,0,Bank Withdrawal,0,45645,0,Q3,0,4,1,California,1,0,1,33,1884.65,0,0,0,1884.65,0,1,91733
-61,12,9.13,1,Dissatisfaction,Network reliability,65,South El Monte,4304,Month-to-Month,United States,6692-UDPJC,Churned,1,0,Female,1,Fiber Optic,"34.04622, -118.053753",34.04622,-118.053753,1,91.65,1,1,1,,0,0,1,1,Bank Withdrawal,1,45645,1,Q3,1,3,0,California,0,0,1,14,1301,0,127.82,0,1428.82,0,1,91733
-56,15,37.48,0,,,71,South El Monte,3945,One Year,United States,3282-ZISZV,Stayed,0,1,Male,1,DSL,"34.04622, -118.053753",34.04622,-118.053753,0,83.7,1,0,0,,1,0,0,0,Credit Card,1,45645,1,Q3,0,5,0,California,1,1,1,32,2633.3,0,1199.36,0,3832.66,0,1,91733
-38,0,32.66,0,,,42,South El Monte,3089,One Year,United States,1022-RKXDR,Stayed,0,0,Female,0,,"34.04622, -118.053753",34.04622,-118.053753,0,24.85,1,0,0,,0,0,1,0,Mailed Check,1,45645,0,Q3,0,3,0,California,0,0,0,41,962.25,0,1339.06,0,2301.31,0,0,91733
-58,22,40.78,0,,,59,South El Monte,6258,Two Year,United States,1841-YSJGV,Stayed,0,0,Male,1,Fiber Optic,"34.04622, -118.053753",34.04622,-118.053753,1,109.95,1,0,9,Offer A,1,1,1,1,Credit Card,1,45645,1,Q3,1,4,0,California,1,1,1,72,7852.4,0,2936.16,0,10788.56,0,1,91733
-74,12,48.62,0,,,24,Ontario,3041,Two Year,United States,1730-ZMAME,Stayed,0,0,Female,1,Fiber Optic,"34.057256, -117.667677",34.057256,-117.667677,0,79.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,54254,0,Q3,0,4,1,California,1,0,0,32,2665,0,1555.84,0,4220.84,0,1,91762
-68,20,6.9,0,,,21,Ontario,2636,One Year,United States,9233-PSYHO,Stayed,0,1,Female,1,Fiber Optic,"34.057256, -117.667677",34.057256,-117.667677,0,100.15,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,54254,0,Q3,0,4,1,California,1,0,1,45,4459.8,0,310.5,0,4770.3,0,1,91762
-51,0,26.63,1,Price,Price too high,83,Ontario,5084,Two Year,United States,6323-AYBRX,Churned,0,0,Male,0,,"34.057256, -117.667677",34.057256,-117.667677,0,19.35,0,0,0,,0,0,0,0,Credit Card,1,54254,0,Q3,0,3,0,California,0,0,0,59,1099.6,0,1571.17,14.22,2656.55,0,0,91762
-43,0,20.78,0,,,28,Ontario,3727,Month-to-Month,United States,4623-ZKHLY,Stayed,0,0,Male,0,,"34.057256, -117.667677",34.057256,-117.667677,1,20.45,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,54254,0,Q3,1,4,0,California,0,0,0,22,471.55,0,457.16,0,928.71,0,0,91762
-37,5,44.95,0,,,23,Ontario,5905,One Year,United States,6341-AEVKX,Stayed,0,1,Female,1,Fiber Optic,"34.057256, -117.667677",34.057256,-117.667677,1,104.3,0,0,5,Offer B,0,1,1,1,Bank Withdrawal,1,54254,1,Q3,1,4,0,California,1,1,1,62,6613.65,0,2786.9,0,9400.55,0,1,91762
-71,18,26.49,0,,,38,Upland,3202,One Year,United States,5913-INRQV,Stayed,0,0,Male,1,Fiber Optic,"34.105493, -117.660934",34.105493,-117.660934,1,90.15,0,0,7,,0,1,0,1,Credit Card,1,48827,1,Q3,1,3,1,California,0,0,1,34,3128.8,0,900.66,0,4029.46,0,1,91786
-44,17,45.56,0,,,47,Upland,5765,Month-to-Month,United States,8229-MYEJZ,Stayed,0,0,Female,1,DSL,"34.105493, -117.660934",34.105493,-117.660934,0,51.2,0,0,0,Offer D,1,0,0,0,Bank Withdrawal,1,48827,0,Q3,0,4,0,California,0,0,0,10,498.25,0,455.6,0,953.85,0,1,91786
-59,0,30.13,0,,,80,Upland,2860,One Year,United States,1964-SVLEA,Stayed,0,0,Male,0,,"34.105493, -117.660934",34.105493,-117.660934,0,19.7,0,0,0,Offer D,0,0,1,0,Mailed Check,1,48827,0,Q3,0,4,0,California,0,0,0,20,415.9,0,602.6,0,1018.5,0,0,91786
-27,42,39.84,0,,,23,Upland,4020,Month-to-Month,United States,6261-LHRTG,Stayed,0,1,Female,1,Cable,"34.105493, -117.660934",34.105493,-117.660934,0,54.75,0,0,0,,1,0,1,0,Credit Card,1,48827,0,Q3,0,4,0,California,0,0,0,26,1406.9,0,1035.84,0,2442.74,1,1,91786
-24,59,25.1,0,,,53,Upland,4096,Month-to-Month,United States,7952-OBOYL,Joined,0,1,Male,1,Fiber Optic,"34.105493, -117.660934",34.105493,-117.660934,0,89.85,0,0,0,,0,0,1,0,Credit Card,1,48827,1,Q3,0,5,0,California,0,1,1,3,244.45,0,75.3,0,319.75,1,1,91786
-71,21,11.51,0,,,65,Chula Vista,2546,Two Year,United States,6185-TASNN,Joined,0,0,Male,1,DSL,"32.64164, -116.985026",32.64164,-116.985026,0,46.3,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,12884,0,Q3,0,4,1,California,0,0,0,1,46.3,0,11.51,0,57.81,0,1,91913
-75,18,26.82,0,,,79,Chula Vista,4368,One Year,United States,5820-PTRYM,Stayed,0,1,Female,1,Cable,"32.64164, -116.985026",32.64164,-116.985026,1,68.45,1,0,1,,1,1,1,1,Credit Card,1,12884,1,Q3,1,4,1,California,0,0,0,56,4014,0,1501.92,0,5515.92,0,1,91913
-43,0,18.71,0,,,71,Chula Vista,5715,Month-to-Month,United States,1563-IWQEX,Stayed,0,0,Female,0,,"32.64164, -116.985026",32.64164,-116.985026,0,19.7,0,0,0,,0,0,0,0,Credit Card,1,12884,0,Q3,0,3,0,California,0,0,0,12,220.35,0,224.52,0,444.87,0,0,91913
-38,56,22.56,0,,,44,Chula Vista,4603,Month-to-Month,United States,7449-HVPIV,Stayed,1,1,Male,1,Fiber Optic,"32.64164, -116.985026",32.64164,-116.985026,1,90.4,1,3,10,Offer B,0,0,1,1,Credit Card,1,12884,0,Q3,1,5,0,California,0,0,1,55,5099.15,0,1240.8,0,6339.95,0,1,91913
-38,8,13.88,0,,,25,Chula Vista,5674,Month-to-Month,United States,3338-CVVEH,Stayed,0,0,Male,1,Fiber Optic,"32.64164, -116.985026",32.64164,-116.985026,0,94.55,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,12884,0,Q3,0,5,0,California,1,1,1,12,1173.55,0,166.56,0,1340.11,0,1,91913
-71,23,0,0,,,70,Potrero,4932,One Year,United States,1925-LFCZZ,Stayed,0,1,Male,1,DSL,"32.619465, -116.593605",32.619465,-116.593605,0,50.05,0,0,0,,0,0,1,0,Bank Withdrawal,0,905,0,Q3,0,4,1,California,1,0,1,55,2743.45,0,0,0,2743.45,0,1,91963
-51,6,2.53,0,,,69,Potrero,2257,One Year,United States,4091-TVOCN,Stayed,0,1,Male,1,Cable,"32.619465, -116.593605",32.619465,-116.593605,0,78.75,1,0,0,Offer B,0,1,1,0,Credit Card,1,905,0,Q3,0,3,0,California,1,1,1,48,3682.45,40,121.44,0,3843.89,0,0,91963
-23,41,29.44,0,,,55,Potrero,5988,One Year,United States,4445-KWOKW,Stayed,0,0,Female,1,Cable,"32.619465, -116.593605",32.619465,-116.593605,0,60.15,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,905,0,Q3,0,3,0,California,0,1,0,42,2421.6,0,1236.48,0,3658.08,1,1,91963
-33,15,31.93,0,,,27,Potrero,5868,One Year,United States,4274-DRSQT,Stayed,0,0,Female,1,Fiber Optic,"32.619465, -116.593605",32.619465,-116.593605,0,88.9,1,0,0,,1,0,1,0,Bank Withdrawal,1,905,0,Q3,0,5,0,California,0,0,1,66,6000.1,0,2107.38,0,8107.48,0,1,91963
-24,52,16.15,0,,,47,Potrero,5515,Two Year,United States,2904-GGUAZ,Stayed,0,0,Female,1,Fiber Optic,"32.619465, -116.593605",32.619465,-116.593605,1,84.05,1,0,8,Offer A,1,1,1,1,Bank Withdrawal,1,905,0,Q3,1,4,0,California,0,1,0,72,6052.25,0,1162.8,0,7215.05,1,1,91963
-67,19,34.55,0,,,69,Tecate,4148,One Year,United States,8707-RMEZH,Stayed,0,0,Female,1,Fiber Optic,"32.587557, -116.636816",32.587557,-116.636816,1,87.3,0,0,6,,1,1,0,1,Credit Card,1,91,0,Q3,1,3,1,California,1,0,0,69,6055.55,0,2383.95,0,8439.5,0,1,91980
-25,26,24.85,0,,,57,Tecate,4115,Two Year,United States,1557-EMYVT,Stayed,0,1,Female,1,Fiber Optic,"32.587557, -116.636816",32.587557,-116.636816,0,115.05,1,0,0,Offer B,1,1,0,0,Credit Card,1,91,1,Q3,0,4,0,California,1,1,1,43,4895.1,0,1068.55,10.76,5952.89,1,1,91980
-32,30,11.56,0,,,20,Tecate,4621,One Year,United States,2430-RRYUW,Stayed,0,0,Male,1,DSL,"32.587557, -116.636816",32.587557,-116.636816,0,54.8,0,0,0,Offer A,1,1,1,0,Mailed Check,1,91,0,Q3,0,4,0,California,0,0,0,66,3465.7,0,762.96,0,4228.66,0,1,91980
-47,53,26.35,0,,,49,Tecate,4667,Two Year,United States,2885-HIJDH,Stayed,1,1,Male,1,DSL,"32.587557, -116.636816",32.587557,-116.636816,1,86.9,1,3,9,,0,1,0,1,Bank Withdrawal,1,91,1,Q3,1,3,0,California,1,1,1,69,6194.1,0,1818.15,0,8012.25,0,1,91980
-48,0,32.28,0,,,79,Tecate,4052,Two Year,United States,2595-KIWPV,Stayed,1,0,Male,0,,"32.587557, -116.636816",32.587557,-116.636816,0,19.7,0,1,0,Offer C,0,0,0,0,Credit Card,1,91,0,Q3,0,3,0,California,0,0,0,27,509.3,0,871.56,0,1380.86,0,0,91980
-80,4,0,0,,,65,Carlsbad,5600,Two Year,United States,9373-WSLOY,Stayed,0,1,Male,1,DSL,"33.148116, -117.306043",33.148116,-117.306043,1,50,0,0,1,,1,0,1,1,Bank Withdrawal,0,35582,1,Q3,1,3,1,California,0,0,1,33,1750.85,0,0,0,1750.85,0,1,92008
-57,26,22.03,1,Attitude,Attitude of service provider,88,Carlsbad,2843,Month-to-Month,United States,6457-GIRWB,Churned,0,0,Male,1,Fiber Optic,"33.148116, -117.306043",33.148116,-117.306043,0,69.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,35582,0,Q3,0,2,0,California,0,0,0,1,69.35,0,22.03,0,91.38,0,1,92008
-49,0,22.22,0,,,28,Carlsbad,5308,Two Year,United States,3973-SKMLN,Stayed,0,0,Male,0,,"33.148116, -117.306043",33.148116,-117.306043,0,19.9,0,0,0,,0,0,1,0,Credit Card,1,35582,0,Q3,0,3,0,California,0,0,0,71,1355.1,0,1577.62,42.18,2890.54,0,0,92008
-22,73,8.33,0,,,71,Carlsbad,5377,One Year,United States,5447-WZAFP,Stayed,0,1,Female,1,Fiber Optic,"33.148116, -117.306043",33.148116,-117.306043,0,100.3,0,0,0,Offer B,1,0,1,0,Mailed Check,1,35582,0,Q3,0,4,0,California,1,1,1,53,5200.8,0,441.49,0,5642.29,1,1,92008
-75,7,23.54,0,,,20,El Cajon,4121,Two Year,United States,9819-FBNSV,Stayed,0,0,Male,1,Fiber Optic,"32.785165, -116.862648",32.785165,-116.862648,1,72.25,0,0,8,,0,0,1,1,Bank Withdrawal,1,40995,0,Q3,1,3,1,California,0,0,0,37,2575.45,0,870.98,0,3446.43,0,1,92019
-64,10,23.85,0,,,78,El Cajon,3617,Month-to-Month,United States,6745-JEFZB,Stayed,0,0,Male,1,Fiber Optic,"32.785165, -116.862648",32.785165,-116.862648,1,91.5,1,0,2,,0,0,1,1,Credit Card,1,40995,1,Q3,1,4,0,California,0,0,1,35,3236.35,90,834.75,40.79,4120.31,0,0,92019
-32,0,10.9,0,,,77,El Cajon,5811,One Year,United States,4425-OWHWB,Stayed,0,0,Female,0,,"32.785165, -116.862648",32.785165,-116.862648,0,19.35,0,0,0,,0,0,1,0,Credit Card,1,40995,0,Q3,0,5,0,California,0,0,0,20,433.75,0,218,0,651.75,0,0,92019
-42,15,17.37,0,,,31,El Cajon,3260,Month-to-Month,United States,4710-NKCAW,Stayed,1,0,Male,1,DSL,"32.785165, -116.862648",32.785165,-116.862648,1,64.4,1,2,7,,1,1,0,1,Credit Card,1,40995,1,Q3,1,3,0,California,0,0,0,5,316.9,0,86.85,0,403.75,0,1,92019
-67,12,45.76,0,,,37,El Cajon,5868,Two Year,United States,9544-PYPSJ,Stayed,1,1,Female,1,Fiber Optic,"32.79697, -116.969082",32.79697,-116.969082,1,96.1,1,2,1,,1,0,1,1,Credit Card,1,55277,0,Q3,1,4,1,California,1,0,0,62,6019.35,150,2837.12,0,9006.47,0,0,92020
-25,71,9.84,0,,,25,El Cajon,3513,Month-to-Month,United States,7892-QVYKW,Stayed,1,0,Female,1,Fiber Optic,"32.79697, -116.969082",32.79697,-116.969082,1,85.6,1,1,10,,0,0,0,1,Bank Withdrawal,1,55277,0,Q3,1,3,0,California,1,1,0,23,1868.4,0,226.32,0,2094.72,1,1,92020
-52,15,38.45,0,,,44,El Cajon,4258,One Year,United States,2725-IWWBA,Stayed,1,1,Male,1,DSL,"32.79697, -116.969082",32.79697,-116.969082,1,56.9,0,2,9,Offer B,0,1,0,1,Credit Card,1,55277,1,Q3,1,4,0,California,0,0,0,46,2560.1,0,1768.7,0,4328.8,0,1,92020
-20,85,38.3,0,,,27,El Cajon,3446,One Year,United States,5306-BVTKJ,Stayed,1,1,Male,1,DSL,"32.79697, -116.969082",32.79697,-116.969082,1,55.8,0,1,1,Offer B,1,0,1,1,Credit Card,1,55277,0,Q3,1,4,0,California,0,1,0,48,2651.2,0,1838.4,0,4489.6,1,1,92020
-75,26,24.67,0,,,56,Lakeside,4598,Two Year,United States,3258-SYSWS,Stayed,0,1,Male,1,Fiber Optic,"32.909873, -116.906774",32.909873,-116.906774,0,113.8,1,0,0,,1,1,0,0,Bank Withdrawal,1,42277,1,Q3,0,3,1,California,1,0,1,72,7845.8,0,1776.24,0,9622.04,0,1,92040
-37,0,9.04,0,,,46,Lakeside,4177,Two Year,United States,9385-EHGDO,Stayed,1,0,Female,0,,"32.909873, -116.906774",32.909873,-116.906774,1,19.85,0,1,5,,0,0,1,1,Credit Card,1,42277,0,Q3,1,3,0,California,0,0,0,35,739.35,0,316.4,2.29,1053.46,0,0,92040
-49,0,40.66,0,,,71,Lakeside,5770,Month-to-Month,United States,3190-FZATL,Stayed,1,0,Male,0,,"32.909873, -116.906774",32.909873,-116.906774,0,19.95,0,5,0,,0,0,0,0,Credit Card,1,42277,0,Q3,0,5,0,California,0,0,0,14,268.4,0,569.24,0,837.64,0,0,92040
-46,24,14.83,0,,,21,Lakeside,6079,Two Year,United States,5996-EBTKM,Stayed,1,1,Female,1,DSL,"32.909873, -116.906774",32.909873,-116.906774,1,69.9,1,1,1,Offer A,0,0,1,1,Bank Withdrawal,1,42277,1,Q3,1,3,0,California,1,1,0,67,4615.9,0,993.61,0,5609.51,0,1,92040
-74,26,27.68,0,,,34,Palomar Mountain,6442,One Year,United States,0512-FLFDW,Stayed,0,1,Female,1,Fiber Optic,"33.309852, -116.823091",33.309852,-116.823091,1,100.5,1,0,3,,0,0,1,1,Credit Card,1,234,0,Q3,1,5,1,California,1,0,1,60,6029,0,1660.8,0,7689.8,0,1,92060
-37,19,0,1,Attitude,Attitude of service provider,74,Palomar Mountain,5171,Month-to-Month,United States,0032-PGELS,Churned,1,0,Female,1,DSL,"33.309852, -116.823091",33.309852,-116.823091,1,30.5,0,1,1,,0,1,0,1,Bank Withdrawal,0,234,0,Q3,1,1,0,California,0,0,0,1,30.5,0,0,0,30.5,0,1,92060
-48,15,9.76,0,,,39,Palomar Mountain,4480,One Year,United States,1334-PDUKM,Stayed,0,1,Female,1,Fiber Optic,"33.309852, -116.823091",33.309852,-116.823091,1,86.45,1,0,5,Offer A,1,0,0,1,Credit Card,1,234,0,Q3,1,5,0,California,0,0,0,68,5762.95,150,663.68,0,6576.63,0,0,92060
-80,21,41.93,0,,,59,Ramona,5655,Two Year,United States,2107-FBPTK,Stayed,0,1,Female,1,Fiber Optic,"33.044541, -116.833922",33.044541,-116.833922,0,104.1,1,0,0,,1,0,1,0,Bank Withdrawal,1,33104,0,Q3,0,4,1,California,1,0,1,30,3121.1,0,1257.9,0,4379,0,1,92065
-20,71,19.64,0,,,22,Ramona,2807,Month-to-Month,United States,7982-VCELR,Stayed,0,0,Female,1,Fiber Optic,"33.044541, -116.833922",33.044541,-116.833922,0,94.8,0,0,0,,1,0,1,0,Credit Card,1,33104,0,Q3,0,4,0,California,1,1,1,36,3565.65,0,707.04,30.26,4242.43,1,1,92065
-64,17,28.36,0,,,43,Ramona,4190,Two Year,United States,2927-CVULT,Stayed,1,1,Female,1,Fiber Optic,"33.044541, -116.833922",33.044541,-116.833922,1,104.05,1,1,1,Offer B,1,1,1,1,Bank Withdrawal,1,33104,1,Q3,1,3,0,California,1,1,0,53,5566.4,0,1503.08,0,7069.48,0,1,92065
-26,48,0,0,,,52,Ramona,4106,Month-to-Month,United States,9013-AQORL,Stayed,1,1,Female,1,DSL,"33.044541, -116.833922",33.044541,-116.833922,0,45.55,0,2,0,Offer B,1,0,0,0,Credit Card,0,33104,0,Q3,0,3,0,California,1,1,0,48,2108.35,0,0,0,2108.35,1,1,92065
-66,5,41.85,0,,,20,Santee,5242,Two Year,United States,1016-DJTSV,Stayed,0,0,Male,1,Fiber Optic,"32.847336, -116.997605",32.847336,-116.997605,0,69.7,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,53510,0,Q3,0,4,1,California,0,0,0,8,572.85,0,334.8,0,907.65,0,1,92071
-50,0,35.35,0,,,28,Santee,5997,One Year,United States,9639-BUJXT,Stayed,0,0,Male,0,,"32.847336, -116.997605",32.847336,-116.997605,0,20.5,0,0,0,,0,0,0,0,Credit Card,1,53510,0,Q3,0,5,0,California,0,0,0,63,1328.15,0,2227.05,15.62,3539.58,0,0,92071
-19,0,6.26,0,,,71,Santee,5240,Two Year,United States,9588-YRFHY,Stayed,0,0,Male,0,,"32.847336, -116.997605",32.847336,-116.997605,0,19.9,0,0,0,Offer B,0,0,1,0,Credit Card,1,53510,0,Q3,0,3,0,California,0,0,0,49,1022.6,0,306.74,0,1329.34,1,0,92071
-79,0,4.75,0,,,73,Valley Center,4788,Two Year,United States,5699-BNCAS,Stayed,0,0,Male,0,,"33.25283, -116.986079",33.25283,-116.986079,0,24.65,1,0,0,Offer A,0,0,1,0,Credit Card,1,14575,0,Q3,0,3,1,California,0,0,0,71,1766.75,0,337.25,0,2104,0,0,92082
-59,22,25.89,0,,,44,Valley Center,3137,Month-to-Month,United States,9700-ISPUP,Stayed,1,0,Female,1,DSL,"33.25283, -116.986079",33.25283,-116.986079,1,65.5,0,1,1,Offer D,1,0,1,1,Bank Withdrawal,1,14575,1,Q3,1,5,0,California,1,1,0,10,616.9,0,258.9,0,875.8,0,1,92082
-53,0,16.13,0,,,73,Valley Center,2681,Month-to-Month,United States,9364-YKUVW,Stayed,0,0,Male,0,,"33.25283, -116.986079",33.25283,-116.986079,0,19.8,0,0,0,,0,0,1,0,Mailed Check,1,14575,0,Q3,0,5,0,California,0,0,0,15,309.4,0,241.95,0,551.35,0,0,92082
-73,0,15.9,0,,,22,Vista,5209,Two Year,United States,2900-PHPLN,Stayed,0,0,Female,0,,"33.17494, -117.242761",33.17494,-117.242761,1,19.55,0,0,2,Offer A,0,0,1,1,Credit Card,1,62036,0,Q3,1,3,1,California,0,0,0,70,1462.05,0,1113,0,2575.05,0,0,92083
-26,0,23.52,0,,,57,Vista,5540,Two Year,United States,8966-SNIZF,Stayed,0,0,Female,0,,"33.17494, -117.242761",33.17494,-117.242761,1,19.45,0,0,9,,0,0,0,1,Bank Withdrawal,1,62036,0,Q3,1,4,0,California,0,0,0,70,1303.5,0,1646.4,14.49,2935.41,1,0,92083
-41,25,0,0,,,72,Vista,3176,Month-to-Month,United States,9839-ETQOE,Stayed,1,1,Male,1,DSL,"33.17494, -117.242761",33.17494,-117.242761,0,40.45,0,2,0,,1,1,1,0,Bank Withdrawal,0,62036,0,Q3,0,3,0,California,0,0,0,43,1912.85,0,0,0,1912.85,0,1,92083
-50,12,31.22,0,,,37,Vista,5624,Month-to-Month,United States,5392-AKEMH,Stayed,0,0,Female,1,DSL,"33.17494, -117.242761",33.17494,-117.242761,0,45.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,62036,0,Q3,0,4,0,California,0,0,0,12,523.1,0,374.64,0,897.74,0,1,92083
-71,3,41.58,0,,,51,Palm Desert,4333,Two Year,United States,5288-AHOUP,Stayed,0,0,Male,1,Fiber Optic,"33.694501, -116.412711",33.694501,-116.412711,0,78.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,29340,0,Q3,0,3,1,California,1,1,0,11,874.2,0,457.38,0,1331.58,0,1,92260
-55,0,35.46,0,,,76,Palm Desert,2438,One Year,United States,4163-NCJAK,Stayed,0,0,Female,0,,"33.694501, -116.412711",33.694501,-116.412711,1,24.45,1,0,9,Offer B,0,0,1,1,Bank Withdrawal,1,29340,0,Q3,1,4,0,California,0,0,0,46,1066.15,0,1631.16,0,2697.31,0,0,92260
-59,3,31.66,0,,,52,Palm Desert,6385,One Year,United States,7833-PKIHD,Stayed,0,0,Male,1,Cable,"33.694501, -116.412711",33.694501,-116.412711,1,76.4,0,0,1,,0,1,1,1,Bank Withdrawal,1,29340,1,Q3,1,3,0,California,1,1,1,51,3966.3,0,1614.66,0,5580.96,0,1,92260
-23,69,4.75,0,,,26,Palm Desert,5314,Two Year,United States,9227-YBAXE,Stayed,1,0,Female,1,DSL,"33.694501, -116.412711",33.694501,-116.412711,1,82.5,1,2,0,Offer B,1,1,1,1,Bank Withdrawal,1,29340,1,Q3,0,3,0,California,1,1,1,65,5215.1,40,308.75,0,5563.85,1,0,92260
-30,0,1.57,0,,,44,Palm Desert,2007,Two Year,United States,9710-NJERN,Stayed,0,0,Female,0,,"33.694501, -116.412711",33.694501,-116.412711,0,20.15,0,0,0,Offer C,0,0,0,0,Mailed Check,1,29340,0,Q3,0,3,0,California,0,0,0,39,826,0,61.23,25.92,861.31,0,0,92260
-65,20,26.87,0,,,71,Adelanto,4474,Two Year,United States,7134-HBPBS,Stayed,0,1,Female,1,Fiber Optic,"34.667815, -117.536183",34.667815,-117.536183,0,108.1,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,18980,1,Q3,0,5,1,California,1,1,1,72,7774.05,0,1934.64,0,9708.69,0,1,92301
-22,0,46.27,1,Price,Long distance charges,82,Adelanto,4221,Month-to-Month,United States,9063-ZGTUY,Churned,0,0,Female,0,,"34.667815, -117.536183",34.667815,-117.536183,1,19.4,0,0,3,,0,0,1,1,Credit Card,1,18980,0,Q3,1,3,0,California,0,0,0,61,1182.55,0,2822.47,0,4005.02,1,0,92301
-53,0,31.26,0,,,54,Adelanto,5403,Month-to-Month,United States,3486-KHMLI,Stayed,1,0,Male,0,,"34.667815, -117.536183",34.667815,-117.536183,0,24.7,1,1,0,Offer D,0,0,0,0,Credit Card,1,18980,0,Q3,0,4,0,California,0,0,0,21,467.15,0,656.46,0,1123.61,0,0,92301
-34,22,15.45,0,,,80,Adelanto,5586,Month-to-Month,United States,6143-JQKEA,Stayed,0,0,Male,1,Cable,"34.667815, -117.536183",34.667815,-117.536183,0,45.8,0,0,0,,0,0,1,0,Credit Card,1,18980,0,Q3,0,3,0,California,0,0,0,10,436.2,0,154.5,0,590.7,0,1,92301
-38,24,36.05,0,,,59,Adelanto,2140,One Year,United States,6840-RESVB,Stayed,1,1,Male,1,Cable,"34.667815, -117.536183",34.667815,-117.536183,1,84.8,1,2,1,Offer C,0,1,1,1,Mailed Check,1,18980,1,Q3,1,3,0,California,1,1,1,24,1990.5,0,865.2,48.23,2807.47,0,1,92301
-73,13,37.15,0,,,42,Daggett,3355,One Year,United States,4415-WNGVR,Stayed,0,1,Female,1,DSL,"34.875144, -116.821698",34.875144,-116.821698,1,79.2,0,0,3,,0,1,1,1,Bank Withdrawal,1,678,1,Q3,1,4,1,California,1,1,1,12,943.85,20,445.8,0,1409.65,0,0,92327
-54,13,29.78,1,Competitor,Competitor had better devices,73,Daggett,2792,Month-to-Month,United States,4110-PFEUZ,Churned,0,0,Female,1,Fiber Optic,"34.875144, -116.821698",34.875144,-116.821698,0,69.55,0,0,0,Offer E,0,0,0,0,Credit Card,1,678,0,Q3,0,1,0,California,0,0,0,1,69.55,0,29.78,0,99.33,0,1,92327
-55,23,27.17,0,,,60,Daggett,4766,Month-to-Month,United States,4137-BTIKL,Joined,0,0,Male,1,Fiber Optic,"34.875144, -116.821698",34.875144,-116.821698,0,90.75,1,0,0,Offer E,0,1,0,0,Credit Card,1,678,0,Q3,0,3,0,California,1,1,0,2,174.75,0,54.34,0,229.09,0,1,92327
-22,0,30.83,0,,,70,Daggett,5352,Two Year,United States,5057-RKGLH,Stayed,1,0,Female,0,,"34.875144, -116.821698",34.875144,-116.821698,1,20.35,0,1,9,,0,0,0,1,Credit Card,1,678,0,Q3,1,3,0,California,0,0,0,9,191.1,0,277.47,0,468.57,1,0,92327
-71,24,7.51,0,,,66,Aguanga,5313,Two Year,United States,0650-BWOZN,Stayed,0,0,Female,1,Fiber Optic,"33.482243, -116.827173",33.482243,-116.827173,0,73.55,0,0,0,,1,0,1,0,Bank Withdrawal,1,2433,0,Q3,0,3,1,California,0,0,0,18,1359.45,0,135.18,0,1494.63,0,1,92536
-56,22,34.49,1,Attitude,Attitude of service provider,90,Aguanga,3736,Month-to-Month,United States,2207-OBZNX,Churned,0,0,Male,1,Cable,"33.482243, -116.827173",33.482243,-116.827173,0,51,0,0,0,,0,1,1,0,Mailed Check,1,2433,0,Q3,0,1,0,California,0,0,0,7,354.05,0,241.43,0,595.48,0,1,92536
-50,12,29.72,0,,,20,Aguanga,6316,One Year,United States,3957-HHLMR,Stayed,0,0,Female,1,DSL,"33.482243, -116.827173",33.482243,-116.827173,1,65.2,1,0,1,Offer A,0,1,0,1,Bank Withdrawal,1,2433,0,Q3,1,3,0,California,1,1,0,70,4543.15,0,2080.4,0,6623.55,0,1,92536
-57,0,34.24,0,,,43,Aguanga,2639,Two Year,United States,4335-UPJSI,Stayed,1,0,Female,0,,"33.482243, -116.827173",33.482243,-116.827173,0,19.75,0,1,0,,0,0,0,0,Mailed Check,1,2433,0,Q3,0,3,0,California,0,0,0,24,498.1,0,821.76,0,1319.86,0,0,92536
-76,0,29.43,0,,,36,Irvine,6469,Two Year,United States,1080-BWSYE,Stayed,0,0,Male,0,,"33.667145, -117.732135",33.667145,-117.732135,1,25.65,1,0,0,,0,0,0,1,Credit Card,1,6301,0,Q3,0,5,1,California,0,0,0,64,1740.8,0,1883.52,0,3624.32,0,0,92618
-54,24,21.15,0,,,41,Irvine,4980,Month-to-Month,United States,0621-HJWXJ,Stayed,0,0,Female,1,Fiber Optic,"33.667145, -117.732135",33.667145,-117.732135,1,81.55,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,6301,0,Q3,1,4,0,California,0,0,0,63,5029.05,0,1332.45,0,6361.5,0,1,92618
-30,59,0,0,,,39,Irvine,4761,Month-to-Month,United States,3689-MOZGR,Stayed,0,0,Female,1,Cable,"33.667145, -117.732135",33.667145,-117.732135,0,31.2,0,0,0,,0,0,1,0,Bank Withdrawal,0,6301,1,Q3,0,5,0,California,0,0,0,29,926.2,0,0,0,926.2,0,1,92618
-25,0,34.03,0,,,51,Irvine,4533,Two Year,United States,2799-TSLAG,Stayed,1,0,Female,0,,"33.667145, -117.732135",33.667145,-117.732135,1,25.3,1,3,9,,0,0,1,1,Bank Withdrawal,1,6301,0,Q3,1,4,0,California,0,0,0,65,1748.55,0,2211.95,0,3960.5,1,0,92618
-73,18,11.01,0,,,46,Fullerton,3660,Two Year,United States,5816-SCGFC,Stayed,0,0,Female,1,Cable,"33.902211, -117.914922",33.902211,-117.914922,0,51.3,0,0,0,,1,0,1,0,Credit Card,1,21157,0,Q3,0,4,1,California,0,0,0,7,419.35,0,77.07,0,496.42,0,1,92835
-71,9,22.3,0,,,67,Fullerton,5318,Month-to-Month,United States,7658-UYUQS,Stayed,0,1,Male,1,Fiber Optic,"33.902211, -117.914922",33.902211,-117.914922,1,86.55,0,0,0,,0,0,0,1,Bank Withdrawal,1,21157,0,Q3,0,5,1,California,0,0,1,21,1857.25,0,468.3,0,2325.55,0,1,92835
-25,52,3.57,0,,,40,Fullerton,5633,Two Year,United States,0795-LAFGP,Stayed,0,1,Male,1,DSL,"33.902211, -117.914922",33.902211,-117.914922,1,90.4,1,0,1,,1,1,0,1,Bank Withdrawal,1,21157,1,Q3,1,3,0,California,1,1,1,71,6668.05,0,253.47,0,6921.52,1,1,92835
-40,0,29.06,0,,,76,Fullerton,5243,Two Year,United States,2908-WGAXL,Stayed,1,0,Female,0,,"33.902211, -117.914922",33.902211,-117.914922,1,24.95,1,2,9,,0,0,1,1,Credit Card,1,21157,0,Q3,1,5,0,California,0,0,0,56,1468.9,0,1627.36,0,3096.26,0,0,92835
-67,17,4.11,0,,,49,Norco,4428,Two Year,United States,9278-VZKCD,Stayed,0,1,Female,1,Fiber Optic,"33.925833, -117.559639",33.925833,-117.559639,1,109.1,1,0,1,,1,1,1,1,Bank Withdrawal,1,22443,0,Q3,1,5,1,California,1,0,1,52,5647.95,0,213.72,0,5861.67,0,1,92860
-52,30,36.24,1,Competitor,Competitor offered higher download speeds,67,Norco,5670,Month-to-Month,United States,0719-SYFRB,Churned,0,1,Female,1,DSL,"33.925833, -117.559639",33.925833,-117.559639,0,61.65,1,0,0,Offer D,0,1,1,0,Mailed Check,1,22443,1,Q3,0,1,0,California,0,0,0,12,713.75,0,434.88,0,1148.63,0,1,92860
-48,0,26.03,0,,,75,Norco,3878,Two Year,United States,0362-RAOQO,Stayed,0,0,Female,0,,"33.925833, -117.559639",33.925833,-117.559639,0,19.65,0,0,0,,0,0,0,0,Credit Card,1,22443,0,Q3,0,4,0,California,0,0,0,40,830.25,0,1041.2,0,1871.45,0,0,92860
-46,0,29.12,0,,,27,Norco,5909,Month-to-Month,United States,8457-XIGKN,Stayed,0,0,Male,0,,"33.925833, -117.559639",33.925833,-117.559639,0,19.6,0,0,0,Offer D,0,0,1,0,Credit Card,1,22443,0,Q3,0,4,0,California,0,0,0,20,356.15,0,582.4,0,938.55,0,0,92860
-70,11,4.06,0,,,77,Corona,4734,Two Year,United States,8261-GWDBQ,Stayed,0,1,Female,1,Fiber Optic,"33.918043, -117.617809",33.918043,-117.617809,1,116.05,1,0,1,,1,1,1,1,Bank Withdrawal,1,16998,1,Q3,1,3,1,California,1,0,1,60,6925.9,0,243.6,0,7169.5,0,1,92880
-55,12,4.61,0,,,72,Corona,5076,One Year,United States,2731-GJRDG,Stayed,0,1,Female,1,Fiber Optic,"33.918043, -117.617809",33.918043,-117.617809,0,109.55,1,0,0,,0,1,1,0,Bank Withdrawal,1,16998,1,Q3,0,3,0,California,1,1,1,32,3608,0,147.52,0,3755.52,0,1,92880
-26,73,20.11,0,,,28,Corona,2976,One Year,United States,4957-TIALW,Stayed,0,1,Female,1,Cable,"33.918043, -117.617809",33.918043,-117.617809,0,65.6,0,0,0,Offer D,1,1,0,0,Credit Card,1,16998,1,Q3,0,3,0,California,0,1,0,15,1010,0,301.65,0,1311.65,1,1,92880
-63,2,17.73,0,,,70,Corona,4806,Month-to-Month,United States,1346-PJWTK,Stayed,0,1,Male,1,Fiber Optic,"33.918043, -117.617809",33.918043,-117.617809,1,94.15,0,0,1,,1,0,0,1,Credit Card,1,16998,1,Q3,1,3,0,California,1,1,0,61,5731.85,0,1081.53,0,6813.38,0,1,92880
-69,4,28.67,0,,,46,Armona,4320,Two Year,United States,8720-RQSBJ,Joined,0,0,Male,1,DSL,"36.315979, -119.710852",36.315979,-119.710852,0,44,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,2872,0,Q3,0,4,1,California,0,0,0,1,44,0,28.67,0,72.67,0,1,93202
-26,82,2.02,1,Competitor,Competitor offered more data,75,Armona,3573,Month-to-Month,United States,0195-IESCP,Churned,0,0,Male,1,Fiber Optic,"36.315979, -119.710852",36.315979,-119.710852,1,85.25,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,2872,0,Q3,1,3,0,California,1,1,0,10,855.3,100,20.2,0,975.5,1,0,93202
-63,20,43.32,1,Competitor,Competitor had better devices,96,Armona,3223,Month-to-Month,United States,7488-MXJIV,Churned,0,0,Female,1,Fiber Optic,"36.315979, -119.710852",36.315979,-119.710852,0,85.65,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,2872,0,Q3,0,1,0,California,0,0,1,4,321.65,10,173.28,0,504.93,0,0,93202
-58,0,6.65,0,,,63,Armona,5816,Month-to-Month,United States,2308-STERM,Joined,0,0,Female,0,,"36.315979, -119.710852",36.315979,-119.710852,0,19.4,0,0,0,,0,0,0,0,Credit Card,1,2872,0,Q3,0,5,0,California,0,0,0,2,61.05,0,13.3,0,74.35,0,0,93202
-79,13,46.44,0,,,49,Earlimart,4831,Two Year,United States,7225-CBZPL,Stayed,0,0,Male,1,Fiber Optic,"35.858054, -119.305858",35.858054,-119.305858,1,94.8,1,0,7,,0,0,1,1,Bank Withdrawal,1,9318,0,Q3,1,3,1,California,1,0,1,17,1563.9,0,789.48,0,2353.38,0,1,93219
-30,30,26.26,1,Competitor,Competitor offered higher download speeds,87,Earlimart,2876,Month-to-Month,United States,9576-ANLXO,Churned,0,0,Female,1,Fiber Optic,"35.858054, -119.305858",35.858054,-119.305858,0,69.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,9318,0,Q3,0,1,0,California,0,0,0,3,222.3,0,78.78,0,301.08,0,1,93219
-59,3,46.53,0,,,30,Earlimart,5529,Two Year,United States,7579-KKLOE,Stayed,0,1,Male,1,DSL,"35.858054, -119.305858",35.858054,-119.305858,1,91.25,1,0,7,Offer A,1,1,1,1,Credit Card,1,9318,1,Q3,1,3,0,California,1,1,1,71,6589.6,0,3303.63,0,9893.23,0,1,93219
-62,11,1.63,0,,,73,Earlimart,3608,One Year,United States,6586-PSJOX,Stayed,1,1,Male,1,DSL,"35.858054, -119.305858",35.858054,-119.305858,0,55.2,0,2,0,Offer D,0,0,0,0,Credit Card,1,9318,1,Q3,0,4,0,California,0,0,0,15,864.55,80,24.45,0,969,0,0,93219
-70,18,27.74,0,,,57,Kettleman City,4499,One Year,United States,3692-JHONH,Stayed,0,1,Female,1,Fiber Optic,"35.996923, -120.000951",35.996923,-120.000951,1,106.5,1,0,9,,1,0,1,1,Bank Withdrawal,1,1809,0,Q3,1,5,1,California,1,0,1,52,5621.85,90,1442.48,0,7154.33,0,0,93239
-46,29,3.55,0,,,38,Kettleman City,5369,Month-to-Month,United States,8095-WANWK,Stayed,0,0,Female,1,DSL,"35.996923, -120.000951",35.996923,-120.000951,0,45.25,0,0,0,Offer D,0,0,0,0,Credit Card,1,1809,0,Q3,0,5,0,California,0,0,0,10,428.7,0,35.5,44.9,419.3,0,0,93239
-20,47,22.83,0,,,60,Kettleman City,3927,One Year,United States,9154-QDGTH,Stayed,1,1,Male,1,Fiber Optic,"35.996923, -120.000951",35.996923,-120.000951,1,104.3,1,2,0,,0,0,1,1,Credit Card,1,1809,1,Q3,0,5,0,California,1,1,1,43,4451.85,0,981.69,0,5433.54,1,1,93239
-35,0,27.67,0,,,79,Kettleman City,3976,Month-to-Month,United States,0816-TSPHQ,Joined,0,0,Male,0,,"35.996923, -120.000951",35.996923,-120.000951,0,20.75,0,0,0,,0,0,0,0,Credit Card,1,1809,0,Q3,0,3,0,California,0,0,0,2,44.2,0,55.34,0,99.54,0,0,93239
-70,29,44.63,0,,,53,Posey,2565,Two Year,United States,1200-TUZHR,Stayed,0,0,Female,1,Fiber Optic,"35.861928, -118.636698",35.861928,-118.636698,0,85.2,1,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,266,0,Q3,0,4,1,California,1,0,0,8,695.75,0,357.04,0,1052.79,0,1,93260
-19,76,0,1,Competitor,Competitor made better offer,65,Posey,3146,Month-to-Month,United States,0822-GAVAP,Churned,0,0,Female,1,DSL,"35.861928, -118.636698",35.861928,-118.636698,0,34.7,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,266,0,Q3,0,1,0,California,1,1,0,2,62.25,0,0,0,62.25,1,1,93260
-47,7,38.94,0,,,70,Posey,4507,One Year,United States,2972-YDYUW,Stayed,0,0,Female,1,Fiber Optic,"35.861928, -118.636698",35.861928,-118.636698,0,94.7,1,0,0,,1,0,0,0,Bank Withdrawal,1,266,1,Q3,0,4,0,California,1,1,0,57,5468.95,0,2219.58,0,7688.53,0,1,93260
-21,0,38.28,0,,,22,Posey,2189,Month-to-Month,United States,1222-LRYKO,Stayed,1,0,Male,0,,"35.861928, -118.636698",35.861928,-118.636698,0,26.35,1,3,0,Offer E,0,0,0,0,Credit Card,1,266,0,Q3,0,3,0,California,0,0,0,6,184.05,0,229.68,0,413.73,1,0,93260
-79,23,35.53,0,,,34,Springville,3324,Two Year,United States,7130-CTCUS,Stayed,0,0,Male,1,DSL,"36.245926, -118.693138",36.245926,-118.693138,1,54.55,0,0,5,,1,1,1,1,Bank Withdrawal,1,3546,0,Q3,1,3,1,California,0,0,0,16,825.1,0,568.48,0,1393.58,0,1,93265
-57,24,1.27,0,,,58,Springville,6301,Two Year,United States,7501-IWUNG,Stayed,0,1,Female,1,DSL,"36.245926, -118.693138",36.245926,-118.693138,1,73.8,0,0,9,Offer B,0,0,1,1,Bank Withdrawal,1,3546,1,Q3,1,4,0,California,1,1,1,61,4616.05,30,77.47,49.51,4674.01,0,0,93265
-35,15,1.54,0,,,76,Springville,4491,Month-to-Month,United States,4981-FLTMF,Stayed,1,0,Female,1,DSL,"36.245926, -118.693138",36.245926,-118.693138,1,65.2,1,1,3,,1,1,0,1,Bank Withdrawal,1,3546,1,Q3,1,3,0,California,0,0,0,57,3687.85,0,87.78,0,3775.63,0,1,93265
-57,30,45.35,0,,,53,Springville,4799,One Year,United States,4423-JWZJN,Stayed,1,1,Male,1,Fiber Optic,"36.245926, -118.693138",36.245926,-118.693138,1,90.25,1,2,9,Offer B,0,0,0,1,Credit Card,1,3546,0,Q3,1,4,0,California,1,1,0,64,5629.15,0,2902.4,0,8531.55,0,1,93265
-72,13,10.03,0,,,58,Visalia,3860,Two Year,United States,0420-HLGXF,Stayed,0,1,Female,1,Fiber Optic,"36.391777, -119.372842",36.391777,-119.372842,0,99.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,36718,0,Q3,0,3,1,California,1,0,1,39,4036,0,391.17,0,4427.17,0,1,93291
-19,52,32.36,0,,,76,Visalia,6322,Two Year,United States,0078-XZMHT,Stayed,0,1,Male,1,DSL,"36.391777, -119.372842",36.391777,-119.372842,1,85.15,1,0,5,,1,0,1,1,Bank Withdrawal,1,36718,1,Q3,1,3,0,California,1,1,1,72,6316.2,0,2329.92,0,8646.12,1,1,93291
-24,76,0,0,,,64,Visalia,6495,Month-to-Month,United States,2683-JXWQQ,Stayed,1,1,Male,1,DSL,"36.391777, -119.372842",36.391777,-119.372842,1,33.6,0,1,3,,0,1,0,1,Bank Withdrawal,0,36718,0,Q3,1,3,0,California,0,0,0,61,2117.2,110,0,0,2227.2,1,0,93291
-51,11,7.99,0,,,24,Visalia,3704,Month-to-Month,United States,9752-ZNQUT,Joined,0,0,Female,1,Cable,"36.391777, -119.372842",36.391777,-119.372842,0,48.6,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,36718,0,Q3,0,5,0,California,0,0,0,1,48.6,0,7.99,0,56.59,0,1,93291
-76,18,11.01,0,,,69,San Luis Obispo,4251,Two Year,United States,3657-COGMW,Stayed,0,1,Female,1,Fiber Optic,"35.236549, -120.727344",35.236549,-120.727344,0,108.1,1,0,0,,1,1,0,0,Credit Card,1,31982,0,Q3,0,4,1,California,1,0,1,52,5839.3,0,572.52,0,6411.82,0,1,93405
-24,47,0,0,,,39,San Luis Obispo,4810,Month-to-Month,United States,7989-AWGEH,Stayed,1,0,Male,1,DSL,"35.236549, -120.727344",35.236549,-120.727344,1,39.2,0,2,8,Offer B,0,1,1,1,Bank Withdrawal,0,31982,0,Q3,1,4,0,California,1,1,0,49,1838.15,0,0,0,1838.15,1,1,93405
-53,30,0,0,,,43,San Luis Obispo,5638,One Year,United States,8318-LCNBW,Stayed,0,1,Male,1,DSL,"35.236549, -120.727344",35.236549,-120.727344,1,53.15,0,0,5,,0,1,0,1,Credit Card,0,31982,0,Q3,1,3,0,California,1,1,1,35,1930.9,0,0,0,1930.9,0,1,93405
-70,7,0,0,,,78,Cambria,4049,Two Year,United States,4334-HOWRP,Stayed,0,1,Male,1,DSL,"35.591387, -121.032256",35.591387,-121.032256,1,64.95,0,0,1,Offer A,1,1,1,1,Credit Card,0,6526,1,Q3,1,3,1,California,1,0,1,72,4546,30,0,0,4576,0,0,93428
-40,29,0,0,,,76,Cambria,5224,Two Year,United States,0114-IGABW,Stayed,0,1,Female,1,Cable,"35.591387, -121.032256",35.591387,-121.032256,1,58.25,0,0,2,Offer A,1,0,0,1,Bank Withdrawal,0,6526,1,Q3,1,5,0,California,1,1,1,71,4145.9,0,0,0,4145.9,0,1,93428
-43,5,24.89,0,,,41,Cambria,4743,Two Year,United States,6650-BWFRT,Stayed,0,1,Female,1,Fiber Optic,"35.591387, -121.032256",35.591387,-121.032256,1,117.15,1,0,1,Offer A,1,1,1,1,Credit Card,1,6526,1,Q3,1,3,0,California,1,1,1,72,8529.5,0,1792.08,0,10321.58,0,1,93428
-47,30,25.1,0,,,79,Cambria,6193,One Year,United States,5915-DGNVC,Stayed,0,1,Female,1,DSL,"35.591387, -121.032256",35.591387,-121.032256,1,71.8,1,0,9,Offer B,1,1,0,1,Bank Withdrawal,1,6526,0,Q3,1,4,0,California,1,1,0,49,3472.05,0,1229.9,0,4701.95,0,1,93428
-72,28,0,0,,,32,Caliente,5597,Two Year,United States,9522-BNTHX,Stayed,0,1,Female,1,DSL,"35.358953, -118.527064",35.358953,-118.527064,0,56.25,0,0,0,,1,0,1,0,Bank Withdrawal,0,1022,0,Q3,0,3,1,California,1,0,1,34,1765.95,0,0,0,1765.95,0,1,93518
-39,21,9.05,1,Attitude,Attitude of support person,93,Caliente,4884,Month-to-Month,United States,5196-SGOAK,Churned,0,0,Female,1,Fiber Optic,"35.358953, -118.527064",35.358953,-118.527064,0,75.7,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,1022,0,Q3,0,3,0,California,0,0,0,1,75.7,0,9.05,0,84.75,0,1,93518
-35,9,25.21,0,,,79,Caliente,4472,Month-to-Month,United States,8224-IVVPA,Stayed,0,0,Female,1,DSL,"35.358953, -118.527064",35.358953,-118.527064,0,56.7,0,0,0,,1,1,1,0,Credit Card,1,1022,0,Q3,0,3,0,California,0,0,0,27,1652.95,0,680.67,0,2333.62,0,1,93518
-46,0,27.78,0,,,44,Caliente,2276,Month-to-Month,United States,7623-HKYRK,Stayed,1,0,Male,0,,"35.358953, -118.527064",35.358953,-118.527064,0,19.7,0,1,0,,0,0,0,0,Mailed Check,1,1022,0,Q3,0,3,0,California,0,0,0,6,111.65,0,166.68,0,278.33,0,0,93518
-73,15,24.85,0,,,76,Olancha,5811,Two Year,United States,2688-BHGOG,Stayed,0,0,Male,1,Fiber Optic,"36.296851, -117.865469",36.296851,-117.865469,0,79.55,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,318,0,Q3,0,5,1,California,1,0,0,9,718.55,10,223.65,0,952.2,0,0,93549
-23,51,35.28,1,Attitude,Attitude of support person,92,Olancha,5730,Month-to-Month,United States,8042-JVNFH,Churned,0,0,Male,1,Fiber Optic,"36.296851, -117.865469",36.296851,-117.865469,0,71.35,0,0,0,,0,0,1,0,Credit Card,1,318,0,Q3,0,3,0,California,0,1,0,1,71.35,0,35.28,0,106.63,1,1,93549
-45,6,1.08,0,,,78,Olancha,3277,Month-to-Month,United States,8728-SKJLR,Stayed,0,0,Male,1,Fiber Optic,"36.296851, -117.865469",36.296851,-117.865469,0,74.25,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,318,1,Q3,0,3,0,California,0,0,0,41,3089.1,0,44.28,0,3133.38,0,1,93549
-56,53,0,0,,,40,Olancha,3824,Month-to-Month,United States,3694-DELSO,Stayed,1,0,Male,1,DSL,"36.296851, -117.865469",36.296851,-117.865469,1,38.55,0,3,3,,0,1,0,1,Credit Card,0,318,0,Q3,1,4,0,California,0,0,1,4,156.1,0,0,0,156.1,0,1,93549
-79,30,14.39,0,,,29,Randsburg,3471,Two Year,United States,0916-QOFDP,Stayed,1,0,Female,1,Fiber Optic,"35.405722, -117.773354",35.405722,-117.773354,1,95.8,1,1,5,,0,0,1,1,Bank Withdrawal,1,117,0,Q3,1,3,1,California,1,0,1,14,1346.3,0,201.46,0,1547.76,0,1,93554
-37,27,41.57,1,Competitor,Competitor offered higher download speeds,79,Randsburg,4356,Month-to-Month,United States,5842-POCOP,Churned,0,1,Female,1,Cable,"35.405722, -117.773354",35.405722,-117.773354,1,88.9,0,0,1,,0,1,1,1,Mailed Check,1,117,0,Q3,1,1,0,California,1,1,0,5,454.15,0,207.85,0,662,0,1,93554
-57,0,13.34,0,,,68,Randsburg,5712,Month-to-Month,United States,0142-GVYSN,Stayed,0,0,Male,0,,"35.405722, -117.773354",35.405722,-117.773354,0,20.3,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,117,0,Q3,0,5,0,California,0,0,0,26,511.25,0,346.84,0,858.09,0,0,93554
-32,19,19.73,0,,,56,Randsburg,2161,Month-to-Month,United States,4072-IPYLT,Stayed,1,0,Female,1,DSL,"35.405722, -117.773354",35.405722,-117.773354,1,51.05,0,2,3,,0,1,0,1,Credit Card,1,117,0,Q3,1,3,0,California,0,0,0,36,1815,0,710.28,0,2525.28,0,1,93554
-72,8,12.98,0,,,72,Prather,3583,Two Year,United States,8910-LEDAG,Stayed,0,0,Male,1,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,1,71.55,0,0,2,,0,0,0,1,Credit Card,1,1314,0,Q3,1,3,1,California,0,0,0,34,2427.35,0,441.32,0,2868.67,0,1,93651
-45,24,41.74,1,Price,Extra data charges,87,Prather,6481,Month-to-Month,United States,1323-OOEPC,Churned,0,0,Female,1,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,1,98.4,1,0,1,,1,0,1,1,Credit Card,1,1314,0,Q3,1,2,0,California,1,1,1,53,5149.5,0,2212.22,0,7361.72,0,1,93651
-30,51,9.28,0,,,48,Prather,4867,Two Year,United States,4178-EGMON,Stayed,0,0,Male,1,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,1,88,1,0,9,,1,1,1,1,Credit Card,1,1314,1,Q3,1,3,0,California,0,0,0,70,5986.45,0,649.6,0,6636.05,0,1,93651
-40,24,29.93,0,,,25,Prather,4348,Two Year,United States,4057-FKCZK,Stayed,1,0,Male,1,Fiber Optic,"37.007238, -119.505661",37.007238,-119.505661,1,82.5,1,2,1,,0,0,0,1,Bank Withdrawal,1,1314,0,Q3,1,3,0,California,0,0,1,58,4828.05,0,1735.94,0,6563.99,0,1,93651
-78,27,19.57,0,,,40,Raisin City,5316,Two Year,United States,3452-GWUIN,Stayed,0,0,Female,1,Fiber Optic,"36.594542, -119.905245",36.594542,-119.905245,1,94.95,1,0,10,,0,0,1,1,Bank Withdrawal,1,265,0,Q3,1,5,1,California,1,0,1,19,1760.25,0,371.83,0,2132.08,0,1,93652
-41,29,27.63,0,,,35,Raisin City,5632,Month-to-Month,United States,4220-TINQT,Stayed,0,1,Female,1,Fiber Optic,"36.594542, -119.905245",36.594542,-119.905245,1,106.35,1,0,3,,0,0,1,1,Bank Withdrawal,1,265,1,Q3,1,5,0,California,1,1,1,61,6751.35,0,1685.43,0,8436.78,0,1,93652
-38,15,28.06,0,,,80,Raisin City,4361,Two Year,United States,3200-MNQTF,Stayed,0,1,Male,1,DSL,"36.594542, -119.905245",36.594542,-119.905245,1,70.9,1,0,8,,1,1,0,1,Credit Card,1,265,1,Q3,1,3,0,California,0,0,0,67,4677.1,0,1880.02,0,6557.12,0,1,93652
-56,30,29.29,0,,,76,Raisin City,5219,Two Year,United States,4291-TPNFG,Stayed,0,1,Male,1,DSL,"36.594542, -119.905245",36.594542,-119.905245,1,82.3,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,265,1,Q3,1,3,0,California,1,1,0,72,5980.55,140,2108.88,0,8229.43,0,0,93652
-77,26,0,0,,,60,Fresno,2030,Two Year,United States,8450-UYIBU,Stayed,0,1,Female,1,Cable,"36.768774, -119.762633",36.768774,-119.762633,0,39.85,0,0,0,,0,0,1,0,Bank Withdrawal,0,31180,0,Q3,0,4,1,California,0,0,1,35,1434.6,0,0,0,1434.6,0,1,93703
-45,12,32.44,1,Competitor,Competitor had better devices,89,Fresno,3522,Month-to-Month,United States,6982-SSHFK,Churned,0,0,Male,1,DSL,"36.768774, -119.762633",36.768774,-119.762633,0,44.4,0,0,0,Offer E,0,0,0,0,Mailed Check,1,31180,0,Q3,0,1,0,California,0,0,0,1,44.4,0,32.44,0,76.84,0,1,93703
-57,29,7.47,0,,,67,Fresno,5071,One Year,United States,1032-MAELW,Stayed,1,1,Female,1,DSL,"36.768774, -119.762633",36.768774,-119.762633,1,78.45,1,3,8,,1,1,1,1,Bank Withdrawal,1,31180,1,Q3,1,5,0,California,1,1,0,68,5333.35,0,507.96,0,5841.31,0,1,93703
-54,21,18.48,0,,,68,Fresno,3520,Month-to-Month,United States,3873-NFTGI,Stayed,0,0,Male,1,DSL,"36.768774, -119.762633",36.768774,-119.762633,0,55.5,1,0,0,Offer D,1,0,1,0,Credit Card,1,31180,0,Q3,0,4,0,California,0,0,0,14,767.55,0,258.72,0,1026.27,0,1,93703
-69,0,22.19,0,,,53,Fresno,4367,Two Year,United States,3836-FZSDJ,Stayed,0,0,Male,0,,"36.878709, -119.7645",36.878709,-119.7645,1,24.85,1,0,0,Offer A,0,0,0,1,Bank Withdrawal,1,45087,0,Q3,0,5,1,California,0,0,0,71,1901,0,1575.49,0,3476.49,0,0,93720
-28,53,0,1,Attitude,Attitude of service provider,79,Fresno,3104,Month-to-Month,United States,8066-POXGX,Churned,0,0,Female,1,Cable,"36.878709, -119.7645",36.878709,-119.7645,0,35.1,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,0,45087,0,Q3,0,3,0,California,1,1,0,13,446.1,0,0,0,446.1,1,1,93720
-59,7,0,0,,,38,Fresno,2444,Month-to-Month,United States,6549-NNDYT,Stayed,0,0,Female,1,Cable,"36.878709, -119.7645",36.878709,-119.7645,0,30.85,0,0,0,,0,1,1,0,Bank Withdrawal,0,45087,0,Q3,0,3,0,California,0,0,0,13,394.1,0,0,0,394.1,0,1,93720
-47,0,10.54,0,,,25,Fresno,4411,One Year,United States,6188-UXBBR,Stayed,0,0,Female,0,,"36.878709, -119.7645",36.878709,-119.7645,1,20.25,0,0,1,Offer C,0,0,1,1,Credit Card,1,45087,0,Q3,1,4,0,California,0,0,0,38,814.75,0,400.52,0,1215.27,0,0,93720
-71,11,41.97,0,,,36,Fresno,5711,Two Year,United States,0187-QSXOE,Stayed,0,0,Male,1,Fiber Optic,"36.623632, -119.741322",36.623632,-119.741322,1,89,0,0,8,,0,0,1,1,Bank Withdrawal,1,21010,0,Q3,1,4,1,California,1,1,1,7,605.45,0,293.79,0,899.24,0,1,93725
-57,17,41.74,0,,,75,Fresno,5434,Two Year,United States,6916-HIJSE,Stayed,0,1,Female,1,Cable,"36.623632, -119.741322",36.623632,-119.741322,0,84.85,0,0,0,,1,1,1,0,Bank Withdrawal,1,21010,1,Q3,0,4,0,California,1,1,1,65,5459.2,0,2713.1,0,8172.3,0,1,93725
-32,15,41.48,0,,,66,Fresno,2563,Month-to-Month,United States,1134-YWTYF,Stayed,0,0,Male,1,DSL,"36.623632, -119.741322",36.623632,-119.741322,1,53.8,0,0,1,Offer C,1,0,1,1,Bank Withdrawal,1,21010,1,Q3,1,4,0,California,0,0,0,27,1389.85,0,1119.96,0,2509.81,0,1,93725
-40,23,8.71,0,,,43,Fresno,3637,Month-to-Month,United States,3570-YUEKJ,Stayed,0,0,Female,1,DSL,"36.623632, -119.741322",36.623632,-119.741322,0,49.55,0,0,0,,1,0,1,0,Bank Withdrawal,1,21010,0,Q3,0,5,0,California,0,0,0,42,2077.95,0,365.82,0,2443.77,0,1,93725
-65,26,0,0,,,76,Fresno,4622,Two Year,United States,7733-UDMTP,Stayed,0,1,Female,1,DSL,"36.793601, -119.761131",36.793601,-119.761131,0,55,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,0,39148,0,Q3,0,4,1,California,1,1,1,57,3094.05,0,0,0,3094.05,0,1,93726
-33,26,25.11,1,Attitude,Attitude of service provider,91,Fresno,3819,Month-to-Month,United States,4143-OOBWZ,Churned,0,0,Male,1,Fiber Optic,"36.793601, -119.761131",36.793601,-119.761131,1,81.3,1,0,0,Offer E,1,0,1,1,Bank Withdrawal,1,39148,0,Q3,0,2,0,California,0,0,0,5,416.3,0,125.55,0,541.85,0,1,93726
-54,27,0,0,,,74,Fresno,3882,One Year,United States,2316-ESMLS,Stayed,0,0,Female,1,DSL,"36.793601, -119.761131",36.793601,-119.761131,1,33.15,0,0,7,,0,1,0,1,Credit Card,0,39148,1,Q3,1,3,0,California,0,0,0,12,444.75,0,0,0,444.75,0,1,93726
-44,11,13.76,0,,,56,Fresno,5365,One Year,United States,6061-GWWAV,Stayed,1,1,Male,1,Cable,"36.793601, -119.761131",36.793601,-119.761131,0,70.2,0,1,0,,1,1,0,0,Credit Card,1,39148,0,Q3,0,4,0,California,0,0,1,41,2894.55,0,564.16,0,3458.71,0,1,93726
-78,30,14.94,0,,,71,Salinas,4008,Two Year,United States,6904-JLBGY,Stayed,0,1,Female,1,Fiber Optic,"36.667794, -121.601306",36.667794,-121.601306,0,117.35,1,0,0,Offer A,1,1,1,0,Credit Card,1,58548,1,Q3,0,4,1,California,1,1,1,72,8436.25,0,1075.68,0,9511.93,0,1,93905
-63,28,32.02,0,,,69,Salinas,4322,Two Year,United States,2252-NKNSI,Stayed,0,0,Male,1,DSL,"36.667794, -121.601306",36.667794,-121.601306,0,85.15,1,0,0,,1,1,1,0,Credit Card,1,58548,1,Q3,0,3,0,California,1,1,1,52,4461.85,0,1665.04,0,6126.89,0,1,93905
-37,0,34.94,0,,,44,Salinas,2471,One Year,United States,9067-SQTNS,Stayed,1,0,Male,0,,"36.667794, -121.601306",36.667794,-121.601306,1,20.6,0,2,1,,0,0,0,1,Bank Withdrawal,1,58548,0,Q3,1,5,0,California,0,0,0,44,926,0,1537.36,0,2463.36,0,0,93905
-45,0,19.69,0,,,58,Salinas,6466,Two Year,United States,8464-EETCQ,Stayed,0,0,Male,0,,"36.667794, -121.601306",36.667794,-121.601306,0,18.8,0,0,0,,0,0,0,0,Credit Card,1,58548,0,Q3,0,5,0,California,0,0,0,57,1094.35,0,1122.33,0,2216.68,0,0,93905
-71,9,37.97,0,,,78,Carmel,5251,Two Year,United States,4223-WOZCM,Joined,0,1,Male,1,DSL,"36.460611, -121.852507",36.460611,-121.852507,0,49.95,0,0,0,Offer E,0,0,0,0,Mailed Check,1,13121,0,Q3,0,5,1,California,0,0,0,2,107.1,0,75.94,0,183.04,0,1,93923
-58,27,1.28,1,Competitor,Competitor had better devices,85,Carmel,3718,Month-to-Month,United States,2207-NHRJK,Churned,0,0,Male,1,DSL,"36.460611, -121.852507",36.460611,-121.852507,0,50.8,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,13121,0,Q3,0,1,0,California,0,0,0,1,50.8,0,1.28,0,52.08,0,1,93923
-45,0,49.51,0,,,36,Carmel,4551,Two Year,United States,1926-QUZNN,Stayed,0,0,Female,0,,"36.460611, -121.852507",36.460611,-121.852507,1,25.25,1,0,9,,0,0,1,1,Bank Withdrawal,1,13121,0,Q3,1,3,0,California,0,0,0,72,1841.2,0,3564.72,0,5405.92,0,0,93923
-49,18,12.57,0,,,57,Carmel,3922,Two Year,United States,8099-MZPUJ,Stayed,1,1,Male,1,Fiber Optic,"36.460611, -121.852507",36.460611,-121.852507,1,111.8,1,2,10,,1,1,0,1,Credit Card,1,13121,1,Q3,1,3,0,California,1,1,1,48,5443.65,0,603.36,0,6047.01,0,1,93923
-78,24,43.4,0,,,38,Burlingame,5159,Two Year,United States,8224-DWCKX,Stayed,0,0,Male,1,Fiber Optic,"37.57028, -122.365778",37.57028,-122.365778,0,73.3,1,0,0,,0,0,1,0,Credit Card,1,40346,0,Q3,0,4,1,California,0,0,0,12,828.05,0,520.8,0,1348.85,0,1,94010
-46,17,29.7,1,Attitude,Attitude of support person,90,Burlingame,3520,Month-to-Month,United States,8931-GJJIQ,Churned,0,0,Female,1,Fiber Optic,"37.57028, -122.365778",37.57028,-122.365778,0,83.3,1,0,0,,0,0,1,0,Bank Withdrawal,1,40346,0,Q3,0,2,0,California,1,1,0,9,803.3,0,267.3,0,1070.6,0,1,94010
-53,9,1.34,1,Attitude,Attitude of support person,70,Burlingame,2578,Month-to-Month,United States,9846-GKXAS,Churned,0,0,Female,1,Fiber Optic,"37.57028, -122.365778",37.57028,-122.365778,0,90.8,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,40346,0,Q3,0,3,0,California,1,1,1,9,809.75,0,12.06,0,821.81,0,1,94010
-25,46,0,0,,,67,Burlingame,2496,Month-to-Month,United States,3050-GBUSH,Joined,0,0,Female,1,DSL,"37.57028, -122.365778",37.57028,-122.365778,0,34.8,0,0,0,,0,0,1,0,Credit Card,0,40346,0,Q3,0,4,0,California,0,0,1,3,113.95,0,0,0,113.95,1,1,94010
-80,3,18.46,0,,,43,Mountain View,4223,Two Year,United States,1768-HNVGJ,Stayed,0,0,Female,1,Cable,"37.419725, -122.062947",37.419725,-122.062947,0,70.05,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,27822,1,Q3,0,3,1,California,1,1,0,45,3062.45,0,830.7,0,3893.15,0,1,94043
-55,14,42.21,1,Price,Price too high,91,Mountain View,5812,Month-to-Month,United States,3804-RVTGV,Churned,0,1,Male,1,Fiber Optic,"37.419725, -122.062947",37.419725,-122.062947,1,103.85,1,0,6,Offer B,1,0,1,1,Bank Withdrawal,1,27822,0,Q3,1,2,0,California,1,1,1,50,5017.9,0,2110.5,0,7128.4,0,1,94043
-46,15,3.36,1,Price,Long distance charges,91,Mountain View,5525,Month-to-Month,United States,0952-KMEEH,Churned,0,0,Male,1,Fiber Optic,"37.419725, -122.062947",37.419725,-122.062947,0,98.15,1,0,0,,0,1,0,0,Mailed Check,1,27822,0,Q3,0,1,0,California,1,1,1,13,1230.25,40,43.68,0,1313.93,0,0,94043
-42,26,32.29,0,,,25,Mountain View,4778,One Year,United States,9391-YZEJW,Stayed,0,0,Female,1,Fiber Optic,"37.419725, -122.062947",37.419725,-122.062947,0,94,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,27822,0,Q3,0,3,0,California,1,1,1,62,5757.2,0,2001.98,0,7759.18,0,1,94043
-67,15,18.38,0,,,48,San Gregorio,2850,Two Year,United States,4395-PZMSN,Stayed,0,0,Male,1,Fiber Optic,"37.331762, -122.341444",37.331762,-122.341444,0,85.55,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,291,0,Q3,0,4,1,California,1,1,0,5,408.5,0,91.9,0,500.4,0,1,94074
-19,0,27.17,0,,,74,San Gregorio,4836,Month-to-Month,United States,1051-GEJLJ,Joined,0,0,Female,0,,"37.331762, -122.341444",37.331762,-122.341444,0,19.5,0,0,0,,0,0,0,0,Mailed Check,1,291,0,Q3,0,5,0,California,0,0,0,2,27.55,0,54.34,0,81.89,1,0,94074
-20,0,11.68,0,,,47,San Gregorio,2382,One Year,United States,3547-LQRIK,Stayed,0,0,Female,0,,"37.331762, -122.341444",37.331762,-122.341444,1,26.9,1,0,7,,0,0,0,1,Bank Withdrawal,1,291,0,Q3,1,4,0,California,0,0,0,47,1250.85,0,548.96,0,1799.81,1,0,94074
-59,3,29.16,0,,,64,San Gregorio,4492,Month-to-Month,United States,9873-MNDKV,Stayed,0,0,Female,1,DSL,"37.331762, -122.341444",37.331762,-122.341444,0,44.65,0,0,0,Offer D,0,0,1,0,Credit Card,1,291,0,Q3,0,3,0,California,0,0,0,11,472.25,0,320.76,0,793.01,0,1,94074
-74,10,39.31,0,,,30,San Francisco,6238,One Year,United States,5446-DKWYW,Stayed,1,1,Female,1,DSL,"37.773147, -122.411287",37.773147,-122.411287,1,65.2,1,1,9,Offer B,0,0,1,1,Bank Withdrawal,1,23036,0,Q3,1,4,1,California,0,0,1,61,3965.05,0,2397.91,0,6362.96,0,1,94103
-38,30,20.76,0,,,49,San Francisco,5344,Month-to-Month,United States,5543-QDCRY,Stayed,0,0,Male,1,DSL,"37.773147, -122.411287",37.773147,-122.411287,0,56.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,23036,0,Q3,0,4,0,California,0,0,1,4,234.85,0,83.04,0,317.89,0,1,94103
-22,0,40.64,0,,,27,San Francisco,4539,One Year,United States,5380-XPJNZ,Stayed,0,0,Female,0,,"37.773147, -122.411287",37.773147,-122.411287,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,23036,0,Q3,0,3,0,California,0,0,0,38,678.2,0,1544.32,0,2222.52,1,0,94103
-53,16,41.78,0,,,53,San Francisco,3650,Month-to-Month,United States,9584-EXCDZ,Stayed,0,0,Female,1,Fiber Optic,"37.773147, -122.411287",37.773147,-122.411287,0,70.5,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,23036,0,Q3,0,3,0,California,0,0,0,17,1165.6,0,710.26,0,1875.86,0,1,94103
-73,4,45.46,0,,,66,San Francisco,3771,Two Year,United States,8107-KNCIM,Stayed,0,0,Male,1,Fiber Optic,"37.801776, -122.402293",37.801776,-122.402293,1,75.1,1,0,8,,0,0,1,1,Bank Withdrawal,1,3337,0,Q3,1,4,1,California,0,0,0,14,1013.35,0,636.44,0,1649.79,0,1,94111
-42,0,16.59,0,,,62,San Francisco,4018,One Year,United States,5993-BQHEA,Stayed,0,0,Male,0,,"37.801776, -122.402293",37.801776,-122.402293,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,3337,0,Q3,0,3,0,California,0,0,0,12,267,0,199.08,0,466.08,0,0,94111
-44,0,35.19,0,,,21,San Francisco,4734,Two Year,United States,7996-BPXHY,Stayed,1,0,Female,0,,"37.801776, -122.402293",37.801776,-122.402293,1,25,1,3,5,,0,0,1,1,Bank Withdrawal,1,3337,0,Q3,1,4,0,California,0,0,0,13,332.5,0,457.47,0,789.97,0,0,94111
-40,27,24.71,0,,,73,San Francisco,5019,One Year,United States,3410-MHHUM,Stayed,1,1,Female,1,Fiber Optic,"37.801776, -122.402293",37.801776,-122.402293,1,94.4,1,2,4,Offer B,1,0,0,1,Bank Withdrawal,1,3337,0,Q3,1,5,0,California,1,1,0,44,4295.35,40,1087.24,0,5422.59,0,0,94111
-75,24,44.89,0,,,50,San Francisco,6205,Two Year,United States,5451-YHYPW,Stayed,0,1,Female,1,Fiber Optic,"37.797526, -122.464531",37.797526,-122.464531,1,115.75,1,0,2,Offer A,1,1,1,1,Credit Card,1,2240,1,Q3,1,3,1,California,1,0,1,72,8443.7,120,3232.08,0,11795.78,0,0,94129
-56,27,1.17,1,Other,Don't know,96,San Francisco,4033,Month-to-Month,United States,4910-GMJOT,Churned,0,0,Female,1,Fiber Optic,"37.797526, -122.464531",37.797526,-122.464531,0,94.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,2240,0,Q3,0,1,0,California,1,1,1,1,94.6,0,1.17,0,95.77,0,1,94129
-54,19,32.43,0,,,70,San Francisco,5324,Month-to-Month,United States,5393-HJZSM,Stayed,1,1,Female,1,Cable,"37.797526, -122.464531",37.797526,-122.464531,1,76.3,0,1,1,Offer C,1,1,0,1,Bank Withdrawal,1,2240,1,Q3,1,3,0,California,1,1,0,32,2404.15,0,1037.76,0,3441.91,0,1,94129
-40,23,5.32,0,,,26,San Francisco,3570,One Year,United States,3229-USWAR,Stayed,0,1,Female,1,DSL,"37.797526, -122.464531",37.797526,-122.464531,0,79.95,0,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,2240,1,Q3,0,4,0,California,1,1,1,34,2727.3,0,180.88,0,2908.18,0,1,94129
-80,4,31.57,0,,,52,Newark,5936,Two Year,United States,8189-XRIKE,Stayed,0,0,Female,1,Fiber Optic,"37.504133, -122.032347",37.504133,-122.032347,0,90.95,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,42491,0,Q3,0,4,1,California,1,0,1,32,2897.95,0,1010.24,25.55,3882.64,0,1,94560
-23,0,10.97,0,,,28,Newark,5409,Month-to-Month,United States,3318-ISQFQ,Stayed,0,0,Female,0,,"37.504133, -122.032347",37.504133,-122.032347,0,19.5,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,42491,0,Q3,0,3,0,California,0,0,0,20,413,0,219.4,0,632.4,1,0,94560
-63,20,27,0,,,36,Newark,4634,Two Year,United States,9018-PCIOK,Stayed,0,1,Female,1,Cable,"37.504133, -122.032347",37.504133,-122.032347,0,64.75,0,0,0,Offer B,1,0,1,0,Mailed Check,1,42491,0,Q3,0,3,0,California,1,1,0,55,3617.1,0,1485,0,5102.1,0,1,94560
-26,0,49.9,0,,,75,Newark,3614,Two Year,United States,9418-RUKPH,Stayed,1,0,Female,0,,"37.504133, -122.032347",37.504133,-122.032347,1,19.95,0,3,7,Offer C,0,0,1,1,Credit Card,1,42491,0,Q3,1,4,0,California,0,0,0,38,756.4,0,1896.2,0,2652.6,1,0,94560
-79,12,42.07,0,,,41,Saint Helena,5792,One Year,United States,3740-RLMVT,Stayed,0,0,Male,1,Cable,"38.581354, -122.296283",38.581354,-122.296283,1,60.95,0,0,7,Offer A,1,1,1,1,Bank Withdrawal,1,9423,1,Q3,1,3,1,California,0,0,0,67,4119.4,0,2818.69,17.19,6920.9,0,1,94574
-51,30,20.29,1,Price,Price too high,66,Saint Helena,5456,Month-to-Month,United States,3550-SAHFP,Churned,0,0,Female,1,Fiber Optic,"38.581354, -122.296283",38.581354,-122.296283,0,83.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,9423,0,Q3,0,2,0,California,1,1,0,33,2757.85,40,669.57,0,3467.42,0,0,94574
-21,0,35.31,1,Price,Long distance charges,77,Saint Helena,5194,Two Year,United States,7951-QKZPL,Churned,0,0,Female,0,,"38.581354, -122.296283",38.581354,-122.296283,1,24.5,1,0,1,,0,0,1,1,Credit Card,1,9423,0,Q3,1,3,0,California,0,0,0,33,740.3,0,1165.23,35.05,1870.48,1,0,94574
-31,0,38.62,0,,,51,Saint Helena,6190,Two Year,United States,8361-LBRDI,Stayed,0,0,Female,0,,"38.581354, -122.296283",38.581354,-122.296283,0,24.35,1,0,0,Offer B,0,0,0,0,Credit Card,1,9423,0,Q3,0,3,0,California,0,0,0,58,1423.85,0,2239.96,0,3663.81,0,0,94574
-68,22,8.88,0,,,30,San Leandro,2044,Two Year,United States,2186-QZEYA,Stayed,0,0,Female,1,DSL,"37.687264, -122.15728",37.687264,-122.15728,0,58.55,1,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,19815,0,Q3,0,3,1,California,0,0,0,29,1718.95,0,257.52,33.1,1943.37,0,1,94579
-28,41,45.14,1,Competitor,Competitor offered more data,88,San Leandro,2455,Month-to-Month,United States,3842-IYKUE,Churned,0,0,Female,1,Fiber Optic,"37.687264, -122.15728",37.687264,-122.15728,0,85.3,1,0,0,Offer C,1,0,0,0,Credit Card,1,19815,1,Q3,0,2,0,California,0,1,0,35,2917.5,130,1579.9,23.89,4603.51,1,0,94579
-40,0,43.27,0,,,39,San Leandro,2237,Month-to-Month,United States,4986-MXSFP,Joined,0,0,Female,0,,"37.687264, -122.15728",37.687264,-122.15728,0,20,0,0,0,Offer E,0,0,1,0,Mailed Check,1,19815,0,Q3,0,4,0,California,0,0,0,2,40.9,0,86.54,0,127.44,0,0,94579
-26,82,45.06,0,,,44,San Leandro,4040,Month-to-Month,United States,5816-QVHRX,Stayed,0,0,Female,1,Fiber Optic,"37.687264, -122.15728",37.687264,-122.15728,0,100.3,1,0,0,,0,0,0,0,Credit Card,1,19815,1,Q3,0,5,0,California,1,1,1,37,3541.4,0,1667.22,0,5208.62,1,1,94579
-73,3,7.34,0,,,39,Oakland,3276,Two Year,United States,5599-HVLTW,Stayed,0,1,Female,1,Fiber Optic,"37.834341, -122.26437",37.834341,-122.26437,0,80.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,21097,0,Q3,0,4,1,California,0,0,0,14,1058.1,0,102.76,32.71,1128.15,0,1,94609
-64,17,32.87,1,Price,Long distance charges,78,Oakland,5830,Month-to-Month,United States,4659-NZRUF,Churned,0,0,Female,1,Fiber Optic,"37.834341, -122.26437",37.834341,-122.26437,0,95.15,1,0,0,Offer D,1,1,1,0,Bank Withdrawal,1,21097,0,Q3,0,3,0,California,1,1,0,19,1789.25,120,624.53,0,2533.78,0,0,94609
-36,0,15.93,0,,,24,Oakland,5887,One Year,United States,9361-YNQWJ,Stayed,0,0,Female,0,,"37.834341, -122.26437",37.834341,-122.26437,0,24.4,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,21097,0,Q3,0,5,0,California,0,0,0,64,1601.2,0,1019.52,0,2620.72,0,0,94609
-37,14,45.82,0,,,38,Oakland,5617,Two Year,United States,2324-EFHVG,Stayed,0,1,Male,1,Fiber Optic,"37.834341, -122.26437",37.834341,-122.26437,0,104.4,1,0,0,,1,0,1,0,Bank Withdrawal,1,21097,0,Q3,0,4,0,California,1,1,1,64,6692.65,0,2932.48,0,9625.13,0,1,94609
-70,23,25.7,0,,,74,Berkeley,3878,Two Year,United States,9208-OLGAQ,Stayed,0,1,Female,1,Fiber Optic,"37.878554, -122.26609",37.878554,-122.26609,0,84.95,0,0,0,,0,0,1,0,Bank Withdrawal,1,10147,0,Q3,0,4,1,California,1,0,0,18,1443.65,70,462.6,4.76,1971.49,0,0,94709
-61,18,40.32,1,Attitude,Attitude of support person,81,Berkeley,4513,Month-to-Month,United States,8128-YVJRG,Churned,0,0,Female,1,Fiber Optic,"37.878554, -122.26609",37.878554,-122.26609,0,79.65,1,0,0,,0,1,1,0,Credit Card,1,10147,0,Q3,0,1,0,California,0,0,0,7,604.7,0,282.24,0,886.94,0,1,94709
-30,59,13.55,0,,,52,Berkeley,3773,Month-to-Month,United States,1352-VHKAJ,Stayed,1,0,Male,1,Cable,"37.878554, -122.26609",37.878554,-122.26609,1,71.6,1,2,1,,0,0,0,1,Bank Withdrawal,1,10147,1,Q3,1,5,0,California,1,1,1,27,1957.1,140,365.85,0,2462.95,0,0,94709
-62,0,30.09,0,,,38,Berkeley,4836,Two Year,United States,1099-GODLO,Joined,1,0,Female,0,,"37.878554, -122.26609",37.878554,-122.26609,1,20.35,0,3,9,,0,0,0,1,Credit Card,1,10147,0,Q3,1,5,0,California,0,0,0,1,20.35,0,30.09,0,50.44,0,0,94709
-66,28,4.06,0,,,36,Petaluma,3412,Two Year,United States,0537-QYZZN,Stayed,1,0,Male,1,Fiber Optic,"38.237018, -122.77872",38.237018,-122.77872,1,79.85,1,2,6,Offer C,0,1,1,1,Bank Withdrawal,1,31930,0,Q3,1,3,1,California,0,0,0,24,1857.75,0,97.44,0,1955.19,0,1,94952
-33,7,40.67,0,,,54,Petaluma,4352,Month-to-Month,United States,1730-VFMWO,Stayed,0,0,Female,1,DSL,"38.237018, -122.77872",38.237018,-122.77872,1,50.2,0,0,6,,0,0,0,1,Bank Withdrawal,1,31930,1,Q3,1,5,0,California,0,0,0,34,1815.3,0,1382.78,0,3198.08,0,1,94952
-26,52,11.76,0,,,67,Petaluma,4825,Two Year,United States,6838-YAUVY,Stayed,0,1,Female,1,Fiber Optic,"38.237018, -122.77872",38.237018,-122.77872,0,95.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,31930,1,Q3,0,3,0,California,1,1,0,54,5064.85,0,635.04,0,5699.89,1,1,94952
-21,0,14.48,0,,,71,Petaluma,2507,Two Year,United States,8859-DZTGQ,Stayed,0,0,Male,0,,"38.237018, -122.77872",38.237018,-122.77872,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,31930,0,Q3,0,3,0,California,0,0,0,33,689.75,0,477.84,0,1167.59,1,0,94952
-65,28,47.16,0,,,48,Petaluma,4017,One Year,United States,3340-QBBFM,Stayed,0,1,Male,1,DSL,"38.235021, -122.557332",38.235021,-122.557332,1,54.1,0,0,9,Offer C,0,0,0,1,Credit Card,1,35419,1,Q3,1,3,1,California,0,0,0,36,1992.85,0,1697.76,1.09,3689.52,0,1,94954
-32,17,7.65,0,,,76,Petaluma,3415,Month-to-Month,United States,7143-BQIBA,Stayed,0,0,Male,1,DSL,"38.235021, -122.557332",38.235021,-122.557332,0,62.25,0,0,0,Offer D,0,1,0,0,Bank Withdrawal,1,35419,1,Q3,0,3,0,California,0,0,1,10,612.95,0,76.5,0,689.45,0,1,94954
-23,0,41.21,0,,,40,Petaluma,3461,Month-to-Month,United States,0484-JPBRU,Stayed,0,0,Male,0,,"38.235021, -122.557332",38.235021,-122.557332,0,25.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,35419,0,Q3,0,4,0,California,0,0,0,41,996.45,0,1689.61,0,2686.06,1,0,94954
-51,12,6.16,0,,,29,Petaluma,4176,One Year,United States,0440-MOGPM,Stayed,0,1,Female,1,DSL,"38.235021, -122.557332",38.235021,-122.557332,0,80.55,1,0,0,,1,0,1,0,Bank Withdrawal,1,35419,0,Q3,0,3,0,California,1,1,1,41,3263.9,0,252.56,0,3516.46,0,1,94954
-76,16,20.42,0,,,55,San Martin,4162,Two Year,United States,7576-JMYWV,Stayed,1,0,Female,1,Fiber Optic,"37.084697, -121.606417",37.084697,-121.606417,1,110.2,1,1,7,Offer B,1,1,1,1,Bank Withdrawal,1,5671,1,Q3,1,3,1,California,1,0,1,46,4972.1,0,939.32,0,5911.42,0,1,95046
-63,4,35.27,1,Competitor,Competitor made better offer,91,San Martin,5801,One Year,United States,4607-CHPCA,Churned,0,0,Male,1,Fiber Optic,"37.084697, -121.606417",37.084697,-121.606417,1,90.4,0,0,1,,0,0,1,1,Bank Withdrawal,1,5671,0,Q3,1,3,0,California,1,1,1,25,2178.6,140,881.75,0,3200.35,0,0,95046
-23,52,5.39,0,,,58,San Martin,3997,One Year,United States,9086-YJYXS,Stayed,1,1,Male,1,Cable,"37.084697, -121.606417",37.084697,-121.606417,1,77.2,1,1,0,Offer C,0,0,0,1,Bank Withdrawal,1,5671,0,Q3,0,5,0,California,1,1,1,34,2753.8,0,183.26,0,2937.06,1,1,95046
-31,0,30.64,0,,,59,San Martin,4797,Two Year,United States,0057-QBUQH,Stayed,1,0,Female,0,,"37.084697, -121.606417",37.084697,-121.606417,0,25.1,1,3,0,,0,0,1,0,Bank Withdrawal,1,5671,0,Q3,0,4,0,California,0,0,0,43,1070.15,0,1317.52,0,2387.67,0,0,95046
-74,19,0,0,,,28,Scotts Valley,5421,Two Year,United States,5227-JSCFE,Stayed,0,1,Male,1,DSL,"37.070177, -122.010077",37.070177,-122.010077,1,46.35,0,0,9,Offer A,1,1,0,1,Credit Card,0,14574,1,Q3,1,4,1,California,0,0,0,71,3353.4,0,0,18.64,3334.76,0,1,95066
-24,59,6.78,0,,,62,Scotts Valley,4654,Month-to-Month,United States,7363-QTBIW,Stayed,0,0,Female,1,Fiber Optic,"37.070177, -122.010077",37.070177,-122.010077,1,79.75,0,0,3,,0,0,1,1,Bank Withdrawal,1,14574,0,Q3,1,5,0,California,1,1,0,9,769.1,0,61.02,0,830.12,1,1,95066
-47,16,38.92,0,,,49,Scotts Valley,5629,One Year,United States,0197-PNKNK,Stayed,1,1,Female,1,Fiber Optic,"37.070177, -122.010077",37.070177,-122.010077,1,84.45,1,1,7,,0,1,0,1,Bank Withdrawal,1,14574,0,Q3,1,3,0,California,0,0,0,69,5848.6,40,2685.48,0,8574.08,0,0,95066
-53,19,16.34,0,,,38,Scotts Valley,4196,Month-to-Month,United States,3920-HIHMQ,Stayed,1,0,Female,1,DSL,"37.070177, -122.010077",37.070177,-122.010077,0,49.5,1,1,0,,0,0,1,0,Credit Card,1,14574,0,Q3,0,5,0,California,0,0,0,26,1265.65,150,424.84,0,1840.49,0,0,95066
-76,18,15.65,0,,,58,Stockton,3960,Two Year,United States,1608-GMEWB,Stayed,0,0,Male,1,Fiber Optic,"37.946282, -121.139499",37.946282,-121.139499,0,93.9,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,23789,0,Q3,0,4,1,California,1,0,1,45,4200.25,0,704.25,0,4904.5,0,1,95215
-62,29,20.1,0,,,31,Stockton,4830,Month-to-Month,United States,0411-EZJZE,Joined,0,0,Female,1,DSL,"37.946282, -121.139499",37.946282,-121.139499,0,60.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,23789,0,Q3,0,4,0,California,0,0,1,3,170.5,70,60.3,0,300.8,0,0,95215
-53,0,39.29,0,,,66,Stockton,4391,One Year,United States,7009-PCARS,Stayed,1,0,Male,0,,"37.946282, -121.139499",37.946282,-121.139499,0,19.1,0,2,0,Offer B,0,0,0,0,Bank Withdrawal,1,23789,0,Q3,0,5,0,California,0,0,0,55,1001.5,0,2160.95,0,3162.45,0,0,95215
-48,0,24.79,0,,,55,Stockton,5433,Month-to-Month,United States,8573-CGOCC,Stayed,0,0,Male,0,,"37.946282, -121.139499",37.946282,-121.139499,0,19.75,0,0,0,,0,0,0,0,Credit Card,1,23789,0,Q3,0,5,0,California,0,0,0,16,294.9,0,396.64,0,691.54,0,0,95215
-79,12,43.71,0,,,45,Denair,4337,One Year,United States,0442-ZXKVS,Stayed,0,1,Female,1,Fiber Optic,"37.524721, -120.757977",37.524721,-120.757977,1,115.6,1,0,2,Offer B,1,1,1,1,Bank Withdrawal,1,5513,1,Q3,1,3,1,California,1,0,1,54,6431.05,0,2360.34,0,8791.39,0,1,95316
-30,41,10.79,1,Competitor,Competitor offered more data,90,Denair,4873,Month-to-Month,United States,3982-XWFZQ,Churned,0,0,Female,1,Cable,"37.524721, -120.757977",37.524721,-120.757977,1,50.25,1,0,2,Offer B,0,0,1,1,Bank Withdrawal,1,5513,0,Q3,1,2,0,California,0,0,0,42,2203.65,0,453.18,28.49,2628.34,0,1,95316
-59,8,26.36,0,,,46,Denair,4411,One Year,United States,7670-ZBPOQ,Stayed,0,0,Female,1,DSL,"37.524721, -120.757977",37.524721,-120.757977,1,61.05,1,0,1,Offer B,0,1,1,1,Bank Withdrawal,1,5513,1,Q3,1,4,0,California,0,0,0,58,3478.75,0,1528.88,0,5007.63,0,0,95316
-23,0,10.09,0,,,21,Denair,5913,Two Year,United States,3097-FQTVJ,Stayed,0,0,Female,0,,"37.524721, -120.757977",37.524721,-120.757977,0,20,0,0,0,Offer B,0,0,0,0,Mailed Check,1,5513,0,Q3,0,4,0,California,0,0,0,41,810.3,0,413.69,0,1223.99,1,0,95316
-76,21,17.05,0,,,29,Hilmar,6150,One Year,United States,0575-CUQOV,Stayed,0,1,Male,1,Fiber Optic,"37.394536, -120.890747",37.394536,-120.890747,1,97.95,0,0,10,Offer B,1,0,1,1,Bank Withdrawal,1,7177,0,Q3,1,4,1,California,1,0,1,60,5867,0,1023,0,6890,0,1,95324
-33,12,3.47,0,,,55,Hilmar,3459,Two Year,United States,5232-NXPAY,Stayed,0,1,Female,1,DSL,"37.394536, -120.890747",37.394536,-120.890747,0,74.45,0,0,0,Offer B,0,0,0,0,Credit Card,1,7177,1,Q3,0,3,0,California,1,1,1,47,3510.3,0,163.09,0,3673.39,0,1,95324
-54,4,9.52,0,,,52,Hilmar,2405,Month-to-Month,United States,9093-FPDLG,Stayed,0,1,Female,1,Fiber Optic,"37.394536, -120.890747",37.394536,-120.890747,0,94.2,0,0,0,,1,0,1,0,Bank Withdrawal,1,7177,1,Q3,0,3,0,California,1,1,0,11,999.9,0,104.72,0,1104.62,0,1,95324
-50,18,0,0,,,55,Hilmar,4467,One Year,United States,3069-SSVSN,Joined,0,0,Female,1,DSL,"37.394536, -120.890747",37.394536,-120.890747,0,25.85,0,0,0,,0,0,0,0,Credit Card,0,7177,0,Q3,0,3,0,California,0,0,0,1,25.85,0,0,0,25.85,0,1,95324
-73,10,33.68,0,,,29,Long Barn,6202,Two Year,United States,5329-KRDTM,Stayed,0,1,Male,1,DSL,"38.109125, -120.078597",38.109125,-120.078597,1,77.35,1,0,4,Offer A,1,0,0,1,Credit Card,1,683,1,Q3,1,4,1,California,0,0,1,72,5396.25,0,2424.96,0,7821.21,0,1,95335
-48,9,15.77,1,Other,Moved,96,Long Barn,5414,One Year,United States,3927-NLNRY,Churned,0,0,Male,1,Fiber Optic,"38.109125, -120.078597",38.109125,-120.078597,1,94.25,0,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,683,0,Q3,1,3,0,California,1,1,1,53,4867.95,0,835.81,0,5703.76,0,1,95335
-36,76,33.24,0,,,35,Long Barn,2704,One Year,United States,4644-PIZRT,Stayed,1,1,Male,1,DSL,"38.109125, -120.078597",38.109125,-120.078597,1,70.35,1,3,5,,0,1,1,1,Bank Withdrawal,1,683,0,Q3,1,3,0,California,0,0,1,17,1201.65,0,565.08,0,1766.73,0,1,95335
-55,0,7.8,0,,,26,Long Barn,4841,Month-to-Month,United States,3845-FXCYS,Joined,0,0,Male,0,,"38.109125, -120.078597",38.109125,-120.078597,0,19.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,683,0,Q3,0,5,0,California,0,0,0,2,31.2,0,15.6,0,46.8,0,0,95335
-80,30,25.13,0,,,41,Patterson,4254,Two Year,United States,9518-XXBXE,Stayed,0,0,Male,1,Fiber Optic,"37.410236, -121.320337",37.410236,-121.320337,1,75.3,0,0,7,,0,1,0,1,Bank Withdrawal,1,15536,0,Q3,1,4,1,California,0,0,0,10,720.45,0,251.3,0,971.75,0,1,95363
-20,42,7.26,1,Competitor,Competitor had better devices,89,Patterson,2177,Month-to-Month,United States,7508-MYBOG,Churned,0,0,Male,1,Fiber Optic,"37.410236, -121.320337",37.410236,-121.320337,1,86.1,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,15536,0,Q3,1,1,0,California,0,0,1,14,1235.55,0,101.64,0,1337.19,1,1,95363
-25,41,36.54,0,,,37,Patterson,5057,Month-to-Month,United States,2294-DMMUS,Stayed,1,0,Female,1,DSL,"37.410236, -121.320337",37.410236,-121.320337,1,70.45,1,3,9,,0,0,1,1,Credit Card,1,15536,0,Q3,1,5,0,California,1,1,1,62,4300.45,0,2265.48,0,6565.93,1,1,95363
-29,69,36.65,0,,,80,Patterson,2722,One Year,United States,4377-VDHYI,Stayed,1,0,Male,1,Fiber Optic,"37.410236, -121.320337",37.410236,-121.320337,1,90.8,0,3,6,,1,1,1,1,Bank Withdrawal,1,15536,0,Q3,1,3,0,California,1,1,0,32,3023.85,0,1172.8,0,4196.65,1,1,95363
-74,12,7.11,0,,,22,Snelling,2145,Two Year,United States,0423-UDIJQ,Stayed,0,0,Male,1,DSL,"37.521708, -120.426843",37.521708,-120.426843,0,49.2,0,0,0,,0,0,0,0,Mailed Check,1,1158,1,Q3,0,4,1,California,0,0,0,9,447.9,0,63.99,0,511.89,0,1,95369
-36,29,0,1,Other,Don't know,78,Snelling,4840,Month-to-Month,United States,6581-NQCBA,Churned,0,0,Female,1,DSL,"37.521708, -120.426843",37.521708,-120.426843,1,49.95,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,0,1158,1,Q3,1,1,0,California,1,1,1,16,810.2,0,0,0,810.2,0,1,95369
-63,7,49.33,1,Dissatisfaction,Service dissatisfaction,77,Snelling,5612,Month-to-Month,United States,0310-MVLET,Churned,0,0,Female,1,Fiber Optic,"37.521708, -120.426843",37.521708,-120.426843,1,99.15,1,0,1,,1,0,1,1,Bank Withdrawal,1,1158,0,Q3,1,3,0,California,1,1,1,61,6010.05,0,3009.13,0,9019.18,0,1,95369
-62,58,34.54,0,,,31,Snelling,5641,One Year,United States,4937-QPZPO,Stayed,1,1,Male,1,Fiber Optic,"37.521708, -120.426843",37.521708,-120.426843,1,99.9,1,3,3,,0,0,1,1,Bank Withdrawal,1,1158,0,Q3,1,5,0,California,1,1,1,61,6241.35,0,2106.94,0,8348.29,0,1,95369
-70,16,18.15,0,,,53,Healdsburg,5832,One Year,United States,8999-XXGNS,Stayed,0,1,Female,1,Fiber Optic,"38.618347, -122.908422",38.618347,-122.908422,1,105.75,1,0,7,Offer A,1,0,1,1,Credit Card,1,17979,0,Q3,1,5,1,California,1,1,1,72,7629.85,80,1306.8,0,9016.65,0,0,95448
-47,20,37.66,1,Price,Lack of affordable download/upload speed,71,Healdsburg,2990,Month-to-Month,United States,3348-CFRNX,Churned,0,0,Female,1,Fiber Optic,"38.618347, -122.908422",38.618347,-122.908422,1,92.35,0,0,1,,0,1,1,1,Credit Card,1,17979,0,Q3,1,1,0,California,1,1,1,28,2602.9,0,1054.48,0,3657.38,0,1,95448
-23,0,28.92,0,,,40,Healdsburg,4392,Two Year,United States,8780-IHCRN,Stayed,1,0,Male,0,,"38.618347, -122.908422",38.618347,-122.908422,1,24.65,1,2,5,,0,0,0,1,Credit Card,1,17979,0,Q3,1,4,0,California,0,0,0,63,1574.5,0,1821.96,0,3396.46,1,0,95448
-56,0,4.9,0,,,73,Healdsburg,5707,Two Year,United States,2097-YVPKN,Stayed,0,0,Male,0,,"38.618347, -122.908422",38.618347,-122.908422,0,25.75,1,0,0,,0,0,0,0,Credit Card,1,17979,0,Q3,0,5,0,California,0,0,0,65,1654.75,0,318.5,41.74,1931.51,0,0,95448
-80,17,36.89,0,,,48,Occidental,4421,Two Year,United States,4884-TVUQF,Stayed,0,1,Female,1,Fiber Optic,"38.415003, -122.998726",38.415003,-122.998726,0,101.3,1,0,0,Offer B,0,1,0,0,Credit Card,1,1880,1,Q3,0,4,1,California,1,1,0,57,5779.6,0,2102.73,0,7882.33,0,1,95465
-54,30,36.05,0,,,23,Occidental,2900,One Year,United States,8985-OOPOS,Joined,0,1,Female,1,DSL,"38.415003, -122.998726",38.415003,-122.998726,0,74.1,0,0,0,,0,0,0,0,Credit Card,1,1880,1,Q3,0,5,0,California,1,1,1,1,74.1,0,36.05,0,110.15,0,1,95465
-44,17,32.94,0,,,41,Occidental,4488,One Year,United States,5294-IMHHT,Stayed,0,0,Male,1,Fiber Optic,"38.415003, -122.998726",38.415003,-122.998726,1,97.75,1,0,6,,1,0,0,1,Bank Withdrawal,1,1880,1,Q3,1,3,0,California,1,1,0,53,5043.2,0,1745.82,0,6789.02,0,1,95465
-35,19,17.89,0,,,57,Occidental,4505,Two Year,United States,8265-HKSOW,Stayed,1,1,Female,1,Fiber Optic,"38.415003, -122.998726",38.415003,-122.998726,1,107.45,1,2,1,,1,1,0,1,Credit Card,1,1880,1,Q3,1,4,0,California,1,1,0,72,7658.3,0,1288.08,0,8946.38,0,1,95465
-80,3,18.23,0,,,52,Yorkville,4574,Two Year,United States,8065-BVEPF,Stayed,0,1,Male,1,Fiber Optic,"38.888351, -123.239647",38.888351,-123.239647,0,99.1,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,335,0,Q3,0,4,1,California,1,1,1,65,6496.15,0,1184.95,0,7681.1,0,1,95494
-62,22,0,1,Competitor,Competitor offered higher download speeds,89,Yorkville,3706,Month-to-Month,United States,3751-KTZEL,Churned,0,0,Female,1,DSL,"38.888351, -123.239647",38.888351,-123.239647,0,35.05,0,0,0,Offer E,0,0,0,0,Mailed Check,0,335,0,Q3,0,1,0,California,1,1,0,1,35.05,0,0,0,35.05,0,1,95494
-55,18,4.32,0,,,64,Yorkville,5444,Two Year,United States,1291-CUOCY,Stayed,0,1,Male,1,Fiber Optic,"38.888351, -123.239647",38.888351,-123.239647,1,110.6,1,0,7,,1,0,1,1,Credit Card,1,335,1,Q3,1,3,0,California,1,1,1,72,7962.2,0,311.04,0,8273.24,0,1,95494
-41,0,24.44,0,,,43,Yorkville,5158,Month-to-Month,United States,5260-UMPWX,Stayed,1,0,Female,0,,"38.888351, -123.239647",38.888351,-123.239647,1,20.25,0,1,4,,0,0,1,1,Credit Card,1,335,0,Q3,1,5,0,California,0,0,0,26,493.95,0,635.44,0,1129.39,0,0,95494
-73,13,49.91,0,,,21,Honeydew,6132,Two Year,United States,8755-IWJHN,Stayed,0,1,Male,1,Fiber Optic,"40.342928, -124.063329",40.342928,-124.063329,1,95.35,1,0,5,,1,0,1,1,Bank Withdrawal,1,82,0,Q3,1,3,1,California,1,1,0,69,6382,0,3443.79,0,9825.79,0,1,95545
-42,0,48.96,1,Dissatisfaction,Poor expertise of phone support,78,Honeydew,5687,Month-to-Month,United States,1725-MIMXW,Churned,0,0,Male,0,,"40.342928, -124.063329",40.342928,-124.063329,0,19.45,0,0,0,Offer E,0,0,1,0,Credit Card,1,82,0,Q3,0,2,0,California,0,0,0,1,19.45,0,48.96,0,68.41,0,0,95545
-50,24,47.05,0,,,53,Honeydew,4617,Two Year,United States,9348-ROUAI,Stayed,1,1,Female,1,Cable,"40.342928, -124.063329",40.342928,-124.063329,1,90.3,1,2,5,Offer B,1,1,0,1,Credit Card,1,82,1,Q3,1,3,0,California,1,1,1,59,5194.05,0,2775.95,0,7970,0,1,95545
-55,12,41.13,0,,,67,Honeydew,6469,Two Year,United States,0885-HMGPY,Stayed,0,1,Male,1,Cable,"40.342928, -124.063329",40.342928,-124.063329,0,69.4,1,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,82,1,Q3,0,3,0,California,0,0,0,62,4237.5,0,2550.06,0,6787.56,0,1,95545
-72,13,2.18,0,,,79,Hydesville,4899,Two Year,United States,4480-QQRHC,Stayed,0,1,Female,1,Fiber Optic,"40.557314, -124.081662",40.557314,-124.081662,0,74.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,1201,0,Q3,0,3,1,California,0,0,0,8,600.15,0,17.44,0,617.59,0,1,95547
-32,13,48.58,1,Competitor,Competitor had better devices,93,Hydesville,4120,Month-to-Month,United States,0596-BQCEQ,Churned,0,1,Female,1,Fiber Optic,"40.557314, -124.081662",40.557314,-124.081662,1,100.15,0,0,1,,1,0,1,1,Bank Withdrawal,1,1201,0,Q3,1,1,0,California,1,1,1,62,6283.3,0,3011.96,0,9295.26,0,1,95547
-62,0,32.03,1,Attitude,Attitude of support person,65,Hydesville,5627,Month-to-Month,United States,4195-SMMNX,Churned,0,0,Male,0,,"40.557314, -124.081662",40.557314,-124.081662,0,20.35,0,0,0,,0,0,0,0,Mailed Check,1,1201,0,Q3,0,2,0,California,0,0,0,2,33.2,0,64.06,0,97.26,0,0,95547
-35,30,43.57,0,,,48,Hydesville,4053,One Year,United States,3161-ONRWK,Stayed,0,1,Male,1,DSL,"40.557314, -124.081662",40.557314,-124.081662,1,65.85,0,0,4,Offer B,1,1,1,1,Bank Withdrawal,1,1201,1,Q3,1,3,0,California,0,0,0,60,3928.3,0,2614.2,0,6542.5,0,1,95547
-74,16,41.8,0,,,38,Klamath,4438,Two Year,United States,0929-PECLO,Stayed,0,1,Female,1,Fiber Optic,"41.572813, -124.035011",41.572813,-124.035011,0,89.6,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,1215,0,Q3,0,4,1,California,1,1,0,63,5538.8,0,2633.4,0,8172.2,0,1,95548
-52,26,35.52,1,Dissatisfaction,Service dissatisfaction,80,Klamath,5433,Month-to-Month,United States,1481-ZUWZA,Churned,0,0,Male,1,Fiber Optic,"41.572813, -124.035011",41.572813,-124.035011,0,94.5,1,0,0,,1,1,1,0,Credit Card,1,1215,0,Q3,0,1,0,California,1,1,0,28,2659.4,0,994.56,0,3653.96,0,1,95548
-21,0,49.6,0,,,54,Klamath,3831,Month-to-Month,United States,0114-RSRRW,Stayed,0,0,Female,0,,"41.572813, -124.035011",41.572813,-124.035011,1,19.95,0,0,9,Offer D,0,0,1,1,Bank Withdrawal,1,1215,0,Q3,1,4,0,California,0,0,0,10,187.75,0,496,0,683.75,1,0,95548
-50,30,5.46,0,,,70,Klamath,5583,Two Year,United States,7208-PSIHR,Stayed,0,1,Female,1,Fiber Optic,"41.572813, -124.035011",41.572813,-124.035011,1,104.3,1,0,9,,0,0,1,1,Bank Withdrawal,1,1215,1,Q3,1,4,0,California,1,1,1,70,7188.5,30,382.2,0,7600.7,0,0,95548
-69,24,11.35,0,,,55,Redway,5247,One Year,United States,9470-YFUYI,Stayed,0,0,Male,1,DSL,"40.142256, -123.852927",40.142256,-123.852927,1,71,0,0,10,,1,1,1,1,Bank Withdrawal,1,1851,1,Q3,1,3,1,California,0,0,1,71,5012.1,0,805.85,0,5817.95,0,1,95560
-25,71,33.88,1,Other,Don't know,82,Redway,4495,Two Year,United States,9053-JZFKV,Churned,0,1,Male,1,Fiber Optic,"40.142256, -123.852927",40.142256,-123.852927,0,116.2,1,0,0,Offer A,1,1,0,0,Credit Card,1,1851,1,Q3,0,2,0,California,1,1,1,67,7752.3,0,2269.96,0,10022.26,1,1,95560
-45,7,0,0,,,36,Redway,5052,One Year,United States,0121-SNYRK,Stayed,0,0,Male,1,DSL,"40.142256, -123.852927",40.142256,-123.852927,0,35.4,0,0,0,Offer B,0,1,1,0,Credit Card,0,1851,1,Q3,0,3,0,California,0,0,0,50,1748.9,0,0,0,1748.9,0,1,95560
-49,8,30.5,0,,,76,Redway,5723,Two Year,United States,9786-IJYDL,Stayed,0,1,Female,1,Fiber Optic,"40.142256, -123.852927",40.142256,-123.852927,0,113.2,1,0,0,,1,1,1,0,Credit Card,1,1851,1,Q3,0,4,0,California,1,1,1,35,3914.05,0,1067.5,0,4981.55,0,1,95560
-65,9,25.04,0,,,54,Salyer,4030,Two Year,United States,7402-EYFXX,Stayed,0,0,Male,1,Fiber Optic,"40.89866, -123.539754",40.89866,-123.539754,0,93.6,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,660,0,Q3,0,5,1,California,1,1,1,26,2404.1,0,651.04,0,3055.14,0,1,95563
-44,3,17.25,1,Competitor,Competitor had better devices,93,Salyer,5704,Month-to-Month,United States,4671-LXRDQ,Churned,0,0,Male,1,Cable,"40.89866, -123.539754",40.89866,-123.539754,0,45,0,0,0,,0,0,1,0,Credit Card,1,660,0,Q3,0,1,0,California,0,0,0,2,96.45,30,34.5,0,160.95,0,0,95563
-61,0,24.27,0,,,25,Salyer,3700,Two Year,United States,3769-MHZNV,Stayed,1,0,Female,0,,"40.89866, -123.539754",40.89866,-123.539754,1,20.1,0,3,2,,0,0,0,1,Credit Card,1,660,0,Q3,1,3,0,California,0,0,0,33,670.35,0,800.91,0,1471.26,0,0,95563
-26,73,1.94,0,,,64,Salyer,6041,One Year,United States,2890-WFBHU,Stayed,0,1,Female,1,DSL,"40.89866, -123.539754",40.89866,-123.539754,0,79.85,1,0,0,Offer B,1,1,0,0,Credit Card,1,660,1,Q3,0,3,0,California,1,1,0,59,4786.1,0,114.46,0,4900.56,1,1,95563
-73,7,47.34,0,,,54,Greenwood,2812,Two Year,United States,1986-PHGZF,Stayed,0,0,Male,1,DSL,"38.921333, -120.897718",38.921333,-120.897718,0,58.4,1,0,0,Offer D,1,1,1,0,Credit Card,1,1140,0,Q3,0,4,1,California,0,0,0,18,964.9,0,852.12,0,1817.02,0,1,95635
-39,22,45.25,1,Competitor,Competitor had better devices,77,Greenwood,2673,One Year,United States,3164-AALRN,Churned,0,1,Male,1,DSL,"38.921333, -120.897718",38.921333,-120.897718,0,70,0,0,0,,0,0,1,0,Credit Card,1,1140,0,Q3,0,2,0,California,1,1,1,5,347.4,10,226.25,0,583.65,0,0,95635
-30,59,0,1,Dissatisfaction,Network reliability,67,Greenwood,5824,Month-to-Month,United States,8740-XLHDR,Churned,0,1,Male,1,Cable,"38.921333, -120.897718",38.921333,-120.897718,0,43.25,0,0,0,,1,1,1,0,Mailed Check,0,1140,1,Q3,0,2,0,California,0,0,0,5,219,0,0,0,219,0,1,95635
-41,19,31.4,0,,,36,Greenwood,5795,Two Year,United States,4378-MYPGO,Stayed,1,1,Male,1,Fiber Optic,"38.921333, -120.897718",38.921333,-120.897718,1,105.25,0,2,3,,1,1,1,1,Bank Withdrawal,1,1140,0,Q3,1,3,0,California,1,1,1,68,7173.15,0,2135.2,0,9308.35,0,1,95635
-66,18,31.31,0,,,56,Isleton,5294,Two Year,United States,8024-XNAFQ,Stayed,0,1,Female,1,Fiber Optic,"38.154823, -121.601358",38.154823,-121.601358,0,107.4,1,0,0,,1,1,1,0,Bank Withdrawal,1,2010,1,Q3,0,4,1,California,1,1,0,72,7748.75,0,2254.32,0,10003.07,0,1,95641
-31,12,6.89,1,Price,Price too high,73,Isleton,4340,Month-to-Month,United States,7120-RFMVS,Churned,0,0,Male,1,Fiber Optic,"38.154823, -121.601358",38.154823,-121.601358,0,84.5,1,0,0,,0,0,0,0,Bank Withdrawal,1,2010,0,Q3,0,2,0,California,0,0,1,1,84.5,0,6.89,0,91.39,0,1,95641
-39,0,4.6,0,,,58,Isleton,3979,One Year,United States,4538-WNTMJ,Stayed,0,0,Female,0,,"38.154823, -121.601358",38.154823,-121.601358,1,24.95,1,0,0,Offer B,0,0,0,1,Credit Card,1,2010,0,Q3,0,3,0,California,0,0,0,46,1165.9,0,211.6,0,1377.5,0,0,95641
-25,0,42.96,0,,,21,Isleton,4769,Month-to-Month,United States,2081-KJSQF,Joined,0,0,Male,0,,"38.154823, -121.601358",38.154823,-121.601358,0,20.25,0,0,0,,0,0,1,0,Credit Card,1,2010,0,Q3,0,5,0,California,0,0,0,1,20.25,0,42.96,0,63.21,1,0,95641
-68,25,38.5,0,,,64,Knights Landing,5129,Two Year,United States,2988-GBIVW,Stayed,0,0,Female,1,Fiber Optic,"38.875508, -121.765866",38.875508,-121.765866,1,90.85,1,0,10,,0,1,1,1,Bank Withdrawal,1,1793,0,Q3,1,4,1,California,1,1,0,70,6470.1,0,2695,0,9165.1,0,1,95645
-19,52,32.11,1,Competitor,Competitor offered higher download speeds,85,Knights Landing,2159,Month-to-Month,United States,4704-ERYFC,Churned,0,0,Female,1,Fiber Optic,"38.875508, -121.765866",38.875508,-121.765866,1,69.25,0,0,1,,0,0,1,1,Bank Withdrawal,1,1793,0,Q3,1,1,0,California,0,0,0,22,1554,0,706.42,0,2260.42,1,1,95645
-30,85,0,0,,,33,Knights Landing,5905,One Year,United States,4702-HDRKD,Stayed,0,1,Male,1,Cable,"38.875508, -121.765866",38.875508,-121.765866,0,49.35,0,0,0,Offer A,0,1,1,0,Bank Withdrawal,0,1793,1,Q3,0,3,0,California,0,0,1,67,3321.35,0,0,0,3321.35,0,1,95645
-61,6,8.5,0,,,22,Knights Landing,3875,Month-to-Month,United States,3323-CPBWR,Stayed,0,1,Male,1,Fiber Optic,"38.875508, -121.765866",38.875508,-121.765866,0,96.9,1,0,0,Offer D,0,0,1,0,Credit Card,1,1793,1,Q3,0,4,0,California,0,0,1,23,2085.45,0,195.5,0,2280.95,0,1,95645
-75,17,24.91,0,,,22,Pilot Hill,4934,Two Year,United States,5956-YHHRX,Stayed,0,1,Male,1,Fiber Optic,"38.803731, -121.043799",38.803731,-121.043799,0,104.35,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,1173,0,Q3,0,5,1,California,1,1,1,21,2271.85,130,523.11,0,2924.96,0,0,95664
-41,0,24.63,1,Attitude,Attitude of support person,83,Pilot Hill,2647,Month-to-Month,United States,0268-QKIWO,Churned,0,0,Female,0,,"38.803731, -121.043799",38.803731,-121.043799,0,19.75,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,1173,0,Q3,0,3,0,California,0,0,0,3,58.85,0,73.89,0,132.74,0,0,95664
-24,73,19.84,0,,,80,Pilot Hill,3154,Month-to-Month,United States,8714-CTZJW,Stayed,0,1,Female,1,Fiber Optic,"38.803731, -121.043799",38.803731,-121.043799,0,82.85,0,0,0,Offer E,0,0,1,0,Credit Card,1,1173,0,Q3,0,3,0,California,1,1,0,4,319.6,0,79.36,0,398.96,1,1,95664
-34,9,21.85,0,,,26,Pilot Hill,3519,Month-to-Month,United States,8735-DCXNF,Stayed,0,0,Male,1,DSL,"38.803731, -121.043799",38.803731,-121.043799,1,54.95,0,0,9,Offer D,0,1,1,1,Credit Card,1,1173,1,Q3,1,3,0,California,0,0,0,10,568.85,0,218.5,0,787.35,0,1,95664
-72,26,0,0,,,58,Pine Grove,4521,One Year,United States,6008-NAIXK,Stayed,0,1,Male,1,DSL,"38.400264, -120.641274",38.400264,-120.641274,0,55.45,0,0,0,,1,0,1,0,Bank Withdrawal,0,4354,0,Q3,0,3,1,California,1,1,1,54,2966.95,0,0,0,2966.95,0,1,95665
-62,17,43.51,1,Price,Long distance charges,90,Pine Grove,3716,Month-to-Month,United States,0876-WDUUZ,Churned,0,0,Female,1,Fiber Optic,"38.400264, -120.641274",38.400264,-120.641274,0,85.4,0,0,0,Offer E,0,0,1,0,Credit Card,1,4354,1,Q3,0,2,0,California,1,1,0,5,425.9,0,217.55,0,643.45,0,1,95665
-44,3,25.81,0,,,31,Pine Grove,2198,Month-to-Month,United States,3569-EDBPQ,Stayed,0,0,Female,1,Fiber Optic,"38.400264, -120.641274",38.400264,-120.641274,0,84.35,1,0,0,,0,1,1,0,Bank Withdrawal,1,4354,1,Q3,0,3,0,California,0,0,0,24,1938.05,0,619.44,0,2557.49,0,1,95665
-19,69,10.21,0,,,48,Pine Grove,4300,One Year,United States,3214-IYUUQ,Stayed,0,0,Female,1,Fiber Optic,"38.400264, -120.641274",38.400264,-120.641274,1,93.7,0,0,0,,1,1,0,1,Bank Withdrawal,1,4354,1,Q3,0,3,0,California,1,1,0,61,5860.7,0,622.81,0,6483.51,1,1,95665
-69,18,46.67,0,,,57,Rio Linda,5679,Two Year,United States,4007-NHVHI,Stayed,0,0,Female,1,Fiber Optic,"38.688764, -121.457596",38.688764,-121.457596,0,96.85,1,0,0,,1,1,1,0,Bank Withdrawal,1,14010,0,Q3,0,3,1,California,1,1,0,56,5219.65,0,2613.52,0,7833.17,0,1,95673
-20,52,35.01,1,Competitor,Competitor made better offer,72,Rio Linda,2567,Month-to-Month,United States,6960-HVYXR,Churned,0,0,Female,1,Fiber Optic,"38.688764, -121.457596",38.688764,-121.457596,0,76,1,0,0,,0,0,0,0,Bank Withdrawal,1,14010,0,Q3,0,1,0,California,0,0,0,1,76,0,35.01,0,111.01,1,1,95673
-43,0,15.76,0,,,51,Rio Linda,2888,One Year,United States,7319-ZNRTR,Stayed,1,0,Male,0,,"38.688764, -121.457596",38.688764,-121.457596,1,19.6,0,2,1,,0,0,0,1,Bank Withdrawal,1,14010,0,Q3,1,4,0,California,0,0,0,25,411.15,0,394,0,805.15,0,0,95673
-42,21,8.29,0,,,46,Rio Linda,4080,Month-to-Month,United States,5309-TAIKL,Stayed,0,1,Female,1,DSL,"38.688764, -121.457596",38.688764,-121.457596,0,62.8,0,0,0,,0,0,0,0,Bank Withdrawal,1,14010,1,Q3,0,4,0,California,1,1,0,7,418.3,0,58.03,0,476.33,0,1,95673
-67,26,10.07,0,,,47,Vacaville,6100,One Year,United States,8979-CAMGB,Stayed,0,1,Male,1,Fiber Optic,"38.333133, -121.920151",38.333133,-121.920151,0,102.1,1,0,0,,0,0,0,0,Bank Withdrawal,1,63157,1,Q3,0,5,1,California,1,1,1,64,6688.1,0,644.48,0,7332.58,0,1,95687
-58,11,0,0,,,69,Vacaville,4080,Two Year,United States,4859-ZSRDZ,Stayed,0,1,Female,1,Cable,"38.333133, -121.920151",38.333133,-121.920151,1,55.5,0,0,1,Offer B,0,0,1,1,Credit Card,0,63157,1,Q3,1,3,0,California,1,1,1,58,3166.9,0,0,0,3166.9,0,1,95687
-63,8,35,0,,,26,Vacaville,4745,One Year,United States,1810-BOHSY,Stayed,0,0,Male,1,Fiber Optic,"38.333133, -121.920151",38.333133,-121.920151,1,96.4,1,0,7,Offer B,1,1,1,1,Credit Card,1,63157,0,Q3,1,3,0,California,1,1,0,51,4911.05,0,1785,0,6696.05,0,1,95687
-62,0,3.57,0,,,31,Vacaville,5390,Two Year,United States,6368-TZZDT,Stayed,1,0,Male,0,,"38.333133, -121.920151",38.333133,-121.920151,1,19.5,0,2,8,,0,0,0,1,Credit Card,1,63157,0,Q3,1,4,0,California,0,0,0,4,96.85,0,14.28,0,111.13,0,0,95687
-66,19,37.84,0,,,70,Twin Bridges,5868,Two Year,United States,6583-KQJLK,Stayed,0,0,Female,1,Fiber Optic,"38.805481, -120.13287",38.805481,-120.13287,1,94.65,0,0,5,Offer D,1,0,1,1,Bank Withdrawal,1,25,0,Q3,1,3,1,California,1,1,1,15,1285.05,0,567.6,0,1852.65,0,1,95735
-61,15,2.69,0,,,51,Twin Bridges,5428,Month-to-Month,United States,1666-JZPZT,Stayed,0,0,Male,1,Cable,"38.805481, -120.13287",38.805481,-120.13287,0,49,1,0,0,,0,0,0,0,Mailed Check,1,25,0,Q3,0,3,0,California,0,0,0,27,1291.35,0,72.63,0,1363.98,0,1,95735
-21,59,14.86,0,,,70,Twin Bridges,5308,Two Year,United States,5680-LQOGP,Stayed,0,1,Female,1,Cable,"38.805481, -120.13287",38.805481,-120.13287,0,82.45,0,0,0,Offer A,1,1,1,0,Credit Card,1,25,1,Q3,0,3,0,California,1,1,1,68,5646.6,90,1010.48,0,6747.08,1,0,95735
-34,8,37.59,0,,,75,Twin Bridges,5461,Month-to-Month,United States,3466-RITXD,Stayed,0,0,Male,1,Fiber Optic,"38.805481, -120.13287",38.805481,-120.13287,0,92.4,1,0,0,,1,1,1,0,Credit Card,1,25,0,Q3,0,3,0,California,0,0,1,26,2349.8,0,977.34,0,3327.14,0,1,95735
-79,0,4.99,0,,,44,Granite Bay,4309,Two Year,United States,6139-ZZRBQ,Stayed,0,0,Male,0,,"38.749466, -121.184196",38.749466,-121.184196,0,20.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,20675,0,Q3,0,4,1,California,0,0,0,64,1198.05,0,319.36,0,1517.41,0,0,95746
-74,16,11.32,0,,,48,Granite Bay,3273,Month-to-Month,United States,2974-GGUXS,Stayed,0,0,Female,1,Fiber Optic,"38.749466, -121.184196",38.749466,-121.184196,1,91.95,1,0,0,Offer C,1,0,1,1,Credit Card,1,20675,0,Q3,0,5,1,California,0,0,1,36,3301.05,0,407.52,17.76,3690.81,0,1,95746
-35,28,0,1,Competitor,Competitor had better devices,79,Granite Bay,4769,Month-to-Month,United States,6032-IGALN,Churned,0,0,Female,1,Cable,"38.749466, -121.184196",38.749466,-121.184196,0,25.1,0,0,0,,0,0,1,0,Mailed Check,0,20675,0,Q3,0,1,0,California,0,0,0,1,25.1,0,0,0,25.1,0,1,95746
-26,0,48.39,0,,,29,Granite Bay,3152,One Year,United States,7677-SJJJK,Stayed,0,0,Male,0,,"38.749466, -121.184196",38.749466,-121.184196,1,19.9,0,0,5,Offer E,0,0,0,1,Credit Card,1,20675,0,Q3,1,5,0,California,0,0,0,8,153.95,0,387.12,0,541.07,1,0,95746
-67,30,13.56,0,,,63,Sacramento,4478,Two Year,United States,7594-LZNWR,Stayed,0,0,Male,1,Fiber Optic,"38.542532, -121.378826",38.542532,-121.378826,0,69.15,0,0,0,Offer C,0,0,0,0,Credit Card,1,38818,0,Q3,0,3,1,California,0,0,0,34,2275.1,0,461.04,0,2736.14,0,1,95826
-53,0,15.91,1,Attitude,Attitude of service provider,87,Sacramento,5636,Month-to-Month,United States,7893-IXHRQ,Churned,0,0,Male,0,,"38.542532, -121.378826",38.542532,-121.378826,0,20.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,38818,0,Q3,0,2,0,California,0,0,0,1,20.55,0,15.91,0,36.46,0,0,95826
-28,0,5.02,0,,,26,Sacramento,3313,Month-to-Month,United States,6569-KTMDU,Joined,0,0,Female,0,,"38.542532, -121.378826",38.542532,-121.378826,0,19.1,0,0,0,,0,0,0,0,Mailed Check,1,38818,0,Q3,0,5,0,California,0,0,0,1,19.1,0,5.02,0,24.12,1,0,95826
-43,0,27.95,0,,,53,Sacramento,3217,Two Year,United States,3472-QPRCH,Stayed,1,0,Male,0,,"38.542532, -121.378826",38.542532,-121.378826,1,25.25,1,1,9,,0,0,0,1,Credit Card,1,38818,0,Q3,1,5,0,California,0,0,0,40,1006.9,0,1118,44.51,2080.39,0,0,95826
-68,3,5.3,0,,,30,Challenge,5603,Two Year,United States,5216-WASFJ,Stayed,0,0,Female,1,Fiber Optic,"39.461768, -121.195825",39.461768,-121.195825,1,84.85,1,0,4,Offer C,0,0,1,1,Bank Withdrawal,1,262,0,Q3,1,3,1,California,1,1,0,31,2633.4,0,164.3,0,2797.7,0,1,95925
-47,30,42.55,1,Competitor,Competitor had better devices,81,Challenge,5855,Month-to-Month,United States,5208-HFSBT,Churned,0,0,Female,1,DSL,"39.461768, -121.195825",39.461768,-121.195825,0,55.05,0,0,0,Offer E,1,0,1,0,Credit Card,1,262,1,Q3,0,1,0,California,0,0,0,2,102.75,0,85.1,0,187.85,0,1,95925
-37,26,26.41,1,Competitor,Competitor had better devices,86,Challenge,2293,Month-to-Month,United States,5077-DXTCG,Churned,0,0,Female,1,Cable,"39.461768, -121.195825",39.461768,-121.195825,0,45.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,262,0,Q3,0,1,0,California,0,0,0,1,45.3,0,26.41,0,71.71,0,1,95925
-44,28,46.9,0,,,51,Challenge,5122,One Year,United States,0254-WWRKD,Stayed,1,0,Female,1,Cable,"39.461768, -121.195825",39.461768,-121.195825,1,50.55,0,3,1,Offer A,1,0,0,1,Credit Card,1,262,0,Q3,1,5,0,California,0,0,0,67,3431.75,0,3142.3,0,6574.05,0,1,95925
-80,10,41.57,0,,,23,Dunnigan,5041,Two Year,United States,4948-WBBKL,Stayed,0,0,Female,1,Fiber Optic,"38.931425, -121.946081",38.931425,-121.946081,0,74.9,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,19,0,Q3,0,3,1,California,0,0,0,36,2659.45,0,1496.52,0,4155.97,0,1,95937
-44,0,46.13,1,Price,Long distance charges,89,Dunnigan,2247,One Year,United States,2667-WYLWJ,Churned,0,0,Female,0,,"38.931425, -121.946081",38.931425,-121.946081,1,19.75,0,0,1,Offer E,0,0,1,1,Credit Card,1,19,0,Q3,1,3,0,California,0,0,0,8,145,0,369.04,0,514.04,0,0,95937
-45,25,9.23,1,Other,Moved,74,Dunnigan,2283,Month-to-Month,United States,4236-XPXAV,Churned,0,0,Female,1,Fiber Optic,"38.931425, -121.946081",38.931425,-121.946081,1,99.15,0,0,1,,1,0,1,1,Mailed Check,1,19,1,Q3,1,2,0,California,1,1,1,5,465.05,0,46.15,0,511.2,0,1,95937
-36,0,2.4,0,,,49,Dunnigan,4870,Two Year,United States,4609-KNNWG,Stayed,1,0,Female,0,,"38.931425, -121.946081",38.931425,-121.946081,1,19.9,0,3,1,,0,0,0,1,Credit Card,1,19,0,Q3,1,5,0,California,0,0,0,27,550.1,0,64.8,0,614.9,0,0,95937
-77,16,14.87,0,,,34,North San Juan,4270,One Year,United States,8348-JLBUG,Stayed,0,1,Male,1,Fiber Optic,"39.423046, -120.984472",39.423046,-120.984472,1,80.3,0,0,5,,0,1,0,1,Credit Card,1,565,0,Q3,1,3,1,California,0,0,0,64,5017.7,0,951.68,0,5969.38,0,1,95960
-48,0,24.32,0,,,44,North San Juan,4370,Two Year,United States,5799-JRCZO,Stayed,1,0,Female,0,,"39.423046, -120.984472",39.423046,-120.984472,0,19.5,0,1,0,,0,0,0,0,Credit Card,1,565,0,Q3,0,5,0,California,0,0,0,63,1215.1,0,1532.16,0,2747.26,0,0,95960
-39,24,21.34,0,,,77,North San Juan,2168,Month-to-Month,United States,9097-ZUBYC,Stayed,0,0,Male,1,DSL,"39.423046, -120.984472",39.423046,-120.984472,1,48.8,0,0,4,Offer D,0,0,0,1,Bank Withdrawal,1,565,1,Q3,1,5,0,California,0,0,0,14,664.4,0,298.76,0,963.16,0,1,95960
-48,24,6.78,0,,,50,North San Juan,4184,One Year,United States,4544-RXFMG,Stayed,1,0,Male,1,DSL,"39.423046, -120.984472",39.423046,-120.984472,1,43.45,0,2,1,Offer E,0,0,1,1,Credit Card,1,565,0,Q3,1,3,0,California,0,0,0,8,345.5,0,54.24,0,399.74,0,1,95960
-75,20,11.23,0,,,69,Palermo,6156,One Year,United States,3339-EAQNV,Stayed,0,0,Male,1,Fiber Optic,"39.435756, -121.552071",39.435756,-121.552071,1,97.25,1,0,7,,1,0,1,1,Credit Card,1,1254,0,Q3,1,5,1,California,1,1,1,72,7133.1,0,808.56,0,7941.66,0,1,95968
-55,4,5.27,1,Competitor,Competitor offered more data,68,Palermo,2241,Month-to-Month,United States,8393-DLHGA,Churned,0,0,Male,1,Fiber Optic,"39.435756, -121.552071",39.435756,-121.552071,0,95.9,0,0,0,,1,0,1,0,Bank Withdrawal,1,1254,0,Q3,0,1,0,California,1,1,1,25,2448.75,0,131.75,0,2580.5,0,1,95968
-28,0,41.9,0,,,29,Palermo,2941,Month-to-Month,United States,6184-DYUOB,Joined,0,0,Female,0,,"39.435756, -121.552071",39.435756,-121.552071,1,19.6,0,0,5,,0,0,1,1,Credit Card,1,1254,0,Q3,1,3,0,California,0,0,0,3,55.25,0,125.7,0,180.95,1,0,95968
-35,15,37.57,0,,,45,Palermo,5570,One Year,United States,1177-XZBJL,Stayed,1,0,Male,1,DSL,"39.435756, -121.552071",39.435756,-121.552071,1,64.15,1,2,1,Offer B,1,1,0,1,Bank Withdrawal,1,1254,1,Q3,1,3,0,California,0,0,0,53,3491.55,0,1991.21,0,5482.76,0,1,95968
-73,18,0,0,,,79,Willows,4757,Two Year,United States,5730-RIITO,Stayed,0,0,Female,1,DSL,"39.493991, -122.286363",39.493991,-122.286363,0,33.45,0,0,0,,1,1,1,0,Credit Card,0,8812,0,Q3,0,3,1,California,0,0,0,43,1500.25,40,0,0,1540.25,0,0,95988
-48,25,37.79,1,Competitor,Competitor offered higher download speeds,75,Willows,2269,Month-to-Month,United States,0587-DMGBH,Churned,0,0,Female,1,Cable,"39.493991, -122.286363",39.493991,-122.286363,0,49.85,0,0,0,,0,1,1,0,Bank Withdrawal,1,8812,0,Q3,0,3,0,California,0,0,0,8,365.55,10,302.32,13.01,664.86,0,0,95988
-64,18,44.33,0,,,75,Willows,5839,Two Year,United States,2882-WDTBA,Stayed,0,1,Male,1,Cable,"39.493991, -122.286363",39.493991,-122.286363,1,75.75,0,0,4,Offer A,1,1,1,1,Bank Withdrawal,1,8812,1,Q3,1,4,0,California,0,0,1,69,5388.15,0,3058.77,0,8446.92,0,1,95988
-32,0,27.38,0,,,34,Willows,3455,Two Year,United States,9548-LERKT,Stayed,0,0,Male,0,,"39.493991, -122.286363",39.493991,-122.286363,1,19.75,0,0,4,,0,0,0,1,Credit Card,1,8812,0,Q3,1,3,0,California,0,0,0,24,483.15,0,657.12,16.56,1123.71,0,0,95988
-67,0,20.62,0,,,21,Burney,4042,Two Year,United States,7515-LODFU,Stayed,0,0,Male,0,,"40.946785, -121.719489",40.946785,-121.719489,0,20.3,0,0,0,,0,0,0,0,Credit Card,1,4552,0,Q3,0,3,1,California,0,0,0,69,1356.3,0,1422.78,0,2779.08,0,0,96013
-47,23,35.46,1,Competitor,Competitor offered more data,77,Burney,4019,Month-to-Month,United States,0895-DQHEW,Churned,0,1,Male,1,Fiber Optic,"40.946785, -121.719489",40.946785,-121.719489,1,104.3,1,0,1,,1,0,1,1,Bank Withdrawal,1,4552,0,Q3,1,1,0,California,1,1,1,54,5278.15,0,1914.84,11.45,7181.54,0,1,96013
-33,3,49.76,1,Competitor,Competitor offered higher download speeds,89,Burney,4183,Month-to-Month,United States,6110-OHIHY,Churned,0,0,Male,1,Fiber Optic,"40.946785, -121.719489",40.946785,-121.719489,0,79.25,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,4552,0,Q3,0,2,0,California,0,0,1,3,267.6,10,149.28,0,426.88,0,0,96013
-26,59,11.79,0,,,79,Burney,3153,Month-to-Month,United States,5522-NYKPB,Stayed,1,0,Male,1,Fiber Optic,"40.946785, -121.719489",40.946785,-121.719489,1,85.9,0,3,0,Offer C,0,0,0,1,Bank Withdrawal,1,4552,1,Q3,0,3,0,California,0,0,1,25,2199.05,0,294.75,0,2493.8,1,1,96013
-73,18,37.12,0,,,49,Corning,6453,Two Year,United States,8041-TMEID,Stayed,0,1,Male,1,Fiber Optic,"39.913777, -122.289984",39.913777,-122.289984,1,108.5,1,0,1,,1,1,0,1,Credit Card,1,13840,0,Q3,1,4,1,California,1,1,1,63,6991.9,0,2338.56,0,9330.46,0,1,96021
-44,11,30.09,1,Attitude,Attitude of support person,94,Corning,4471,One Year,United States,9651-GTSAQ,Churned,0,1,Female,1,Fiber Optic,"39.913777, -122.289984",39.913777,-122.289984,1,106.1,0,0,1,,1,1,1,1,Bank Withdrawal,1,13840,0,Q3,1,3,0,California,1,1,1,53,5769.75,0,1594.77,0,7364.52,0,1,96021
-62,0,41.93,0,,,42,Corning,2878,Month-to-Month,United States,3694-GLTJM,Stayed,0,0,Female,0,,"39.913777, -122.289984",39.913777,-122.289984,0,19.65,0,0,0,,0,0,1,0,Credit Card,1,13840,0,Q3,0,3,0,California,0,0,0,5,92.05,0,209.65,0,301.7,0,0,96021
-37,11,25.32,0,,,36,Corning,4847,Two Year,United States,5135-RDDQL,Stayed,1,0,Female,1,DSL,"39.913777, -122.289984",39.913777,-122.289984,1,50.65,0,1,6,Offer B,0,1,1,1,Bank Withdrawal,1,13840,0,Q3,1,3,0,California,0,0,0,63,3221.25,0,1595.16,37.04,4779.37,0,1,96021
-65,2,34.43,0,,,49,Dorris,4815,One Year,United States,6941-KXRRV,Stayed,0,0,Female,1,DSL,"41.949216, -122.050062",41.949216,-122.050062,1,58.95,0,0,10,,1,0,1,1,Bank Withdrawal,1,1162,0,Q3,1,3,1,California,1,1,0,48,2789.7,0,1652.64,0,4442.34,0,1,96023
-49,12,16.15,1,Competitor,Competitor offered more data,78,Dorris,3014,Month-to-Month,United States,8149-RSOUN,Churned,0,0,Female,1,Fiber Optic,"41.949216, -122.050062",41.949216,-122.050062,0,93.85,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1162,0,Q3,0,3,0,California,1,1,1,1,93.85,0,16.15,0,110,0,1,96023
-54,4,45.8,0,,,56,Dorris,4334,Month-to-Month,United States,4672-FOTSD,Stayed,0,0,Male,1,DSL,"41.949216, -122.050062",41.949216,-122.050062,0,67.25,1,0,0,Offer D,1,1,1,0,Bank Withdrawal,1,1162,1,Q3,0,3,0,California,0,0,0,12,832.3,0,549.6,0,1381.9,0,1,96023
-22,59,24.36,0,,,75,Dorris,3974,Month-to-Month,United States,1794-SWWKL,Stayed,1,1,Male,1,DSL,"41.949216, -122.050062",41.949216,-122.050062,1,59.65,1,2,6,Offer D,0,0,1,1,Bank Withdrawal,1,1162,1,Q3,1,4,0,California,0,0,0,15,867.1,0,365.4,32.65,1199.85,1,1,96023
-65,26,16.04,0,,,30,Igo,3856,One Year,United States,4501-UYKBC,Stayed,0,1,Female,1,DSL,"40.524535, -122.647172",40.524535,-122.647172,0,69.1,1,0,0,,0,0,1,0,Credit Card,1,911,1,Q3,0,3,1,California,1,1,0,46,3255.35,0,737.84,0,3993.19,0,1,96047
-62,26,25.82,1,Other,Moved,73,Igo,4001,Month-to-Month,United States,2003-CKLOR,Churned,0,1,Male,1,Cable,"40.524535, -122.647172",40.524535,-122.647172,0,99.5,0,0,0,Offer A,1,0,0,0,Bank Withdrawal,1,911,0,Q3,0,2,0,California,1,1,1,66,6710.5,0,1704.12,0,8414.62,0,1,96047
-49,29,17.27,0,,,56,Igo,2047,Month-to-Month,United States,7669-LCRSD,Stayed,1,0,Male,1,Cable,"40.524535, -122.647172",40.524535,-122.647172,1,56.3,0,2,5,Offer D,0,0,1,1,Mailed Check,1,911,0,Q3,1,3,0,California,0,0,1,12,628.65,0,207.24,0,835.89,0,1,96047
-33,10,1.22,0,,,66,Igo,3962,Month-to-Month,United States,4923-ADWXJ,Stayed,0,0,Female,1,DSL,"40.524535, -122.647172",40.524535,-122.647172,0,65.8,0,0,0,,1,0,1,0,Bank Withdrawal,1,911,1,Q3,0,5,0,California,1,1,0,25,1679.65,0,30.5,29.29,1680.86,0,1,96047
-72,10,48.16,0,,,40,Montgomery Creek,5462,One Year,United States,0533-UCAAU,Stayed,0,1,Male,1,DSL,"40.877552, -121.885884",40.877552,-121.885884,1,71.1,1,0,2,,1,0,1,1,Credit Card,1,431,0,Q3,1,5,1,California,0,0,1,57,4140.1,0,2745.12,0,6885.22,0,1,96065
-31,0,41.84,0,,,23,Montgomery Creek,4566,Two Year,United States,7643-RCHXS,Stayed,1,0,Female,0,,"40.877552, -121.885884",40.877552,-121.885884,1,19.35,0,3,0,Offer B,0,0,0,1,Bank Withdrawal,1,431,0,Q3,0,4,0,California,0,0,0,63,1263.85,0,2635.92,0,3899.77,0,0,96065
-19,0,29.15,0,,,75,Montgomery Creek,3353,Two Year,United States,3717-FDJFU,Stayed,1,0,Male,0,,"40.877552, -121.885884",40.877552,-121.885884,0,20.45,0,1,0,Offer E,0,0,0,0,Credit Card,1,431,0,Q3,0,3,0,California,0,0,0,5,106.9,0,145.75,0,252.65,1,0,96065
-60,22,33.97,0,,,35,Montgomery Creek,5796,Month-to-Month,United States,9828-QHFBK,Stayed,0,0,Male,1,DSL,"40.877552, -121.885884",40.877552,-121.885884,0,51.15,0,0,0,,0,1,1,0,Bank Withdrawal,1,431,0,Q3,0,3,0,California,0,0,0,24,1275.7,0,815.28,0,2090.98,0,1,96065
-70,6,44.44,0,,,45,Mount Shasta,2672,Two Year,United States,1394-SUIUH,Stayed,0,0,Female,1,Fiber Optic,"41.33832, -122.290756",41.33832,-122.290756,1,85.15,0,0,4,,1,1,1,1,Bank Withdrawal,1,7309,1,Q3,1,4,1,California,0,0,0,44,3670.5,0,1955.36,0,5625.86,0,1,96067
-79,28,0,0,,,34,Mount Shasta,5607,Two Year,United States,3908-MKIMJ,Stayed,0,1,Male,1,Cable,"41.33832, -122.290756",41.33832,-122.290756,1,41.95,0,0,9,,1,1,1,1,Bank Withdrawal,0,7309,0,Q3,1,3,1,California,0,0,0,68,2965.75,0,0,0,2965.75,0,1,96067
-24,0,34.02,0,,,78,Mount Shasta,2842,Month-to-Month,United States,8246-SHFGA,Stayed,0,0,Male,0,,"41.33832, -122.290756",41.33832,-122.290756,0,21.1,0,0,0,,0,0,0,0,Credit Card,1,7309,0,Q3,0,3,0,California,0,0,0,17,385.55,0,578.34,0,963.89,1,0,96067
-19,59,0,0,,,65,Mount Shasta,4034,Month-to-Month,United States,3665-JATSN,Stayed,0,0,Female,1,DSL,"41.33832, -122.290756",41.33832,-122.290756,0,39.7,0,0,0,,1,0,1,0,Bank Withdrawal,0,7309,0,Q3,0,5,0,California,1,1,0,19,710.05,110,0,0,820.05,1,0,96067
-77,2,5.51,0,,,54,Vina,4240,Two Year,United States,8565-WUXZU,Stayed,0,0,Male,1,Fiber Optic,"39.955164, -122.018567",39.955164,-122.018567,1,84.8,0,0,7,,1,1,1,1,Credit Card,1,439,1,Q3,1,4,1,California,0,0,0,72,6141.65,0,396.72,0,6538.37,0,1,96092
-39,15,34.63,1,Dissatisfaction,Lack of self-service on Website,90,Vina,2510,Month-to-Month,United States,6906-ANDWJ,Churned,0,0,Male,1,Fiber Optic,"39.955164, -122.018567",39.955164,-122.018567,1,74.9,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,439,0,Q3,1,2,0,California,0,0,0,15,1107.25,0,519.45,0,1626.7,0,1,96092
-52,27,30.54,0,,,52,Vina,4059,Month-to-Month,United States,9620-ENEJV,Stayed,0,0,Female,1,Fiber Optic,"39.955164, -122.018567",39.955164,-122.018567,0,70.55,0,0,0,Offer E,0,0,0,0,Credit Card,1,439,0,Q3,0,3,0,California,0,0,0,6,433.95,0,183.24,0,617.19,0,1,96092
-65,29,40.65,0,,,42,Likely,5688,One Year,United States,2055-BFOCC,Stayed,0,1,Male,1,DSL,"41.266008, -120.490731",41.266008,-120.490731,1,84,0,0,1,,1,1,1,1,Bank Withdrawal,1,277,1,Q3,1,3,1,California,1,1,1,63,5329.55,0,2560.95,0,7890.5,0,1,96116
-68,2,45.43,0,,,47,Likely,4277,One Year,United States,2453-SAFNS,Stayed,0,0,Female,1,Cable,"41.266008, -120.490731",41.266008,-120.490731,0,72.1,1,0,0,Offer B,1,0,0,0,Credit Card,1,277,1,Q3,0,5,1,California,0,0,1,54,3886.05,0,2453.22,0,6339.27,0,1,96116
-54,0,4.26,0,,,27,Likely,5651,One Year,United States,4323-ELYYB,Stayed,1,0,Male,0,,"41.266008, -120.490731",41.266008,-120.490731,1,20,0,2,7,,0,0,0,1,Credit Card,1,277,0,Q3,1,3,0,California,0,0,0,13,218.55,0,55.38,0,273.93,0,0,96116
-79,0,44.91,0,,,61,Portola,5644,One Year,United States,4584-LBNMK,Stayed,0,0,Male,0,,"39.786755, -120.445626",39.786755,-120.445626,1,24.7,1,0,5,,0,0,0,1,Credit Card,1,4236,0,Q3,1,4,1,California,0,0,0,45,1174.35,0,2020.95,0,3195.3,0,0,96122
-78,18,19.2,0,,,63,Portola,5125,Month-to-Month,United States,7426-GSWPO,Stayed,0,0,Male,1,Fiber Optic,"39.786755, -120.445626",39.786755,-120.445626,0,103.5,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,4236,0,Q3,0,3,1,California,1,1,1,64,6548.65,0,1228.8,0,7777.45,0,1,96122
-24,0,23.47,0,,,26,Portola,5188,One Year,United States,1085-LDWAM,Stayed,1,0,Female,0,,"39.786755, -120.445626",39.786755,-120.445626,1,20.35,0,2,5,,0,0,1,1,Credit Card,1,4236,0,Q3,1,3,0,California,0,0,0,69,1442.65,0,1619.43,0,3062.08,1,0,96122
-71,4,12.67,0,,,34,Ravendale,4735,Two Year,United States,3898-GUYTS,Stayed,0,0,Female,1,Fiber Optic,"40.845738, -120.322219",40.845738,-120.322219,0,97.05,1,0,0,,1,1,1,0,Bank Withdrawal,1,61,1,Q3,0,3,1,California,0,0,1,45,4385.05,0,570.15,0,4955.2,0,1,96123
-59,27,17.83,0,,,37,Ravendale,2904,Month-to-Month,United States,7586-ZATGZ,Stayed,0,0,Male,1,Fiber Optic,"40.845738, -120.322219",40.845738,-120.322219,0,84.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,61,0,Q3,0,4,0,California,0,0,1,40,3369.05,0,713.2,0,4082.25,0,1,96123
-61,0,7.11,0,,,78,Ravendale,5945,Two Year,United States,3389-KTRXV,Stayed,1,0,Female,0,,"40.845738, -120.322219",40.845738,-120.322219,1,23.85,1,3,0,,0,0,0,1,Credit Card,1,61,0,Q3,0,5,0,California,0,0,0,23,625.65,0,163.53,0,789.18,0,0,96123
-70,5,22.02,0,,,47,Standish,5111,Two Year,United States,3703-KBKZP,Stayed,0,0,Male,1,Fiber Optic,"40.346634, -120.386422",40.346634,-120.386422,0,74.45,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,408,0,Q3,0,5,1,California,0,0,0,16,1261.35,0,352.32,0,1613.67,0,1,96128
-25,0,13.67,0,,,70,Standish,4200,One Year,United States,1371-OJCEK,Stayed,0,0,Female,0,,"40.346634, -120.386422",40.346634,-120.386422,0,24.35,1,0,0,,0,0,0,0,Bank Withdrawal,1,408,0,Q3,0,5,0,California,0,0,0,48,1133.7,0,656.16,0,1789.86,1,0,96128
-56,0,27.62,0,,,58,Standish,3163,Two Year,United States,1843-TLSGD,Stayed,1,0,Female,0,,"40.346634, -120.386422",40.346634,-120.386422,1,20.85,0,3,6,,0,0,0,1,Credit Card,1,408,0,Q3,1,4,0,California,0,0,0,13,272.35,0,359.06,0,631.41,0,0,96128
-47,6,3.26,0,,,41,Standish,2074,One Year,United States,3205-MXZRA,Stayed,0,0,Male,1,DSL,"40.346634, -120.386422",40.346634,-120.386422,0,59.45,0,0,0,Offer C,0,0,0,0,Credit Card,1,408,1,Q3,0,4,0,California,0,0,1,26,1507,0,84.76,0,1591.76,0,1,96128
-73,12,36.75,0,,,67,Tahoe City,2217,Two Year,United States,5117-IFGPS,Stayed,0,0,Male,1,Fiber Optic,"39.178337, -120.162806",39.178337,-120.162806,1,84.3,1,0,7,Offer C,0,0,1,1,Bank Withdrawal,1,4002,0,Q3,1,3,1,California,1,1,0,29,2357.75,0,1065.75,0,3423.5,0,1,96145
-39,3,32.67,0,,,55,Tahoe City,4629,One Year,United States,4282-MSACW,Stayed,0,1,Male,1,Fiber Optic,"39.178337, -120.162806",39.178337,-120.162806,0,117.2,1,0,0,,1,1,1,0,Credit Card,1,4002,1,Q3,0,3,0,California,1,1,1,68,8035.95,0,2221.56,0,10257.51,0,1,96145
-48,11,22.14,0,,,36,Tahoe City,3516,Month-to-Month,United States,2257-BOVXD,Stayed,0,0,Male,1,DSL,"39.178337, -120.162806",39.178337,-120.162806,1,66.6,1,0,3,,0,0,1,1,Credit Card,1,4002,1,Q3,1,3,0,California,0,0,1,14,979.5,0,309.96,0,1289.46,0,1,96145
-65,23,0,0,,,31,Los Angeles,5583,Two Year,United States,2197-OMWGI,Stayed,1,1,Female,1,DSL,"34.043144, -118.251977",34.043144,-118.251977,1,53,0,1,4,,1,0,1,1,Bank Withdrawal,0,3524,0,Q3,1,4,1,California,1,1,1,68,3656.25,0,0,0,3656.25,0,1,90014
-57,8,6.18,1,Price,Extra data charges,77,Los Angeles,2712,Month-to-Month,United States,4829-AUOAX,Churned,0,0,Female,1,Cable,"34.043144, -118.251977",34.043144,-118.251977,0,96.05,1,0,0,,0,0,0,0,Bank Withdrawal,1,3524,0,Q3,0,2,0,California,1,1,1,46,4399.5,80,284.28,0,4763.78,0,0,90014
-39,10,5.69,0,,,71,Los Angeles,6432,One Year,United States,8091-TTVAX,Stayed,0,1,Male,1,Fiber Optic,"34.043144, -118.251977",34.043144,-118.251977,1,100.35,1,0,7,Offer B,0,0,0,1,Credit Card,1,3524,0,Q3,1,3,0,California,1,1,1,58,5681.1,0,330.02,0,6011.12,0,1,90014
-34,28,0,0,,,79,Los Angeles,4362,One Year,United States,9139-TWBAS,Stayed,0,1,Female,1,Cable,"34.043144, -118.251977",34.043144,-118.251977,1,47.85,0,0,10,,1,1,0,1,Bank Withdrawal,0,3524,0,Q3,1,4,0,California,0,0,1,26,1190.5,80,0,0,1270.5,0,0,90014
-79,6,48.15,0,,,43,Los Angeles,5870,Two Year,United States,7852-LECYP,Stayed,0,0,Male,1,Fiber Optic,"34.049841, -118.33846",34.049841,-118.33846,1,93.8,1,0,8,Offer D,1,1,0,1,Credit Card,1,67520,0,Q3,1,4,1,California,1,1,0,13,1261,0,625.95,0,1886.95,0,1,90019
-61,7,14.67,0,,,73,Los Angeles,4479,Two Year,United States,9959-WOFKT,Stayed,0,1,Male,1,Fiber Optic,"34.049841, -118.33846",34.049841,-118.33846,0,106.7,1,0,0,,0,1,0,0,Bank Withdrawal,1,67520,0,Q3,0,3,0,California,1,1,1,71,7382.25,0,1041.57,0,8423.82,0,1,90019
-21,42,1.28,0,,,57,Los Angeles,2142,Month-to-Month,United States,5405-ZMYXQ,Stayed,0,0,Female,1,Fiber Optic,"34.049841, -118.33846",34.049841,-118.33846,0,74.6,1,0,0,Offer E,0,0,1,0,Credit Card,1,67520,0,Q3,0,5,0,California,0,0,0,8,548.9,0,10.24,0,559.14,1,1,90019
-40,0,49.39,0,,,22,Los Angeles,4312,Two Year,United States,3913-RDSJZ,Stayed,0,0,Female,0,,"34.049841, -118.33846",34.049841,-118.33846,1,25.55,1,0,9,,0,0,0,1,Credit Card,1,67520,0,Q3,1,4,0,California,0,0,0,64,1714.95,0,3160.96,0,4875.91,0,0,90019
-69,0,15.27,0,,,75,Los Angeles,2628,One Year,United States,8595-SIZNC,Stayed,0,0,Female,0,,"34.078991, -118.263804",34.078991,-118.263804,1,25.6,1,0,5,Offer D,0,0,0,1,Bank Withdrawal,1,73686,0,Q3,1,4,1,California,0,0,0,22,548.8,0,335.94,0,884.74,0,0,90026
-19,71,41.32,1,Competitor,Competitor had better devices,91,Los Angeles,3918,Month-to-Month,United States,9259-PACGQ,Churned,0,0,Female,1,Cable,"34.078991, -118.263804",34.078991,-118.263804,1,62.65,1,0,1,,1,1,0,1,Bank Withdrawal,1,73686,1,Q3,1,1,0,California,0,0,0,34,2274.9,0,1404.88,0,3679.78,1,1,90026
-42,30,5.29,0,,,79,Los Angeles,4986,Month-to-Month,United States,6322-HRPFA,Stayed,1,0,Male,1,Cable,"34.078991, -118.263804",34.078991,-118.263804,1,59.6,0,2,3,Offer B,1,1,0,1,Credit Card,1,73686,1,Q3,1,3,0,California,0,0,0,49,2970.3,0,259.21,0,3229.51,0,1,90026
-27,73,6.5,0,,,62,Los Angeles,2841,Month-to-Month,United States,0793-TWELN,Stayed,0,0,Female,1,Fiber Optic,"34.078991, -118.263804",34.078991,-118.263804,0,80.15,1,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,73686,0,Q3,0,3,0,California,0,0,0,4,319.85,0,26,0,345.85,1,1,90026
-20,51,10.05,0,,,58,Los Angeles,4063,Month-to-Month,United States,1640-PLFMP,Joined,0,0,Female,1,Fiber Optic,"34.078991, -118.263804",34.078991,-118.263804,0,70.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,73686,0,Q3,0,4,0,California,0,0,0,1,70.25,10,10.05,0,90.3,1,0,90026
-73,28,0,0,,,51,Los Angeles,5491,Month-to-Month,United States,3528-HFRIQ,Stayed,0,1,Male,1,Cable,"34.137411, -118.328915",34.137411,-118.328915,1,52.3,0,0,10,,1,0,1,1,Bank Withdrawal,0,21728,0,Q3,1,5,1,California,1,1,1,71,3765.05,40,0,0,3805.05,0,0,90068
-76,21,3.43,0,,,35,Los Angeles,5907,Month-to-Month,United States,0822-QGCXA,Stayed,0,1,Female,1,DSL,"34.137411, -118.328915",34.137411,-118.328915,1,83.85,1,0,5,Offer C,1,0,0,1,Bank Withdrawal,1,21728,1,Q3,1,5,1,California,1,1,1,27,2310.2,0,92.61,0,2402.81,0,1,90068
-19,58,44.36,1,Dissatisfaction,Network reliability,89,Los Angeles,2833,Month-to-Month,United States,3658-KIBGF,Churned,0,0,Female,1,DSL,"34.137411, -118.328915",34.137411,-118.328915,0,54.9,0,0,0,,1,1,1,0,Bank Withdrawal,1,21728,0,Q3,0,1,0,California,0,1,0,1,54.9,0,44.36,0,99.26,1,1,90068
-61,0,25.21,0,,,62,Los Angeles,5408,Two Year,United States,3957-SQXML,Stayed,0,0,Female,0,,"34.137411, -118.328915",34.137411,-118.328915,1,24.95,1,0,10,,0,0,0,1,Credit Card,1,21728,0,Q3,1,3,0,California,0,0,0,34,894.3,0,857.14,0,1751.44,0,0,90068
-21,42,29.74,0,,,36,Los Angeles,5269,Month-to-Month,United States,6435-SRWBJ,Stayed,0,1,Female,1,Fiber Optic,"34.137411, -118.328915",34.137411,-118.328915,0,82.75,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,21728,1,Q3,0,4,0,California,0,0,0,5,417.75,0,148.7,0,566.45,1,1,90068
-65,10,37.62,0,,,78,Beverly Hills,3502,Month-to-Month,United States,3320-VEOYC,Stayed,0,0,Male,1,Fiber Optic,"34.099891, -118.414338",34.099891,-118.414338,0,95.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,21397,0,Q3,0,3,1,California,1,1,1,14,1273.3,0,526.68,0,1799.98,0,1,90210
-43,7,44.97,0,,,33,Beverly Hills,4948,One Year,United States,0557-ASKVU,Stayed,0,1,Female,1,Cable,"34.099891, -118.414338",34.099891,-118.414338,1,54.4,0,0,2,Offer D,0,0,1,1,Credit Card,1,21397,1,Q3,1,5,0,California,0,0,0,18,957.1,0,809.46,0,1766.56,0,1,90210
-61,0,47.5,0,,,47,Beverly Hills,2320,Two Year,United States,0386-CWRGM,Stayed,1,0,Female,0,,"34.099891, -118.414338",34.099891,-118.414338,1,19.4,0,1,9,,0,0,0,1,Credit Card,1,21397,0,Q3,1,4,0,California,0,0,0,46,967.85,0,2185,0,3152.85,0,0,90210
-34,30,6.8,0,,,31,Beverly Hills,4624,Two Year,United States,7109-CQYUZ,Stayed,0,1,Male,1,DSL,"34.099891, -118.414338",34.099891,-118.414338,0,89.25,1,0,0,,1,1,1,0,Credit Card,1,21397,1,Q3,0,3,0,California,1,1,1,52,4652.4,0,353.6,0,5006,0,1,90210
-32,11,45.75,0,,,70,Beverly Hills,4521,Two Year,United States,5090-EMGTC,Stayed,0,0,Female,1,Fiber Optic,"34.099891, -118.414338",34.099891,-118.414338,1,100.05,0,0,10,Offer B,1,0,1,1,Credit Card,1,21397,1,Q3,1,3,0,California,1,1,1,59,6034.85,0,2699.25,0,8734.1,0,1,90210
-68,17,22.05,0,,,54,South Gate,4118,One Year,United States,1360-JYXKQ,Stayed,0,1,Female,1,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,1,99.1,0,0,1,,0,0,1,1,Bank Withdrawal,1,96267,1,Q3,1,5,1,California,1,1,1,54,5437.1,0,1190.7,0,6627.8,0,1,90280
-57,26,6.22,0,,,24,South Gate,5825,Two Year,United States,7233-PAHHL,Stayed,0,1,Male,1,DSL,"33.944624, -118.192615",33.944624,-118.192615,1,84,1,0,0,Offer A,0,1,1,1,Credit Card,1,96267,1,Q3,0,4,0,California,1,1,1,66,5714.25,0,410.52,0,6124.77,0,1,90280
-45,14,9.85,0,,,65,South Gate,2719,One Year,United States,8952-WCVCD,Stayed,0,1,Female,1,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,1,104.45,0,0,2,Offer B,1,1,1,1,Bank Withdrawal,1,96267,0,Q3,1,3,0,California,1,1,1,41,4162.05,0,403.85,0,4565.9,0,1,90280
-20,76,39.05,0,,,22,South Gate,4098,One Year,United States,5578-NKCXI,Stayed,1,0,Female,1,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,1,99.25,0,2,9,,1,1,0,1,Credit Card,1,96267,0,Q3,1,3,0,California,1,1,1,58,5846.65,0,2264.9,0,8111.55,1,1,90280
-22,85,15.09,0,,,62,South Gate,4634,Two Year,United States,8107-RZLNV,Stayed,0,1,Male,1,Fiber Optic,"33.944624, -118.192615",33.944624,-118.192615,1,106.3,1,0,10,,1,0,1,1,Bank Withdrawal,1,96267,0,Q3,1,5,0,California,1,1,1,72,7565.35,0,1086.48,0,8651.83,1,1,90280
-65,22,47.99,0,,,68,Long Beach,4977,Month-to-Month,United States,5371-VYLSX,Stayed,0,0,Female,1,Fiber Optic,"33.771612, -118.143866",33.771612,-118.143866,0,83.4,1,0,0,,1,1,1,0,Bank Withdrawal,1,19034,0,Q3,0,3,1,California,0,0,0,50,4113.7,0,2399.5,0,6513.2,0,1,90814
-23,26,18.83,1,Attitude,Attitude of support person,86,Long Beach,3905,Month-to-Month,United States,3834-XUIFC,Churned,0,0,Male,1,Fiber Optic,"33.771612, -118.143866",33.771612,-118.143866,0,85.2,1,0,0,Offer E,0,0,1,0,Credit Card,1,19034,0,Q3,0,1,0,California,1,1,0,7,602.55,0,131.81,0,734.36,1,1,90814
-38,27,23.31,0,,,77,Long Beach,5511,Two Year,United States,6371-NZYEG,Stayed,0,1,Male,1,DSL,"33.771612, -118.143866",33.771612,-118.143866,1,64.25,0,0,9,,0,1,0,1,Credit Card,1,19034,0,Q3,1,4,0,California,0,0,1,16,1024,0,372.96,0,1396.96,0,1,90814
-35,19,34.53,0,,,41,Long Beach,5647,One Year,United States,5149-QYTTU,Stayed,1,1,Female,1,Fiber Optic,"33.771612, -118.143866",33.771612,-118.143866,1,95.15,1,1,3,Offer A,1,1,1,1,Credit Card,1,19034,1,Q3,1,3,0,California,0,0,0,71,6770.85,0,2451.63,0,9222.48,0,0,90814
-38,0,26.99,0,,,58,Long Beach,3958,One Year,United States,9845-QOMAD,Stayed,1,0,Male,0,,"33.771612, -118.143866",33.771612,-118.143866,1,19.75,0,2,6,Offer D,0,0,0,1,Credit Card,1,19034,0,Q3,1,3,0,California,0,0,0,14,309.35,0,377.86,6.49,680.72,0,0,90814
-70,10,29.3,0,,,58,Glendale,4222,Month-to-Month,United States,8016-NCFVO,Stayed,0,1,Male,1,Fiber Optic,"34.153338, -118.262974",34.153338,-118.262974,0,116.5,1,0,0,,1,1,1,0,Bank Withdrawal,1,14493,1,Q3,0,4,1,California,1,0,1,55,6382.55,0,1611.5,0,7994.05,0,1,91203
-37,15,2.96,1,Price,Price too high,78,Glendale,2919,Month-to-Month,United States,6221-AVQYL,Churned,0,0,Male,1,Fiber Optic,"34.153338, -118.262974",34.153338,-118.262974,0,73.25,1,0,0,,0,0,1,0,Credit Card,1,14493,0,Q3,0,1,0,California,0,0,0,2,131.05,0,5.92,0,136.97,0,1,91203
-62,0,48.25,1,Price,Long distance charges,69,Glendale,4197,Month-to-Month,United States,7839-QRKXN,Churned,0,0,Female,0,,"34.153338, -118.262974",34.153338,-118.262974,0,20.2,0,0,0,Offer E,0,0,1,0,Credit Card,1,14493,0,Q3,0,1,0,California,0,0,0,1,20.2,0,48.25,0,68.45,0,0,91203
-25,41,47.36,0,,,48,Glendale,3575,Month-to-Month,United States,6582-OIVSP,Joined,0,0,Female,1,Cable,"34.153338, -118.262974",34.153338,-118.262974,0,45.3,0,0,0,,0,0,0,0,Credit Card,1,14493,0,Q3,0,5,0,California,0,0,0,1,45.3,0,47.36,0,92.66,1,1,91203
-33,25,46.23,0,,,35,Glendale,5092,Month-to-Month,United States,8286-AFUYI,Joined,0,0,Male,1,DSL,"34.153338, -118.262974",34.153338,-118.262974,0,47.95,0,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,14493,0,Q3,0,4,0,California,0,0,0,1,47.95,0,46.23,0,94.18,0,1,91203
-75,3,0,0,,,27,Agoura Hills,4133,Month-to-Month,United States,1078-TDCRN,Joined,0,0,Female,1,DSL,"34.129058, -118.759788",34.129058,-118.759788,1,30.75,0,0,7,,1,0,1,1,Bank Withdrawal,0,25303,0,Q3,1,5,1,California,0,0,0,3,82.85,0,0,0,82.85,0,1,91301
-53,7,41.88,1,Attitude,Attitude of support person,79,Agoura Hills,6120,Two Year,United States,6990-YNRIO,Churned,0,1,Male,1,Fiber Optic,"34.129058, -118.759788",34.129058,-118.759788,1,108.65,1,0,0,,0,1,0,1,Bank Withdrawal,1,25303,1,Q3,0,1,0,California,1,1,1,65,6937.95,0,2722.2,0,9660.15,0,1,91301
-62,53,5.67,1,Competitor,Competitor offered higher download speeds,77,Agoura Hills,5560,Month-to-Month,United States,8450-JOVAH,Churned,1,0,Male,1,DSL,"34.129058, -118.759788",34.129058,-118.759788,1,56.7,1,3,1,,0,1,0,1,Credit Card,1,25303,0,Q3,1,1,0,California,0,0,0,2,113.55,0,11.34,0,124.89,0,1,91301
-61,0,33.13,0,,,49,Agoura Hills,2024,One Year,United States,0956-SYCWG,Stayed,0,0,Female,0,,"34.129058, -118.759788",34.129058,-118.759788,0,19.65,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,25303,0,Q3,0,3,0,California,0,0,0,13,244.8,0,430.69,0,675.49,0,0,91301
-34,22,0,0,,,48,Agoura Hills,4699,Month-to-Month,United States,0975-VOOVL,Joined,0,0,Female,1,DSL,"34.129058, -118.759788",34.129058,-118.759788,0,29.2,0,0,0,,1,0,0,0,Credit Card,0,25303,0,Q3,0,4,0,California,0,0,0,3,98.5,0,0,0,98.5,0,1,91301
-65,2,46.46,0,,,45,Newhall,4914,Month-to-Month,United States,5439-WIKXB,Stayed,0,0,Male,1,Fiber Optic,"34.370378, -118.504118",34.370378,-118.504118,1,94.55,0,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,30742,0,Q3,1,3,1,California,1,1,1,41,3851.45,40,1904.86,0,5796.31,0,0,91321
-72,24,33.74,0,,,51,Newhall,4605,One Year,United States,4323-OHFOW,Stayed,0,0,Female,1,Fiber Optic,"34.370378, -118.504118",34.370378,-118.504118,1,105.55,1,0,1,,1,0,1,1,Bank Withdrawal,1,30742,1,Q3,1,4,1,California,1,0,1,70,7195.35,0,2361.8,0,9557.15,0,1,91321
-28,69,34.44,1,Attitude,Attitude of support person,67,Newhall,4097,Month-to-Month,United States,0621-TWIEM,Churned,0,0,Male,1,Cable,"34.370378, -118.504118",34.370378,-118.504118,0,45.55,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,30742,0,Q3,0,1,0,California,0,1,0,10,402.6,0,344.4,0,747,1,1,91321
-19,51,48.12,0,,,62,Newhall,6047,Month-to-Month,United States,6168-YBYNP,Stayed,0,1,Male,1,Fiber Optic,"34.370378, -118.504118",34.370378,-118.504118,0,111.35,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,30742,1,Q3,0,5,0,California,1,1,1,59,6519.75,0,2839.08,0,9358.83,1,1,91321
-33,15,13.27,0,,,27,Newhall,5978,Two Year,United States,8295-KMENE,Stayed,1,1,Female,1,DSL,"34.370378, -118.504118",34.370378,-118.504118,1,76.45,1,1,0,,0,1,1,1,Credit Card,1,30742,1,Q3,0,4,0,California,0,0,1,59,4519.5,0,782.93,30.22,5272.21,0,1,91321
-79,24,48.02,0,,,73,Burbank,4828,Month-to-Month,United States,1028-FFNJK,Stayed,0,0,Male,1,Fiber Optic,"34.213049, -118.317651",34.213049,-118.317651,1,101.5,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,25882,1,Q3,1,5,1,California,1,0,1,30,2917.65,0,1440.6,0,4358.25,0,1,91504
-40,11,26.85,1,Dissatisfaction,Poor expertise of phone support,66,Burbank,2484,Month-to-Month,United States,8937-RDTHP,Churned,1,0,Male,1,Fiber Optic,"34.213049, -118.317651",34.213049,-118.317651,0,84.6,0,1,0,,0,1,1,0,Credit Card,1,25882,0,Q3,0,2,0,California,1,1,0,1,84.6,0,26.85,0,111.45,0,1,91504
-50,21,20.29,0,,,80,Burbank,3616,One Year,United States,2039-JONDJ,Stayed,0,0,Male,1,DSL,"34.213049, -118.317651",34.213049,-118.317651,0,55.45,0,0,0,,1,1,0,0,Bank Withdrawal,1,25882,0,Q3,0,3,0,California,0,0,0,27,1477.65,0,547.83,0,2025.48,0,1,91504
-33,23,18,0,,,57,Burbank,2742,Month-to-Month,United States,2254-DLXRI,Joined,0,0,Female,1,Fiber Optic,"34.213049, -118.317651",34.213049,-118.317651,0,79.15,1,0,0,Offer E,1,0,1,0,Credit Card,1,25882,0,Q3,0,4,0,California,0,0,0,1,79.15,60,18,0,157.15,0,0,91504
-37,0,8.66,0,,,46,Burbank,4136,Month-to-Month,United States,1724-IQWNM,Joined,1,0,Male,0,,"34.213049, -118.317651",34.213049,-118.317651,0,19.3,0,1,0,Offer E,0,0,1,0,Credit Card,1,25882,0,Q3,0,3,0,California,0,0,0,1,19.3,0,8.66,0,27.96,0,0,91504
-69,19,49.36,0,,,58,Burbank,3733,Month-to-Month,United States,3001-UNBTL,Stayed,1,1,Male,1,Fiber Optic,"34.169706, -118.323548",34.169706,-118.323548,1,103.95,1,1,1,Offer C,0,0,1,1,Bank Withdrawal,1,18539,0,Q3,1,4,1,California,1,0,1,29,2964.8,0,1431.44,0,4396.24,0,1,91506
-47,0,4.53,0,,,46,Burbank,5491,Month-to-Month,United States,1984-GPTEH,Stayed,0,0,Female,0,,"34.169706, -118.323548",34.169706,-118.323548,0,25.15,1,0,0,,0,0,0,0,Bank Withdrawal,1,18539,0,Q3,0,4,0,California,0,0,0,29,702,0,131.37,0,833.37,0,0,91506
-60,13,21.17,0,,,73,Burbank,5356,Two Year,United States,6695-FRVEC,Stayed,0,1,Male,1,Cable,"34.169706, -118.323548",34.169706,-118.323548,1,60.4,0,0,1,,0,1,1,1,Bank Withdrawal,1,18539,1,Q3,1,3,0,California,0,0,0,67,3953.7,40,1418.39,0,5412.09,0,0,91506
-22,27,33.69,0,,,55,Burbank,5502,Two Year,United States,9028-LIHRP,Stayed,1,1,Male,1,Fiber Optic,"34.169706, -118.323548",34.169706,-118.323548,1,100.2,0,1,1,,1,1,0,1,Credit Card,1,18539,1,Q3,1,3,0,California,0,0,1,71,7209,0,2391.99,0,9600.99,1,1,91506
-42,0,16.35,0,,,70,Burbank,5221,One Year,United States,5546-QUERU,Stayed,0,0,Male,0,,"34.169706, -118.323548",34.169706,-118.323548,0,19.95,0,0,0,,0,0,1,0,Credit Card,1,18539,0,Q3,0,3,0,California,0,0,0,13,257,0,212.55,0,469.55,0,0,91506
-69,30,0,0,,,33,Covina,3511,Month-to-Month,United States,4282-ACRXS,Stayed,0,0,Male,1,Cable,"34.084747, -117.886844",34.084747,-117.886844,1,24.85,0,0,2,Offer C,0,0,1,1,Bank Withdrawal,0,17554,0,Q3,1,3,1,California,0,0,0,38,955.75,0,0,0,955.75,0,1,91723
-37,9,11.35,1,Attitude,Attitude of support person,77,Covina,5687,Month-to-Month,United States,0322-YINQP,Churned,0,0,Male,1,DSL,"34.084747, -117.886844",34.084747,-117.886844,0,48.55,0,0,0,,0,1,1,0,Credit Card,1,17554,0,Q3,0,1,0,California,0,0,0,1,48.55,0,11.35,0,59.9,0,1,91723
-25,0,24.57,0,,,74,Covina,2347,Two Year,United States,0754-EEBDC,Stayed,1,0,Male,0,,"34.084747, -117.886844",34.084747,-117.886844,1,19.9,0,1,1,Offer E,0,0,0,1,Mailed Check,1,17554,0,Q3,1,4,0,California,0,0,0,4,76.65,0,98.28,0,174.93,1,0,91723
-40,7,49.42,0,,,62,Covina,5228,Two Year,United States,6999-CHVCF,Stayed,0,1,Male,1,Fiber Optic,"34.084747, -117.886844",34.084747,-117.886844,0,102.1,1,0,0,,1,1,1,0,Bank Withdrawal,1,17554,0,Q3,0,3,0,California,1,1,0,68,7149.35,0,3360.56,0,10509.91,0,1,91723
-56,0,29.5,0,,,71,Covina,6444,Two Year,United States,4534-WGCIR,Stayed,1,0,Female,0,,"34.084747, -117.886844",34.084747,-117.886844,1,25.15,1,2,1,,0,0,0,1,Credit Card,1,17554,0,Q3,1,4,0,California,0,0,0,58,1509.9,0,1711,0,3220.9,0,0,91723
-77,20,3.83,0,,,23,Glendora,3689,Month-to-Month,United States,7668-XCFYV,Stayed,0,0,Female,1,Fiber Optic,"34.14649, -117.849815",34.14649,-117.849815,1,92.55,1,0,9,,0,0,1,1,Bank Withdrawal,1,24973,0,Q3,1,3,1,California,1,0,1,17,1614.7,0,65.11,0,1679.81,0,1,91741
-34,22,24.16,1,Other,Moved,72,Glendora,2729,Month-to-Month,United States,5998-VVEJY,Churned,0,0,Male,1,Fiber Optic,"34.14649, -117.849815",34.14649,-117.849815,0,80.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,24973,1,Q3,0,3,0,California,0,0,0,26,2088.8,0,628.16,0,2716.96,0,1,91741
-46,21,19.8,0,,,33,Glendora,5068,One Year,United States,6655-LHBYW,Stayed,0,1,Male,1,Fiber Optic,"34.14649, -117.849815",34.14649,-117.849815,0,114.35,1,0,0,Offer B,1,1,0,0,Credit Card,1,24973,1,Q3,0,3,0,California,1,1,1,50,5791.1,10,990,0,6791.1,0,0,91741
-64,0,21.09,0,,,27,Glendora,2874,One Year,United States,3750-YHRYO,Stayed,0,0,Male,0,,"34.14649, -117.849815",34.14649,-117.849815,1,20.65,0,0,1,,0,0,0,1,Mailed Check,1,24973,0,Q3,1,5,0,California,0,0,0,7,150,0,147.63,0,297.63,0,0,91741
-23,41,23.68,0,,,72,Glendora,2985,Two Year,United States,8792-AOROI,Stayed,0,0,Female,1,DSL,"34.14649, -117.849815",34.14649,-117.849815,1,65.5,0,0,1,Offer E,0,1,0,1,Credit Card,1,24973,1,Q3,1,3,0,California,1,1,0,8,564.35,0,189.44,0,753.79,1,1,91741
-65,9,36.49,0,,,80,West Covina,4872,Two Year,United States,8777-MBMTS,Stayed,0,1,Female,1,Fiber Optic,"34.061634, -117.893169",34.061634,-117.893169,1,105.85,0,0,10,Offer B,1,0,1,1,Credit Card,1,30458,1,Q3,1,4,1,California,1,1,1,65,6725.5,0,2371.85,0,9097.35,0,1,91791
-52,28,1.51,1,Other,Don't know,68,West Covina,4643,Month-to-Month,United States,9512-UIBFX,Churned,0,1,Male,1,Fiber Optic,"34.061634, -117.893169",34.061634,-117.893169,1,95.15,0,0,6,,0,0,0,1,Credit Card,1,30458,0,Q3,1,3,0,California,1,1,1,18,1779.95,0,27.18,10.17,1796.96,0,1,91791
-56,12,47.18,0,,,63,West Covina,4207,One Year,United States,2239-CGBUZ,Stayed,0,0,Female,1,Cable,"34.061634, -117.893169",34.061634,-117.893169,1,60.5,0,0,4,Offer B,1,1,1,1,Bank Withdrawal,1,30458,1,Q3,1,3,0,California,0,0,0,51,3145.15,0,2406.18,0,5551.33,0,1,91791
-27,59,26.03,0,,,60,West Covina,2907,Month-to-Month,United States,9643-YBLUR,Stayed,0,1,Male,1,Cable,"34.061634, -117.893169",34.061634,-117.893169,1,69.05,1,0,4,Offer E,1,0,1,1,Credit Card,1,30458,0,Q3,1,4,0,California,1,1,0,9,653.95,0,234.27,0,888.22,1,1,91791
-53,29,36.18,0,,,29,West Covina,5921,One Year,United States,1545-ACTAS,Stayed,1,1,Female,1,Fiber Optic,"34.061634, -117.893169",34.061634,-117.893169,1,99.7,0,2,2,Offer B,0,1,1,1,Bank Withdrawal,1,30458,0,Q3,1,3,0,California,1,1,1,48,4977.2,0,1736.64,0,6713.84,0,1,91791
-65,19,2.86,0,,,49,La Mesa,2009,Month-to-Month,United States,5419-JKZNQ,Stayed,0,0,Male,1,Fiber Optic,"32.759327, -116.99726",32.759327,-116.99726,1,77.9,1,0,1,,0,0,0,1,Mailed Check,1,44652,0,Q3,1,3,1,California,0,0,0,30,2351.45,0,85.8,0,2437.25,0,1,91941
-44,15,0,0,,,24,La Mesa,4864,Two Year,United States,8181-YHCMF,Stayed,0,1,Female,1,DSL,"32.759327, -116.99726",32.759327,-116.99726,1,60.3,0,0,8,,1,0,0,1,Credit Card,0,44652,1,Q3,1,4,0,California,1,1,1,68,4109,0,0,0,4109,0,1,91941
-56,53,8.18,0,,,41,La Mesa,6136,Month-to-Month,United States,0701-RFGFI,Stayed,1,0,Female,1,Fiber Optic,"32.759327, -116.99726",32.759327,-116.99726,1,95.4,1,6,6,Offer B,0,0,1,1,Bank Withdrawal,1,44652,0,Q3,1,5,0,California,1,1,1,49,4613.95,0,400.82,0,5014.77,0,1,91941
-20,59,46.68,0,,,59,La Mesa,3161,One Year,United States,9987-LUTYD,Stayed,0,0,Female,1,DSL,"32.759327, -116.99726",32.759327,-116.99726,0,55.15,0,0,0,Offer D,0,1,0,0,Credit Card,1,44652,1,Q3,0,4,0,California,0,1,0,13,742.9,0,606.84,0,1349.74,1,1,91941
-32,0,26.67,0,,,23,La Mesa,5506,Two Year,United States,0508-SQWPL,Stayed,1,0,Female,0,,"32.759327, -116.99726",32.759327,-116.99726,1,20.1,0,3,9,Offer B,0,0,1,1,Bank Withdrawal,1,44652,0,Q3,1,5,0,California,0,0,0,57,1087.7,0,1520.19,0,2607.89,0,0,91941
-77,16,32.56,0,,,77,Lemon Grove,4425,Two Year,United States,1409-PHXTF,Stayed,0,1,Male,1,Fiber Optic,"32.733564, -117.033713",32.733564,-117.033713,1,110.45,1,0,5,Offer B,1,0,1,1,Bank Withdrawal,1,24961,1,Q3,1,4,1,California,1,0,1,54,6077.75,0,1758.24,0,7835.99,0,1,91945
-42,0,40.33,0,,,76,Lemon Grove,5320,Two Year,United States,1248-DYXUB,Stayed,1,0,Male,0,,"32.733564, -117.033713",32.733564,-117.033713,1,24.8,1,3,1,Offer B,0,0,0,1,Credit Card,1,24961,0,Q3,1,5,0,California,0,0,0,52,1229.1,0,2097.16,0,3326.26,0,0,91945
-25,82,44.74,0,,,72,Lemon Grove,3358,Month-to-Month,United States,5619-PTMIK,Stayed,0,0,Female,1,DSL,"32.733564, -117.033713",32.733564,-117.033713,1,53.1,1,0,1,Offer B,0,1,0,1,Bank Withdrawal,1,24961,0,Q3,1,3,0,California,0,1,0,46,2459.8,0,2058.04,0,4517.84,1,1,91945
-21,30,15.44,0,,,59,Lemon Grove,4148,One Year,United States,4488-KQFDT,Stayed,0,1,Female,1,Fiber Optic,"32.733564, -117.033713",32.733564,-117.033713,0,103.95,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,24961,0,Q3,0,4,0,California,1,1,1,61,6423,0,941.84,0,7364.84,1,1,91945
-45,26,46.45,0,,,46,Lemon Grove,5874,One Year,United States,8213-TAZPM,Stayed,1,1,Female,1,Fiber Optic,"32.733564, -117.033713",32.733564,-117.033713,1,108.75,1,1,5,Offer A,1,0,1,1,Bank Withdrawal,1,24961,1,Q3,1,4,0,California,1,1,1,69,7493.05,100,3205.05,0,10798.1,0,0,91945
-77,30,0,0,,,49,National City,5829,Month-to-Month,United States,9591-YVTEB,Stayed,0,0,Male,1,DSL,"32.67102, -117.095235",32.67102,-117.095235,0,44.85,0,0,0,Offer B,1,1,1,0,Bank Withdrawal,0,62355,0,Q3,0,3,1,California,0,0,1,55,2479.05,0,0,0,2479.05,0,1,91950
-60,7,32.46,0,,,44,National City,5625,Two Year,United States,4115-BNPJY,Stayed,0,1,Male,1,DSL,"32.67102, -117.095235",32.67102,-117.095235,1,75.55,0,0,7,,0,0,0,1,Credit Card,1,62355,1,Q3,1,5,0,California,1,1,1,29,2054.4,0,941.34,0,2995.74,0,1,91950
-52,19,0,0,,,21,National City,5100,Month-to-Month,United States,5882-CMAZQ,Stayed,1,0,Female,1,DSL,"32.67102, -117.095235",32.67102,-117.095235,1,34.25,0,2,9,,1,0,0,1,Bank Withdrawal,0,62355,1,Q3,1,5,0,California,0,0,0,5,163.55,0,0,0,163.55,0,1,91950
-29,59,21.64,0,,,66,National City,2640,Two Year,United States,5693-PIPCS,Stayed,0,0,Male,1,Fiber Optic,"32.67102, -117.095235",32.67102,-117.095235,0,99.65,0,0,0,Offer B,1,0,1,0,Credit Card,1,62355,1,Q3,0,5,0,California,1,1,1,41,4220.35,0,887.24,0,5107.59,1,1,91950
-57,24,2.56,0,,,22,National City,4508,Two Year,United States,1304-SEGFY,Stayed,0,1,Female,1,Fiber Optic,"32.67102, -117.095235",32.67102,-117.095235,1,97.85,1,0,7,Offer A,0,0,1,1,Bank Withdrawal,1,62355,0,Q3,1,4,0,California,1,1,1,72,6841.3,0,184.32,0,7025.62,0,1,91950
-73,23,6.94,0,,,35,Del Mar,5360,One Year,United States,6723-WSNTY,Stayed,0,1,Female,1,Fiber Optic,"32.948262, -117.256086",32.948262,-117.256086,1,108.1,1,0,3,,1,0,1,1,Credit Card,1,13945,1,Q3,1,3,1,California,1,1,1,66,7181.95,0,458.04,0,7639.99,0,1,92014
-22,69,35.59,1,Attitude,Attitude of support person,72,Del Mar,5276,Month-to-Month,United States,1450-SKCVI,Churned,0,0,Female,1,Fiber Optic,"32.948262, -117.256086",32.948262,-117.256086,0,73.85,0,0,0,,1,0,1,0,Bank Withdrawal,1,13945,0,Q3,0,3,0,California,0,1,0,56,4092.85,0,1993.04,0,6085.89,1,1,92014
-20,47,45.66,0,,,66,Del Mar,5096,Two Year,United States,3569-JFODW,Stayed,1,1,Female,1,DSL,"32.948262, -117.256086",32.948262,-117.256086,1,90.95,1,1,2,,1,1,0,1,Credit Card,1,13945,1,Q3,1,3,0,California,1,1,1,72,6652.45,0,3287.52,0,9939.97,1,1,92014
-70,2,9.18,0,,,54,Ranchita,5211,Month-to-Month,United States,2144-BFDSO,Stayed,0,1,Female,1,Fiber Optic,"33.215251, -116.53633",33.215251,-116.53633,1,108.75,1,0,1,Offer B,1,1,0,1,Bank Withdrawal,1,339,0,Q3,1,3,1,California,1,1,1,50,5431.9,0,459,0,5890.9,0,1,92066
-33,13,39.82,0,,,63,Ranchita,2595,One Year,United States,0607-MVMGC,Stayed,0,1,Male,1,DSL,"33.215251, -116.53633",33.215251,-116.53633,1,78.75,1,0,3,,1,0,0,1,Credit Card,1,339,0,Q3,1,3,0,California,1,1,1,45,3600.65,0,1791.9,0,5392.55,0,1,92066
-50,0,46.24,0,,,74,Ranchita,6160,One Year,United States,9451-WLYRI,Stayed,0,0,Female,0,,"33.215251, -116.53633",33.215251,-116.53633,1,19.05,0,0,5,Offer B,0,0,0,1,Credit Card,1,339,0,Q3,1,5,0,California,0,0,0,53,990.45,0,2450.72,0,3441.17,0,0,92066
-36,18,34.62,0,,,32,Ranchita,5570,One Year,United States,2898-MRKPI,Stayed,1,0,Male,1,Fiber Optic,"33.215251, -116.53633",33.215251,-116.53633,1,101.05,1,1,10,Offer A,1,0,1,1,Credit Card,1,339,0,Q3,1,4,0,California,1,1,1,68,6770.5,0,2354.16,0,9124.66,0,1,92066
-71,25,36.71,0,,,40,Santa Ysabel,5084,Month-to-Month,United States,5647-FXOTP,Stayed,0,1,Female,1,Fiber Optic,"33.174725, -116.743329",33.174725,-116.743329,1,105.9,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,1143,0,Q3,1,5,1,California,1,1,1,60,6401.25,110,2202.6,0,8713.85,0,0,92070
-22,59,23.2,0,,,26,Santa Ysabel,4172,Month-to-Month,United States,7520-HQWJU,Stayed,1,1,Female,1,DSL,"33.174725, -116.743329",33.174725,-116.743329,1,67.45,1,1,6,,1,1,1,1,Bank Withdrawal,1,1143,0,Q3,1,3,0,California,0,0,0,66,4508.65,0,1531.2,41.67,5998.18,1,1,92070
-62,0,20.46,0,,,37,Santa Ysabel,2203,One Year,United States,8022-BECSI,Stayed,0,0,Male,0,,"33.174725, -116.743329",33.174725,-116.743329,0,19.6,0,0,0,,0,0,0,0,Credit Card,1,1143,0,Q3,0,5,0,California,0,0,0,22,422.5,0,450.12,0,872.62,0,0,92070
-47,29,35.13,0,,,46,Santa Ysabel,3446,One Year,United States,9738-QLWTP,Stayed,0,1,Male,1,Fiber Optic,"33.174725, -116.743329",33.174725,-116.743329,0,81.9,0,0,0,,0,0,0,0,Bank Withdrawal,1,1143,1,Q3,0,4,0,California,0,0,0,39,3219.75,0,1370.07,0,4589.82,0,1,92070
-54,52,47.06,0,,,44,Santa Ysabel,5756,Month-to-Month,United States,2075-RMJIK,Stayed,1,0,Female,1,Cable,"33.174725, -116.743329",33.174725,-116.743329,1,49.4,0,3,3,,0,1,1,1,Mailed Check,1,1143,0,Q3,1,4,0,California,0,0,0,5,232.55,10,235.3,0,477.85,0,0,92070
-75,29,17.65,0,,,39,Pioneertown,5570,Month-to-Month,United States,2786-GCDPI,Stayed,0,1,Female,1,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,0,104.95,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,354,1,Q3,0,5,1,California,1,0,1,50,5222.35,0,882.5,0,6104.85,0,1,92268
-23,42,45.24,0,,,57,Pioneertown,5582,Two Year,United States,4686-GEFRM,Stayed,0,1,Male,1,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,1,98.7,1,0,5,Offer A,1,0,1,1,Bank Withdrawal,1,354,1,Q3,1,3,0,California,1,1,0,70,6858.9,0,3166.8,0,10025.7,1,1,92268
-50,25,47.73,0,,,27,Pioneertown,2508,Month-to-Month,United States,9079-LWTFD,Stayed,0,0,Male,1,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,0,100.75,1,0,0,,1,1,0,0,Credit Card,1,354,1,Q3,0,3,0,California,0,0,1,47,4669.2,0,2243.31,0,6912.51,0,1,92268
-42,8,32.16,0,,,72,Pioneertown,5387,Month-to-Month,United States,1097-FSPVW,Stayed,0,1,Female,1,DSL,"34.201108, -116.593456",34.201108,-116.593456,0,54.55,0,0,0,Offer B,0,1,0,0,Credit Card,1,354,0,Q3,0,3,0,California,0,0,0,42,2455.05,0,1350.72,0,3805.77,0,1,92268
-53,10,21.39,0,,,44,Pioneertown,2770,Month-to-Month,United States,7398-LXGYX,Stayed,0,1,Male,1,Fiber Optic,"34.201108, -116.593456",34.201108,-116.593456,1,84.8,1,0,2,Offer B,0,1,1,1,Credit Card,1,354,0,Q3,1,4,0,California,0,0,0,44,3626.35,0,941.16,43.96,4523.55,0,1,92268
-78,23,46.65,0,,,62,Helendale,4845,One Year,United States,3733-UOCWF,Stayed,0,0,Male,1,Fiber Optic,"34.757783, -117.33997",34.757783,-117.33997,1,85.55,1,0,5,Offer B,1,0,1,1,Bank Withdrawal,1,4948,1,Q3,1,4,1,California,0,0,0,61,5251.75,0,2845.65,0,8097.4,0,1,92342
-35,16,27.34,0,,,51,Helendale,2037,One Year,United States,5149-CUZUJ,Stayed,0,1,Male,1,Fiber Optic,"34.757783, -117.33997",34.757783,-117.33997,1,92.9,0,0,1,,1,0,0,1,Bank Withdrawal,1,4948,1,Q3,1,3,0,California,0,0,1,28,2768.35,0,765.52,0,3533.87,0,1,92342
-19,51,40.32,0,,,44,Helendale,2626,Month-to-Month,United States,0842-IWYCP,Stayed,0,0,Female,1,Cable,"34.757783, -117.33997",34.757783,-117.33997,0,44.95,0,0,0,,0,0,0,0,Bank Withdrawal,1,4948,0,Q3,0,5,0,California,0,0,0,46,2168.9,0,1854.72,0,4023.62,1,1,92342
-29,71,27.34,0,,,53,Helendale,5510,Month-to-Month,United States,8617-ENBDS,Joined,0,1,Male,1,Fiber Optic,"34.757783, -117.33997",34.757783,-117.33997,0,73.6,0,0,0,,0,0,1,0,Credit Card,1,4948,0,Q3,0,5,0,California,0,0,0,3,232.5,10,82.02,0,324.52,1,0,92342
-66,22,32.37,0,,,69,Lytle Creek,6072,Two Year,United States,7173-TETGO,Stayed,0,0,Female,1,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,1,78.5,1,0,4,Offer A,0,1,0,1,Bank Withdrawal,1,1090,0,Q3,1,3,1,California,0,0,0,72,5602.25,0,2330.64,0,7932.89,0,1,92358
-61,2,47.03,1,Competitor,Competitor had better devices,91,Lytle Creek,2031,Month-to-Month,United States,3811-VBYBZ,Churned,0,0,Male,1,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,0,99.8,1,0,0,,1,0,1,0,Bank Withdrawal,1,1090,0,Q3,0,1,0,California,1,1,1,7,673.25,10,329.21,0,1012.46,0,0,92358
-58,21,17.9,0,,,73,Lytle Creek,4296,Two Year,United States,8984-HPEMB,Stayed,0,1,Female,1,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,0,118.65,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,1090,1,Q3,0,3,0,California,1,1,1,71,8477.6,0,1270.9,0,9748.5,0,1,92358
-37,14,46.16,0,,,67,Lytle Creek,4938,Two Year,United States,9351-HXDMR,Stayed,0,1,Male,1,Fiber Optic,"34.238162, -117.534306",34.238162,-117.534306,1,110.9,1,0,6,Offer A,0,1,1,1,Credit Card,1,1090,1,Q3,1,3,0,California,1,1,1,72,8240.85,0,3323.52,0,11564.37,0,1,92358
-71,26,27.14,0,,,64,Oro Grande,5205,Two Year,United States,6435-VWCCY,Stayed,0,0,Male,1,Fiber Optic,"34.647959, -117.296957",34.647959,-117.296957,1,92.7,1,0,3,Offer B,1,1,1,1,Credit Card,1,909,0,Q3,1,3,1,California,0,0,1,65,5968.4,0,1764.1,0,7732.5,0,1,92368
-42,5,12.04,1,Dissatisfaction,Network reliability,82,Oro Grande,4489,Month-to-Month,United States,0684-AOSIH,Churned,0,0,Male,1,Cable,"34.647959, -117.296957",34.647959,-117.296957,1,95,0,0,1,,0,1,1,1,Bank Withdrawal,1,909,0,Q3,1,1,0,California,1,1,1,1,95,0,12.04,0,107.04,0,1,92368
-42,0,13.45,0,,,63,Oro Grande,2809,Two Year,United States,8896-RAZCR,Stayed,0,0,Female,0,,"34.647959, -117.296957",34.647959,-117.296957,0,19.9,0,0,0,Offer B,0,0,0,0,Mailed Check,1,909,0,Q3,0,5,0,California,0,0,0,44,868.1,0,591.8,0,1459.9,0,0,92368
-53,0,38.51,0,,,24,Oro Grande,5046,Two Year,United States,5793-YOLJN,Stayed,1,0,Female,0,,"34.647959, -117.296957",34.647959,-117.296957,1,21,0,3,8,Offer B,0,0,0,1,Credit Card,1,909,0,Q3,1,3,0,California,0,0,0,55,1210.3,0,2118.05,0,3328.35,0,0,92368
-69,21,2.57,0,,,80,San Clemente,5857,Two Year,United States,0248-PGHBZ,Stayed,0,0,Female,1,Fiber Optic,"33.429488, -117.609432",33.429488,-117.609432,0,92.45,0,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,34946,1,Q3,0,4,1,California,0,0,1,67,6140.85,0,172.19,0,6313.04,0,1,92672
-55,22,42.24,0,,,67,San Clemente,4993,One Year,United States,1154-HYWWO,Stayed,0,0,Male,1,DSL,"33.429488, -117.609432",33.429488,-117.609432,0,70.6,0,0,0,Offer C,1,1,0,0,Credit Card,1,34946,1,Q3,0,3,0,California,0,0,1,38,2708.2,0,1605.12,0,4313.32,0,1,92672
-38,0,22.34,0,,,31,San Clemente,4909,Month-to-Month,United States,4365-MSDYN,Stayed,0,0,Male,0,,"33.429488, -117.609432",33.429488,-117.609432,1,19.55,0,0,7,,0,0,1,1,Bank Withdrawal,1,34946,0,Q3,1,5,0,California,0,0,0,8,161.15,0,178.72,0,339.87,0,0,92672
-63,19,2.48,0,,,62,San Clemente,5980,Two Year,United States,0479-HMSWA,Stayed,1,1,Female,1,Fiber Optic,"33.429488, -117.609432",33.429488,-117.609432,0,105.45,0,1,0,Offer C,1,0,1,0,Bank Withdrawal,1,34946,1,Q3,0,5,0,California,1,1,1,26,2715.3,0,64.48,0,2779.78,0,1,92672
-76,19,30.16,0,,,44,Laguna Niguel,4485,One Year,United States,7472-EQOAV,Stayed,1,1,Male,1,Fiber Optic,"33.529047, -117.701175",33.529047,-117.701175,1,86.7,0,2,5,Offer A,1,1,1,1,Bank Withdrawal,1,62103,0,Q3,1,3,1,California,0,0,0,71,6179.35,0,2141.36,0,8320.71,0,1,92677
-19,0,14.1,0,,,27,Laguna Niguel,5587,Month-to-Month,United States,7343-EOBEU,Joined,0,0,Male,0,,"33.529047, -117.701175",33.529047,-117.701175,1,23.6,1,0,9,Offer E,0,0,1,1,Credit Card,1,62103,0,Q3,1,5,0,California,0,0,0,3,89.05,0,42.3,0,131.35,1,0,92677
-39,0,39.59,0,,,49,Laguna Niguel,2646,Two Year,United States,5197-YPYBZ,Stayed,1,0,Female,0,,"33.529047, -117.701175",33.529047,-117.701175,1,25.25,1,2,4,,0,0,0,1,Credit Card,1,62103,0,Q3,1,3,0,California,0,0,0,12,274.7,0,475.08,0,749.78,0,0,92677
-45,0,32.95,0,,,60,Laguna Niguel,2559,Month-to-Month,United States,5701-SVCWR,Joined,1,0,Female,0,,"33.529047, -117.701175",33.529047,-117.701175,0,24,1,1,0,Offer E,0,0,0,0,Credit Card,1,62103,0,Q3,0,4,0,California,0,0,0,1,24,0,32.95,0,56.95,0,0,92677
-77,16,37.4,0,,,47,Anaheim,5691,Month-to-Month,United States,9279-CJEOJ,Stayed,0,0,Female,1,Fiber Optic,"33.844983, -117.952151",33.844983,-117.952151,0,95.4,1,0,0,,0,0,1,0,Bank Withdrawal,1,60553,0,Q3,0,4,1,California,1,0,1,21,2025.1,0,785.4,0,2810.5,0,1,92801
-30,52,40.71,0,,,37,Anaheim,3198,Month-to-Month,United States,8270-RKSAP,Stayed,0,0,Male,1,Fiber Optic,"33.844983, -117.952151",33.844983,-117.952151,0,70.5,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,60553,0,Q3,0,3,0,California,0,0,0,9,597.9,0,366.39,0,964.29,0,1,92801
-40,5,28.47,0,,,68,Anaheim,2896,Month-to-Month,United States,3496-LFSZU,Stayed,0,0,Male,1,Fiber Optic,"33.844983, -117.952151",33.844983,-117.952151,1,70.5,0,0,2,,0,0,0,1,Bank Withdrawal,1,60553,0,Q3,1,5,0,California,0,0,0,4,294.2,10,113.88,0,418.08,0,0,92801
-29,69,40.63,0,,,69,Anaheim,4384,Two Year,United States,2176-OSJUV,Stayed,0,0,Male,1,DSL,"33.844983, -117.952151",33.844983,-117.952151,1,65.15,1,0,2,Offer A,1,1,0,1,Bank Withdrawal,1,60553,1,Q3,1,3,0,California,0,1,0,71,4681.75,0,2884.73,4.7,7561.78,1,1,92801
-72,18,46.82,0,,,53,Anaheim,4438,Two Year,United States,8029-XYPWT,Stayed,0,1,Male,1,Fiber Optic,"33.83796, -117.870494",33.83796,-117.870494,1,115.05,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,34398,1,Q3,1,4,1,California,1,0,1,71,8016.6,0,3324.22,0,11340.82,0,1,92806
-28,51,4.13,1,Competitor,Competitor had better devices,87,Anaheim,3244,Month-to-Month,United States,3627-FHKBK,Churned,0,0,Female,1,Fiber Optic,"33.83796, -117.870494",33.83796,-117.870494,0,75.3,0,0,0,,0,1,0,0,Mailed Check,1,34398,0,Q3,0,1,0,California,0,0,0,1,75.3,0,4.13,0,79.43,1,1,92806
-61,24,27.62,0,,,65,Anaheim,6092,Month-to-Month,United States,8097-VBQTZ,Stayed,0,0,Male,1,Cable,"33.83796, -117.870494",33.83796,-117.870494,0,69.9,0,0,0,Offer B,1,1,1,0,Credit Card,1,34398,1,Q3,0,4,0,California,0,0,1,54,3883.3,0,1491.48,0,5374.78,0,1,92806
-42,8,1.64,0,,,70,Anaheim,3641,Month-to-Month,United States,4090-KPJIP,Joined,0,0,Female,1,Fiber Optic,"33.83796, -117.870494",33.83796,-117.870494,0,74.95,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,34398,0,Q3,0,5,0,California,0,0,0,3,212.4,0,4.92,27.6,189.72,0,1,92806
-76,2,48.01,0,,,44,Fullerton,5327,Month-to-Month,United States,6646-JPPHA,Stayed,0,0,Female,1,Fiber Optic,"33.868316, -117.929029",33.868316,-117.929029,0,78.85,0,0,0,,1,1,0,0,Bank Withdrawal,1,24502,0,Q3,0,3,1,California,0,0,0,14,1043.8,50,672.14,0,1765.94,0,0,92832
-28,0,5.2,0,,,42,Fullerton,2894,One Year,United States,8752-IMQOS,Stayed,0,0,Male,0,,"33.868316, -117.929029",33.868316,-117.929029,1,20.1,0,0,1,,0,0,0,1,Credit Card,1,24502,0,Q3,1,3,0,California,0,0,0,5,85.1,0,26,0,111.1,1,0,92832
-55,30,0,0,,,25,Fullerton,5655,Two Year,United States,8069-RHUXK,Stayed,0,0,Female,1,Cable,"33.868316, -117.929029",33.868316,-117.929029,1,35.7,0,0,5,,0,1,0,1,Credit Card,0,24502,1,Q3,1,3,0,California,0,0,0,67,2545.7,0,0,0,2545.7,0,1,92832
-56,25,20.65,0,,,69,Fullerton,5904,One Year,United States,7995-ZHHNZ,Stayed,0,0,Male,1,DSL,"33.868316, -117.929029",33.868316,-117.929029,1,56.1,1,0,1,Offer B,0,1,0,1,Credit Card,1,24502,0,Q3,1,4,0,California,0,0,0,42,2386.85,0,867.3,28.83,3225.32,0,1,92832
-79,0,23.23,0,,,62,Garden Grove,5766,One Year,United States,8746-BFOAJ,Stayed,0,0,Male,0,,"33.782955, -118.026456",33.782955,-118.026456,0,20.5,0,0,0,,0,0,0,0,Bank Withdrawal,1,15878,0,Q3,0,4,1,California,0,0,0,21,429.55,0,487.83,0,917.38,0,0,92845
-52,9,25.88,1,Attitude,Attitude of service provider,85,Garden Grove,4811,Month-to-Month,United States,7181-BQYBV,Churned,0,1,Female,1,Fiber Optic,"33.782955, -118.026456",33.782955,-118.026456,1,102.45,1,0,1,,0,1,1,1,Bank Withdrawal,1,15878,0,Q3,1,1,0,California,1,1,1,1,102.45,0,25.88,0,128.33,0,1,92845
-36,9,37.44,0,,,50,Garden Grove,2352,Month-to-Month,United States,9244-ZVAPM,Joined,0,0,Male,1,DSL,"33.782955, -118.026456",33.782955,-118.026456,0,45.6,0,0,0,,0,0,0,0,Credit Card,1,15878,0,Q3,0,3,0,California,0,0,0,1,45.6,0,37.44,0,83.04,0,1,92845
-44,0,34.96,0,,,33,Garden Grove,3642,One Year,United States,2332-TODQS,Stayed,0,0,Female,0,,"33.782955, -118.026456",33.782955,-118.026456,0,25.05,1,0,0,Offer B,0,0,0,0,Credit Card,1,15878,0,Q3,0,4,0,California,0,0,0,48,1171.5,0,1678.08,16.38,2833.2,0,0,92845
-72,29,27.56,0,,,66,Corona,6035,Month-to-Month,United States,8023-QHAIO,Stayed,0,0,Female,1,Fiber Optic,"33.819385, -117.600213",33.819385,-117.600213,1,76.85,1,0,7,Offer B,0,0,1,1,Bank Withdrawal,1,60294,1,Q3,1,3,1,California,0,0,0,56,4275.75,120,1543.36,0,5939.11,0,0,92882
-42,25,35.97,1,Competitor,Competitor had better devices,91,Corona,4804,Month-to-Month,United States,8938-UMKPI,Churned,0,1,Female,1,Fiber Optic,"33.819385, -117.600213",33.819385,-117.600213,0,106.4,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,60294,0,Q3,0,1,0,California,1,1,1,47,5127.95,0,1690.59,0,6818.54,0,0,92882
-28,73,22.05,0,,,75,Corona,3067,Two Year,United States,6516-NKQBO,Stayed,0,1,Male,1,Cable,"33.819385, -117.600213",33.819385,-117.600213,1,81,0,0,1,,0,1,0,1,Credit Card,1,60294,1,Q3,1,4,0,California,1,1,1,38,3084.9,0,837.9,0,3922.8,1,1,92882
-57,27,21.61,0,,,63,Corona,4753,One Year,United States,9150-HEPMB,Stayed,0,1,Male,1,Cable,"33.819385, -117.600213",33.819385,-117.600213,0,52.7,0,0,0,,0,1,0,0,Credit Card,1,60294,0,Q3,0,3,0,California,0,0,0,56,3019.7,0,1210.16,0,4229.86,0,1,92882
-77,21,36.47,0,,,75,Ventura,5023,One Year,United States,8133-ANHHJ,Stayed,0,1,Female,1,Fiber Optic,"34.279221, -119.221437",34.279221,-119.221437,0,103,1,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,46894,1,Q3,0,4,1,California,1,1,0,49,5166.2,0,1787.03,0,6953.23,0,1,93003
-20,69,6.35,1,Competitor,Competitor offered more data,76,Ventura,3983,Month-to-Month,United States,4765-OXPPD,Churned,0,1,Female,1,Cable,"34.279221, -119.221437",34.279221,-119.221437,1,65,0,0,1,Offer E,1,1,0,1,Mailed Check,1,46894,1,Q3,1,1,0,California,0,0,0,9,663.05,0,57.15,0,720.2,1,1,93003
-20,26,20.26,1,Attitude,Attitude of support person,80,Ventura,3578,Month-to-Month,United States,2506-CLAKW,Churned,0,1,Female,1,Fiber Optic,"34.279221, -119.221437",34.279221,-119.221437,0,98.15,0,0,0,Offer E,1,1,1,0,Bank Withdrawal,1,46894,1,Q3,0,1,0,California,1,1,0,6,567.45,0,121.56,0,689.01,1,1,93003
-43,12,29.6,0,,,58,Ventura,4709,One Year,United States,3115-JPJDD,Stayed,0,1,Female,1,Fiber Optic,"34.279221, -119.221437",34.279221,-119.221437,1,81.25,0,0,1,,0,1,1,1,Credit Card,1,46894,0,Q3,1,3,0,California,0,0,0,59,4639.45,0,1746.4,0,6385.85,0,1,93003
-65,26,11.93,0,,,43,Santa Barbara,3191,One Year,United States,1707-HABPF,Stayed,0,1,Female,1,Fiber Optic,"34.438581, -119.685368",34.438581,-119.685368,0,91.3,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,20893,0,Q3,0,4,1,California,0,0,1,46,4126.35,0,548.78,0,4675.13,0,1,93103
-42,10,17.27,1,Competitor,Competitor had better devices,91,Santa Barbara,5739,Month-to-Month,United States,6140-QNRQQ,Churned,0,0,Male,1,Fiber Optic,"34.438581, -119.685368",34.438581,-119.685368,0,71.55,0,0,0,Offer E,0,0,1,0,Mailed Check,1,20893,0,Q3,0,1,0,California,0,0,0,1,71.55,0,17.27,0,88.82,0,1,93103
-48,15,13.05,0,,,40,Santa Barbara,5928,Month-to-Month,United States,9931-KGHOA,Stayed,0,0,Female,1,DSL,"34.438581, -119.685368",34.438581,-119.685368,1,55,1,0,9,,0,1,0,1,Bank Withdrawal,1,20893,0,Q3,1,3,0,California,0,0,0,46,2473.95,0,600.3,31.39,3042.86,0,1,93103
-34,0,40.91,0,,,79,Santa Barbara,4311,Two Year,United States,8285-ABVLB,Stayed,0,0,Female,0,,"34.438581, -119.685368",34.438581,-119.685368,1,19.85,0,0,0,,0,0,0,1,Credit Card,1,20893,0,Q3,0,4,0,California,0,0,0,70,1328.35,0,2863.7,33.29,4158.76,0,0,93103
-72,28,47.34,0,,,64,Frazier Park,4005,Month-to-Month,United States,6847-KJLTS,Stayed,0,0,Female,1,Fiber Optic,"34.827662, -118.999073",34.827662,-118.999073,1,100.4,1,0,8,Offer B,0,0,1,1,Bank Withdrawal,1,4498,1,Q3,1,5,1,California,1,1,1,58,5749.8,0,2745.72,0,8495.52,0,1,93225
-32,11,45.69,0,,,33,Frazier Park,5787,Month-to-Month,United States,5183-SNMJQ,Stayed,0,0,Male,1,Fiber Optic,"34.827662, -118.999073",34.827662,-118.999073,0,95.1,0,0,0,Offer D,0,0,1,0,Credit Card,1,4498,1,Q3,0,3,0,California,1,1,1,10,865.1,0,456.9,43.25,1278.75,0,1,93225
-37,16,42.39,0,,,65,Frazier Park,2205,One Year,United States,0002-ORFBO,Stayed,0,0,Female,1,Cable,"34.827662, -118.999073",34.827662,-118.999073,1,65.6,0,0,2,,1,0,1,1,Credit Card,1,4498,1,Q3,1,3,0,California,0,0,1,9,593.3,0,381.51,0,974.81,0,1,93225
-46,6,9.7,0,,,27,Frazier Park,6250,One Year,United States,8788-DOXSU,Stayed,0,1,Male,1,DSL,"34.827662, -118.999073",34.827662,-118.999073,0,61.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,4498,0,Q3,0,3,0,California,1,1,0,59,3645.5,0,572.3,0,4217.8,0,1,93225
-65,2,38.85,0,,,57,Lamont,3748,One Year,United States,4619-EVPHY,Stayed,0,0,Female,1,Fiber Optic,"35.245035, -118.905553",35.245035,-118.905553,1,91,0,0,2,,0,0,1,1,Bank Withdrawal,1,15364,0,Q3,1,5,1,California,1,1,1,20,1859.5,0,777,0,2636.5,0,1,93241
-40,30,17.43,0,,,74,Lamont,5420,Two Year,United States,9565-FLVCG,Stayed,0,0,Male,1,DSL,"35.245035, -118.905553",35.245035,-118.905553,1,69.55,1,0,10,Offer B,1,1,1,1,Mailed Check,1,15364,0,Q3,1,3,0,California,1,1,0,65,4459.15,0,1132.95,23.61,5568.49,0,1,93241
-61,20,13.39,0,,,66,Lamont,4719,One Year,United States,2577-GVSIL,Stayed,0,0,Male,1,DSL,"35.245035, -118.905553",35.245035,-118.905553,1,73.45,1,0,10,,0,0,1,1,Bank Withdrawal,1,15364,1,Q3,1,4,0,California,1,1,1,35,2661.1,0,468.65,0,3129.75,0,1,93241
-42,0,45.26,0,,,66,Lamont,5817,One Year,United States,5914-GXMDA,Stayed,0,0,Female,0,,"35.245035, -118.905553",35.245035,-118.905553,1,19.3,0,0,1,,0,0,0,1,Credit Card,1,15364,0,Q3,1,5,0,California,0,0,0,32,593.2,0,1448.32,0,2041.52,0,0,93241
-65,3,27.49,0,,,67,Lindsay,4981,Month-to-Month,United States,4462-CYWMH,Stayed,0,0,Male,1,Fiber Optic,"36.205465, -119.085807",36.205465,-119.085807,1,89.8,1,0,7,Offer B,1,0,1,1,Bank Withdrawal,1,15508,0,Q3,1,3,1,California,1,1,0,62,5629.55,0,1704.38,0,7333.93,0,1,93247
-47,27,45.4,1,Competitor,Competitor had better devices,78,Lindsay,2864,Month-to-Month,United States,3859-CVCET,Churned,0,0,Female,1,DSL,"36.205465, -119.085807",36.205465,-119.085807,0,45.65,0,0,0,,0,0,0,0,Mailed Check,1,15508,0,Q3,0,1,0,California,0,0,0,4,191.05,0,181.6,0,372.65,0,1,93247
-39,29,44.55,0,,,80,Lindsay,5004,Two Year,United States,1187-WILMM,Stayed,0,1,Male,1,DSL,"36.205465, -119.085807",36.205465,-119.085807,1,89.4,1,0,6,,1,1,1,1,Credit Card,1,15508,1,Q3,1,3,0,California,1,1,1,63,5597.65,0,2806.65,0,8404.3,0,1,93247
-45,16,19.39,0,,,71,Lindsay,5274,Month-to-Month,United States,5382-TEMLV,Stayed,0,0,Male,1,DSL,"36.205465, -119.085807",36.205465,-119.085807,0,50.9,0,0,0,,0,1,1,0,Bank Withdrawal,1,15508,0,Q3,0,3,0,California,0,0,0,45,2298.55,0,872.55,0,3171.1,0,1,93247
-73,21,20.15,0,,,77,Atascadero,3172,Month-to-Month,United States,0147-ESWWR,Stayed,0,0,Female,1,Fiber Optic,"35.453912, -120.69461",35.453912,-120.69461,1,101.25,1,0,9,,0,0,1,1,Bank Withdrawal,1,29539,1,Q3,1,4,1,California,1,1,1,39,3949.15,0,785.85,0,4735,0,1,93422
-23,0,47.9,0,,,54,Atascadero,5138,Two Year,United States,9661-JALZV,Stayed,0,0,Female,0,,"35.453912, -120.69461",35.453912,-120.69461,0,24.7,1,0,0,Offer B,0,0,1,0,Credit Card,1,29539,0,Q3,0,4,0,California,0,0,0,58,1519,0,2778.2,0,4297.2,1,0,93422
-37,10,45.57,0,,,79,Atascadero,4965,Month-to-Month,United States,4559-UWIHT,Stayed,0,1,Male,1,Fiber Optic,"35.453912, -120.69461",35.453912,-120.69461,1,82.65,1,0,8,Offer D,1,0,1,1,Bank Withdrawal,1,29539,0,Q3,1,5,0,California,0,0,0,14,1185,0,637.98,0,1822.98,0,1,93422
-39,14,12.46,0,,,23,Atascadero,3980,Month-to-Month,United States,7754-IXRMC,Joined,0,0,Female,1,DSL,"35.453912, -120.69461",35.453912,-120.69461,0,45.35,0,0,0,,0,0,0,0,Credit Card,1,29539,0,Q3,0,4,0,California,0,0,0,1,45.35,0,12.46,0,57.81,0,1,93422
-79,3,11.26,0,,,29,Santa Maria,5540,Two Year,United States,5327-XOKKY,Stayed,0,1,Male,1,Cable,"34.95934, -120.490081",34.95934,-120.490081,1,73.45,1,0,7,Offer A,0,0,1,1,Credit Card,1,43684,0,Q3,1,3,1,California,1,1,1,72,5329,0,810.72,0,6139.72,0,1,93458
-26,59,41.05,0,,,48,Santa Maria,5025,Two Year,United States,2521-NPUZR,Stayed,0,1,Male,1,Fiber Optic,"34.95934, -120.490081",34.95934,-120.490081,1,101,0,0,9,Offer A,1,1,0,1,Credit Card,1,43684,1,Q3,1,3,0,California,1,1,0,70,7085.5,0,2873.5,0,9959,1,1,93458
-57,53,23.41,0,,,32,Santa Maria,5280,One Year,United States,6161-ERDGD,Stayed,1,1,Male,1,DSL,"34.95934, -120.490081",34.95934,-120.490081,1,85.45,1,3,0,Offer A,0,1,0,1,Bank Withdrawal,1,43684,1,Q3,0,4,0,California,1,1,1,71,6300.85,0,1662.11,0,7962.96,0,1,93458
-33,13,0,0,,,36,Santa Maria,2694,Two Year,United States,5862-BRIXZ,Stayed,0,1,Male,1,DSL,"34.95934, -120.490081",34.95934,-120.490081,0,60.75,0,0,0,Offer B,0,1,1,0,Bank Withdrawal,0,43684,1,Q3,0,4,0,California,1,1,1,46,2893.4,0,0,0,2893.4,0,1,93458
-77,13,17.66,0,,,50,Edwards,2333,Month-to-Month,United States,7072-MBHEV,Stayed,1,1,Female,1,Fiber Optic,"34.966777, -117.961179",34.966777,-117.961179,1,78.1,1,2,8,,0,0,1,1,Credit Card,1,7685,0,Q3,1,5,1,California,0,0,0,11,864.85,0,194.26,0,1059.11,0,1,93523
-56,25,0,1,Dissatisfaction,Poor expertise of online support,83,Edwards,4800,Month-to-Month,United States,3329-WDIOK,Churned,0,0,Female,1,Cable,"34.966777, -117.961179",34.966777,-117.961179,0,50.6,0,0,0,,1,0,1,0,Bank Withdrawal,0,7685,0,Q3,0,1,0,California,1,1,1,3,155.35,0,0,0,155.35,0,1,93523
-47,25,49.98,0,,,30,Edwards,3459,Month-to-Month,United States,1410-RSCMR,Stayed,1,1,Male,1,Cable,"34.966777, -117.961179",34.966777,-117.961179,1,71.35,0,2,3,,0,1,1,1,Credit Card,1,7685,1,Q3,1,3,0,California,1,1,0,7,515.75,0,349.86,0,865.61,0,1,93523
-21,69,6.37,0,,,63,Edwards,5643,One Year,United States,5197-PYEPU,Stayed,1,0,Female,1,Fiber Optic,"34.966777, -117.961179",34.966777,-117.961179,1,94.45,1,3,5,Offer B,1,1,1,1,Credit Card,1,7685,0,Q3,1,3,0,California,0,0,1,42,3923.8,140,267.54,0,4331.34,1,0,93523
-67,10,43.19,0,,,69,Keeler,4537,Two Year,United States,8050-DVOJX,Stayed,0,1,Male,1,Cable,"36.560498, -117.962461",36.560498,-117.962461,0,81.35,1,0,0,Offer B,1,1,0,0,Credit Card,1,71,1,Q3,0,4,1,California,1,1,0,49,4060.9,0,2116.31,0,6177.21,0,1,93530
-22,0,3.12,0,,,59,Keeler,5634,Month-to-Month,United States,0030-FNXPP,Joined,0,0,Female,0,,"36.560498, -117.962461",36.560498,-117.962461,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,71,0,Q3,0,4,0,California,0,0,0,3,57.2,0,9.36,0,66.56,1,0,93530
-58,52,0,0,,,80,Keeler,2797,One Year,United States,3275-RHRNE,Stayed,1,1,Male,1,DSL,"36.560498, -117.962461",36.560498,-117.962461,1,60,0,3,8,,1,0,1,1,Credit Card,0,71,1,Q3,1,5,0,California,1,1,1,28,1682.05,0,0,0,1682.05,0,1,93530
-19,59,36.22,0,,,25,Keeler,2331,Month-to-Month,United States,1629-DQQVB,Stayed,0,0,Female,1,Cable,"36.560498, -117.962461",36.560498,-117.962461,0,50.1,0,0,0,,0,1,0,0,Bank Withdrawal,1,71,0,Q3,0,3,0,California,0,0,0,14,709.5,0,507.08,0,1216.58,1,1,93530
-79,12,0,0,,,28,Lancaster,4162,Two Year,United States,8169-SAEJD,Stayed,0,0,Male,1,DSL,"34.712708, -117.889656",34.712708,-117.889656,1,56.55,0,0,10,Offer A,1,1,0,1,Credit Card,0,57794,0,Q3,1,3,1,California,1,1,1,69,3952.65,40,0,0,3992.65,0,0,93535
-38,2,18.01,1,Competitor,Competitor had better devices,82,Lancaster,3161,Month-to-Month,United States,1894-IGFSG,Churned,0,0,Female,1,Fiber Optic,"34.712708, -117.889656",34.712708,-117.889656,0,89.25,0,0,0,,0,0,0,0,Bank Withdrawal,1,57794,0,Q3,0,1,0,California,1,1,1,22,1907.85,0,396.22,0,2304.07,0,1,93535
-21,0,29.33,1,Competitor,Competitor made better offer,91,Lancaster,4851,Month-to-Month,United States,7239-HZZCX,Churned,0,0,Male,0,,"34.712708, -117.889656",34.712708,-117.889656,0,19.75,0,0,0,,0,0,0,0,Credit Card,1,57794,0,Q3,0,3,0,California,0,0,0,1,19.75,0,29.33,0,49.08,1,0,93535
-46,28,0,0,,,60,Lancaster,2750,Two Year,United States,7021-XSNYE,Stayed,1,1,Male,1,DSL,"34.712708, -117.889656",34.712708,-117.889656,1,49.65,0,2,4,,0,1,0,1,Credit Card,0,57794,1,Q3,1,3,0,California,1,1,0,7,305.55,0,0,0,305.55,0,1,93535
-66,16,29.8,0,,,70,Tehachapi,4447,Month-to-Month,United States,1580-BMCMR,Stayed,0,0,Male,1,Fiber Optic,"35.073777, -118.652112",35.073777,-118.652112,0,87.3,0,0,0,,0,1,1,0,Bank Withdrawal,1,25805,0,Q3,0,3,1,California,1,1,0,19,1637.3,0,566.2,0,2203.5,0,1,93561
-30,85,31.27,1,Competitor,Competitor had better devices,76,Tehachapi,5274,Month-to-Month,United States,2519-FAKOD,Churned,0,1,Male,1,Fiber Optic,"35.073777, -118.652112",35.073777,-118.652112,0,99.25,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,25805,0,Q3,0,1,0,California,1,1,1,38,3777.15,0,1188.26,0,4965.41,0,1,93561
-59,53,0,0,,,65,Tehachapi,5651,Month-to-Month,United States,9505-SQFSW,Joined,1,0,Female,1,Cable,"35.073777, -118.652112",35.073777,-118.652112,1,40.3,0,3,6,Offer E,1,0,0,1,Credit Card,0,25805,0,Q3,1,4,0,California,1,1,0,3,92.5,0,0,0,92.5,0,1,93561
-62,0,5.35,0,,,70,Tehachapi,2828,Two Year,United States,6199-IPCAO,Stayed,1,0,Female,0,,"35.073777, -118.652112",35.073777,-118.652112,1,26.1,1,2,8,,0,0,0,1,Credit Card,1,25805,0,Q3,1,3,0,California,0,0,0,29,692.55,0,155.15,0,847.7,0,0,93561
-72,17,48.68,0,,,52,Bass Lake,5869,Two Year,United States,4199-QHJNM,Stayed,0,0,Male,1,Fiber Optic,"37.458367, -119.345011",37.458367,-119.345011,1,102.9,1,0,9,Offer A,1,0,0,1,Bank Withdrawal,1,613,1,Q3,1,3,1,California,1,1,1,67,6989.7,0,3261.56,0,10251.26,0,1,93604
-41,23,34.04,1,Competitor,Competitor made better offer,71,Bass Lake,4138,Month-to-Month,United States,4678-DVQEO,Churned,0,0,Female,1,DSL,"37.458367, -119.345011",37.458367,-119.345011,0,52.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,613,1,Q3,0,1,0,California,0,0,0,1,52.2,0,34.04,0,86.24,0,1,93604
-44,24,44.14,0,,,51,Bass Lake,5962,Month-to-Month,United States,9481-SFCQY,Stayed,1,1,Female,1,DSL,"37.458367, -119.345011",37.458367,-119.345011,0,59.8,0,1,0,Offer D,0,0,1,0,Credit Card,1,613,0,Q3,0,4,0,California,0,0,1,14,824.85,0,617.96,0,1442.81,0,1,93604
-27,0,12.39,0,,,29,Bass Lake,4905,Month-to-Month,United States,3847-BAERP,Stayed,0,0,Female,0,,"37.458367, -119.345011",37.458367,-119.345011,0,20.9,0,0,0,,0,0,1,0,Credit Card,1,613,0,Q3,0,5,0,California,0,0,0,10,247,0,123.9,0,370.9,1,0,93604
-75,19,5.6,0,,,47,Cantua Creek,6051,Two Year,United States,5135-GRQJV,Stayed,0,1,Male,1,Fiber Optic,"36.488056, -120.407691",36.488056,-120.407691,1,114.5,1,0,4,Offer A,1,1,1,1,Mailed Check,1,1766,1,Q3,1,3,1,California,1,1,1,72,8331.95,0,403.2,0,8735.15,0,1,93608
-26,41,19.68,1,Competitor,Competitor offered more data,71,Cantua Creek,2363,Month-to-Month,United States,7089-IVVAZ,Churned,0,0,Female,1,Fiber Optic,"36.488056, -120.407691",36.488056,-120.407691,0,103.35,1,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,1766,1,Q3,0,1,0,California,1,1,1,8,847.3,0,157.44,0,1004.74,1,1,93608
-40,27,24.24,0,,,64,Cantua Creek,6259,Two Year,United States,4992-LTJNE,Stayed,0,0,Male,1,DSL,"36.488056, -120.407691",36.488056,-120.407691,1,55.3,1,0,5,Offer A,0,1,0,1,Bank Withdrawal,1,1766,0,Q3,1,4,0,California,0,0,0,72,3983.6,0,1745.28,0,5728.88,0,1,93608
-39,53,9,0,,,54,Cantua Creek,5969,Month-to-Month,United States,1453-RZFON,Joined,1,0,Female,1,Cable,"36.488056, -120.407691",36.488056,-120.407691,0,49.9,0,3,0,Offer E,0,1,0,0,Credit Card,1,1766,0,Q3,0,3,0,California,0,0,0,1,49.9,0,9,0,58.9,0,1,93608
-65,0,4.09,0,,,71,Caruthers,4947,Two Year,United States,2384-OVPSA,Stayed,0,0,Female,0,,"36.5276, -119.865999",36.5276,-119.865999,0,20.2,0,0,0,,0,0,0,0,Mailed Check,1,5446,0,Q3,0,3,1,California,0,0,0,38,735.9,0,155.42,0,891.32,0,0,93609
-59,26,12.3,0,,,73,Caruthers,3012,Month-to-Month,United States,2202-OUTMO,Stayed,0,0,Female,1,DSL,"36.5276, -119.865999",36.5276,-119.865999,1,60.85,1,0,5,,0,1,1,1,Bank Withdrawal,1,5446,1,Q3,1,4,0,California,0,0,0,34,2003.6,0,418.2,0,2421.8,0,1,93609
-61,0,14.69,0,,,63,Caruthers,3526,One Year,United States,8884-MRNSU,Stayed,0,0,Male,0,,"36.5276, -119.865999",36.5276,-119.865999,1,19.9,0,0,8,Offer D,0,0,0,1,Bank Withdrawal,1,5446,0,Q3,1,3,0,California,0,0,0,17,329.75,0,249.73,0,579.48,0,0,93609
-44,11,22.75,0,,,29,Caruthers,3265,Month-to-Month,United States,8263-OKETD,Stayed,0,0,Female,1,Cable,"36.5276, -119.865999",36.5276,-119.865999,0,68.9,1,0,0,,1,0,1,0,Credit Card,1,5446,1,Q3,0,5,0,California,1,1,0,20,1370.35,0,455,0,1825.35,0,1,93609
-71,18,28.56,0,,,78,Chowchilla,3587,One Year,United States,1371-WEPDS,Stayed,0,0,Male,1,DSL,"37.100948, -120.270136",37.100948,-120.270136,1,55.8,0,0,8,,0,0,0,1,Bank Withdrawal,1,19391,0,Q3,1,3,1,California,1,1,0,40,2283.3,50,1142.4,0,3475.7,0,0,93610
-54,12,31.62,0,,,77,Chowchilla,2506,One Year,United States,0810-BDHAW,Stayed,0,0,Female,1,DSL,"37.100948, -120.270136",37.100948,-120.270136,1,78.4,1,0,4,,1,1,0,1,Bank Withdrawal,1,19391,0,Q3,1,3,0,California,1,1,1,24,1832.4,130,758.88,0,2721.28,0,0,93610
-22,0,35.05,0,,,42,Chowchilla,4363,Month-to-Month,United States,2171-UDMFD,Stayed,1,0,Male,0,,"37.100948, -120.270136",37.100948,-120.270136,1,19.45,0,3,5,Offer C,0,0,1,1,Credit Card,1,19391,0,Q3,1,4,0,California,0,0,0,32,674.55,0,1121.6,0,1796.15,1,0,93610
-42,0,28.18,0,,,69,Chowchilla,5854,Month-to-Month,United States,0670-KDOMA,Joined,0,0,Female,0,,"37.100948, -120.270136",37.100948,-120.270136,0,20.25,0,0,0,Offer E,0,0,1,0,Credit Card,1,19391,0,Q3,0,4,0,California,0,0,0,1,20.25,0,28.18,0,48.43,0,0,93610
-70,9,24.27,0,,,50,Del Rey,5513,One Year,United States,3349-ANQNH,Stayed,0,1,Female,1,Fiber Optic,"36.657462, -119.595293",36.657462,-119.595293,0,99.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,1965,0,Q3,0,5,1,California,1,1,1,59,5890,0,1431.93,0,7321.93,0,1,93616
-22,27,20.75,0,,,40,Del Rey,4263,Two Year,United States,9871-ELEYA,Stayed,0,1,Female,1,DSL,"36.657462, -119.595293",36.657462,-119.595293,0,67.65,0,0,0,,0,1,0,0,Credit Card,1,1965,1,Q3,0,3,0,California,0,0,1,34,2339.3,0,705.5,0,3044.8,1,1,93616
-56,28,46.66,0,,,57,Del Rey,4331,Month-to-Month,United States,0187-WZNAB,Stayed,1,0,Female,1,Fiber Optic,"36.657462, -119.595293",36.657462,-119.595293,1,74.4,0,2,6,Offer C,0,1,0,1,Credit Card,1,1965,0,Q3,1,3,0,California,0,0,0,27,1972.35,0,1259.82,0,3232.17,0,1,93616
-31,24,22.41,0,,,52,Del Rey,4590,Month-to-Month,United States,9974-JFBHQ,Stayed,1,0,Male,1,Fiber Optic,"36.657462, -119.595293",36.657462,-119.595293,0,99.15,0,1,0,Offer B,1,0,1,0,Credit Card,1,1965,1,Q3,0,5,0,California,1,1,1,64,6171.2,0,1434.24,0,7605.44,0,1,93616
-79,26,22.83,0,,,61,Five Points,2394,Month-to-Month,United States,5937-EORGB,Stayed,0,1,Male,1,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,1,96.5,1,0,9,,0,1,1,1,Bank Withdrawal,1,1852,0,Q3,1,4,1,California,0,0,1,15,1392.25,0,342.45,0,1734.7,0,1,93624
-58,9,22.64,1,Attitude,Attitude of service provider,92,Five Points,5016,One Year,United States,3009-JWMPU,Churned,0,1,Male,1,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,0,96.75,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,1852,0,Q3,0,2,0,California,1,1,1,62,6125.4,0,1403.68,0,7529.08,0,1,93624
-58,24,9.62,1,Dissatisfaction,Service dissatisfaction,85,Five Points,3770,One Year,United States,3325-FUYCG,Churned,0,0,Male,1,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,1,106.1,1,0,1,Offer C,1,1,0,1,Bank Withdrawal,1,1852,0,Q3,1,1,0,California,1,1,1,28,2847.4,0,269.36,0,3116.76,0,1,93624
-22,59,23.7,0,,,30,Five Points,6188,Two Year,United States,5214-NLTIT,Stayed,1,1,Male,1,Fiber Optic,"36.397745, -120.119911",36.397745,-120.119911,1,90.8,1,1,1,Offer A,0,0,1,1,Credit Card,1,1852,0,Q3,1,3,0,California,1,1,0,72,6511.8,60,1706.4,0,8278.2,1,0,93624
-66,20,15.44,0,,,46,Kerman,4045,Month-to-Month,United States,4583-PARNH,Stayed,0,1,Male,1,Fiber Optic,"36.727418, -120.123526",36.727418,-120.123526,1,91.55,0,0,1,,0,0,1,1,Bank Withdrawal,1,14062,1,Q3,1,5,1,California,1,1,0,16,1540.05,0,247.04,0,1787.09,0,1,93630
-61,27,11.97,1,Attitude,Attitude of service provider,75,Kerman,4694,Month-to-Month,United States,3138-BKYAV,Churned,0,0,Male,1,Fiber Optic,"36.727418, -120.123526",36.727418,-120.123526,0,85.35,0,0,0,,1,0,1,0,Bank Withdrawal,1,14062,0,Q3,0,3,0,California,0,0,1,6,489.45,0,71.82,0,561.27,0,1,93630
-28,0,15.68,0,,,78,Kerman,3629,Two Year,United States,5968-HYJRZ,Stayed,1,0,Male,0,,"36.727418, -120.123526",36.727418,-120.123526,1,24.55,1,2,3,Offer B,0,0,0,1,Credit Card,1,14062,0,Q3,1,4,0,California,0,0,0,47,1160.45,0,736.96,0,1897.41,1,0,93630
-25,0,5.86,0,,,66,Kerman,3470,One Year,United States,2650-GYRYL,Stayed,1,0,Male,0,,"36.727418, -120.123526",36.727418,-120.123526,1,19.45,0,1,6,,0,0,1,1,Bank Withdrawal,1,14062,0,Q3,1,5,0,California,0,0,0,33,600.25,0,193.38,0,793.63,1,0,93630
-77,11,2.21,0,,,75,Madera,4276,Two Year,United States,0716-BQNDX,Stayed,0,0,Male,1,Fiber Optic,"36.902954, -120.194274",36.902954,-120.194274,0,93.75,1,0,0,,0,1,0,0,Bank Withdrawal,1,28434,1,Q3,0,3,1,California,1,1,0,57,5625.55,0,125.97,0,5751.52,0,1,93637
-54,4,22.56,1,Competitor,Competitor had better devices,70,Madera,2576,Month-to-Month,United States,4289-DTDKW,Churned,0,0,Male,1,Cable,"36.902954, -120.194274",36.902954,-120.194274,1,101.3,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,28434,0,Q3,1,1,0,California,1,1,1,40,4113.1,0,902.4,0,5015.5,0,1,93637
-20,0,13.26,0,,,68,Madera,5461,Two Year,United States,2230-XTUWL,Stayed,1,0,Female,0,,"36.902954, -120.194274",36.902954,-120.194274,1,19.55,0,2,3,Offer B,0,0,0,1,Credit Card,1,28434,0,Q3,1,5,0,California,0,0,0,48,883.35,0,636.48,0,1519.83,1,0,93637
-54,12,39.42,0,,,51,Madera,5247,Month-to-Month,United States,6627-CFOSN,Stayed,0,1,Female,1,Fiber Optic,"36.902954, -120.194274",36.902954,-120.194274,0,99.45,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,28434,0,Q3,0,3,0,California,1,1,0,59,5623.7,30,2325.78,0,7979.48,0,0,93637
-66,14,18.74,0,,,53,Fresno,4265,Two Year,United States,1162-ECVII,Stayed,0,1,Male,1,Fiber Optic,"36.799648, -119.801247",36.799648,-119.801247,1,109.75,1,0,1,Offer A,1,0,1,1,Bank Withdrawal,1,26580,1,Q3,1,4,1,California,1,1,1,72,7932.5,140,1349.28,0,9421.78,0,0,93704
-27,52,42.51,0,,,53,Fresno,4830,Month-to-Month,United States,6092-QZVPP,Stayed,0,1,Male,1,Cable,"36.799648, -119.801247",36.799648,-119.801247,0,79.2,0,0,0,Offer C,0,1,1,0,Credit Card,1,26580,1,Q3,0,3,0,California,1,1,1,36,2854.95,40,1530.36,0,4425.31,1,0,93704
-21,85,14.72,0,,,71,Fresno,3124,Two Year,United States,7641-TQFHN,Stayed,1,0,Male,1,Fiber Optic,"36.799648, -119.801247",36.799648,-119.801247,0,100.55,1,1,0,Offer C,0,0,0,0,Credit Card,1,26580,1,Q3,0,3,0,California,1,1,1,39,3895.35,0,574.08,0,4469.43,1,1,93704
-28,73,35.99,0,,,48,Fresno,4363,One Year,United States,2969-VAPYH,Stayed,0,0,Female,1,DSL,"36.799648, -119.801247",36.799648,-119.801247,0,60.5,0,0,0,Offer A,1,1,0,0,Credit Card,1,26580,1,Q3,0,3,0,California,0,0,0,67,3870,0,2411.33,0,6281.33,1,1,93704
-66,16,2.07,0,,,22,Fresno,5381,Month-to-Month,United States,8695-ARGXZ,Stayed,0,0,Male,1,Fiber Optic,"36.78979, -119.929894",36.78979,-119.929894,1,75.55,1,0,1,,0,0,1,1,Bank Withdrawal,1,60889,0,Q3,1,5,1,California,0,0,0,34,2425.4,0,70.38,0,2495.78,0,1,93722
-44,25,0,1,Dissatisfaction,Product dissatisfaction,95,Fresno,4879,Two Year,United States,6559-ILWKJ,Churned,0,0,Male,1,Cable,"36.78979, -119.929894",36.78979,-119.929894,1,49.35,0,0,1,,1,0,0,1,Bank Withdrawal,0,60889,0,Q3,1,1,0,California,1,1,1,71,3515.25,100,0,0,3615.25,0,0,93722
-23,0,34.63,0,,,22,Fresno,3009,One Year,United States,0422-OHQHQ,Stayed,0,0,Female,0,,"36.78979, -119.929894",36.78979,-119.929894,1,20.55,0,0,7,,0,0,0,1,Credit Card,1,60889,0,Q3,1,5,0,California,0,0,0,15,295.95,0,519.45,0,815.4,1,0,93722
-34,0,29.14,0,,,66,Fresno,4580,Month-to-Month,United States,5702-SKUOB,Stayed,0,0,Female,0,,"36.78979, -119.929894",36.78979,-119.929894,1,19.6,0,0,1,,0,0,0,1,Credit Card,1,60889,0,Q3,1,4,0,California,0,0,0,4,93.45,0,116.56,0,210.01,0,0,93722
-71,26,30.44,0,,,22,Fresno,4533,Month-to-Month,United States,1697-NVVGY,Stayed,0,1,Male,1,DSL,"36.757345, -119.818274",36.757345,-119.818274,1,66.4,0,0,1,,0,1,0,1,Bank Withdrawal,1,16346,0,Q3,1,4,1,California,0,0,1,19,1286.05,0,578.36,0,1864.41,0,1,93728
-23,69,44.92,0,,,66,Fresno,5762,Two Year,United States,7408-OFWXJ,Stayed,0,1,Female,1,DSL,"36.757345, -119.818274",36.757345,-119.818274,1,89.8,1,0,3,,1,1,0,1,Credit Card,1,16346,1,Q3,1,3,0,California,1,1,1,72,6510.45,0,3234.24,0,9744.69,1,1,93728
-24,0,22.78,0,,,41,Fresno,4949,Two Year,United States,6585-WCEWR,Stayed,1,0,Male,0,,"36.757345, -119.818274",36.757345,-119.818274,1,20.35,0,1,1,,0,0,0,1,Bank Withdrawal,1,16346,0,Q3,1,3,0,California,0,0,0,72,1354.4,0,1640.16,0,2994.56,1,0,93728
-44,0,21.66,0,,,71,Fresno,3159,One Year,United States,5214-CHIWJ,Stayed,0,0,Male,0,,"36.757345, -119.818274",36.757345,-119.818274,0,20.3,0,0,0,,0,0,0,0,Credit Card,1,16346,0,Q3,0,5,0,California,0,0,0,27,595.05,0,584.82,0,1179.87,0,0,93728
-65,30,16.91,0,,,45,Monterey,5873,Month-to-Month,United States,9112-WSNPU,Stayed,0,0,Female,1,Fiber Optic,"36.362741, -121.869685",36.362741,-121.869685,0,70.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,32857,0,Q3,0,4,1,California,0,0,0,35,2419,0,591.85,0,3010.85,0,1,93940
-61,4,0,0,,,54,Monterey,4987,Two Year,United States,0979-MOZQI,Stayed,0,0,Male,1,Cable,"36.362741, -121.869685",36.362741,-121.869685,1,39,0,0,6,,0,0,1,1,Bank Withdrawal,0,32857,1,Q3,1,4,0,California,0,0,1,62,2337.45,0,0,0,2337.45,0,1,93940
-39,6,25.68,0,,,47,Monterey,5207,Month-to-Month,United States,0447-RXSGD,Stayed,0,0,Male,1,Fiber Optic,"36.362741, -121.869685",36.362741,-121.869685,0,99.65,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,32857,0,Q3,0,3,0,California,1,1,1,24,2404.85,0,616.32,0,3021.17,0,1,93940
-29,58,35.71,0,,,26,Monterey,5398,Two Year,United States,0906-QVPMS,Stayed,0,1,Male,1,Fiber Optic,"36.362741, -121.869685",36.362741,-121.869685,1,115.15,1,0,4,Offer A,1,1,0,1,Bank Withdrawal,1,32857,1,Q3,1,4,0,California,1,1,1,72,8349.45,0,2571.12,0,10920.57,1,1,93940
-74,22,32.92,0,,,35,Redwood City,2125,One Year,United States,4118-CEVPF,Stayed,0,1,Female,1,Fiber Optic,"37.410567, -122.297152",37.410567,-122.297152,0,110.8,1,0,0,,1,1,1,0,Bank Withdrawal,1,25569,1,Q3,0,3,1,California,1,1,1,35,3836.3,110,1152.2,0,5098.5,0,0,94062
-21,76,10.61,1,Competitor,Competitor had better devices,86,Redwood City,4369,One Year,United States,4088-YLDSU,Churned,0,1,Male,1,Fiber Optic,"37.410567, -122.297152",37.410567,-122.297152,1,104.15,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,25569,1,Q3,1,1,0,California,1,1,1,55,5743.05,0,583.55,0,6326.6,1,1,94062
-53,28,41.66,0,,,75,Redwood City,4219,Month-to-Month,United States,0730-KOAVE,Stayed,0,0,Male,1,Fiber Optic,"37.410567, -122.297152",37.410567,-122.297152,0,94.3,1,0,0,Offer C,1,1,1,0,Credit Card,1,25569,0,Q3,0,3,0,California,1,1,0,30,2679.7,0,1249.8,0,3929.5,0,1,94062
-63,7,0,0,,,52,Redwood City,4247,Two Year,United States,7963-SHNDT,Stayed,0,0,Female,1,DSL,"37.410567, -122.297152",37.410567,-122.297152,0,39.1,0,0,0,,1,1,0,0,Credit Card,0,25569,1,Q3,0,3,0,California,0,0,0,52,1982.1,130,0,0,2112.1,0,0,94062
-80,0,37.25,0,,,26,Alameda,5341,Two Year,United States,1635-NZATJ,Stayed,0,0,Male,0,,"37.774633, -122.274434",37.774633,-122.274434,1,25.45,1,0,3,Offer A,0,0,0,1,Credit Card,1,58555,0,Q3,1,5,1,California,0,0,0,71,1789.65,0,2644.75,0,4434.4,0,0,94501
-55,0,47.31,0,,,63,Alameda,2050,One Year,United States,0835-DUUIQ,Stayed,0,0,Female,0,,"37.774633, -122.274434",37.774633,-122.274434,0,21.05,0,0,0,,0,0,0,0,Bank Withdrawal,1,58555,0,Q3,0,5,0,California,0,0,0,24,531.55,0,1135.44,0,1666.99,0,0,94501
-38,0,18.12,0,,,33,Alameda,4788,Month-to-Month,United States,3750-RNQKR,Stayed,0,0,Female,0,,"37.774633, -122.274434",37.774633,-122.274434,0,19.45,0,0,0,,0,0,0,0,Credit Card,1,58555,0,Q3,0,4,0,California,0,0,0,12,246.25,0,217.44,0,463.69,0,0,94501
-62,0,7.67,0,,,56,Alameda,2610,Two Year,United States,9975-GPKZU,Stayed,1,0,Male,0,,"37.774633, -122.274434",37.774633,-122.274434,1,19.75,0,3,0,,0,0,0,1,Credit Card,1,58555,0,Q3,0,4,0,California,0,0,0,46,856.5,0,352.82,0,1209.32,0,0,94501
-75,19,39.89,0,,,30,Alamo,5823,Month-to-Month,United States,9943-VSZUV,Stayed,0,0,Male,1,Fiber Optic,"37.855717, -121.994813",37.855717,-121.994813,0,75.7,1,0,0,Offer A,0,0,1,0,Mailed Check,1,15187,0,Q3,0,4,1,California,0,0,0,67,5060.85,0,2672.63,0,7733.48,0,1,94507
-56,4,0,0,,,25,Alamo,4119,Two Year,United States,6115-ZTBFQ,Stayed,0,1,Female,1,DSL,"37.855717, -121.994813",37.855717,-121.994813,1,65.5,0,0,6,,1,1,0,1,Bank Withdrawal,0,15187,1,Q3,1,3,0,California,1,1,1,72,4919.7,0,0,0,4919.7,0,1,94507
-30,27,26.58,0,,,75,Alamo,4518,Two Year,United States,1265-BCFEO,Stayed,0,1,Female,1,Cable,"37.855717, -121.994813",37.855717,-121.994813,1,80.45,1,0,1,Offer A,0,0,1,1,Bank Withdrawal,1,15187,1,Q3,1,5,0,California,1,1,1,71,5662.25,0,1887.18,0,7549.43,0,1,94507
-38,24,42.9,0,,,58,Alamo,6315,Two Year,United States,5161-UBZXI,Stayed,1,0,Male,1,Fiber Optic,"37.855717, -121.994813",37.855717,-121.994813,1,106.35,0,2,1,,1,1,1,1,Credit Card,1,15187,1,Q3,1,4,0,California,1,1,1,69,7261.75,0,2960.1,0,10221.85,0,1,94507
-70,15,19.21,0,,,37,Fremont,4509,Month-to-Month,United States,9355-NPPFS,Stayed,0,0,Female,1,Fiber Optic,"37.505768, -121.962472",37.505768,-121.962472,0,78.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,56126,0,Q3,0,3,1,California,1,1,0,26,2006.1,0,499.46,0,2505.56,0,1,94538
-36,17,10.41,1,Dissatisfaction,Poor expertise of phone support,72,Fremont,3571,Month-to-Month,United States,9117-SHLZX,Churned,0,0,Male,1,DSL,"37.505768, -121.962472",37.505768,-121.962472,0,45.7,0,0,0,,0,0,1,0,Mailed Check,1,56126,0,Q3,0,3,0,California,0,0,0,1,45.7,0,10.41,0,56.11,0,1,94538
-61,21,49.2,1,Price,Extra data charges,90,Fremont,4525,Month-to-Month,United States,7593-JNWRU,Churned,1,0,Male,1,DSL,"37.505768, -121.962472",37.505768,-121.962472,1,44.6,0,1,5,Offer E,0,0,1,1,Bank Withdrawal,1,56126,0,Q3,1,2,0,California,0,0,0,6,260.8,0,295.2,0,556,0,1,94538
-50,57,1.53,0,,,44,Fremont,2775,One Year,United States,5198-HQAEN,Stayed,1,0,Male,1,Fiber Optic,"37.505768, -121.962472",37.505768,-121.962472,1,89.7,0,3,5,Offer C,1,0,1,1,Bank Withdrawal,1,56126,1,Q3,1,4,0,California,0,0,1,35,3165.6,0,53.55,0,3219.15,0,1,94538
-70,12,11.74,0,,,24,Orinda,5151,Month-to-Month,United States,9971-ZWPBF,Stayed,1,1,Male,1,Fiber Optic,"37.873916, -122.20522",37.873916,-122.20522,1,108.9,1,1,7,,1,0,1,1,Bank Withdrawal,1,17964,1,Q3,1,3,1,California,1,1,1,34,3625.2,30,399.16,0,4054.36,0,0,94563
-21,51,37.83,1,Dissatisfaction,Network reliability,80,Orinda,2627,Month-to-Month,United States,6877-TJMBR,Churned,0,0,Male,1,Fiber Optic,"37.873916, -122.20522",37.873916,-122.20522,1,84.8,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,17964,1,Q3,1,3,0,California,0,0,1,1,84.8,0,37.83,0,122.63,1,1,94563
-22,82,25.33,0,,,23,Orinda,5531,One Year,United States,2483-XSSMZ,Stayed,0,0,Female,1,DSL,"37.873916, -122.20522",37.873916,-122.20522,0,47.85,0,0,0,,0,1,1,0,Bank Withdrawal,1,17964,0,Q3,0,3,0,California,0,0,0,39,1886.4,70,987.87,0,2944.27,1,0,94563
-49,21,22.41,0,,,30,Orinda,2715,Month-to-Month,United States,4123-DVHPH,Stayed,0,0,Male,1,Fiber Optic,"37.873916, -122.20522",37.873916,-122.20522,1,88.05,1,0,3,,0,1,1,1,Bank Withdrawal,1,17964,0,Q3,1,3,0,California,1,1,0,9,801.3,0,201.69,0,1002.99,0,1,94563
-69,3,19.52,0,,,60,Vallejo,4166,One Year,United States,2957-JIRMN,Stayed,0,0,Female,1,Fiber Optic,"38.105733, -122.186338",38.105733,-122.186338,0,84.45,1,0,0,,0,0,0,0,Bank Withdrawal,1,51665,0,Q3,0,4,1,California,0,0,1,62,4959.15,0,1210.24,0,6169.39,0,1,94591
-59,0,34.39,0,,,47,Vallejo,2366,Month-to-Month,United States,7047-YXDMZ,Stayed,0,0,Male,0,,"38.105733, -122.186338",38.105733,-122.186338,0,20,0,0,0,Offer D,0,0,0,0,Credit Card,1,51665,0,Q3,0,3,0,California,0,0,0,21,417.7,0,722.19,0,1139.89,0,0,94591
-62,17,6.77,0,,,42,Vallejo,5843,One Year,United States,4328-VUFWD,Stayed,0,0,Female,1,DSL,"38.105733, -122.186338",38.105733,-122.186338,0,59.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,51665,1,Q3,0,4,0,California,1,1,0,39,2209.15,0,264.03,0,2473.18,0,1,94591
-42,18,40.11,0,,,26,Vallejo,3080,Month-to-Month,United States,7504-UWHNB,Stayed,0,0,Male,1,Fiber Optic,"38.105733, -122.186338",38.105733,-122.186338,0,69.75,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,51665,0,Q3,0,4,0,California,0,0,0,25,1729.35,100,1002.75,0,2832.1,0,0,94591
-80,15,26.84,0,,,20,Berkeley,3355,Month-to-Month,United States,5271-DBYSJ,Stayed,0,0,Male,1,Fiber Optic,"37.897743, -122.263124",37.897743,-122.263124,0,79.15,0,0,0,Offer D,0,0,1,0,Credit Card,1,10737,0,Q3,0,5,1,California,1,1,0,11,827.7,140,295.24,0,1262.94,0,0,94708
-60,10,30.44,1,Competitor,Competitor had better devices,92,Berkeley,4399,Month-to-Month,United States,9462-MJUAW,Churned,0,0,Male,1,Cable,"37.897743, -122.263124",37.897743,-122.263124,0,50.4,1,0,0,,0,0,0,0,Credit Card,1,10737,0,Q3,0,1,0,California,0,0,0,4,206.6,0,121.76,0,328.36,0,1,94708
-39,23,10.21,0,,,64,Berkeley,4539,Month-to-Month,United States,8329-GWVPJ,Stayed,1,0,Female,1,Fiber Optic,"37.897743, -122.263124",37.897743,-122.263124,1,69.75,0,3,8,Offer B,0,0,1,1,Bank Withdrawal,1,10737,0,Q3,1,5,0,California,0,0,0,50,3557.7,0,510.5,0,4068.2,0,1,94708
-46,20,36.52,0,,,41,Berkeley,4033,Month-to-Month,United States,3969-GYXEL,Stayed,0,0,Female,1,Fiber Optic,"37.897743, -122.263124",37.897743,-122.263124,0,76.4,0,0,0,,0,1,0,0,Bank Withdrawal,1,10737,0,Q3,0,4,0,California,0,0,0,11,838.7,0,401.72,0,1240.42,0,1,94708
-72,29,10.2,0,,,71,Cotati,4964,One Year,United States,3915-ODIYG,Stayed,0,0,Male,1,DSL,"38.326215, -122.718742",38.326215,-122.718742,0,71.75,1,0,0,,1,1,1,0,Bank Withdrawal,1,7936,0,Q3,0,3,1,California,1,1,0,60,4374.55,10,612,0,4996.55,0,0,94931
-50,0,6.08,1,Competitor,Competitor made better offer,91,Cotati,5881,Month-to-Month,United States,8329-IBCTI,Churned,0,0,Female,0,,"38.326215, -122.718742",38.326215,-122.718742,0,19.65,0,0,0,Offer E,0,0,0,0,Mailed Check,1,7936,0,Q3,0,3,0,California,0,0,0,1,19.65,0,6.08,0,25.73,0,0,94931
-26,30,35.25,1,Competitor,Competitor had better devices,73,Cotati,5919,Month-to-Month,United States,6996-KNSML,Churned,0,1,Female,1,Fiber Optic,"38.326215, -122.718742",38.326215,-122.718742,0,74.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,7936,0,Q3,0,1,0,California,0,0,0,1,74.9,0,35.25,0,110.15,1,1,94931
-21,0,42.11,0,,,57,Cotati,4376,One Year,United States,1697-LYYYX,Stayed,1,0,Female,0,,"38.326215, -122.718742",38.326215,-122.718742,1,19.1,0,1,8,,0,0,0,1,Credit Card,1,7936,0,Q3,1,4,0,California,0,0,0,61,1143.8,0,2568.71,0,3712.51,1,0,94931
-70,14,0,0,,,75,Aromas,3353,Month-to-Month,United States,0282-NVSJS,Stayed,1,0,Female,1,DSL,"36.878364, -121.629781",36.878364,-121.629781,1,29.3,0,1,1,Offer D,0,0,1,1,Mailed Check,0,3373,1,Q3,1,4,1,California,0,0,0,12,355.9,0,0,0,355.9,0,1,95004
-44,19,40.15,1,Attitude,Attitude of service provider,69,Aromas,5701,Month-to-Month,United States,3387-VATUS,Churned,0,0,Male,1,Fiber Optic,"36.878364, -121.629781",36.878364,-121.629781,0,94.85,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,3373,0,Q3,0,3,0,California,1,1,1,5,462.8,0,200.75,0,663.55,0,1,95004
-35,53,48.07,0,,,52,Aromas,5266,Month-to-Month,United States,4194-WHFCB,Stayed,1,0,Female,1,Fiber Optic,"36.878364, -121.629781",36.878364,-121.629781,1,96.65,1,5,2,,1,0,1,1,Bank Withdrawal,1,3373,1,Q3,1,3,0,California,1,1,0,59,5580.8,0,2836.13,0,8416.93,0,1,95004
-30,82,28.36,0,,,64,Aromas,5672,Two Year,United States,7691-XVTZH,Stayed,0,1,Female,1,Fiber Optic,"36.878364, -121.629781",36.878364,-121.629781,1,89.95,1,0,5,Offer A,0,0,1,1,Bank Withdrawal,1,3373,0,Q3,1,4,0,California,0,0,1,68,5974.3,0,1928.48,0,7902.78,0,1,95004
-80,28,39.01,0,,,65,Santa Cruz,3950,Month-to-Month,United States,4884-ZTHVF,Stayed,0,0,Female,1,Fiber Optic,"37.031404, -121.981865",37.031404,-121.981865,0,87.1,0,0,0,,1,0,1,0,Bank Withdrawal,1,8365,0,Q3,0,5,1,California,0,0,1,8,713.6,0,312.08,0,1025.68,0,1,95065
-19,0,40.48,1,Price,Long distance charges,70,Santa Cruz,4285,Month-to-Month,United States,5624-BQSSA,Churned,0,0,Female,0,,"37.031404, -121.981865",37.031404,-121.981865,0,20.95,0,0,0,,0,0,0,0,Credit Card,1,8365,0,Q3,0,1,0,California,0,0,0,1,20.95,0,40.48,0,61.43,1,0,95065
-32,0,48.41,0,,,43,Santa Cruz,5293,One Year,United States,8717-VCTXJ,Stayed,0,0,Male,0,,"37.031404, -121.981865",37.031404,-121.981865,0,19.55,0,0,0,,0,0,1,0,Credit Card,1,8365,0,Q3,0,3,0,California,0,0,0,42,839.4,0,2033.22,12.16,2860.46,0,0,95065
-26,73,38.99,0,,,30,Santa Cruz,5656,Two Year,United States,2824-DXNKN,Stayed,1,1,Female,1,Cable,"37.031404, -121.981865",37.031404,-121.981865,1,71.45,1,1,8,Offer A,0,1,1,1,Bank Withdrawal,1,8365,0,Q3,1,3,0,California,0,1,1,72,5025.85,0,2807.28,0,7833.13,1,1,95065
-75,15,16.74,0,,,45,Saratoga,6469,Month-to-Month,United States,3055-OYMSE,Stayed,0,0,Female,1,Fiber Optic,"37.257772, -122.051824",37.257772,-122.051824,0,73.8,0,0,0,,1,0,1,0,Credit Card,1,30589,0,Q3,0,3,1,California,0,0,0,53,4003.85,0,887.22,0,4891.07,0,1,95070
-24,48,37.76,0,,,67,Saratoga,4769,Two Year,United States,4159-NAAIX,Stayed,0,0,Female,1,Fiber Optic,"37.257772, -122.051824",37.257772,-122.051824,0,97.45,1,0,0,,1,0,0,0,Bank Withdrawal,1,30589,0,Q3,0,3,0,California,1,1,1,63,6253,0,2378.88,0,8631.88,1,1,95070
-31,0,7.83,0,,,44,Saratoga,5064,Month-to-Month,United States,2439-QKJUL,Stayed,0,0,Male,0,,"37.257772, -122.051824",37.257772,-122.051824,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,30589,0,Q3,0,3,0,California,0,0,0,5,109.8,0,39.15,0,148.95,0,0,95070
-56,2,10.5,0,,,36,Saratoga,3050,Month-to-Month,United States,0848-ZGQIJ,Stayed,0,0,Female,1,Fiber Optic,"37.257772, -122.051824",37.257772,-122.051824,1,94.65,0,0,3,Offer D,1,0,1,1,Bank Withdrawal,1,30589,0,Q3,1,5,0,California,1,1,1,16,1461.15,0,168,0,1629.15,0,1,95070
-69,0,37.09,0,,,68,San Jose,4772,Two Year,United States,1468-DEFNC,Stayed,1,0,Male,0,,"37.277592, -121.986477",37.277592,-121.986477,1,24.4,1,1,9,,0,0,1,1,Bank Withdrawal,1,13481,0,Q3,1,3,1,California,0,0,0,64,1548.65,0,2373.76,0,3922.41,0,0,95130
-28,58,49.14,1,Competitor,Competitor offered higher download speeds,89,San Jose,2752,Month-to-Month,United States,2691-NZETQ,Churned,0,0,Male,1,Fiber Optic,"37.277592, -121.986477",37.277592,-121.986477,0,85.35,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,13481,0,Q3,0,2,0,California,0,0,1,9,758.6,0,442.26,0,1200.86,1,1,95130
-29,58,11.4,0,,,22,San Jose,2072,One Year,United States,9330-DHBFL,Stayed,0,1,Female,1,DSL,"37.277592, -121.986477",37.277592,-121.986477,1,66.25,0,0,4,,1,1,1,1,Credit Card,1,13481,1,Q3,1,4,0,California,0,0,0,23,1533.8,0,262.2,23.92,1772.08,1,1,95130
-35,20,34.12,0,,,68,San Jose,2421,Month-to-Month,United States,8630-FJLIB,Stayed,0,0,Female,1,Fiber Optic,"37.277592, -121.986477",37.277592,-121.986477,0,69.8,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,13481,0,Q3,0,4,0,California,0,0,0,18,1221.65,0,614.16,0,1835.81,0,1,95130
-69,12,22.34,0,,,47,Stockton,2422,Month-to-Month,United States,9605-WGJVW,Joined,0,0,Female,1,Fiber Optic,"37.974498, -121.319568",37.974498,-121.319568,0,70.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,30476,0,Q3,0,5,1,California,0,0,0,1,70.2,0,22.34,0,92.54,0,1,95204
-24,0,25.75,1,Price,Long distance charges,95,Stockton,3398,Month-to-Month,United States,0137-UDEUO,Churned,0,0,Female,0,,"37.974498, -121.319568",37.974498,-121.319568,0,19.85,0,0,0,Offer E,0,0,0,0,Credit Card,1,30476,0,Q3,0,1,0,California,0,0,0,3,63.75,0,77.25,0,141,1,0,95204
-30,52,37.03,0,,,27,Stockton,5407,Two Year,United States,9553-DLCLU,Stayed,0,1,Female,1,DSL,"37.974498, -121.319568",37.974498,-121.319568,0,88.95,1,0,0,,1,1,0,0,Credit Card,1,30476,1,Q3,0,3,0,California,1,1,1,13,1161.75,0,481.39,0,1643.14,0,1,95204
-34,23,31.68,0,,,62,Stockton,5584,Month-to-Month,United States,9163-GHAYE,Stayed,0,0,Female,1,Cable,"37.974498, -121.319568",37.974498,-121.319568,0,48.85,0,0,0,,1,0,0,0,Bank Withdrawal,1,30476,0,Q3,0,5,0,California,0,0,0,15,736.8,0,475.2,0,1212,0,1,95204
-72,27,23.4,0,,,69,Stockton,4948,Two Year,United States,4627-MIHJH,Stayed,0,1,Female,1,Fiber Optic,"38.033219, -121.297433",38.033219,-121.297433,0,110.25,1,0,0,,0,1,0,0,Credit Card,1,40611,1,Q3,0,3,1,California,1,1,1,69,7467.55,0,1614.6,0,9082.15,0,1,95210
-32,30,11.94,1,Competitor,Competitor had better devices,81,Stockton,5351,Month-to-Month,United States,6023-YEBUP,Churned,0,1,Male,1,Cable,"38.033219, -121.297433",38.033219,-121.297433,0,100.95,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,40611,0,Q3,0,1,0,California,1,1,1,3,329.95,10,35.82,0,375.77,0,0,95210
-21,47,19.3,0,,,76,Stockton,3131,Month-to-Month,United States,3522-CDKHF,Stayed,0,0,Female,1,Fiber Optic,"38.033219, -121.297433",38.033219,-121.297433,1,75.5,0,0,6,Offer C,0,1,1,1,Bank Withdrawal,1,40611,0,Q3,1,3,0,California,0,0,0,32,2324.7,0,617.6,0,2942.3,1,1,95210
-23,51,35.47,0,,,75,Stockton,6186,Two Year,United States,2001-EWBQU,Stayed,0,1,Female,1,Fiber Optic,"38.033219, -121.297433",38.033219,-121.297433,0,104.7,1,0,0,,1,0,0,0,Bank Withdrawal,1,40611,0,Q3,0,5,0,California,1,1,1,60,6333.8,150,2128.2,0,8612,1,0,95210
-67,30,39.38,0,,,48,Copperopolis,4892,One Year,United States,5553-AOINX,Stayed,1,1,Female,1,Fiber Optic,"37.943954, -120.67108",37.943954,-120.67108,1,104.9,1,1,6,,1,0,1,1,Bank Withdrawal,1,2633,0,Q3,1,4,1,California,1,1,1,66,6891.45,0,2599.08,0,9490.53,0,1,95228
-62,0,10.32,0,,,54,Copperopolis,4116,Two Year,United States,0621-CXBKL,Stayed,0,0,Female,0,,"37.943954, -120.67108",37.943954,-120.67108,0,18.7,0,0,0,Offer B,0,0,0,0,Mailed Check,1,2633,0,Q3,0,5,0,California,0,0,0,53,1005.7,0,546.96,0,1552.66,0,0,95228
-40,24,39.35,0,,,43,Copperopolis,5745,Month-to-Month,United States,6645-MXQJT,Joined,1,0,Male,1,Fiber Optic,"37.943954, -120.67108",37.943954,-120.67108,1,97.1,0,1,10,Offer E,0,1,0,1,Bank Withdrawal,1,2633,0,Q3,1,3,0,California,1,1,1,2,184.15,0,78.7,0,262.85,0,1,95228
-55,19,31.79,0,,,79,Copperopolis,2831,Month-to-Month,United States,0365-GXEZS,Stayed,0,1,Male,1,Fiber Optic,"37.943954, -120.67108",37.943954,-120.67108,1,78.2,0,0,6,Offer D,0,0,0,1,Bank Withdrawal,1,2633,1,Q3,1,5,0,California,0,0,0,18,1468.75,0,572.22,0,2040.97,0,1,95228
-69,7,19.74,0,,,30,Big Oak Flat,4270,Month-to-Month,United States,3258-SANFR,Stayed,0,0,Male,1,DSL,"37.818589, -120.256995",37.818589,-120.256995,0,44.7,0,0,0,Offer E,0,0,0,0,Credit Card,1,167,0,Q3,0,3,1,California,0,0,0,6,276.5,0,118.44,0,394.94,0,1,95305
-42,12,45.92,1,Attitude,Attitude of service provider,91,Big Oak Flat,3025,Month-to-Month,United States,0125-LZQXK,Churned,0,1,Male,1,Fiber Optic,"37.818589, -120.256995",37.818589,-120.256995,0,101.35,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,167,1,Q3,0,2,0,California,1,1,1,15,1553.95,0,688.8,0,2242.75,0,1,95305
-62,25,46.79,1,Competitor,Competitor had better devices,68,Big Oak Flat,5159,Month-to-Month,United States,6711-FLDFB,Churned,0,0,Female,1,Fiber Optic,"37.818589, -120.256995",37.818589,-120.256995,0,74.9,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,167,0,Q3,0,1,0,California,0,0,0,7,541.15,0,327.53,0,868.68,0,1,95305
-24,26,30.92,0,,,40,Big Oak Flat,6209,Two Year,United States,1699-UOTXU,Stayed,0,1,Male,1,DSL,"37.818589, -120.256995",37.818589,-120.256995,0,61.4,0,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,167,0,Q3,0,3,0,California,0,0,0,60,3638.25,0,1855.2,0,5493.45,1,1,95305
-66,20,44.9,0,,,49,Coulterville,5261,Month-to-Month,United States,4833-QTJNO,Stayed,0,0,Male,1,Fiber Optic,"37.722127, -120.110174",37.722127,-120.110174,1,83.85,1,0,10,,1,1,0,1,Bank Withdrawal,1,2271,0,Q3,1,3,1,California,0,0,0,67,5588.8,0,3008.3,0,8597.1,0,1,95311
-56,30,0,0,,,58,Coulterville,5594,Month-to-Month,United States,3164-YAXFY,Stayed,0,1,Male,1,DSL,"37.722127, -120.110174",37.722127,-120.110174,0,53.75,0,0,0,Offer B,0,1,1,0,Bank Withdrawal,0,2271,0,Q3,0,4,0,California,1,1,1,57,3196,0,0,0,3196,0,1,95311
-57,0,9.33,0,,,64,Coulterville,4439,One Year,United States,4518-FZBSX,Stayed,1,0,Male,0,,"37.722127, -120.110174",37.722127,-120.110174,1,20.25,0,2,4,Offer B,0,0,0,1,Credit Card,1,2271,0,Q3,1,4,0,California,0,0,0,42,854.9,0,391.86,0,1246.76,0,0,95311
-60,27,14.52,0,,,23,Coulterville,5536,Month-to-Month,United States,7251-XFOIL,Stayed,0,1,Female,1,Fiber Optic,"37.722127, -120.110174",37.722127,-120.110174,0,89.2,1,0,0,Offer B,0,0,0,0,Credit Card,1,2271,0,Q3,0,3,0,California,1,1,0,61,5500.6,0,885.72,0,6386.32,0,1,95311
-70,20,31.53,0,,,50,El Portal,4999,Month-to-Month,United States,2322-VCZHZ,Stayed,0,0,Male,1,Fiber Optic,"37.654551, -119.822984",37.654551,-119.822984,1,90,0,0,3,Offer D,1,1,1,1,Bank Withdrawal,1,579,0,Q3,1,3,1,California,1,0,0,23,2024.1,0,725.19,0,2749.29,0,1,95318
-38,2,36.42,0,,,36,El Portal,3244,One Year,United States,0080-OROZO,Stayed,0,1,Female,1,Fiber Optic,"37.654551, -119.822984",37.654551,-119.822984,0,99.25,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,579,1,Q3,0,3,0,California,1,1,1,35,3532,0,1274.7,0,4806.7,0,1,95318
-19,82,27.24,0,,,54,El Portal,2177,Month-to-Month,United States,7299-GNVPL,Stayed,1,0,Female,1,Fiber Optic,"37.654551, -119.822984",37.654551,-119.822984,1,84.4,0,2,5,,1,1,0,1,Mailed Check,1,579,1,Q3,1,3,0,California,0,0,0,23,1936.85,0,626.52,0,2563.37,1,1,95318
-19,0,41.58,0,,,41,El Portal,4039,Two Year,United States,3120-FAZKD,Stayed,1,0,Male,0,,"37.654551, -119.822984",37.654551,-119.822984,1,24.05,1,2,7,Offer B,0,0,1,1,Bank Withdrawal,1,579,0,Q3,1,4,0,California,0,0,0,54,1230.9,0,2245.32,0,3476.22,1,0,95318
-77,18,9.13,0,,,22,Gustine,4599,One Year,United States,6383-ZTSIW,Stayed,0,0,Female,1,Fiber Optic,"37.147198, -121.120161",37.147198,-121.120161,1,99.1,0,0,6,,1,1,0,1,Mailed Check,1,7872,0,Q3,1,3,1,California,1,0,1,39,3877.95,0,356.07,0,4234.02,0,1,95322
-58,30,46.17,1,Competitor,Competitor offered higher download speeds,91,Gustine,2007,Month-to-Month,United States,4702-IOQDC,Churned,0,0,Female,1,Fiber Optic,"37.147198, -121.120161",37.147198,-121.120161,0,70.1,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,7872,0,Q3,0,3,0,California,0,0,0,1,70.1,0,46.17,0,116.27,0,1,95322
-60,20,5.06,0,,,61,Gustine,3945,Two Year,United States,8221-HVAYI,Stayed,0,1,Male,1,Cable,"37.147198, -121.120161",37.147198,-121.120161,1,69.15,1,0,0,Offer C,1,1,1,1,Credit Card,1,7872,1,Q3,0,3,0,California,0,0,0,35,2490.15,0,177.1,0,2667.25,0,1,95322
-27,0,3.41,0,,,43,Gustine,5432,Two Year,United States,9371-BITHB,Stayed,1,0,Female,0,,"37.147198, -121.120161",37.147198,-121.120161,1,19.85,0,1,1,Offer B,0,0,0,1,Mailed Check,1,7872,0,Q3,1,4,0,California,0,0,0,52,1070.5,0,177.32,0,1247.82,1,0,95322
-71,7,33.74,0,,,46,Le Grand,5700,Month-to-Month,United States,0118-JPNOY,Stayed,0,0,Female,1,Fiber Optic,"37.249377, -120.249581",37.249377,-120.249581,0,85.8,0,0,0,,0,1,1,0,Credit Card,1,3256,0,Q3,0,3,1,California,0,0,1,26,2193.65,0,877.24,0,3070.89,0,1,95333
-26,59,38.72,0,,,21,Le Grand,4812,One Year,United States,5370-IIVVL,Stayed,0,0,Male,1,Fiber Optic,"37.249377, -120.249581",37.249377,-120.249581,0,104.5,1,0,0,Offer C,1,0,1,0,Credit Card,1,3256,1,Q3,0,3,0,California,1,1,1,37,3778,0,1432.64,0,5210.64,1,1,95333
-42,10,7.61,0,,,24,Le Grand,5137,Two Year,United States,5485-ITNPC,Stayed,0,1,Male,1,DSL,"37.249377, -120.249581",37.249377,-120.249581,1,85.9,0,0,2,,1,1,1,1,Bank Withdrawal,1,3256,1,Q3,1,3,0,California,1,1,1,66,5595.3,0,502.26,0,6097.56,0,1,95333
-36,0,34.37,0,,,65,Le Grand,4422,One Year,United States,8327-WKMIE,Stayed,0,0,Male,0,,"37.249377, -120.249581",37.249377,-120.249581,0,20.15,0,0,0,,0,0,0,0,Credit Card,1,3256,0,Q3,0,5,0,California,0,0,0,37,785.75,0,1271.69,0,2057.44,0,0,95333
-70,22,0,0,,,61,Merced,4277,Two Year,United States,9000-PLFUZ,Stayed,0,0,Female,1,DSL,"37.255637, -120.493537",37.255637,-120.493537,1,49.45,0,0,3,,1,0,1,1,Credit Card,0,59289,0,Q3,1,3,1,California,1,0,1,60,2907.55,40,0,0,2947.55,0,0,95340
-56,15,5.63,0,,,26,Merced,2228,Month-to-Month,United States,6077-BDPXA,Joined,0,0,Female,1,Fiber Optic,"37.255637, -120.493537",37.255637,-120.493537,0,70.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,59289,0,Q3,0,3,0,California,0,0,0,3,194.2,0,16.89,0,211.09,0,1,95340
-27,0,10.42,0,,,71,Merced,4907,Month-to-Month,United States,9512-PHSMG,Stayed,0,0,Female,0,,"37.255637, -120.493537",37.255637,-120.493537,1,20.55,0,0,2,,0,0,1,1,Credit Card,1,59289,0,Q3,1,3,0,California,0,0,0,10,252.75,0,104.2,0,356.95,1,0,95340
-61,24,21.19,0,,,66,Merced,3371,Month-to-Month,United States,6368-NWMCE,Stayed,0,0,Female,1,DSL,"37.255637, -120.493537",37.255637,-120.493537,0,68.15,1,0,0,,1,0,0,0,Credit Card,1,59289,1,Q3,0,3,0,California,1,1,0,38,2656.3,0,805.22,0,3461.52,0,1,95340
-75,26,16.15,0,,,21,Modesto,6492,Month-to-Month,United States,1658-XUHBX,Stayed,1,1,Female,1,Fiber Optic,"37.670526, -120.877572",37.670526,-120.877572,1,88.75,1,1,3,,0,0,1,1,Credit Card,1,13343,0,Q3,1,3,1,California,1,0,0,59,5348.65,0,952.85,0,6301.5,0,1,95357
-37,14,48.38,1,Competitor,Competitor offered higher download speeds,72,Modesto,3212,Month-to-Month,United States,9897-KXHCM,Churned,0,0,Female,1,Fiber Optic,"37.670526, -120.877572",37.670526,-120.877572,1,80.3,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,13343,0,Q3,1,1,0,California,1,1,0,3,250.05,0,145.14,0,395.19,0,1,95357
-25,0,5.98,0,,,20,Modesto,4690,One Year,United States,7244-KXYZN,Stayed,0,0,Female,0,,"37.670526, -120.877572",37.670526,-120.877572,0,20.45,0,0,0,,0,0,0,0,Credit Card,1,13343,0,Q3,0,4,0,California,0,0,0,24,527.35,0,143.52,0,670.87,1,0,95357
-20,73,8.01,0,,,65,Modesto,6026,One Year,United States,0103-CSITQ,Stayed,0,1,Female,1,Fiber Optic,"37.670526, -120.877572",37.670526,-120.877572,1,109.4,1,0,10,Offer B,1,0,1,1,Bank Withdrawal,1,13343,1,Q3,1,5,0,California,1,1,1,57,6252.7,0,456.57,0,6709.27,1,1,95357
-78,19,26.19,0,,,35,Newman,5527,Month-to-Month,United States,2378-HTWFW,Stayed,0,0,Male,1,Fiber Optic,"37.343846, -121.039391",37.343846,-121.039391,0,91,1,0,0,,0,1,0,0,Credit Card,1,8504,0,Q3,0,3,1,California,1,0,0,35,3180.5,40,916.65,0,4137.15,0,0,95360
-53,24,11.81,1,Price,Long distance charges,68,Newman,2266,Month-to-Month,United States,2672-HUYVI,Churned,0,0,Female,1,Fiber Optic,"37.343846, -121.039391",37.343846,-121.039391,0,91.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,8504,0,Q3,0,2,0,California,1,1,1,6,455.3,0,70.86,0,526.16,0,1,95360
-26,0,32.28,0,,,66,Newman,4811,One Year,United States,0784-GTUUK,Stayed,0,0,Male,0,,"37.343846, -121.039391",37.343846,-121.039391,1,23.75,1,0,6,,0,0,1,1,Credit Card,1,8504,0,Q3,1,4,0,California,0,0,0,62,1446.8,0,2001.36,0,3448.16,1,0,95360
-50,30,0,0,,,27,Newman,5565,Month-to-Month,United States,8671-KKKOS,Stayed,0,0,Female,1,DSL,"37.343846, -121.039391",37.343846,-121.039391,1,45.55,0,0,3,Offer B,1,1,0,1,Bank Withdrawal,0,8504,0,Q3,1,4,0,California,0,0,1,46,2062.15,0,0,0,2062.15,0,1,95360
-68,0,23.94,0,,,28,Ripon,5548,Two Year,United States,3719-TDVQB,Stayed,0,0,Female,0,,"37.750778, -121.13238",37.750778,-121.13238,1,18.95,0,0,3,,0,0,1,1,Mailed Check,1,12646,0,Q3,1,4,1,California,0,0,0,54,1031.1,0,1292.76,0,2323.86,0,0,95366
-30,51,25.74,0,,,25,Ripon,4226,Two Year,United States,9091-WTUUY,Stayed,0,1,Male,1,DSL,"37.750778, -121.13238",37.750778,-121.13238,1,69.25,0,0,4,,0,1,0,1,Mailed Check,1,12646,1,Q3,1,4,0,California,0,0,1,64,4447.75,0,1647.36,0,6095.11,0,1,95366
-25,0,14.78,0,,,78,Ripon,5113,Two Year,United States,8347-GDTMP,Stayed,0,0,Female,0,,"37.750778, -121.13238",37.750778,-121.13238,1,19.45,0,0,4,,0,0,0,1,Credit Card,1,12646,0,Q3,1,3,0,California,0,0,0,64,1225.65,0,945.92,0,2171.57,1,0,95366
-34,5,30.06,0,,,78,Ripon,2070,Month-to-Month,United States,4860-IJUDE,Stayed,0,0,Male,1,Fiber Optic,"37.750778, -121.13238",37.750778,-121.13238,0,73.75,0,0,0,,0,1,1,0,Credit Card,1,12646,0,Q3,0,3,0,California,0,0,0,13,956.65,0,390.78,0,1347.43,0,1,95366
-68,20,10.45,0,,,69,Salida,4861,Two Year,United States,0201-MIBOL,Stayed,0,0,Female,1,Fiber Optic,"37.713152, -121.08739",37.713152,-121.08739,0,102.4,1,0,0,,0,1,1,0,Bank Withdrawal,1,12466,0,Q3,0,3,1,California,1,1,1,66,6471.85,0,689.7,0,7161.55,0,1,95368
-47,6,14.9,1,Other,Don't know,73,Salida,3706,Month-to-Month,United States,3165-HDOEW,Churned,0,0,Male,1,DSL,"37.713152, -121.08739",37.713152,-121.08739,1,45.85,0,0,1,,0,0,1,1,Credit Card,1,12466,0,Q3,1,2,0,California,0,0,0,1,45.85,0,14.9,0,60.75,0,1,95368
-62,0,26.54,0,,,41,Salida,4431,One Year,United States,6746-WAUWT,Stayed,0,0,Male,0,,"37.713152, -121.08739",37.713152,-121.08739,0,19.7,0,0,0,,0,0,1,0,Credit Card,1,12466,0,Q3,0,4,0,California,0,0,0,19,386.5,0,504.26,0,890.76,0,0,95368
-35,24,32.83,0,,,59,Salida,4112,Month-to-Month,United States,9688-YGXVR,Stayed,0,1,Female,1,Fiber Optic,"37.713152, -121.08739",37.713152,-121.08739,0,88.15,0,0,0,Offer B,1,0,1,0,Credit Card,1,12466,0,Q3,0,4,0,California,0,0,1,44,3973.2,0,1444.52,0,5417.72,0,1,95368
-73,5,35.16,0,,,30,Middletown,4991,Month-to-Month,United States,5188-HGMLP,Stayed,0,0,Male,1,Fiber Optic,"38.787446, -122.58675",38.787446,-122.58675,1,74,1,0,10,,0,0,0,1,Bank Withdrawal,1,7789,0,Q3,1,5,1,California,0,0,0,54,3919.15,0,1898.64,0,5817.79,0,1,95461
-55,29,42.19,0,,,36,Middletown,2438,Month-to-Month,United States,6260-ONULR,Joined,0,0,Male,1,Cable,"38.787446, -122.58675",38.787446,-122.58675,0,62.8,0,0,0,,0,0,1,0,Credit Card,1,7789,0,Q3,0,5,0,California,1,1,1,1,62.8,0,42.19,0,104.99,0,1,95461
-48,0,8.25,0,,,29,Middletown,3713,Month-to-Month,United States,0208-BPQEJ,Stayed,1,0,Female,0,,"38.787446, -122.58675",38.787446,-122.58675,1,19.4,0,1,0,Offer D,0,0,0,1,Bank Withdrawal,1,7789,0,Q3,0,3,0,California,0,0,0,12,198.1,0,99,0,297.1,0,0,95461
-33,53,41.14,0,,,49,Middletown,5475,Two Year,United States,7569-NMZYQ,Stayed,1,1,Female,1,Fiber Optic,"38.787446, -122.58675",38.787446,-122.58675,1,118.75,1,3,1,,1,1,1,1,Bank Withdrawal,1,7789,1,Q3,1,4,0,California,1,1,1,72,8672.45,0,2962.08,0,11634.53,0,1,95461
-73,14,8.3,0,,,25,Witter Springs,4887,One Year,United States,4476-OSWTN,Stayed,0,1,Male,1,Fiber Optic,"39.222323, -122.985488",39.222323,-122.985488,1,110.55,1,0,2,,0,1,1,1,Mailed Check,1,240,1,Q3,1,3,1,California,1,0,1,69,7610.1,0,572.7,0,8182.8,0,1,95493
-41,30,24.83,1,Competitor,Competitor had better devices,84,Witter Springs,3200,Month-to-Month,United States,4566-QVRRW,Churned,0,0,Female,1,DSL,"39.222323, -122.985488",39.222323,-122.985488,1,44.05,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,240,0,Q3,1,1,0,California,0,0,0,11,483.7,0,273.13,0,756.83,0,1,95493
-45,18,33.78,0,,,61,Witter Springs,5969,One Year,United States,5815-HGGHV,Stayed,0,0,Male,1,DSL,"39.222323, -122.985488",39.222323,-122.985488,1,64.15,0,0,3,Offer D,0,1,1,1,Credit Card,1,240,1,Q3,1,4,0,California,1,1,0,20,1274.45,100,675.6,0,2050.05,0,0,95493
-33,25,0,0,,,35,Witter Springs,3610,Month-to-Month,United States,3594-KADLU,Joined,0,0,Male,1,Cable,"39.222323, -122.985488",39.222323,-122.985488,1,35.1,0,0,3,Offer E,0,1,0,1,Credit Card,0,240,1,Q3,1,3,0,California,0,0,0,3,101.1,0,0,0,101.1,0,1,95493
-72,14,41.11,0,,,63,Fields Landing,5755,One Year,United States,6726-WEXXK,Stayed,0,1,Male,1,Fiber Optic,"40.726949, -124.217378",40.726949,-124.217378,1,85.9,1,0,7,,0,1,1,1,Bank Withdrawal,1,228,0,Q3,1,3,1,California,0,0,0,27,2220.1,0,1109.97,0,3330.07,0,1,95537
-33,17,43.27,1,Competitor,Competitor offered more data,87,Fields Landing,5036,Month-to-Month,United States,4290-BSXUX,Churned,0,0,Male,1,Fiber Optic,"40.726949, -124.217378",40.726949,-124.217378,1,79.65,1,0,1,,0,0,1,1,Bank Withdrawal,1,228,1,Q3,1,1,0,California,0,0,0,3,251.75,0,129.81,0,381.56,0,1,95537
-32,0,2.52,0,,,63,Fields Landing,5359,Two Year,United States,5158-RIVOP,Stayed,1,0,Female,0,,"40.726949, -124.217378",40.726949,-124.217378,1,20.9,0,1,3,Offer D,0,0,0,1,Credit Card,1,228,0,Q3,1,5,0,California,0,0,0,11,202.3,0,27.72,0,230.02,0,0,95537
-34,19,14.98,0,,,23,Fields Landing,6251,Two Year,United States,7663-CUXZB,Stayed,0,1,Male,1,Fiber Optic,"40.726949, -124.217378",40.726949,-124.217378,1,113.75,1,0,9,Offer B,1,1,0,1,Bank Withdrawal,1,228,1,Q3,1,3,0,California,1,1,1,59,6561.25,0,883.82,0,7445.07,0,1,95537
-72,21,0,0,,,39,Redcrest,2166,One Year,United States,4023-RTIQM,Stayed,0,1,Female,1,DSL,"40.363446, -123.835041",40.363446,-123.835041,1,50.4,0,0,10,Offer C,1,1,1,1,Credit Card,0,400,0,Q3,1,3,1,California,1,0,0,31,1580.1,0,0,0,1580.1,0,1,95569
-64,8,0,0,,,30,Redcrest,4740,Two Year,United States,1371-DWPAZ,Stayed,0,1,Female,1,DSL,"40.363446, -123.835041",40.363446,-123.835041,1,56.05,0,0,2,,1,1,0,1,Credit Card,0,400,1,Q3,1,4,0,California,0,0,1,10,560.5,0,0,0,560.5,0,1,95569
-35,6,0,0,,,39,Redcrest,3215,Month-to-Month,United States,4177-JPDFU,Stayed,0,0,Male,1,Cable,"40.363446, -123.835041",40.363446,-123.835041,0,34,0,0,0,Offer D,1,0,0,0,Credit Card,0,400,1,Q3,0,3,0,California,0,0,0,12,442.45,0,0,0,442.45,0,1,95569
-28,59,33.95,0,,,29,Redcrest,5530,Month-to-Month,United States,5701-ZIKJE,Stayed,0,0,Male,1,DSL,"40.363446, -123.835041",40.363446,-123.835041,0,50.55,0,0,0,Offer D,0,0,1,0,Credit Card,1,400,1,Q3,0,5,0,California,0,1,0,13,610.75,0,441.35,0,1052.1,1,1,95569
-76,4,0,0,,,56,Citrus Heights,4691,Month-to-Month,United States,8904-OPDCK,Stayed,0,0,Male,1,DSL,"38.69549, -121.307864",38.69549,-121.307864,1,24.95,0,0,4,Offer B,0,0,1,1,Bank Withdrawal,0,41636,0,Q3,1,3,1,California,0,0,0,54,1364.75,0,0,0,1364.75,0,1,95621
-47,16,43.29,0,,,42,Citrus Heights,6434,Two Year,United States,3084-DOWLE,Stayed,0,1,Female,1,DSL,"38.69549, -121.307864",38.69549,-121.307864,1,92,1,0,8,Offer A,1,1,0,1,Bank Withdrawal,1,41636,1,Q3,1,3,0,California,1,1,1,72,6474.4,110,3116.88,0,9701.28,0,0,95621
-21,73,42.37,0,,,21,Citrus Heights,5020,Two Year,United States,1498-NHTLT,Stayed,1,1,Male,1,Cable,"38.69549, -121.307864",38.69549,-121.307864,1,86.75,0,3,4,Offer B,1,1,1,1,Bank Withdrawal,1,41636,1,Q3,1,3,0,California,1,1,1,59,5186,150,2499.83,0,7835.83,1,0,95621
-49,0,48.03,0,,,68,Citrus Heights,4137,Month-to-Month,United States,5537-UXXVS,Stayed,0,0,Female,0,,"38.69549, -121.307864",38.69549,-121.307864,1,19.25,0,0,0,Offer D,0,0,0,1,Bank Withdrawal,1,41636,0,Q3,0,3,0,California,0,0,0,20,375.25,0,960.6,0,1335.85,0,0,95621
-65,11,34.23,0,,,49,Somerset,4143,Two Year,United States,6734-FQAJX,Stayed,0,0,Male,1,Fiber Optic,"38.606703, -120.586659",38.606703,-120.586659,0,105.05,0,0,0,,1,1,1,0,Bank Withdrawal,1,2958,1,Q3,0,4,1,California,1,1,1,67,7171.7,0,2293.41,0,9465.11,0,1,95684
-35,19,19.53,0,,,36,Somerset,4603,Two Year,United States,1830-GGFNM,Stayed,1,1,Male,1,Fiber Optic,"38.606703, -120.586659",38.606703,-120.586659,1,94.55,1,2,6,Offer B,1,1,0,1,Credit Card,1,2958,1,Q3,1,4,0,California,0,0,0,65,6078.75,0,1269.45,0,7348.2,0,1,95684
-34,21,13.62,0,,,30,Somerset,2614,Month-to-Month,United States,5133-POWUA,Joined,0,0,Male,1,Cable,"38.606703, -120.586659",38.606703,-120.586659,0,45.8,0,0,0,,0,0,1,0,Credit Card,1,2958,0,Q3,0,5,0,California,0,0,0,1,45.8,0,13.62,0,59.42,0,1,95684
-59,15,42.08,0,,,60,Somerset,5461,One Year,United States,9356-AXGMP,Stayed,0,1,Male,1,Fiber Optic,"38.606703, -120.586659",38.606703,-120.586659,1,110.7,1,0,9,Offer C,0,1,1,1,Bank Withdrawal,1,2958,1,Q3,1,3,0,California,1,1,1,38,4428.6,0,1599.04,0,6027.64,0,1,95684
-76,7,8.59,0,,,69,Woodland,4073,Month-to-Month,United States,2378-VTKDH,Stayed,0,1,Male,1,Fiber Optic,"38.71967, -121.862416",38.71967,-121.862416,1,104.35,1,0,9,Offer B,1,0,1,1,Bank Withdrawal,1,38547,0,Q3,1,5,1,California,1,0,1,65,6578.55,0,558.35,0,7136.9,0,1,95695
-44,22,17.18,1,Attitude,Attitude of support person,95,Woodland,4110,Month-to-Month,United States,4250-FDVOU,Churned,0,0,Female,1,DSL,"38.71967, -121.862416",38.71967,-121.862416,0,56.25,0,0,0,Offer E,1,1,0,0,Bank Withdrawal,1,38547,0,Q3,0,1,0,California,0,0,0,6,389.1,0,103.08,0,492.18,0,1,95695
-32,0,9.19,0,,,21,Woodland,3396,One Year,United States,7560-QRBXH,Stayed,0,0,Female,0,,"38.71967, -121.862416",38.71967,-121.862416,0,19.95,0,0,0,,0,0,0,0,Mailed Check,1,38547,0,Q3,0,3,0,California,0,0,0,48,936.7,0,441.12,0,1377.82,0,0,95695
-40,2,0,0,,,73,Woodland,2653,Two Year,United States,6119-SPUDB,Stayed,0,1,Male,1,DSL,"38.71967, -121.862416",38.71967,-121.862416,0,38.25,0,0,0,Offer B,0,1,0,0,Credit Card,0,38547,1,Q3,0,3,0,California,0,0,0,46,1755.35,0,0,0,1755.35,0,1,95695
-71,18,15.62,0,,,29,Sacramento,5428,One Year,United States,6121-TNHBO,Stayed,0,1,Female,1,DSL,"38.512569, -121.495184",38.512569,-121.495184,0,83,1,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,44683,1,Q3,0,3,1,California,0,0,1,63,5243.05,0,984.06,0,6227.11,0,1,95822
-20,0,24.64,0,,,72,Sacramento,4667,Month-to-Month,United States,8681-ICONS,Stayed,1,0,Male,0,,"38.512569, -121.495184",38.512569,-121.495184,1,20.65,0,1,5,,0,0,1,1,Mailed Check,1,44683,0,Q3,1,3,0,California,0,0,0,29,654.85,0,714.56,0,1369.41,1,0,95822
-36,0,12.62,0,,,41,Sacramento,6233,Two Year,United States,2817-LVCPP,Stayed,0,0,Female,0,,"38.512569, -121.495184",38.512569,-121.495184,0,19.4,0,0,0,,0,0,0,0,Credit Card,1,44683,0,Q3,0,5,0,California,0,0,0,50,1023.95,0,631,0,1654.95,0,0,95822
-42,0,32.88,0,,,56,Sacramento,4831,Two Year,United States,3646-ITDGM,Stayed,0,0,Female,0,,"38.512569, -121.495184",38.512569,-121.495184,0,19.7,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,44683,0,Q3,0,4,0,California,0,0,0,56,1051.9,0,1841.28,0,2893.18,0,0,95822
-70,24,34.99,0,,,74,Sacramento,5592,Month-to-Month,United States,5119-NZPTV,Joined,0,0,Male,1,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,1,70.1,0,0,9,Offer E,0,0,0,1,Bank Withdrawal,1,72199,0,Q3,1,4,1,California,0,0,0,2,141.65,0,69.98,0,211.63,0,1,95823
-62,22,23.96,1,Competitor,Competitor offered higher download speeds,75,Sacramento,2038,Month-to-Month,United States,8740-CRYFY,Churned,0,0,Male,1,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,0,78.95,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,72199,0,Q3,0,2,0,California,0,0,1,1,78.95,0,23.96,0,102.91,0,1,95823
-54,18,19.24,0,,,25,Sacramento,4505,Two Year,United States,1621-YNCJH,Stayed,0,1,Female,1,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,1,106.05,1,0,4,,1,1,1,1,Credit Card,1,72199,1,Q3,1,3,0,California,1,1,0,36,3834.4,50,692.64,0,4577.04,0,0,95823
-35,22,29,0,,,38,Sacramento,5411,Two Year,United States,5038-ETMLM,Stayed,0,1,Female,1,Fiber Optic,"38.475465, -121.443625",38.475465,-121.443625,1,113.65,1,0,10,Offer A,1,1,1,1,Bank Withdrawal,1,72199,1,Q3,1,3,0,California,1,1,1,72,8182.75,0,2088,0,10270.75,0,1,95823
-77,14,14.76,0,,,59,Sacramento,4503,Month-to-Month,United States,3865-ZYKAD,Stayed,0,0,Male,1,Fiber Optic,"38.494832, -121.529447",38.494832,-121.529447,1,84.9,1,0,7,,1,1,1,1,Credit Card,1,42832,0,Q3,1,3,1,California,0,0,0,69,5785.65,0,1018.44,0,6804.09,0,1,95831
-19,42,41.12,1,Competitor,Competitor had better devices,88,Sacramento,4494,Month-to-Month,United States,4763-PGDPO,Churned,0,0,Female,1,Fiber Optic,"38.494832, -121.529447",38.494832,-121.529447,0,70.4,0,0,0,,0,0,0,0,Bank Withdrawal,1,42832,0,Q3,0,1,0,California,0,1,0,4,281,70,164.48,0,515.48,1,0,95831
-60,4,21.88,1,Price,Long distance charges,74,Sacramento,5801,Month-to-Month,United States,4822-NGOCH,Churned,0,1,Female,1,Fiber Optic,"38.494832, -121.529447",38.494832,-121.529447,0,84.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,42832,0,Q3,0,2,0,California,0,0,0,13,1058.6,0,284.44,0,1343.04,0,1,95831
-55,0,47.46,0,,,20,Sacramento,2618,One Year,United States,1064-FBXNK,Joined,1,0,Male,0,,"38.494832, -121.529447",38.494832,-121.529447,1,19.85,0,1,5,,0,0,0,1,Credit Card,1,42832,0,Q3,1,3,0,California,0,0,0,1,19.85,0,47.46,0,67.31,0,0,95831
-77,10,3.27,0,,,31,Durham,4578,One Year,United States,4868-AADLV,Stayed,1,1,Male,1,Fiber Optic,"39.607831, -121.777959",39.607831,-121.777959,1,116.25,1,2,0,,1,1,1,1,Bank Withdrawal,1,3524,1,Q3,0,3,1,California,1,0,1,66,7862.25,0,215.82,0,8078.07,0,1,95938
-41,28,31.09,0,,,48,Durham,5123,Month-to-Month,United States,4472-VESGY,Stayed,1,1,Female,1,Fiber Optic,"39.607831, -121.777959",39.607831,-121.777959,1,98.15,1,1,6,,1,1,0,1,Bank Withdrawal,1,3524,0,Q3,1,4,0,California,1,1,0,52,4993.4,0,1616.68,0,6610.08,0,1,95938
-55,13,24.12,0,,,50,Durham,2919,Month-to-Month,United States,8903-WMRNW,Stayed,0,1,Female,1,Fiber Optic,"39.607831, -121.777959",39.607831,-121.777959,1,101.75,0,0,8,,0,1,0,1,Bank Withdrawal,1,3524,0,Q3,1,3,0,California,1,1,1,15,1669.4,0,361.8,0,2031.2,0,1,95938
-46,0,19.05,0,,,49,Durham,3196,Month-to-Month,United States,4182-BGSIQ,Stayed,1,0,Female,0,,"39.607831, -121.777959",39.607831,-121.777959,1,19.8,0,1,6,Offer D,0,0,1,1,Bank Withdrawal,1,3524,0,Q3,1,3,0,California,0,0,0,10,196.75,0,190.5,0,387.25,0,0,95938
-67,4,17.71,0,,,59,Paradise,4086,Two Year,United States,3518-FSTWG,Stayed,0,1,Male,1,Fiber Optic,"39.69676, -121.644379",39.69676,-121.644379,1,109.55,1,0,1,,1,1,1,1,Bank Withdrawal,1,28318,0,Q3,1,3,1,California,1,1,1,72,7920.7,0,1275.12,0,9195.82,0,1,95969
-42,14,13.04,0,,,37,Paradise,5042,One Year,United States,9207-ZPANB,Stayed,0,1,Male,1,DSL,"39.69676, -121.644379",39.69676,-121.644379,0,67.45,1,0,0,Offer C,1,1,0,0,Bank Withdrawal,1,28318,1,Q3,0,3,0,California,0,0,0,37,2443.3,0,482.48,0,2925.78,0,1,95969
-33,0,1.64,0,,,77,Paradise,2185,One Year,United States,9766-HGEDE,Stayed,0,0,Female,0,,"39.69676, -121.644379",39.69676,-121.644379,1,19.35,0,0,3,Offer D,0,0,0,1,Mailed Check,1,28318,0,Q3,1,5,0,California,0,0,0,17,307,0,27.88,10.57,324.31,0,0,95969
-35,16,11.46,0,,,59,Paradise,5357,Month-to-Month,United States,0921-OHLVP,Stayed,0,0,Male,1,Fiber Optic,"39.69676, -121.644379",39.69676,-121.644379,0,83.05,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,28318,0,Q3,0,4,0,California,1,1,0,22,1799.3,0,252.12,0,2051.42,0,1,95969
-76,7,0,0,,,48,Hyampom,5089,One Year,United States,0230-UBYPQ,Stayed,0,0,Male,1,DSL,"40.648024, -123.465088",40.648024,-123.465088,1,36.1,0,0,2,Offer B,0,1,0,1,Bank Withdrawal,0,268,1,Q3,1,3,1,California,0,0,0,63,2298.9,0,0,0,2298.9,0,1,96046
-36,0,23.56,0,,,34,Hyampom,4818,One Year,United States,5312-TSZVC,Stayed,0,0,Female,0,,"40.648024, -123.465088",40.648024,-123.465088,0,19.65,0,0,0,,0,0,0,0,Credit Card,1,268,0,Q3,0,5,0,California,0,0,0,15,270.6,0,353.4,0,624,0,0,96046
-44,0,47.19,0,,,46,Hyampom,4476,Month-to-Month,United States,0750-EKNGL,Stayed,0,0,Male,0,,"40.648024, -123.465088",40.648024,-123.465088,0,20.75,0,0,0,Offer E,0,0,0,0,Mailed Check,1,268,0,Q3,0,5,0,California,0,0,0,7,141.1,0,330.33,0,471.43,0,0,96046
-33,21,28.72,0,,,59,Hyampom,5841,Month-to-Month,United States,7869-ZYDST,Stayed,0,0,Male,1,Cable,"40.648024, -123.465088",40.648024,-123.465088,1,59.05,1,0,0,,0,0,1,1,Credit Card,1,268,0,Q3,0,5,0,California,0,0,1,31,1882.8,0,890.32,0,2773.12,0,1,96046
-67,15,24.35,0,,,73,Klamath River,4174,Month-to-Month,United States,1104-TNLZA,Stayed,0,0,Male,1,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,1,105.8,1,0,8,Offer C,1,0,1,1,Bank Withdrawal,1,482,1,Q3,1,3,1,California,1,1,1,28,2998,0,681.8,0,3679.8,0,1,96050
-38,8,5.4,1,Competitor,Competitor had better devices,91,Klamath River,5160,One Year,United States,9254-RBFON,Churned,0,1,Female,1,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,1,98.6,0,0,1,Offer D,0,0,0,1,Bank Withdrawal,1,482,1,Q3,1,2,0,California,1,1,1,17,1704.95,0,91.8,0,1796.75,0,1,96050
-53,24,12.75,1,Price,Price too high,73,Klamath River,3975,Month-to-Month,United States,5519-NPHVG,Churned,0,0,Female,1,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,0,94.2,1,0,0,,0,0,1,0,Bank Withdrawal,1,482,0,Q3,0,3,0,California,1,1,1,12,1046.1,120,153,7.39,1311.71,0,0,96050
-31,5,21.91,0,,,71,Klamath River,2085,Month-to-Month,United States,2305-MRGLV,Stayed,0,0,Male,1,Fiber Optic,"41.816595, -122.948287",41.816595,-122.948287,1,76.55,0,0,10,,0,0,0,1,Bank Withdrawal,1,482,1,Q3,1,3,0,California,0,0,0,28,2065.4,0,613.48,0,2678.88,0,1,96050
-72,28,34.58,0,,,58,Lakehead,4766,One Year,United States,5195-KPUNQ,Stayed,0,0,Female,1,Fiber Optic,"40.883853, -122.418258",40.883853,-122.418258,0,96.75,0,0,0,Offer B,1,1,1,0,Credit Card,1,1236,1,Q3,0,4,1,California,1,1,0,53,5206.55,0,1832.74,0,7039.29,0,1,96051
-54,22,2.24,1,Other,Moved,91,Lakehead,4661,Month-to-Month,United States,1205-WNWPJ,Churned,0,0,Female,1,DSL,"40.883853, -122.418258",40.883853,-122.418258,0,59.5,0,0,0,Offer E,0,0,1,0,Credit Card,1,1236,1,Q3,0,3,0,California,0,0,1,7,415.95,0,15.68,0,431.63,0,1,96051
-48,0,10.67,0,,,36,Lakehead,6002,Two Year,United States,8043-PNYSD,Stayed,1,0,Male,0,,"40.883853, -122.418258",40.883853,-122.418258,1,19.55,0,2,4,Offer B,0,0,0,1,Mailed Check,1,1236,0,Q3,1,5,0,California,0,0,0,63,1245.6,0,672.21,0,1917.81,0,0,96051
-52,15,0,0,,,57,Lakehead,4165,Two Year,United States,8404-VIOMB,Stayed,0,1,Female,1,DSL,"40.883853, -122.418258",40.883853,-122.418258,0,62.5,0,0,0,,1,1,1,0,Bank Withdrawal,0,1236,1,Q3,0,4,0,California,1,1,1,66,4136.4,0,0,0,4136.4,0,1,96051
-66,4,40,0,,,48,Davis Creek,2893,Month-to-Month,United States,6969-MVBAI,Stayed,0,1,Female,1,Fiber Optic,"41.750354, -120.403885",41.750354,-120.403885,0,90.1,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,104,0,Q3,0,5,1,California,0,0,1,9,816.8,0,360,0,1176.8,0,1,96108
-31,3,7.94,0,,,21,Davis Creek,5354,Month-to-Month,United States,4132-KALRO,Stayed,0,0,Female,1,Fiber Optic,"41.750354, -120.403885",41.750354,-120.403885,0,100.85,1,0,0,Offer E,0,0,1,0,Credit Card,1,104,1,Q3,0,4,0,California,1,1,1,4,399.25,10,31.76,0,441.01,0,0,96108
-27,30,26.7,0,,,53,Davis Creek,5381,Month-to-Month,United States,7839-NUIAA,Stayed,1,0,Female,1,DSL,"41.750354, -120.403885",41.750354,-120.403885,1,59.8,1,1,1,Offer B,1,1,0,1,Bank Withdrawal,1,104,0,Q3,1,3,0,California,0,0,0,61,3641.5,100,1628.7,0,5370.2,1,0,96108
-76,3,27.74,0,,,32,Tahoma,4319,Two Year,United States,4909-JOUPP,Stayed,0,1,Male,1,Fiber Optic,"39.061227, -120.179546",39.061227,-120.179546,1,109.7,1,0,5,,1,0,0,1,Credit Card,1,1291,1,Q3,1,4,1,California,1,1,1,72,7898.45,0,1997.28,0,9895.73,0,1,96142
-20,59,0,1,Price,Long distance charges,86,Tahoma,4630,Month-to-Month,United States,3669-LVWZB,Churned,0,0,Male,1,DSL,"39.061227, -120.179546",39.061227,-120.179546,0,51,0,0,0,,1,0,1,0,Mailed Check,0,1291,0,Q3,0,2,0,California,1,1,1,5,305.95,0,0,0,305.95,1,1,96142
-25,52,9.84,0,,,59,Tahoma,3363,Two Year,United States,9194-GFVOI,Stayed,0,1,Female,1,DSL,"39.061227, -120.179546",39.061227,-120.179546,1,84.35,1,0,4,,0,1,0,1,Credit Card,1,1291,1,Q3,1,4,0,California,1,1,1,42,3571.6,0,413.28,0,3984.88,1,1,96142
-72,28,47.4,0,,,62,Los Angeles,4999,Two Year,United States,6437-UDQJM,Stayed,0,1,Female,1,DSL,"34.017697, -118.200577",34.017697,-118.200577,1,84.1,1,0,5,,1,1,1,1,Credit Card,1,47487,0,Q3,1,3,1,California,1,1,1,72,6129.65,0,3412.8,0,9542.45,0,1,90023
-41,10,5.01,1,Price,Extra data charges,96,Los Angeles,4963,Month-to-Month,United States,9158-VCTQB,Churned,0,1,Female,1,Fiber Optic,"34.017697, -118.200577",34.017697,-118.200577,1,113.6,1,0,1,,1,1,1,1,Bank Withdrawal,1,47487,1,Q3,1,1,0,California,1,1,1,41,4594.95,0,205.41,0,4800.36,0,1,90023
-19,53,6.91,1,Dissatisfaction,Limited range of services,87,Los Angeles,2330,Month-to-Month,United States,0697-ZMSWS,Churned,0,0,Male,1,Fiber Optic,"34.017697, -118.200577",34.017697,-118.200577,0,85.65,1,0,0,,0,0,1,0,Bank Withdrawal,1,47487,0,Q3,0,1,0,California,1,1,0,4,338.9,0,27.64,0,366.54,1,1,90023
-45,0,11.04,0,,,77,Los Angeles,5279,One Year,United States,1680-VDCWW,Stayed,0,0,Male,0,,"34.017697, -118.200577",34.017697,-118.200577,1,19.8,0,0,10,Offer D,0,0,0,1,Bank Withdrawal,1,47487,0,Q3,1,4,0,California,0,0,0,12,202.25,0,132.48,0,334.73,0,0,90023
-19,0,25.84,0,,,48,Los Angeles,4654,One Year,United States,6527-PZFPV,Stayed,1,0,Male,0,,"34.017697, -118.200577",34.017697,-118.200577,1,20.8,0,2,6,Offer C,0,0,1,1,Credit Card,1,47487,0,Q3,1,5,0,California,0,0,0,24,469.65,0,620.16,0,1089.81,1,0,90023
-80,17,39.51,0,,,57,Los Angeles,3711,Month-to-Month,United States,3411-WLRSQ,Joined,0,0,Female,1,Fiber Optic,"34.088017, -118.327168",34.088017,-118.327168,1,74.6,0,0,3,Offer E,1,0,1,1,Bank Withdrawal,1,32562,0,Q3,1,5,1,California,0,0,0,3,239.05,30,118.53,0,387.58,0,0,90038
-57,12,14.99,1,Competitor,Competitor offered higher download speeds,82,Los Angeles,5902,One Year,United States,1502-XFCVR,Churned,0,1,Female,1,Fiber Optic,"34.088017, -118.327168",34.088017,-118.327168,0,106.45,0,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,32562,0,Q3,0,1,0,California,1,1,1,58,6145.85,0,869.42,0,7015.27,0,1,90038
-60,26,23.66,0,,,79,Los Angeles,5915,Two Year,United States,6234-RAAPL,Stayed,0,0,Female,1,Fiber Optic,"34.088017, -118.327168",34.088017,-118.327168,1,99.9,1,0,7,,1,1,0,1,Bank Withdrawal,1,32562,1,Q3,1,4,0,California,0,0,1,72,7251.7,0,1703.52,0,8955.22,0,1,90038
-54,0,45.15,0,,,65,Los Angeles,3277,One Year,United States,8332-OSJDW,Stayed,0,0,Male,0,,"34.088017, -118.327168",34.088017,-118.327168,1,26.4,1,0,5,,0,0,0,1,Mailed Check,1,32562,0,Q3,1,4,0,California,0,0,0,12,314.95,0,541.8,0,856.75,0,0,90038
-49,22,43.51,0,,,44,Los Angeles,5436,Two Year,United States,8690-ZVLCL,Stayed,1,1,Female,1,DSL,"34.088017, -118.327168",34.088017,-118.327168,1,88,1,1,10,,1,1,0,1,Credit Card,1,32562,1,Q3,1,3,0,California,1,1,1,68,6161.9,40,2958.68,0,9160.58,0,0,90038
-78,7,31.64,0,,,63,Los Angeles,3484,Month-to-Month,United States,3588-WSTTJ,Stayed,0,0,Female,1,Fiber Optic,"34.102084, -118.451629",34.102084,-118.451629,0,99.05,1,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,10470,0,Q3,0,4,1,California,1,1,1,35,3554.6,0,1107.4,0,4662,0,1,90077
-27,52,42.88,0,,,35,Los Angeles,6292,Month-to-Month,United States,1215-FIGMP,Stayed,0,0,Male,1,Fiber Optic,"34.102084, -118.451629",34.102084,-118.451629,0,89.9,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,10470,0,Q3,0,3,0,California,0,0,1,60,5450.7,0,2572.8,0,8023.5,1,1,90077
-39,3,44.65,0,,,49,Los Angeles,4729,Month-to-Month,United States,1702-CCFNJ,Stayed,0,0,Male,1,Cable,"34.102084, -118.451629",34.102084,-118.451629,1,61.35,1,0,3,,1,0,0,1,Bank Withdrawal,1,10470,1,Q3,1,3,0,California,0,0,0,52,3169.55,0,2321.8,0,5491.35,0,1,90077
-25,0,34.68,0,,,21,Los Angeles,5596,Two Year,United States,3865-ZFZIB,Stayed,0,0,Male,0,,"34.102084, -118.451629",34.102084,-118.451629,0,19.65,0,0,0,Offer D,0,0,0,0,Credit Card,1,10470,0,Q3,0,5,0,California,0,0,0,19,358.15,0,658.92,0,1017.07,1,0,90077
-59,17,0,0,,,80,Los Angeles,2954,One Year,United States,2073-QBVBI,Stayed,0,0,Female,1,Cable,"34.102084, -118.451629",34.102084,-118.451629,1,35.45,0,0,10,,1,0,0,1,Credit Card,0,10470,1,Q3,1,4,0,California,0,0,0,41,1391.65,0,0,0,1391.65,0,1,90077
-67,20,38.47,0,,,21,Whittier,4126,One Year,United States,5481-NTDOH,Stayed,0,1,Female,1,Fiber Optic,"33.945318, -117.992066",33.945318,-117.992066,1,107.05,1,0,8,,0,1,1,1,Credit Card,1,19109,0,Q3,1,3,1,California,1,0,1,67,7142.5,0,2577.49,0,9719.99,0,1,90603
-37,16,25.51,1,Competitor,Competitor had better devices,81,Whittier,5928,One Year,United States,4628-WQCQQ,Churned,0,1,Male,1,Fiber Optic,"33.945318, -117.992066",33.945318,-117.992066,0,85.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,19109,0,Q3,0,1,0,California,0,0,1,35,3030.6,0,892.85,0,3923.45,0,1,90603
-48,30,0,0,,,35,Whittier,4850,Two Year,United States,5256-SKJGO,Stayed,0,0,Female,1,DSL,"33.945318, -117.992066",33.945318,-117.992066,1,54.6,0,0,1,,1,0,1,1,Bank Withdrawal,0,19109,1,Q3,1,4,0,California,1,1,1,64,3423.5,0,0,0,3423.5,0,1,90603
-37,0,20.96,0,,,31,Whittier,2269,One Year,United States,8763-KIAFH,Stayed,0,0,Female,0,,"33.945318, -117.992066",33.945318,-117.992066,1,20.55,0,0,10,,0,0,1,1,Credit Card,1,19109,0,Q3,1,4,0,California,0,0,0,27,583.3,0,565.92,0,1149.22,0,0,90603
-35,29,49.9,0,,,42,Whittier,6130,Month-to-Month,United States,4176-FXYBO,Stayed,0,1,Male,1,Fiber Optic,"33.945318, -117.992066",33.945318,-117.992066,1,109.55,1,0,9,Offer B,1,1,0,1,Bank Withdrawal,1,19109,0,Q3,1,4,0,California,1,1,1,54,6118.95,0,2694.6,0,8813.55,0,1,90603
-65,14,22.38,0,,,23,Carson,4180,Month-to-Month,United States,1754-GKYPY,Stayed,0,0,Male,1,Fiber Optic,"33.859171, -118.252272",33.859171,-118.252272,1,89.75,0,0,8,,0,0,1,1,Bank Withdrawal,1,25566,0,Q3,1,3,1,California,1,1,1,22,1938.9,0,492.36,0,2431.26,0,1,90746
-52,6,27.88,0,,,30,Carson,4320,One Year,United States,6440-DKQGE,Stayed,0,1,Male,1,Cable,"33.859171, -118.252272",33.859171,-118.252272,0,64.5,0,0,0,Offer C,1,0,0,0,Credit Card,1,25566,0,Q3,0,5,0,California,0,0,1,30,1929.95,0,836.4,0,2766.35,0,0,90746
-54,27,15.9,0,,,39,Carson,5913,Month-to-Month,United States,6650-VJONK,Joined,0,0,Male,1,Cable,"33.859171, -118.252272",33.859171,-118.252272,0,43.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,25566,0,Q3,0,4,0,California,0,0,0,1,43.85,10,15.9,0,69.75,0,0,90746
-61,13,13.63,0,,,75,Carson,3256,Month-to-Month,United States,8950-MTZNV,Joined,0,0,Male,1,DSL,"33.859171, -118.252272",33.859171,-118.252272,0,44.95,0,0,0,Offer E,0,0,1,0,Mailed Check,1,25566,0,Q3,0,5,0,California,0,0,0,1,44.95,0,13.63,0,58.58,0,1,90746
-59,0,25.54,0,,,30,Carson,4329,Two Year,United States,1328-EUZHC,Stayed,0,0,Female,0,,"33.859171, -118.252272",33.859171,-118.252272,1,20.1,0,0,4,,0,0,0,1,Credit Card,1,25566,0,Q3,1,4,0,California,0,0,0,18,370.5,0,459.72,0,830.22,0,0,90746
-76,10,2.21,0,,,68,Long Beach,4163,One Year,United States,1591-MQJTP,Stayed,0,1,Male,1,Fiber Optic,"33.783047, -118.1486",33.783047,-118.1486,1,93.65,1,0,7,Offer B,0,1,1,1,Bank Withdrawal,1,43467,0,Q3,1,4,1,California,1,0,0,51,4839.15,0,112.71,0,4951.86,0,1,90804
-32,28,20.52,1,Competitor,Competitor had better devices,94,Long Beach,2786,Month-to-Month,United States,3874-EQOEP,Churned,1,0,Male,1,Cable,"33.783047, -118.1486",33.783047,-118.1486,0,95,1,4,0,Offer E,0,0,0,0,Credit Card,1,43467,0,Q3,0,1,0,California,1,1,1,7,655.5,10,143.64,36.6,772.54,0,0,90804
-20,48,7.15,1,Dissatisfaction,Product dissatisfaction,89,Long Beach,3898,Month-to-Month,United States,7274-RTAPZ,Churned,0,0,Male,1,Fiber Optic,"33.783047, -118.1486",33.783047,-118.1486,0,90.55,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,43467,0,Q3,0,1,0,California,1,1,1,1,90.55,0,7.15,0,97.7,1,1,90804
-46,9,0,0,,,40,Long Beach,2751,Two Year,United States,2773-MADBQ,Stayed,0,1,Female,1,Cable,"33.783047, -118.1486",33.783047,-118.1486,0,53.1,0,0,0,,1,1,1,0,Credit Card,0,43467,1,Q3,0,3,0,California,1,1,0,36,1901.25,0,0,0,1901.25,0,1,90804
-53,18,3.2,0,,,33,Long Beach,2613,Month-to-Month,United States,9633-DENPU,Stayed,0,0,Female,1,Cable,"33.783047, -118.1486",33.783047,-118.1486,1,58.6,0,0,8,,1,0,1,1,Bank Withdrawal,1,43467,0,Q3,1,4,0,California,0,0,1,47,2723.4,0,150.4,0,2873.8,0,1,90804
-77,30,23.05,0,,,49,Granada Hills,6015,Month-to-Month,United States,2267-WTPYD,Stayed,0,1,Female,1,Fiber Optic,"34.291273, -118.505104",34.291273,-118.505104,1,94,1,0,1,,1,0,0,1,Credit Card,1,48867,0,Q3,1,5,1,California,1,0,0,57,5438.95,0,1313.85,0,6752.8,0,1,91344
-31,22,25.75,1,Attitude,Attitude of support person,90,Granada Hills,4718,Month-to-Month,United States,7517-SAWMO,Churned,0,0,Female,1,Fiber Optic,"34.291273, -118.505104",34.291273,-118.505104,1,73.2,0,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,48867,0,Q3,1,2,0,California,0,0,0,19,1441.1,0,489.25,0,1930.35,0,1,91344
-30,47,0,0,,,32,Granada Hills,4556,Two Year,United States,6348-SNFUS,Stayed,0,1,Male,1,Cable,"34.291273, -118.505104",34.291273,-118.505104,1,55.45,0,0,5,Offer A,1,1,1,1,Credit Card,0,48867,1,Q3,1,3,0,California,1,1,0,72,4179.2,0,0,0,4179.2,0,1,91344
-51,3,18.82,0,,,74,Granada Hills,2332,Month-to-Month,United States,3199-XGZCY,Stayed,0,0,Female,1,Fiber Optic,"34.291273, -118.505104",34.291273,-118.505104,0,75.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,48867,0,Q3,0,4,0,California,0,0,0,8,576.7,0,150.56,0,727.26,0,1,91344
-28,0,1.95,0,,,20,Granada Hills,4119,Month-to-Month,United States,4801-KFYKL,Stayed,1,0,Male,0,,"34.291273, -118.505104",34.291273,-118.505104,0,19.45,0,3,0,,0,0,0,0,Bank Withdrawal,1,48867,0,Q3,0,5,0,California,0,0,0,8,159.2,0,15.6,0,174.8,1,0,91344
-69,11,48.32,0,,,44,Encino,2893,Month-to-Month,United States,6229-LSCKB,Stayed,0,0,Male,1,Fiber Optic,"34.152875, -118.486056",34.152875,-118.486056,0,79.7,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,13129,0,Q3,0,5,1,California,0,0,1,6,497.6,0,289.92,0,787.52,0,1,91436
-22,52,29.15,0,,,30,Encino,5698,Two Year,United States,0945-TSONX,Stayed,0,0,Female,1,DSL,"34.152875, -118.486056",34.152875,-118.486056,1,85.3,1,0,6,Offer B,1,1,1,1,Credit Card,1,13129,1,Q3,1,3,0,California,1,1,1,47,4107.25,130,1370.05,0,5607.3,1,0,91436
-39,6,0,0,,,33,Encino,4512,Month-to-Month,United States,4524-QCSSM,Stayed,0,0,Male,1,DSL,"34.152875, -118.486056",34.152875,-118.486056,0,44.65,0,0,0,,1,1,1,0,Bank Withdrawal,0,13129,0,Q3,0,4,0,California,1,1,0,26,1156.55,0,0,0,1156.55,0,1,91436
-57,0,2.84,0,,,34,Encino,5270,One Year,United States,4318-RAJVY,Stayed,0,0,Female,0,,"34.152875, -118.486056",34.152875,-118.486056,0,19.8,0,0,0,,0,0,1,0,Credit Card,1,13129,0,Q3,0,3,0,California,0,0,0,10,198.25,0,28.4,0,226.65,0,0,91436
-25,71,37.52,0,,,34,Encino,4798,One Year,United States,3021-VLNRJ,Stayed,1,1,Female,1,DSL,"34.152875, -118.486056",34.152875,-118.486056,0,70.8,0,2,0,Offer B,0,1,1,0,Credit Card,1,13129,1,Q3,0,4,0,California,0,0,1,50,3478.15,0,1876,0,5354.15,1,1,91436
-71,6,40.38,0,,,56,Studio City,5715,Month-to-Month,United States,6127-IYJOZ,Joined,0,0,Male,1,DSL,"34.139082, -118.39275",34.139082,-118.39275,0,45.85,0,0,0,,0,0,1,0,Credit Card,1,26157,0,Q3,0,5,1,California,0,0,0,1,45.85,0,40.38,0,86.23,0,1,91604
-42,23,16.78,0,,,73,Studio City,4283,Month-to-Month,United States,9903-LYSAB,Stayed,0,0,Male,1,Fiber Optic,"34.139082, -118.39275",34.139082,-118.39275,1,73.15,1,0,5,Offer D,0,0,1,1,Bank Withdrawal,1,26157,0,Q3,1,4,0,California,0,0,0,18,1305.95,0,302.04,0,1607.99,0,1,91604
-63,12,0,0,,,55,Studio City,3448,Month-to-Month,United States,8069-YQQAJ,Stayed,0,0,Male,1,Cable,"34.139082, -118.39275",34.139082,-118.39275,0,31.1,0,0,0,Offer D,1,0,1,0,Mailed Check,0,26157,0,Q3,0,5,0,California,0,0,0,14,419.7,0,0,0,419.7,0,1,91604
-57,11,0,0,,,29,Studio City,5565,Month-to-Month,United States,1530-ZTDOZ,Stayed,0,0,Female,1,Cable,"34.139082, -118.39275",34.139082,-118.39275,1,40.65,0,0,6,,0,1,0,1,Bank Withdrawal,0,26157,0,Q3,1,4,0,California,0,0,1,49,2070.75,0,0,0,2070.75,0,1,91604
-21,0,22.22,0,,,55,Studio City,5534,Two Year,United States,7096-ZNBZI,Stayed,0,0,Female,0,,"34.139082, -118.39275",34.139082,-118.39275,1,26.45,1,0,1,Offer A,0,0,0,1,Credit Card,1,26157,0,Q3,1,4,0,California,0,0,0,72,1914.5,0,1599.84,0,3514.34,1,0,91604
-68,12,3.91,0,,,63,Pomona,5448,One Year,United States,8065-QBYTO,Stayed,0,0,Female,1,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,0,99.65,1,0,0,Offer A,1,1,1,0,Credit Card,1,36057,1,Q3,0,4,1,California,0,0,1,71,7181.25,0,277.61,0,7458.86,0,1,91768
-30,41,44.59,1,Attitude,Attitude of support person,69,Pomona,3338,Month-to-Month,United States,5940-AHUHD,Churned,0,0,Male,1,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,0,70.6,0,0,0,Offer E,0,0,0,0,Credit Card,1,36057,0,Q3,0,2,0,California,0,0,0,1,70.6,0,44.59,0,115.19,0,1,91768
-27,73,46.94,1,Attitude,Attitude of support person,83,Pomona,6088,Month-to-Month,United States,6651-AZVTJ,Churned,0,1,Male,1,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,1,99.8,1,0,1,,0,0,1,1,Bank Withdrawal,1,36057,0,Q3,1,1,0,California,1,1,1,49,4872.45,130,2300.06,0,7302.51,1,0,91768
-32,26,11.56,0,,,54,Pomona,3885,Month-to-Month,United States,4795-WRNVT,Stayed,0,0,Female,1,DSL,"34.067932, -117.785168",34.067932,-117.785168,0,65.1,0,0,0,,1,1,0,0,Credit Card,1,36057,0,Q3,0,3,0,California,0,0,1,40,2586,0,462.4,0,3048.4,0,1,91768
-54,23,5.01,0,,,49,Pomona,4777,Two Year,United States,5887-IKKYO,Stayed,1,1,Male,1,Fiber Optic,"34.067932, -117.785168",34.067932,-117.785168,1,94.35,1,2,2,Offer B,0,0,0,1,Bank Withdrawal,1,36057,1,Q3,1,4,0,California,1,1,0,58,5563.65,0,290.58,0,5854.23,0,1,91768
-69,21,4.14,0,,,77,Chula Vista,6034,One Year,United States,7921-LMDFQ,Stayed,0,1,Male,1,Fiber Optic,"32.636792, -117.054989",32.636792,-117.054989,0,94,0,0,0,,0,0,1,0,Bank Withdrawal,1,74025,0,Q3,0,4,1,California,1,1,1,51,4905.75,0,211.14,0,5116.89,0,1,91910
-19,52,1.24,1,Competitor,Competitor offered more data,65,Chula Vista,5787,Month-to-Month,United States,3656-TKRVZ,Churned,0,0,Female,1,DSL,"32.636792, -117.054989",32.636792,-117.054989,0,55.35,0,0,0,,1,1,0,0,Bank Withdrawal,1,74025,0,Q3,0,2,0,California,0,1,0,3,165.2,0,3.72,0,168.92,1,1,91910
-51,22,16.63,0,,,54,Chula Vista,3200,One Year,United States,2294-SALNE,Stayed,0,1,Male,1,Fiber Optic,"32.636792, -117.054989",32.636792,-117.054989,1,86.8,0,0,2,Offer D,1,0,0,1,Credit Card,1,74025,1,Q3,1,4,0,California,0,0,0,23,1940.8,90,382.49,0,2413.29,0,0,91910
-60,0,40.34,0,,,74,Chula Vista,5453,Two Year,United States,3239-TPHPZ,Stayed,0,0,Female,0,,"32.636792, -117.054989",32.636792,-117.054989,1,20.05,0,0,10,Offer D,0,0,1,1,Bank Withdrawal,1,74025,0,Q3,1,4,0,California,0,0,0,12,264.55,0,484.08,0,748.63,0,0,91910
-77,29,33.75,0,,,76,San Diego,5274,Month-to-Month,United States,7789-CRUVC,Stayed,0,1,Female,1,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,1,94.2,1,0,1,,1,1,1,1,Credit Card,1,27959,1,Q3,1,3,1,California,0,0,0,61,5895.45,0,2058.75,0,7954.2,0,1,92107
-29,30,40.18,0,,,72,San Diego,5682,Two Year,United States,8984-EYLLL,Stayed,0,0,Male,1,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,1,105.25,1,0,5,,1,0,1,1,Bank Withdrawal,1,27959,1,Q3,1,4,0,California,1,1,1,64,6823.4,0,2571.52,23.67,9371.25,1,1,92107
-56,2,27.97,0,,,27,San Diego,5085,Two Year,United States,7639-OPLNG,Stayed,0,1,Male,1,Cable,"32.741852, -117.243453",32.741852,-117.243453,1,79.25,1,0,8,Offer A,1,1,1,1,Bank Withdrawal,1,27959,1,Q3,1,3,0,California,0,0,1,70,5731.85,0,1957.9,0,7689.75,0,1,92107
-36,7,14.37,0,,,57,San Diego,6021,One Year,United States,1142-IHLOO,Stayed,0,0,Female,1,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,0,87.55,0,0,0,Offer B,0,0,0,0,Credit Card,1,27959,0,Q3,0,4,0,California,1,1,1,51,4475.9,0,732.87,0,5208.77,0,1,92107
-43,14,3.79,0,,,49,San Diego,5955,Month-to-Month,United States,1935-IMVBB,Stayed,0,0,Male,1,Fiber Optic,"32.741852, -117.243453",32.741852,-117.243453,1,89.7,0,0,1,,0,0,0,1,Credit Card,1,27959,0,Q3,1,4,0,California,1,1,1,56,4952.95,0,212.24,41.66,5123.53,0,1,92107
-77,25,47.64,0,,,73,San Diego,6355,One Year,United States,9972-VAFJJ,Stayed,0,1,Female,1,Fiber Optic,"32.765299, -117.122565",32.765299,-117.122565,1,94,0,0,1,,1,0,1,1,Bank Withdrawal,1,33083,1,Q3,1,3,1,California,0,0,1,53,4871.45,0,2524.92,0,7396.37,0,1,92116
-62,0,6.97,0,,,65,San Diego,3756,Two Year,United States,1087-GRUYI,Stayed,0,0,Male,0,,"32.765299, -117.122565",32.765299,-117.122565,1,20.4,0,0,8,Offer C,0,0,0,1,Bank Withdrawal,1,33083,0,Q3,1,5,0,California,0,0,0,38,743.5,0,264.86,0,1008.36,0,0,92116
-48,19,44.45,0,,,26,San Diego,2827,Month-to-Month,United States,2587-EKXTS,Stayed,0,1,Male,1,Fiber Optic,"32.765299, -117.122565",32.765299,-117.122565,0,111.5,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,33083,0,Q3,0,4,0,California,1,1,1,44,4915.15,0,1955.8,0,6870.95,0,1,92116
-59,5,24.17,0,,,26,San Diego,4328,One Year,United States,7718-UPSKJ,Stayed,0,0,Female,1,Fiber Optic,"32.765299, -117.122565",32.765299,-117.122565,1,106.4,0,0,9,Offer A,1,1,1,1,Credit Card,1,33083,1,Q3,1,4,0,California,1,1,1,69,7251.9,0,1667.73,3.59,8916.04,0,1,92116
-72,3,10.73,0,,,50,San Diego,5139,One Year,United States,5981-ZVXOT,Stayed,0,1,Female,1,Fiber Optic,"32.89325, -117.087091",32.89325,-117.087091,0,108.35,1,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,29283,0,Q3,0,3,1,California,1,1,1,35,3726.15,0,375.55,0,4101.7,0,1,92131
-41,4,49.71,0,,,29,San Diego,5863,One Year,United States,5686-CMAWK,Stayed,0,1,Male,1,Fiber Optic,"32.89325, -117.087091",32.89325,-117.087091,0,86.75,1,0,0,,0,0,0,0,Bank Withdrawal,1,29283,1,Q3,0,5,0,California,0,0,0,17,1410.25,0,845.07,0,2255.32,0,1,92131
-40,53,0,0,,,24,San Diego,2071,Month-to-Month,United States,5349-AZPEW,Stayed,1,0,Female,1,DSL,"32.89325, -117.087091",32.89325,-117.087091,1,25.05,0,3,3,Offer E,0,0,0,1,Credit Card,0,29283,0,Q3,1,5,0,California,0,0,0,5,125.5,0,0,0,125.5,0,1,92131
-21,59,48.32,0,,,57,San Diego,4957,Two Year,United States,7688-AWMDX,Stayed,0,0,Male,1,DSL,"32.89325, -117.087091",32.89325,-117.087091,1,54.5,0,0,5,,0,1,0,1,Bank Withdrawal,1,29283,1,Q3,1,3,0,California,0,0,0,71,3778.2,0,3430.72,0,7208.92,1,1,92131
-31,21,19.22,0,,,55,San Diego,5369,One Year,United States,3327-YBAKM,Stayed,0,0,Female,1,Fiber Optic,"32.89325, -117.087091",32.89325,-117.087091,1,96.9,0,0,10,,0,1,1,1,Credit Card,1,29283,1,Q3,1,3,0,California,1,1,1,64,6314.35,0,1230.08,13.37,7531.06,0,1,92131
-78,26,0,0,,,56,Earp,4933,Two Year,United States,2274-XUATA,Stayed,0,1,Male,1,Cable,"34.137742, -114.36514",34.137742,-114.36514,1,63.1,0,0,8,Offer A,1,1,1,1,Bank Withdrawal,0,1564,1,Q3,1,3,1,California,1,1,1,72,4685.55,0,0,0,4685.55,0,1,92242
-44,0,17.82,0,,,9,Earp,3742,One Year,United States,5876-QMYLD,Stayed,0,0,Female,0,,"34.137742, -114.36514",34.137742,-114.36514,1,20.05,0,0,10,,0,0,0,1,Credit Card,1,1564,0,Q3,1,4,0,California,0,0,0,23,415.1,0,409.86,0,824.96,0,0,92242
-19,0,25.18,0,,,57,Earp,6408,Two Year,United States,5346-BZCHP,Stayed,1,0,Female,0,,"34.137742, -114.36514",34.137742,-114.36514,1,19.4,0,2,0,Offer A,0,0,0,1,Credit Card,1,1564,0,Q3,0,5,0,California,0,0,0,69,1346.2,0,1737.42,0,3083.62,1,0,92242
-60,0,27.34,0,,,20,Earp,3444,One Year,United States,9483-GCPWE,Stayed,1,0,Male,0,,"34.137742, -114.36514",34.137742,-114.36514,0,20.1,0,3,0,,0,0,0,0,Credit Card,1,1564,0,Q3,0,4,0,California,0,0,0,9,190.25,0,246.06,0,436.31,0,0,92242
-28,46,4.15,0,,,33,Earp,4334,Month-to-Month,United States,4724-WXVWF,Stayed,0,0,Male,1,Fiber Optic,"34.137742, -114.36514",34.137742,-114.36514,0,95.4,1,0,0,,0,1,1,0,Bank Withdrawal,1,1564,1,Q3,0,3,0,California,1,1,0,48,4445.3,0,199.2,0,4644.5,1,1,92242
-75,24,0,0,,,71,Thousand Palms,4611,Month-to-Month,United States,2235-DWLJU,Stayed,0,0,Female,1,DSL,"33.849263, -116.382778",33.849263,-116.382778,0,44.4,0,0,0,,0,0,1,0,Bank Withdrawal,0,6242,0,Q3,0,5,1,California,1,1,1,6,263.05,0,0,0,263.05,0,1,92276
-23,27,30.6,1,Competitor,Competitor made better offer,73,Thousand Palms,3901,Month-to-Month,United States,0968-GSIKN,Churned,0,0,Female,1,Fiber Optic,"33.849263, -116.382778",33.849263,-116.382778,0,70.8,0,0,0,Offer E,0,0,1,0,Mailed Check,1,6242,0,Q3,0,3,0,California,0,1,0,1,70.8,0,30.6,0,101.4,1,1,92276
-61,4,27.46,0,,,51,Thousand Palms,5501,Month-to-Month,United States,5605-IYGFG,Stayed,0,0,Female,1,Fiber Optic,"33.849263, -116.382778",33.849263,-116.382778,0,69.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,6242,0,Q3,0,3,0,California,0,0,0,7,515.45,0,192.22,0,707.67,0,1,92276
-27,0,43.5,0,,,34,Thousand Palms,3854,Month-to-Month,United States,3061-BCKYI,Stayed,0,0,Male,0,,"33.849263, -116.382778",33.849263,-116.382778,0,19.9,0,0,0,Offer D,0,0,0,0,Credit Card,1,6242,0,Q3,0,3,0,California,0,0,0,14,283.75,0,609,0,892.75,1,0,92276
-54,2,37.7,0,,,58,Thousand Palms,5281,Month-to-Month,United States,8313-KTIHG,Stayed,0,0,Male,1,DSL,"33.849263, -116.382778",33.849263,-116.382778,0,61.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,6242,1,Q3,0,3,0,California,0,0,1,4,249.4,10,150.8,0,410.2,0,0,92276
-37,21,10.47,1,Competitor,Competitor made better offer,86,Los Angeles,3239,Month-to-Month,United States,3668-QPYBK,Churned,0,0,Male,1,DSL,"33.964131, -118.272783",33.964131,-118.272783,0,53.85,0,0,0,,1,1,1,0,Credit Card,1,58198,0,Q3,0,1,0,California,0,0,0,2,108.15,0,20.94,0,129.09,0,1,90003
-29,0,43.57,0,,,51,Los Angeles,5160,One Year,United States,2967-MXRAV,Joined,0,0,Male,0,,"33.964131, -118.272783",33.964131,-118.272783,1,18.8,0,0,9,,0,0,0,1,Mailed Check,1,58198,0,Q3,1,3,0,California,0,0,0,1,18.8,0,43.57,0,62.37,1,0,90003
-49,22,19.18,0,,,76,Los Angeles,4264,Month-to-Month,United States,9643-AVVWI,Joined,1,0,Female,1,Fiber Optic,"33.964131, -118.272783",33.964131,-118.272783,1,80,0,3,2,,1,0,1,1,Bank Withdrawal,1,58198,1,Q3,1,3,0,California,0,0,0,3,241.3,0,57.54,0,298.84,0,1,90003
-60,14,16.39,0,,,26,Los Angeles,5238,Month-to-Month,United States,0060-FUALY,Stayed,0,0,Female,1,Fiber Optic,"33.964131, -118.272783",33.964131,-118.272783,1,94.75,1,0,4,Offer B,1,1,1,1,Bank Withdrawal,1,58198,0,Q3,1,3,0,California,0,0,1,59,5597.65,0,967.01,0,6564.66,0,1,90003
-56,13,12.35,0,,,22,Los Angeles,5225,Month-to-Month,United States,9696-RMYBA,Stayed,0,0,Male,1,Fiber Optic,"33.964131, -118.272783",33.964131,-118.272783,0,80.1,0,0,0,,0,0,1,0,Credit Card,1,58198,0,Q3,0,3,0,California,0,0,1,5,398.55,0,61.75,0,460.3,0,1,90003
-31,26,12.15,1,Other,Moved,86,Los Angeles,5372,Month-to-Month,United States,9305-CDSKC,Churned,1,1,Female,1,Cable,"34.048013, -118.293953",34.048013,-118.293953,0,99.65,1,2,0,,0,0,1,0,Bank Withdrawal,1,62784,0,Q3,0,3,0,California,1,1,1,8,820.5,0,97.2,0,917.7,0,1,90006
-21,0,39.84,0,,,56,Los Angeles,2980,Month-to-Month,United States,4163-KIUHY,Stayed,0,0,Male,0,,"34.048013, -118.293953",34.048013,-118.293953,0,25.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,62784,0,Q3,0,4,0,California,0,0,0,35,901.25,0,1394.4,0,2295.65,1,0,90006
-50,0,1.36,0,,,56,Los Angeles,3048,One Year,United States,6061-PQHMK,Stayed,0,0,Female,0,,"34.048013, -118.293953",34.048013,-118.293953,0,19.9,0,0,0,,0,0,0,0,Credit Card,1,62784,0,Q3,0,5,0,California,0,0,0,25,527.5,0,34,0,561.5,0,0,90006
-41,17,45.92,0,,,44,Los Angeles,2935,Month-to-Month,United States,6954-OOYZZ,Stayed,0,0,Male,1,DSL,"34.048013, -118.293953",34.048013,-118.293953,1,44.35,0,0,10,Offer D,0,0,1,1,Bank Withdrawal,1,62784,0,Q3,1,3,0,California,0,0,0,18,768.05,0,826.56,0,1594.61,0,1,90006
-42,0,14.79,0,,,21,Los Angeles,5695,Month-to-Month,United States,9770-LXDBK,Joined,0,0,Female,0,,"34.048013, -118.293953",34.048013,-118.293953,0,20.4,0,0,0,Offer E,0,0,0,0,Credit Card,1,62784,0,Q3,0,4,0,California,0,0,0,3,63.15,0,44.37,0,107.52,0,0,90006
-23,47,4.89,1,Other,Moved,84,Los Angeles,5003,Month-to-Month,United States,7892-POOKP,Churned,1,1,Female,1,Fiber Optic,"34.062125, -118.315709",34.062125,-118.315709,1,104.8,1,3,0,Offer C,0,0,1,1,Bank Withdrawal,1,1957,1,Q3,0,3,0,California,1,1,1,28,3046.05,0,136.92,0,3182.97,1,1,90010
-48,15,17.53,1,Other,Don't know,76,Los Angeles,2934,Month-to-Month,United States,3943-KDREE,Churned,0,0,Female,1,Fiber Optic,"34.062125, -118.315709",34.062125,-118.315709,0,74.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,1957,0,Q3,0,2,0,California,0,0,0,26,1834.95,0,455.78,0,2290.73,0,1,90010
-20,0,10.07,0,,,33,Los Angeles,3159,Month-to-Month,United States,1171-TYKUR,Stayed,0,0,Male,0,,"34.062125, -118.315709",34.062125,-118.315709,1,25.4,1,0,1,,0,0,0,1,Bank Withdrawal,1,1957,0,Q3,1,3,0,California,0,0,0,47,1139.2,0,473.29,0,1612.49,1,0,90010
-29,0,10.84,0,,,80,Los Angeles,4270,Month-to-Month,United States,9122-UMROB,Joined,0,0,Male,0,,"34.062125, -118.315709",34.062125,-118.315709,0,20.3,0,0,0,,0,0,0,0,Credit Card,1,1957,0,Q3,0,4,0,California,0,0,0,1,20.3,0,10.84,0,31.14,1,0,90010
-38,11,44.33,1,Competitor,Competitor had better devices,89,Los Angeles,5340,Month-to-Month,United States,0280-XJGEX,Churned,1,1,Male,1,Fiber Optic,"34.039224, -118.266293",34.039224,-118.266293,0,103.7,1,1,0,,1,0,1,0,Bank Withdrawal,1,15140,0,Q3,0,1,0,California,1,1,1,49,5036.3,0,2172.17,0,7208.47,0,1,90015
-51,8,42.41,0,,,38,Los Angeles,4834,Month-to-Month,United States,1219-NNDDO,Stayed,0,0,Female,1,Fiber Optic,"34.039224, -118.266293",34.039224,-118.266293,0,76.85,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,15140,0,Q3,0,5,0,California,0,0,0,9,663.55,0,381.69,0,1045.24,0,1,90015
-59,13,46.99,0,,,44,Los Angeles,5114,One Year,United States,6685-GBWJZ,Stayed,0,0,Male,1,Cable,"34.039224, -118.266293",34.039224,-118.266293,1,70.8,0,0,6,,1,1,0,1,Credit Card,1,15140,1,Q3,1,3,0,California,0,0,1,63,4448.8,0,2960.37,0,7409.17,0,1,90015
-27,0,36.05,0,,,80,Los Angeles,4107,Month-to-Month,United States,2303-PJYHN,Joined,0,0,Female,0,,"34.039224, -118.266293",34.039224,-118.266293,1,19.85,0,0,8,Offer E,0,0,0,1,Bank Withdrawal,1,15140,0,Q3,1,5,0,California,0,0,0,2,52,0,72.1,0,124.1,1,0,90015
-46,0,12.68,0,,,77,Los Angeles,4630,Two Year,United States,6762-NSODU,Stayed,1,0,Female,0,,"34.039224, -118.266293",34.039224,-118.266293,1,19.4,0,3,9,,0,0,0,1,Credit Card,1,15140,0,Q3,1,4,0,California,0,0,0,46,958.15,0,583.28,0,1541.43,0,0,90015
-20,41,40.55,1,Competitor,Competitor offered higher download speeds,74,Los Angeles,3022,Month-to-Month,United States,8773-HHUOZ,Churned,0,0,Female,1,Cable,"34.078821, -118.177576",34.078821,-118.177576,0,64.7,0,0,0,,0,0,1,0,Credit Card,1,46960,0,Q3,0,1,0,California,1,1,1,17,1093.1,0,689.35,0,1782.45,1,1,90032
-56,0,39.98,0,,,35,Los Angeles,6126,Two Year,United States,4836-WNFNO,Stayed,0,0,Female,0,,"34.078821, -118.177576",34.078821,-118.177576,1,25,1,0,7,,0,0,0,1,Credit Card,1,46960,0,Q3,1,4,0,California,0,0,0,72,1849.2,0,2878.56,0,4727.76,0,0,90032
-44,0,17.23,0,,,74,Los Angeles,2558,Two Year,United States,4573-JKNAE,Stayed,1,0,Male,0,,"34.078821, -118.177576",34.078821,-118.177576,0,19.35,0,3,0,Offer D,0,0,0,0,Bank Withdrawal,1,46960,0,Q3,0,5,0,California,0,0,0,12,212.3,0,206.76,0,419.06,0,0,90032
-28,69,24.48,0,,,61,Los Angeles,4505,Two Year,United States,4827-DPADN,Stayed,1,1,Female,1,Cable,"34.078821, -118.177576",34.078821,-118.177576,1,83.3,1,3,3,,0,1,1,1,Bank Withdrawal,1,46960,1,Q3,1,3,0,California,1,1,1,72,6042.7,80,1762.56,0,7885.26,1,0,90032
-36,16,14.18,0,,,55,Los Angeles,6092,One Year,United States,1122-YJBCS,Stayed,0,0,Male,1,DSL,"34.078821, -118.177576",34.078821,-118.177576,1,53.65,0,0,7,Offer A,1,1,1,1,Credit Card,1,46960,0,Q3,1,3,0,California,0,0,0,69,3804.4,0,978.42,0,4782.82,0,1,90032
-51,28,21.69,1,Competitor,Competitor offered higher download speeds,65,Los Angeles,2941,Month-to-Month,United States,5380-WJKOV,Churned,1,1,Male,1,Fiber Optic,"34.137412, -118.207607",34.137412,-118.207607,0,106.35,1,1,0,Offer C,1,0,1,0,Bank Withdrawal,1,27866,0,Q3,0,2,0,California,1,1,1,34,3549.25,0,737.46,0,4286.71,0,1,90041
-23,26,35.7,1,Competitor,Competitor offered higher download speeds,90,Los Angeles,5581,Month-to-Month,United States,9692-TUSXH,Churned,0,0,Female,1,Fiber Optic,"34.137412, -118.207607",34.137412,-118.207607,0,96.05,0,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,27866,0,Q3,0,1,0,California,1,1,1,18,1740.7,0,642.6,0,2383.3,1,1,90041
-62,53,32.38,0,,,49,Los Angeles,4551,Month-to-Month,United States,5740-YHGTW,Stayed,1,0,Male,1,Fiber Optic,"34.137412, -118.207607",34.137412,-118.207607,1,97.55,1,3,8,,1,1,1,1,Credit Card,1,27866,0,Q3,1,4,0,California,0,0,1,70,6669.05,0,2266.6,0,8935.65,0,1,90041
-38,19,0,0,,,34,Los Angeles,2290,One Year,United States,0384-LPITE,Stayed,0,1,Male,1,Cable,"34.137412, -118.207607",34.137412,-118.207607,0,62.05,0,0,0,,1,1,0,0,Credit Card,0,27866,0,Q3,0,3,0,California,1,1,1,40,2511.55,0,0,0,2511.55,0,1,90041
-38,0,37.63,0,,,73,Los Angeles,4025,One Year,United States,8249-THVEC,Stayed,1,0,Male,0,,"34.137412, -118.207607",34.137412,-118.207607,1,19.4,0,3,3,,0,0,0,1,Credit Card,1,27866,0,Q3,1,4,0,California,0,0,0,51,997.75,0,1919.13,0,2916.88,0,0,90041
-48,18,27.57,1,Competitor,Competitor offered more data,70,Los Angeles,5674,Month-to-Month,United States,8168-UQWWF,Churned,1,1,Female,1,Cable,"34.11572, -118.192754",34.11572,-118.192754,0,97.85,1,2,0,,0,0,1,0,Bank Withdrawal,1,64672,0,Q3,0,3,0,California,1,1,1,11,1105.4,0,303.27,0,1408.67,0,1,90042
-35,23,18.99,1,Competitor,Competitor offered more data,96,Los Angeles,5514,Month-to-Month,United States,7912-SYRQT,Churned,0,0,Female,1,Fiber Optic,"34.11572, -118.192754",34.11572,-118.192754,0,75.1,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,64672,0,Q3,0,2,0,California,0,0,0,7,552.95,0,132.93,0,685.88,0,1,90042
-31,0,21.98,0,,,50,Los Angeles,6315,Two Year,United States,8917-SZTTJ,Stayed,1,0,Male,0,,"34.11572, -118.192754",34.11572,-118.192754,1,19.65,0,1,7,,0,0,0,1,Credit Card,1,64672,0,Q3,1,5,0,California,0,0,0,60,1161.75,0,1318.8,0,2480.55,0,0,90042
-23,0,47.25,0,,,22,Los Angeles,4545,One Year,United States,4616-EWBNJ,Stayed,0,0,Female,0,,"34.11572, -118.192754",34.11572,-118.192754,0,20.1,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,64672,0,Q3,0,3,0,California,0,0,0,16,318.6,0,756,0,1074.6,1,0,90042
-21,71,48.76,0,,,27,Los Angeles,5097,Two Year,United States,8722-PRFDV,Stayed,1,1,Female,1,Cable,"34.11572, -118.192754",34.11572,-118.192754,1,77.55,0,3,10,Offer A,0,1,0,1,Credit Card,1,64672,0,Q3,1,3,0,California,1,1,1,71,5574.35,0,3461.96,0,9036.31,1,1,90042
-32,19,5.85,1,Competitor,Competitor had better devices,90,Los Angeles,5586,Month-to-Month,United States,7760-OYPDY,Churned,1,0,Female,1,Fiber Optic,"33.987945, -118.370442",33.987945,-118.370442,0,80.65,0,2,0,,0,0,1,0,Bank Withdrawal,1,8115,0,Q3,0,1,0,California,0,0,1,2,144.15,20,11.7,0,175.85,0,0,90056
-36,8,6.86,1,Other,Don't know,65,Los Angeles,5091,Month-to-Month,United States,1120-BMWUB,Churned,0,0,Female,1,DSL,"33.987945, -118.370442",33.987945,-118.370442,0,53.9,0,0,0,Offer D,1,0,1,0,Credit Card,1,8115,1,Q3,0,3,0,California,0,0,0,16,834.15,40,109.76,0,983.91,0,0,90056
-35,19,9.14,1,Competitor,Competitor made better offer,80,Los Angeles,5075,Month-to-Month,United States,1867-BDVFH,Churned,0,0,Male,1,Fiber Optic,"33.987945, -118.370442",33.987945,-118.370442,1,74.35,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,8115,0,Q3,1,2,0,California,0,0,0,11,834.2,0,100.54,0,934.74,0,1,90056
-56,0,23.25,0,,,49,Los Angeles,5956,One Year,United States,6223-DHJGV,Stayed,0,0,Female,0,,"33.987945, -118.370442",33.987945,-118.370442,0,20.65,0,0,0,,0,0,1,0,Credit Card,1,8115,0,Q3,0,4,0,California,0,0,0,42,958.1,0,976.5,0,1934.6,0,0,90056
-64,0,26.74,0,,,64,Los Angeles,4948,Two Year,United States,1705-GUHPV,Stayed,0,0,Female,0,,"33.987945, -118.370442",33.987945,-118.370442,0,24.2,1,0,0,Offer B,0,0,0,0,Credit Card,1,8115,0,Q3,0,3,0,California,0,0,0,63,1618.2,0,1684.62,0,3302.82,0,0,90056
-34,20,3.96,1,Competitor,Competitor offered more data,82,Los Angeles,2966,Month-to-Month,United States,9420-LOJKX,Churned,1,0,Female,1,Fiber Optic,"33.92128, -118.274186",33.92128,-118.274186,0,99.1,0,1,0,,1,1,1,0,Credit Card,1,24511,0,Q3,0,1,0,California,1,1,1,15,1426.4,0,59.4,0,1485.8,0,1,90061
-20,73,0,0,,,61,Los Angeles,4986,Month-to-Month,United States,8158-WPEZG,Stayed,0,0,Male,1,DSL,"33.92128, -118.274186",33.92128,-118.274186,0,35.65,0,0,0,,1,0,1,0,Bank Withdrawal,0,24511,1,Q3,0,4,0,California,0,0,0,11,425.1,0,0,0,425.1,1,1,90061
-27,26,3.41,0,,,55,Los Angeles,4095,Two Year,United States,8871-JLMHM,Stayed,0,1,Female,1,Fiber Optic,"33.92128, -118.274186",33.92128,-118.274186,1,90.2,1,0,3,Offer A,1,0,0,1,Credit Card,1,24511,1,Q3,1,4,0,California,0,0,0,68,6297.65,0,231.88,0,6529.53,1,1,90061
-33,0,13.36,0,,,50,Los Angeles,2305,Month-to-Month,United States,7407-SUJIZ,Stayed,0,0,Male,0,,"33.92128, -118.274186",33.92128,-118.274186,0,20.6,0,0,0,Offer C,0,0,0,0,Credit Card,1,24511,0,Q3,0,3,0,California,0,0,0,25,541.5,0,334,0,875.5,0,0,90061
-42,5,13.59,0,,,56,Los Angeles,5136,Two Year,United States,3967-KXAPS,Stayed,0,1,Male,1,DSL,"33.92128, -118.274186",33.92128,-118.274186,1,92.3,1,0,5,Offer A,1,1,0,1,Credit Card,1,24511,1,Q3,1,4,0,California,1,1,1,72,6719.9,0,978.48,0,7698.38,0,0,90061
-41,29,27.21,1,Price,Price too high,96,Beverly Hills,5571,Month-to-Month,United States,5698-BQJOH,Churned,1,0,Female,1,Fiber Optic,"34.063947, -118.383001",34.063947,-118.383001,0,94.4,1,2,0,,0,0,0,0,Bank Withdrawal,1,8321,0,Q3,0,3,0,California,1,1,1,9,857.25,0,244.89,0,1102.14,0,1,90211
-63,26,30.53,0,,,53,Beverly Hills,5317,Month-to-Month,United States,5515-RUGKN,Stayed,0,0,Male,1,DSL,"34.063947, -118.383001",34.063947,-118.383001,0,54.75,0,0,0,,0,0,1,0,Credit Card,1,8321,0,Q3,0,5,0,California,1,1,0,8,438.05,0,244.24,0,682.29,0,1,90211
-55,3,33.18,0,,,70,Beverly Hills,3924,One Year,United States,1370-GGAWX,Stayed,0,1,Female,1,Fiber Optic,"34.063947, -118.383001",34.063947,-118.383001,0,94.15,1,0,0,,1,0,1,0,Bank Withdrawal,1,8321,0,Q3,0,5,0,California,1,1,0,46,4408.45,0,1526.28,0,5934.73,0,1,90211
-53,0,2.32,0,,,40,Beverly Hills,3523,Two Year,United States,5231-FIQPA,Stayed,0,0,Female,0,,"34.063947, -118.383001",34.063947,-118.383001,0,19.85,0,0,0,,0,0,1,0,Credit Card,1,8321,0,Q3,0,5,0,California,0,0,0,41,810.45,0,95.12,0,905.57,0,0,90211
-42,0,39.77,0,,,52,Beverly Hills,4962,Two Year,United States,2346-CZYIL,Stayed,0,0,Male,0,,"34.063947, -118.383001",34.063947,-118.383001,0,20.35,0,0,0,Offer C,0,0,0,0,Credit Card,1,8321,0,Q3,0,3,0,California,0,0,0,27,531.6,0,1073.79,0,1605.39,0,0,90211
-34,53,8.69,1,Dissatisfaction,Service dissatisfaction,70,Lynwood,3457,Month-to-Month,United States,9191-MYQKX,Churned,1,1,Female,1,Fiber Optic,"33.923573, -118.200669",33.923573,-118.200669,1,75.15,0,5,1,,0,0,1,1,Bank Withdrawal,1,69850,0,Q3,1,1,0,California,0,0,0,7,496.9,0,60.83,0,557.73,0,1,90262
-54,20,0,1,Competitor,Competitor had better devices,81,Lynwood,5028,Month-to-Month,United States,7511-YMXVQ,Churned,0,0,Male,1,Cable,"33.923573, -118.200669",33.923573,-118.200669,0,45.4,0,0,0,,0,0,1,0,Bank Withdrawal,0,69850,0,Q3,0,1,0,California,1,1,1,9,418.8,20,0,0,438.8,0,0,90262
-24,53,26.99,0,,,62,Lynwood,5269,One Year,United States,1474-JUWSM,Stayed,0,0,Female,1,Cable,"33.923573, -118.200669",33.923573,-118.200669,1,68.4,1,0,8,,0,1,1,1,Bank Withdrawal,1,69850,1,Q3,1,3,0,California,1,1,0,58,3972.25,0,1565.42,0,5537.67,1,1,90262
-25,0,45.42,0,,,38,Lynwood,4190,One Year,United States,4815-TUMEQ,Stayed,0,0,Female,0,,"33.923573, -118.200669",33.923573,-118.200669,0,19.3,0,0,0,Offer D,0,0,1,0,Credit Card,1,69850,0,Q3,0,4,0,California,0,0,0,10,185.2,0,454.2,0,639.4,1,0,90262
-23,58,13.13,0,,,49,Lynwood,2615,Two Year,United States,5161-XEUVX,Stayed,0,1,Male,1,Fiber Optic,"33.923573, -118.200669",33.923573,-118.200669,1,94.3,1,0,8,Offer C,0,0,0,1,Credit Card,1,69850,1,Q3,1,3,0,California,0,0,1,37,3460.95,0,485.81,0,3946.76,1,1,90262
-34,56,25.34,1,Attitude,Attitude of support person,86,Marina Del Rey,5806,Month-to-Month,United States,8637-XJIVR,Churned,1,0,Female,1,Fiber Optic,"33.977468, -118.445475",33.977468,-118.445475,0,78.95,1,3,0,,0,1,1,0,Bank Withdrawal,1,18058,0,Q3,0,1,0,California,0,0,0,12,927.35,80,304.08,0,1311.43,0,0,90292
-47,30,38.09,1,Competitor,Competitor had better devices,91,Marina Del Rey,2014,Month-to-Month,United States,3198-VELRD,Churned,0,0,Female,1,Fiber Optic,"33.977468, -118.445475",33.977468,-118.445475,1,84.75,1,0,1,,0,0,1,1,Bank Withdrawal,1,18058,0,Q3,1,1,0,California,1,1,0,3,264.85,0,114.27,0,379.12,0,1,90292
-28,48,0,1,Dissatisfaction,Product dissatisfaction,74,Marina Del Rey,4566,Month-to-Month,United States,2737-WFVYW,Churned,0,0,Female,1,DSL,"33.977468, -118.445475",33.977468,-118.445475,0,45.25,0,0,0,,0,0,1,0,Bank Withdrawal,0,18058,0,Q3,0,1,0,California,1,1,1,2,85.5,10,0,0,95.5,1,0,90292
-56,15,20.27,0,,,30,Marina Del Rey,3192,Two Year,United States,8434-PNQZX,Stayed,0,1,Female,1,DSL,"33.977468, -118.445475",33.977468,-118.445475,0,78.45,1,0,0,Offer B,0,0,1,0,Credit Card,1,18058,1,Q3,0,4,0,California,1,1,1,42,3373.4,0,851.34,0,4224.74,0,1,90292
-31,24,37.99,0,,,31,Marina Del Rey,5680,Month-to-Month,United States,0899-WZRSD,Stayed,0,0,Male,1,Fiber Optic,"33.977468, -118.445475",33.977468,-118.445475,0,105.35,1,0,0,,0,1,1,0,Credit Card,1,18058,1,Q3,0,3,0,California,1,1,1,56,5794.45,0,2127.44,0,7921.89,0,1,90292
-37,27,49.06,1,Price,Long distance charges,75,Torrance,5154,Month-to-Month,United States,0486-HECZI,Churned,1,0,Male,1,Fiber Optic,"33.867257, -118.330794",33.867257,-118.330794,1,96.75,1,1,0,,1,1,1,1,Bank Withdrawal,1,31678,0,Q3,0,1,0,California,0,0,1,55,5238.9,0,2698.3,0,7937.2,0,1,90504
-27,52,34.49,1,Dissatisfaction,Limited range of services,88,Torrance,3190,Month-to-Month,United States,8676-TRMJS,Churned,0,0,Male,1,Fiber Optic,"33.867257, -118.330794",33.867257,-118.330794,0,75,1,0,0,,0,0,0,0,Credit Card,1,31678,0,Q3,0,1,0,California,0,1,0,3,209.1,0,103.47,0,312.57,1,1,90504
-41,53,48.08,0,,,34,Torrance,2622,Month-to-Month,United States,9470-XCCEM,Stayed,1,0,Male,1,Fiber Optic,"33.867257, -118.330794",33.867257,-118.330794,1,89.65,1,3,4,,1,0,1,1,Bank Withdrawal,1,31678,0,Q3,1,3,0,California,0,0,1,35,3161.6,40,1682.8,0,4884.4,0,0,90504
-54,23,0,0,,,45,Torrance,2540,Two Year,United States,4837-PZTIC,Stayed,0,1,Female,1,Cable,"33.867257, -118.330794",33.867257,-118.330794,0,41.9,0,0,0,Offer B,0,1,0,0,Credit Card,0,31678,1,Q3,0,3,0,California,0,0,0,47,1875.25,0,0,0,1875.25,0,1,90504
-63,18,0,0,,,64,Torrance,3222,Two Year,United States,7191-ADRGF,Stayed,0,1,Male,1,Cable,"33.867257, -118.330794",33.867257,-118.330794,1,54.3,0,0,1,,1,0,0,1,Bank Withdrawal,0,31678,0,Q3,1,3,0,California,1,1,1,44,2390.45,0,0,0,2390.45,0,1,90504
-62,30,24.48,1,Price,Price too high,87,Whittier,5998,Month-to-Month,United States,5299-RULOA,Churned,1,0,Female,1,Fiber Optic,"33.976678, -118.065875",33.976678,-118.065875,1,100.25,1,2,1,,0,1,1,1,Bank Withdrawal,1,32148,0,Q3,1,2,0,California,1,1,1,10,1064.65,0,244.8,0,1309.45,0,1,90606
-40,7,26.56,0,,,63,Whittier,6035,Month-to-Month,United States,3144-KMTWZ,Stayed,0,1,Male,1,Fiber Optic,"33.976678, -118.065875",33.976678,-118.065875,1,93.25,1,0,8,Offer A,1,0,1,1,Bank Withdrawal,1,32148,0,Q3,1,4,0,California,1,1,0,71,6669.45,90,1885.76,0,8645.21,0,0,90606
-27,42,38.79,0,,,67,Whittier,6302,Two Year,United States,6719-FGEDO,Stayed,0,1,Female,1,Fiber Optic,"33.976678, -118.065875",33.976678,-118.065875,1,97,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,32148,1,Q3,1,4,0,California,0,0,0,72,7104.2,0,2792.88,0,9897.08,1,1,90606
-55,29,0,0,,,28,Whittier,5941,One Year,United States,8050-WYBND,Stayed,1,1,Female,1,DSL,"33.976678, -118.065875",33.976678,-118.065875,0,49.45,0,2,0,,0,0,1,0,Credit Card,0,32148,0,Q3,0,3,0,California,1,1,1,22,1031.4,0,0,0,1031.4,0,1,90606
-57,0,45.19,0,,,72,Whittier,3924,Month-to-Month,United States,2061-VVFST,Stayed,0,0,Female,0,,"33.976678, -118.065875",33.976678,-118.065875,1,19.5,0,0,1,,0,0,0,1,Bank Withdrawal,1,32148,0,Q3,1,4,0,California,0,0,0,37,805.2,0,1672.03,0,2477.23,0,0,90606
-21,71,14.6,1,Dissatisfaction,Product dissatisfaction,76,La Habra,4415,Month-to-Month,United States,0404-SWRVG,Churned,1,0,Male,1,Fiber Optic,"33.940619, -117.9513",33.940619,-117.9513,0,74.4,1,2,0,Offer E,0,0,1,0,Bank Withdrawal,1,67354,0,Q3,0,1,0,California,0,1,0,3,229.55,0,43.8,8.74,264.61,1,1,90631
-50,25,22.86,1,Dissatisfaction,Network reliability,90,La Habra,4154,Month-to-Month,United States,4510-HIMLV,Churned,0,0,Male,1,Fiber Optic,"33.940619, -117.9513",33.940619,-117.9513,0,69.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,67354,0,Q3,0,2,0,California,0,0,0,1,69.8,10,22.86,0,102.66,0,0,90631
-32,22,26.26,0,,,58,La Habra,5068,Month-to-Month,United States,5207-PLSTK,Joined,1,0,Male,1,DSL,"33.940619, -117.9513",33.940619,-117.9513,1,48.75,0,2,10,,0,1,1,1,Credit Card,1,67354,0,Q3,1,4,0,California,0,0,0,1,48.75,0,26.26,0,75.01,0,1,90631
-52,30,3.04,0,,,64,La Habra,5588,One Year,United States,9402-ROUMJ,Stayed,1,1,Female,1,Fiber Optic,"33.940619, -117.9513",33.940619,-117.9513,1,100.25,1,3,10,Offer A,0,1,1,1,Bank Withdrawal,1,67354,1,Q3,1,3,0,California,1,1,0,67,6689,0,203.68,0,6892.68,0,1,90631
-48,0,17.28,0,,,71,La Habra,5928,One Year,United States,1272-ILHFG,Stayed,1,0,Male,0,,"33.940619, -117.9513",33.940619,-117.9513,1,19.65,0,3,1,Offer D,0,0,0,1,Credit Card,1,67354,0,Q3,1,5,0,California,0,0,0,15,332.65,0,259.2,0,591.85,0,0,90631
-27,48,0,1,Attitude,Attitude of support person,91,Avalon,4190,Month-to-Month,United States,6207-WIOLX,Churned,0,1,Female,1,DSL,"33.391181, -118.421305",33.391181,-118.421305,1,58.6,0,0,6,Offer C,1,1,1,1,Credit Card,0,3699,0,Q3,1,1,0,California,1,1,1,25,1502.65,0,0,4.48,1498.17,1,1,90704
-60,16,17.54,1,Competitor,Competitor had better devices,93,Avalon,2377,Month-to-Month,United States,8380-PEFPE,Churned,0,0,Male,1,Fiber Optic,"33.391181, -118.421305",33.391181,-118.421305,0,71.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,3699,0,Q3,0,1,0,California,0,0,0,1,71.65,0,17.54,0,89.19,0,1,90704
-53,3,6.74,0,,,43,Avalon,2274,Month-to-Month,United States,4450-DLLMH,Joined,0,0,Male,1,Fiber Optic,"33.391181, -118.421305",33.391181,-118.421305,0,71.3,0,0,0,Offer E,0,0,1,0,Credit Card,1,3699,0,Q3,0,3,0,California,0,0,0,2,157.75,0,13.48,0,171.23,0,1,90704
-35,0,5.42,0,,,74,Avalon,5761,Month-to-Month,United States,8739-QOTTN,Joined,0,0,Female,0,,"33.391181, -118.421305",33.391181,-118.421305,1,20.35,0,0,3,Offer E,0,0,0,1,Credit Card,1,3699,0,Q3,1,4,0,California,0,0,0,2,41.85,0,10.84,0,52.69,0,0,90704
-51,22,17.7,0,,,25,Avalon,3545,Month-to-Month,United States,6994-KERXL,Stayed,0,0,Male,1,DSL,"33.391181, -118.421305",33.391181,-118.421305,0,55.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,3699,0,Q3,0,3,0,California,1,1,0,4,238.5,0,70.8,0,309.3,0,1,90704
-64,22,0,1,Dissatisfaction,Network reliability,80,Harbor City,2301,Month-to-Month,United States,3091-FYHKI,Churned,0,0,Male,1,DSL,"33.798266, -118.300237",33.798266,-118.300237,0,35.45,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,24660,0,Q3,0,3,0,California,1,1,0,1,35.45,0,0,0,35.45,0,1,90710
-46,27,25.54,1,Dissatisfaction,Product dissatisfaction,89,Harbor City,5239,Month-to-Month,United States,2180-DXNEG,Churned,0,1,Female,1,Fiber Optic,"33.798266, -118.300237",33.798266,-118.300237,0,96,0,0,0,,0,0,1,0,Bank Withdrawal,1,24660,0,Q3,0,1,0,California,1,1,1,12,1062.1,0,306.48,0,1368.58,0,1,90710
-39,20,38.38,0,,,43,Harbor City,4451,Two Year,United States,1568-LJSZU,Stayed,0,1,Male,1,DSL,"33.798266, -118.300237",33.798266,-118.300237,1,92.2,1,0,4,Offer A,1,1,1,1,Credit Card,1,24660,1,Q3,1,3,0,California,1,1,1,68,6392.85,0,2609.84,0,9002.69,0,1,90710
-40,8,36.47,0,,,46,Harbor City,2994,One Year,United States,2746-DIJLO,Stayed,0,0,Female,1,DSL,"33.798266, -118.300237",33.798266,-118.300237,0,56.3,1,0,0,Offer B,1,0,1,0,Credit Card,1,24660,0,Q3,0,5,0,California,0,0,0,41,2364,0,1495.27,0,3859.27,0,1,90710
-49,57,1.56,0,,,62,Harbor City,4854,Month-to-Month,United States,0277-BKSQP,Stayed,1,0,Male,1,DSL,"33.798266, -118.300237",33.798266,-118.300237,1,54.4,0,3,10,Offer E,0,0,1,1,Bank Withdrawal,1,24660,0,Q3,1,4,0,California,0,0,1,8,475.1,0,12.48,0,487.58,0,1,90710
-53,18,48.14,1,Other,Don't know,66,San Pedro,2662,Month-to-Month,United States,4080-OGPJL,Churned,0,0,Female,1,DSL,"33.736387, -118.284363",33.736387,-118.284363,0,71.15,1,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,58639,1,Q3,0,1,0,California,1,1,0,8,563.65,0,385.12,0,948.77,0,1,90731
-27,0,35.33,0,,,67,San Pedro,6232,Two Year,United States,4193-IBKSW,Stayed,1,0,Male,0,,"33.736387, -118.284363",33.736387,-118.284363,1,24.75,1,1,1,Offer A,0,0,0,1,Bank Withdrawal,1,58639,0,Q3,1,3,0,California,0,0,0,72,1769.6,0,2543.76,0,4313.36,1,0,90731
-41,29,33.22,0,,,32,San Pedro,3517,One Year,United States,7047-FWEYA,Stayed,0,0,Female,1,Fiber Optic,"33.736387, -118.284363",33.736387,-118.284363,1,103.15,1,0,3,Offer B,1,0,1,1,Bank Withdrawal,1,58639,1,Q3,1,3,0,California,1,1,1,46,4594.65,130,1528.12,0,6252.77,0,0,90731
-62,23,39.87,0,,,37,San Pedro,5154,Month-to-Month,United States,8547-NSBBO,Stayed,0,1,Male,1,Fiber Optic,"33.736387, -118.284363",33.736387,-118.284363,0,96.75,1,0,0,Offer C,1,1,1,0,Credit Card,1,58639,1,Q3,0,3,0,California,0,0,0,35,3403.4,130,1395.45,0,4928.85,0,0,90731
-40,21,43.46,0,,,38,San Pedro,5991,One Year,United States,8469-SNFFH,Stayed,0,1,Male,1,DSL,"33.736387, -118.284363",33.736387,-118.284363,1,79.4,1,0,0,,1,1,0,1,Bank Withdrawal,1,58639,1,Q3,0,4,0,California,0,0,1,70,5528.9,0,3042.2,0,8571.1,0,1,90731
-26,51,36.6,1,Price,Price too high,86,Altadena,5719,Month-to-Month,United States,0867-MKZVY,Churned,1,0,Female,1,Fiber Optic,"34.196837, -118.142236",34.196837,-118.142236,1,82.4,1,1,5,,0,1,0,1,Bank Withdrawal,1,36243,0,Q3,1,1,0,California,0,1,0,20,1592.35,0,732,33.43,2290.92,1,1,91001
-26,52,5.63,0,,,43,Altadena,2954,Month-to-Month,United States,0817-HSUSE,Joined,0,1,Male,1,Cable,"34.196837, -118.142236",34.196837,-118.142236,0,75.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,36243,1,Q3,0,5,0,California,1,1,1,1,75.5,0,5.63,0,81.13,1,1,91001
-46,20,33.93,0,,,39,Altadena,3200,Month-to-Month,United States,2831-EBWRN,Stayed,0,0,Male,1,Cable,"34.196837, -118.142236",34.196837,-118.142236,0,45.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,36243,0,Q3,0,3,0,California,0,0,0,4,199.75,0,135.72,0,335.47,0,1,91001
-25,73,0,0,,,67,Altadena,4824,Two Year,United States,5317-FLPJF,Stayed,0,1,Female,1,DSL,"34.196837, -118.142236",34.196837,-118.142236,0,61.35,0,0,0,Offer A,0,1,1,0,Bank Withdrawal,0,36243,1,Q3,0,3,0,California,1,1,1,66,4193.4,130,0,0,4323.4,1,0,91001
-63,0,32.04,0,,,38,Altadena,3779,Two Year,United States,9916-AYHTC,Stayed,0,0,Male,0,,"34.196837, -118.142236",34.196837,-118.142236,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,36243,0,Q3,0,5,0,California,0,0,0,48,916,0,1537.92,0,2453.92,0,0,91001
-42,27,33.5,1,Dissatisfaction,Product dissatisfaction,75,Monrovia,4287,Month-to-Month,United States,3376-BMGFE,Churned,1,0,Female,1,Fiber Optic,"34.1528, -118.000482",34.1528,-118.000482,0,70.9,0,1,0,Offer E,0,0,1,0,Bank Withdrawal,1,41067,0,Q3,0,1,0,California,0,0,0,4,273,0,134,8.74,398.26,0,1,91016
-50,57,38.44,0,,,26,Monrovia,5100,Month-to-Month,United States,4450-MDZFX,Stayed,1,0,Male,1,Fiber Optic,"34.1528, -118.000482",34.1528,-118.000482,1,74.35,1,4,9,Offer B,0,0,0,1,Bank Withdrawal,1,41067,0,Q3,1,5,0,California,0,0,0,60,4453.3,0,2306.4,0,6759.7,0,1,91016
-47,20,10.36,0,,,66,Monrovia,2545,Month-to-Month,United States,6483-OATDN,Stayed,1,0,Male,1,DSL,"34.1528, -118.000482",34.1528,-118.000482,1,51.3,0,1,7,,0,1,1,1,Credit Card,1,41067,0,Q3,1,4,0,California,0,0,0,8,411.6,0,82.88,15.02,479.46,0,1,91016
-37,30,19.32,0,,,75,Monrovia,5580,Month-to-Month,United States,4353-HYOJD,Stayed,1,0,Female,1,DSL,"34.1528, -118.000482",34.1528,-118.000482,1,49.85,0,5,5,Offer C,1,0,0,1,Credit Card,1,41067,0,Q3,1,3,0,California,0,0,0,27,1336.15,0,521.64,0,1857.79,0,1,91016
-28,0,42.42,0,,,25,Monrovia,5454,Month-to-Month,United States,0970-QXPXW,Joined,0,0,Female,0,,"34.1528, -118.000482",34.1528,-118.000482,0,19.65,0,0,0,,0,0,0,0,Credit Card,1,41067,0,Q3,0,3,0,California,0,0,0,1,19.65,0,42.42,0,62.07,1,0,91016
-26,53,11.51,1,Attitude,Attitude of support person,83,Tujunga,4690,Month-to-Month,United States,1875-QIVME,Churned,1,1,Female,1,Fiber Optic,"34.296574, -118.244839",34.296574,-118.244839,1,104.4,1,3,1,Offer E,0,0,1,1,Bank Withdrawal,1,26753,1,Q3,1,3,0,California,1,1,1,2,242.8,0,23.02,45.44,220.38,1,1,91042
-47,14,1.79,1,Attitude,Attitude of support person,89,Tujunga,2251,Month-to-Month,United States,8496-EJAUI,Churned,0,0,Male,1,Fiber Optic,"34.296574, -118.244839",34.296574,-118.244839,0,73.85,0,0,0,Offer D,1,0,1,0,Credit Card,1,26753,0,Q3,0,3,0,California,0,0,0,19,1424.5,130,34.01,0,1588.51,0,0,91042
-53,27,22.66,1,Competitor,Competitor had better devices,91,Tujunga,6255,One Year,United States,8199-ZLLSA,Churned,0,1,Male,1,Fiber Optic,"34.296574, -118.244839",34.296574,-118.244839,0,118.35,1,0,0,,1,1,1,0,Bank Withdrawal,1,26753,1,Q3,0,1,0,California,1,1,1,67,7804.15,0,1518.22,0,9322.37,0,1,91042
-57,0,35.42,0,,,58,Tujunga,2843,One Year,United States,8610-ZIKJJ,Joined,1,0,Female,0,,"34.296574, -118.244839",34.296574,-118.244839,1,20.3,0,2,2,,0,0,0,1,Credit Card,1,26753,0,Q3,1,3,0,California,0,0,0,2,31.9,0,70.84,0,102.74,0,0,91042
-57,21,0,0,,,73,Tujunga,3290,Month-to-Month,United States,0076-LVEPS,Stayed,1,1,Male,1,DSL,"34.296574, -118.244839",34.296574,-118.244839,0,45,0,1,0,,1,1,1,0,Credit Card,0,26753,1,Q3,0,4,0,California,0,0,0,29,1242.45,0,0,12.26,1230.19,0,1,91042
-24,73,40.62,1,Competitor,Competitor had better devices,80,Pasadena,4328,One Year,United States,0691-JVSYA,Churned,0,1,Female,1,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,1,94.85,0,0,5,,0,0,1,1,Bank Withdrawal,1,27891,0,Q3,1,1,0,California,1,1,1,53,5000.2,0,2152.86,18.55,7134.51,1,1,91103
-53,23,39.38,1,Competitor,Competitor offered higher download speeds,84,Pasadena,2421,Month-to-Month,United States,4919-MOAVT,Churned,0,0,Male,1,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,0,69.65,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,27891,0,Q3,0,2,0,California,0,0,0,3,220.1,0,118.14,0,338.24,0,1,91103
-42,3,32.02,0,,,43,Pasadena,4454,Month-to-Month,United States,5423-BHIXO,Stayed,0,0,Female,1,DSL,"34.167465, -118.165327",34.167465,-118.165327,0,54.2,1,0,0,,1,0,1,0,Bank Withdrawal,1,27891,0,Q3,0,5,0,California,0,0,0,32,1739.6,0,1024.64,0,2764.24,0,1,91103
-43,13,11.36,0,,,73,Pasadena,5033,Month-to-Month,United States,7801-KICAO,Stayed,0,0,Female,1,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,0,74.15,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,27891,0,Q3,0,4,0,California,0,0,0,18,1345.75,0,204.48,0,1550.23,0,1,91103
-47,19,34.18,0,,,71,Pasadena,2054,Month-to-Month,United States,0620-DLSLK,Stayed,0,0,Female,1,Fiber Optic,"34.167465, -118.165327",34.167465,-118.165327,0,81.9,0,0,0,,0,0,1,0,Credit Card,1,27891,0,Q3,0,3,0,California,0,0,1,13,1028.9,0,444.34,0,1473.24,0,1,91103
-48,76,33.54,1,Competitor,Competitor had better devices,73,Glendale,5142,Month-to-Month,United States,1918-ZBFQJ,Churned,1,1,Female,1,Fiber Optic,"34.162515, -118.203869",34.162515,-118.203869,0,79.25,0,3,0,,1,0,1,0,Bank Withdrawal,1,31297,0,Q3,0,1,0,California,0,0,0,13,1111.65,0,436.02,48.25,1499.42,0,1,91206
-44,2,24.76,1,Competitor,Competitor had better devices,71,Glendale,3068,Month-to-Month,United States,6365-MTGZX,Churned,0,0,Male,1,Fiber Optic,"34.162515, -118.203869",34.162515,-118.203869,0,96,0,0,0,,0,0,1,0,Bank Withdrawal,1,31297,1,Q3,0,1,0,California,1,1,1,24,2122.45,0,594.24,0,2716.69,0,1,91206
-57,0,2.58,1,Attitude,Attitude of support person,92,Glendale,5327,One Year,United States,4597-ELFTS,Churned,0,0,Male,0,,"34.162515, -118.203869",34.162515,-118.203869,0,24.9,1,0,0,,0,0,0,0,Bank Withdrawal,1,31297,0,Q3,0,3,0,California,0,0,0,56,1334,0,144.48,0,1478.48,0,0,91206
-46,10,10.69,0,,,66,Glendale,5414,Month-to-Month,United States,0003-MKNFE,Stayed,0,0,Male,1,Cable,"34.162515, -118.203869",34.162515,-118.203869,0,59.9,1,0,0,,0,0,0,0,Credit Card,1,31297,0,Q3,0,5,0,California,1,1,0,9,542.4,10,96.21,38.33,610.28,0,0,91206
-49,2,16.64,0,,,28,Glendale,5579,Month-to-Month,United States,7577-SWIFR,Joined,0,0,Male,1,Fiber Optic,"34.162515, -118.203869",34.162515,-118.203869,0,89.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,31297,0,Q3,0,5,0,California,1,1,1,1,89.25,0,16.64,0,105.89,0,1,91206
-29,29,0,1,Dissatisfaction,Product dissatisfaction,94,Glendale,4851,Month-to-Month,United States,1024-GUALD,Churned,0,0,Female,1,DSL,"34.182378, -118.262922",34.182378,-118.262922,1,24.8,0,0,4,Offer E,0,0,1,1,Bank Withdrawal,0,9864,0,Q3,1,1,0,California,0,1,0,1,24.8,0,0,0,24.8,1,1,91207
-57,0,12,1,Attitude,Attitude of support person,66,Glendale,4710,Month-to-Month,United States,1349-WXNGG,Churned,0,0,Male,0,,"34.182378, -118.262922",34.182378,-118.262922,0,20.05,0,0,0,,0,0,0,0,Bank Withdrawal,1,9864,0,Q3,0,2,0,California,0,0,0,1,20.05,0,12,0,32.05,0,0,91207
-46,19,25.63,0,,,39,Glendale,2068,One Year,United States,0975-UYDTX,Stayed,0,1,Female,1,DSL,"34.182378, -118.262922",34.182378,-118.262922,1,90.1,1,0,1,Offer C,1,1,1,1,Credit Card,1,9864,1,Q3,1,3,0,California,1,1,1,26,2312.55,0,666.38,47.79,2931.14,0,1,91207
-32,0,21.01,0,,,27,Glendale,3056,Month-to-Month,United States,0303-WMMRN,Stayed,0,0,Male,0,,"34.182378, -118.262922",34.182378,-118.262922,0,19.25,0,0,0,,0,0,1,0,Credit Card,1,9864,0,Q3,0,3,0,California,0,0,0,5,86.05,0,105.05,0,191.1,0,0,91207
-56,30,27.88,0,,,20,Glendale,4419,Two Year,United States,1320-GVNHT,Stayed,1,1,Male,1,Fiber Optic,"34.182378, -118.262922",34.182378,-118.262922,1,108.4,1,2,4,,1,1,1,1,Credit Card,1,9864,0,Q3,1,4,0,California,1,1,1,72,7767.25,30,2007.36,0,9804.61,0,0,91207
-62,21,23.2,1,Attitude,Attitude of support person,91,Mission Hills,3394,Month-to-Month,United States,1285-OKIPP,Churned,1,0,Male,1,Fiber Optic,"34.266389, -118.459744",34.266389,-118.459744,0,79.9,0,3,0,,0,0,0,0,Bank Withdrawal,1,17112,0,Q3,0,2,0,California,1,1,0,1,79.9,0,23.2,0,103.1,0,1,91345
-46,12,48.13,1,Attitude,Attitude of support person,91,Mission Hills,6402,Month-to-Month,United States,4143-HHPMK,Churned,0,0,Male,1,Fiber Optic,"34.266389, -118.459744",34.266389,-118.459744,0,85.35,0,0,0,,1,0,1,0,Bank Withdrawal,1,17112,0,Q3,0,3,0,California,1,1,0,52,4338.6,90,2502.76,0,6931.36,0,0,91345
-24,0,34.16,0,,,44,Mission Hills,4610,Two Year,United States,3785-KTYSH,Stayed,0,0,Male,0,,"34.266389, -118.459744",34.266389,-118.459744,0,24.6,1,0,0,,0,0,0,0,Credit Card,1,17112,0,Q3,0,5,0,California,0,0,0,53,1279,0,1810.48,37.68,3051.8,1,0,91345
-23,52,0,0,,,79,Mission Hills,3422,Month-to-Month,United States,3472-OAOOR,Stayed,1,0,Male,1,Cable,"34.266389, -118.459744",34.266389,-118.459744,1,34.95,0,1,3,,1,1,1,1,Credit Card,0,17112,0,Q3,1,3,0,California,0,0,0,19,610.2,0,0,0,610.2,1,1,91345
-62,18,28.37,0,,,77,Mission Hills,6233,Two Year,United States,0270-THENM,Stayed,1,1,Male,1,DSL,"34.266389, -118.459744",34.266389,-118.459744,1,69.85,1,2,1,,1,1,0,1,Bank Withdrawal,1,17112,1,Q3,1,3,0,California,0,0,0,72,5102.35,0,2042.64,25.24,7119.75,0,1,91345
-22,73,44.31,1,Price,Price too high,81,North Hollywood,2556,Month-to-Month,United States,1251-KRREG,Churned,0,0,Male,1,DSL,"34.1692, -118.372498",34.1692,-118.372498,0,54.4,1,0,0,,1,0,1,0,Credit Card,1,36625,0,Q3,0,3,0,California,0,1,0,2,114.1,0,88.62,0,202.72,1,1,91601
-35,17,46.99,1,Competitor,Competitor had better devices,73,North Hollywood,2850,Month-to-Month,United States,4547-LYTDD,Churned,0,0,Female,1,Fiber Optic,"34.1692, -118.372498",34.1692,-118.372498,0,72.65,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,36625,0,Q3,0,1,0,California,0,0,0,16,1194.3,0,751.84,0,1946.14,0,1,91601
-58,7,22,1,Price,Extra data charges,91,North Hollywood,4176,Month-to-Month,United States,9940-HPQPG,Churned,0,1,Female,1,Fiber Optic,"34.1692, -118.372498",34.1692,-118.372498,1,91.75,1,0,1,Offer E,1,1,0,1,Bank Withdrawal,1,36625,0,Q3,1,1,0,California,0,0,0,9,865.8,0,198,0,1063.8,0,1,91601
-20,51,27.97,0,,,71,North Hollywood,5991,Two Year,United States,5982-PSMKW,Stayed,1,1,Female,1,Cable,"34.1692, -118.372498",34.1692,-118.372498,1,91.1,1,2,1,Offer D,1,1,1,1,Credit Card,1,36625,1,Q3,1,4,0,California,1,1,1,23,2198.3,0,643.31,0,2841.61,1,1,91601
-41,16,30.19,1,Price,Lack of affordable download/upload speed,91,La Puente,4884,Month-to-Month,United States,4959-JOSRX,Churned,0,0,Female,1,Cable,"34.031441, -117.936436",34.031441,-117.936436,1,44.6,0,0,3,Offer E,0,0,1,1,Credit Card,1,84965,0,Q3,1,2,0,California,0,0,0,2,80.55,0,60.38,0,140.93,0,1,91744
-27,59,8.5,1,Competitor,Competitor had better devices,90,La Puente,5799,Month-to-Month,United States,2983-ZANRP,Churned,0,0,Female,1,Fiber Optic,"34.031441, -117.936436",34.031441,-117.936436,1,73.55,0,0,1,,1,0,1,1,Bank Withdrawal,1,84965,0,Q3,1,1,0,California,0,1,0,2,145.4,0,17,0,162.4,1,1,91744
-56,2,5.59,1,Competitor,Competitor had better devices,71,La Puente,5962,Month-to-Month,United States,0295-PPHDO,Churned,0,0,Male,1,Fiber Optic,"34.031441, -117.936436",34.031441,-117.936436,0,95.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,84965,0,Q3,0,1,0,California,1,1,1,1,95.45,0,5.59,0,101.04,0,1,91744
-22,59,0,0,,,27,La Puente,5973,Month-to-Month,United States,6637-KYRCV,Stayed,1,0,Female,1,DSL,"34.031441, -117.936436",34.031441,-117.936436,1,30.5,0,1,1,,1,0,1,1,Bank Withdrawal,0,84965,0,Q3,1,3,0,California,0,0,0,5,167.2,0,0,0,167.2,1,1,91744
-20,48,10.59,1,Other,Don't know,65,San Dimas,4839,Month-to-Month,United States,4484-GLZOU,Churned,0,1,Female,1,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,1,105.05,1,0,6,,1,0,1,1,Bank Withdrawal,1,33878,0,Q3,1,2,0,California,1,1,1,52,5624.85,0,550.68,27.6,6147.93,1,1,91773
-45,0,30.07,1,Attitude,Attitude of support person,67,San Dimas,2687,Month-to-Month,United States,2484-DGXPZ,Churned,0,0,Female,0,,"34.102119, -117.815532",34.102119,-117.815532,1,19.55,0,0,1,,0,0,1,1,Credit Card,1,33878,0,Q3,1,3,0,California,0,0,0,31,658.95,0,932.17,0,1591.12,0,0,91773
-53,21,25.04,1,Other,Poor expertise of online support,79,San Dimas,2785,Month-to-Month,United States,1596-BBVTG,Churned,0,0,Male,1,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,0,75.35,1,0,0,Offer C,0,0,0,0,Credit Card,1,33878,0,Q3,0,3,0,California,0,0,0,35,2636.05,0,876.4,0,3512.45,0,1,91773
-50,11,35.49,1,Competitor,Competitor made better offer,65,San Dimas,3585,Month-to-Month,United States,0260-ZDLGK,Churned,1,1,Female,1,Cable,"34.102119, -117.815532",34.102119,-117.815532,0,72.9,0,2,0,,0,0,1,0,Credit Card,1,33878,1,Q3,0,1,0,California,1,1,1,9,651.4,0,319.41,0,970.81,0,1,91773
-48,12,48.47,1,Price,Price too high,94,San Dimas,4639,Month-to-Month,United States,9821-POOTN,Churned,0,0,Male,1,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,1,75.2,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,33878,0,Q3,1,2,0,California,0,0,0,35,2576.2,0,1696.45,0,4272.65,0,1,91773
-26,46,34.49,1,Attitude,Attitude of service provider,87,San Dimas,4109,Month-to-Month,United States,4548-SDBKE,Churned,0,0,Female,1,Fiber Optic,"34.102119, -117.815532",34.102119,-117.815532,0,85.2,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,33878,0,Q3,0,3,0,California,0,1,1,5,474.8,0,172.45,0,647.25,1,1,91773
-61,13,0,1,Attitude,Attitude of support person,83,San Dimas,2987,Month-to-Month,United States,7384-GHBPI,Churned,0,0,Male,1,Cable,"34.102119, -117.815532",34.102119,-117.815532,1,35.15,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,0,33878,0,Q3,1,2,0,California,1,1,0,3,99.75,0,0,0,99.75,0,1,91773
-37,0,7.27,0,,,38,San Dimas,5113,Month-to-Month,United States,1755-RMCXH,Joined,1,0,Male,0,,"34.102119, -117.815532",34.102119,-117.815532,1,20.3,0,2,5,Offer E,0,0,0,1,Credit Card,1,33878,0,Q3,1,4,0,California,0,0,0,2,40.25,0,14.54,0,54.79,0,0,91773
-41,18,19.15,1,Other,Don't know,90,Alhambra,4094,Month-to-Month,United States,5583-SXDAG,Churned,0,0,Male,1,Fiber Optic,"34.074736, -118.145959",34.074736,-118.145959,1,70,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,30635,0,Q3,1,3,0,California,0,0,0,1,70,10,19.15,0,99.15,0,0,91803
-40,16,36.81,1,Competitor,Competitor offered higher download speeds,94,Alhambra,3529,Month-to-Month,United States,0133-BMFZO,Churned,0,0,Female,1,Fiber Optic,"34.074736, -118.145959",34.074736,-118.145959,0,86.25,0,0,0,,1,1,1,0,Bank Withdrawal,1,30635,1,Q3,0,2,0,California,0,0,0,2,181.65,0,73.62,0,255.27,0,1,91803
-53,0,10.14,0,,,32,Alhambra,3389,Month-to-Month,United States,8267-KFGYD,Joined,1,0,Male,0,,"34.074736, -118.145959",34.074736,-118.145959,0,21.05,0,1,0,,0,0,1,0,Mailed Check,1,30635,0,Q3,0,3,0,California,0,0,0,1,21.05,0,10.14,0,31.19,0,0,91803
-49,2,43.11,0,,,78,Alhambra,4446,One Year,United States,7661-CPURM,Stayed,0,0,Male,1,Fiber Optic,"34.074736, -118.145959",34.074736,-118.145959,0,87.7,0,0,0,Offer D,0,0,1,0,Credit Card,1,30635,1,Q3,0,3,0,California,1,1,0,19,1725.95,0,819.09,0,2545.04,0,1,91803
-41,19,0,0,,,71,Alhambra,4451,Two Year,United States,5126-RCXYW,Stayed,1,1,Male,1,DSL,"34.074736, -118.145959",34.074736,-118.145959,1,46,0,1,0,Offer B,0,0,0,1,Credit Card,0,30635,1,Q3,0,4,0,California,1,1,0,54,2424.05,90,0,0,2514.05,0,0,91803
-23,53,4.01,1,Competitor,Competitor had better devices,88,Seeley,3804,Month-to-Month,United States,0578-SKVMF,Churned,0,0,Female,1,Cable,"32.790282, -115.689559",32.790282,-115.689559,1,83.3,0,0,4,,1,0,0,1,Bank Withdrawal,1,1632,0,Q3,1,1,0,California,1,1,0,22,1845.9,0,88.22,0,1934.12,1,1,92273
-40,30,35.87,1,Other,Don't know,78,Seeley,6006,Month-to-Month,United States,8624-GIOUT,Churned,0,0,Female,1,DSL,"32.790282, -115.689559",32.790282,-115.689559,0,59.75,1,0,0,Offer B,1,1,1,0,Credit Card,1,1632,0,Q3,0,1,0,California,0,0,0,49,2934.3,0,1757.63,0,4691.93,0,1,92273
-40,29,41.92,1,Competitor,Competitor offered higher download speeds,87,Seeley,2029,Month-to-Month,United States,8775-CEBBJ,Churned,0,0,Female,1,Cable,"32.790282, -115.689559",32.790282,-115.689559,0,44.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,1632,0,Q3,0,2,0,California,0,0,0,9,403.35,0,377.28,0,780.63,0,1,92273
-61,19,0,0,,,43,Seeley,5230,One Year,United States,8328-SKJNO,Stayed,1,0,Male,1,DSL,"32.790282, -115.689559",32.790282,-115.689559,0,40.65,0,1,0,,1,1,0,0,Bank Withdrawal,0,1632,1,Q3,0,3,0,California,0,0,0,23,947.4,0,0,0,947.4,0,1,92273
-58,13,16.85,1,Competitor,Competitor had better devices,91,Ludlow,5201,Month-to-Month,United States,0256-LTHVJ,Churned,0,0,Female,1,Fiber Optic,"34.702766, -116.093376",34.702766,-116.093376,1,81.05,0,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,23,0,Q3,1,1,0,California,1,1,0,28,2227.1,0,471.8,0,2698.9,0,1,92338
-40,25,17.87,1,Attitude,Attitude of service provider,83,Ludlow,5898,Month-to-Month,United States,0925-VYDLG,Churned,0,0,Female,1,Fiber Optic,"34.702766, -116.093376",34.702766,-116.093376,0,75.25,1,0,0,,0,0,0,0,Bank Withdrawal,1,23,0,Q3,0,3,0,California,0,0,0,3,242,0,53.61,0,295.61,0,1,92338
-33,20,34.76,0,,,62,Ludlow,4668,Two Year,United States,4615-PIVVU,Stayed,0,1,Female,1,Cable,"34.702766, -116.093376",34.702766,-116.093376,0,66.5,0,0,0,,0,0,0,0,Credit Card,1,23,1,Q3,0,5,0,California,1,1,0,42,2762.75,0,1459.92,0,4222.67,0,1,92338
-60,27,19.05,1,Competitor,Competitor had better devices,91,Phelan,4498,Month-to-Month,United States,4640-UHDOS,Churned,0,0,Female,1,DSL,"34.441123, -117.537886",34.441123,-117.537886,1,55.95,0,0,3,Offer D,0,0,0,1,Bank Withdrawal,1,12463,0,Q3,1,1,0,California,1,1,0,13,734.35,0,247.65,0,982,0,1,92371
-29,73,0,1,Other,Don't know,82,Phelan,3196,Month-to-Month,United States,8260-NGFNY,Churned,0,0,Female,1,DSL,"34.441123, -117.537886",34.441123,-117.537886,0,25.2,0,0,0,,0,0,0,0,Mailed Check,0,12463,0,Q3,0,2,0,California,0,1,0,1,25.2,0,0,0,25.2,1,1,92371
-26,0,30.09,0,,,38,Phelan,4845,Month-to-Month,United States,0673-IGUQO,Joined,0,0,Male,0,,"34.441123, -117.537886",34.441123,-117.537886,0,20.45,0,0,0,,0,0,0,0,Credit Card,1,12463,0,Q3,0,4,0,California,0,0,0,1,20.45,0,30.09,0,50.54,1,0,92371
-27,59,34.49,0,,,32,Phelan,3936,Month-to-Month,United States,4998-IKFSE,Stayed,0,1,Female,1,Fiber Optic,"34.441123, -117.537886",34.441123,-117.537886,0,100.45,1,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,12463,0,Q3,0,5,0,California,1,1,1,30,3096.9,80,1034.7,0,4211.6,1,0,92371
-52,8,21.91,1,Competitor,Competitor had better devices,80,Rialto,5980,Month-to-Month,United States,9399-APLBT,Churned,0,0,Female,1,Fiber Optic,"34.156758, -117.404686",34.156758,-117.404686,1,74.7,0,0,0,,1,0,1,1,Bank Withdrawal,1,18518,0,Q3,0,1,0,California,0,0,0,1,74.7,0,21.91,0,96.61,0,1,92377
-49,11,33.75,1,Dissatisfaction,Limited range of services,91,Rialto,2457,Month-to-Month,United States,6331-LWDTQ,Churned,0,0,Male,1,DSL,"34.156758, -117.404686",34.156758,-117.404686,0,72.15,1,0,0,,0,0,1,0,Credit Card,1,18518,0,Q3,0,2,0,California,1,1,1,10,794.25,80,337.5,0,1211.75,0,0,92377
-45,16,23.34,0,,,74,Rialto,3498,Month-to-Month,United States,5858-EAFCZ,Joined,0,0,Male,1,DSL,"34.156758, -117.404686",34.156758,-117.404686,0,44.45,0,0,0,,0,0,0,0,Credit Card,1,18518,0,Q3,0,3,0,California,0,0,0,1,44.45,0,23.34,0,67.79,0,1,92377
-28,59,29.74,0,,,53,Rialto,4639,Month-to-Month,United States,9631-XEYKE,Joined,0,0,Male,1,DSL,"34.156758, -117.404686",34.156758,-117.404686,0,50.4,1,0,0,,0,0,0,0,Bank Withdrawal,1,18518,0,Q3,0,5,0,California,0,0,0,3,137.25,0,89.22,0,226.47,1,1,92377
-40,28,4.67,1,Competitor,Competitor had better devices,73,Victorville,5671,Month-to-Month,United States,6227-HWPWX,Churned,0,0,Female,1,Fiber Optic,"34.486835, -117.362274",34.486835,-117.362274,0,69,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,63235,0,Q3,0,1,0,California,0,0,0,15,994.8,0,70.05,0,1064.85,0,1,92392
-48,8,0,0,,,25,Victorville,2673,Two Year,United States,5656-MJEFC,Stayed,0,1,Male,1,Cable,"34.486835, -117.362274",34.486835,-117.362274,1,48.15,0,0,10,Offer B,0,1,0,1,Credit Card,0,63235,1,Q3,1,4,0,California,0,0,1,42,2032.3,0,0,0,2032.3,0,1,92392
-39,30,42.23,0,,,20,Victorville,4016,Month-to-Month,United States,1469-LBJQJ,Stayed,0,1,Female,1,Fiber Optic,"34.486835, -117.362274",34.486835,-117.362274,1,105.2,1,0,6,Offer A,1,0,1,1,Bank Withdrawal,1,63235,0,Q3,1,4,0,California,1,1,1,66,6936.85,0,2787.18,0,9724.03,0,1,92392
-23,48,6.26,0,,,38,Victorville,5187,One Year,United States,7432-FFVAR,Stayed,1,1,Female,1,Fiber Optic,"34.486835, -117.362274",34.486835,-117.362274,1,90.95,0,3,2,Offer B,0,0,0,1,Bank Withdrawal,1,63235,1,Q3,1,5,0,California,1,1,0,46,4236.6,50,287.96,0,4574.56,1,0,92392
-32,25,32.32,1,Dissatisfaction,Product dissatisfaction,65,San Bernardino,2879,Month-to-Month,United States,5949-XIKAE,Churned,0,0,Female,1,Cable,"34.105935, -117.2914",34.105935,-117.2914,1,83.55,0,0,1,,1,0,1,1,Bank Withdrawal,1,1779,0,Q3,1,1,0,California,0,0,1,8,680.05,0,258.56,0,938.61,0,1,92401
-34,9,42.09,1,Competitor,Competitor had better devices,90,San Bernardino,6274,Two Year,United States,1725-IQNIY,Churned,0,1,Male,1,Fiber Optic,"34.105935, -117.2914",34.105935,-117.2914,1,109.75,0,0,1,,1,1,0,1,Bank Withdrawal,1,1779,1,Q3,1,2,0,California,1,1,1,54,6110.2,0,2272.86,0,8383.06,0,1,92401
-31,12,30.22,0,,,48,San Bernardino,4602,Month-to-Month,United States,1379-FRVEB,Stayed,1,0,Male,1,Fiber Optic,"34.105935, -117.2914",34.105935,-117.2914,0,91,1,1,0,Offer D,1,0,1,0,Bank Withdrawal,1,1779,0,Q3,0,4,0,California,0,0,1,15,1430.05,0,453.3,0,1883.35,0,1,92401
-43,17,7.42,0,,,27,San Bernardino,5735,Month-to-Month,United States,4456-RHSNB,Stayed,1,1,Female,1,DSL,"34.105935, -117.2914",34.105935,-117.2914,1,49.6,0,1,3,,0,0,1,1,Bank Withdrawal,1,1779,0,Q3,1,3,0,California,0,0,0,19,962.9,0,140.98,0,1103.88,0,1,92401
-32,2,14.02,1,Competitor,Competitor had better devices,93,San Bernardino,2814,Month-to-Month,United States,8372-JUXUI,Churned,0,0,Male,1,Fiber Optic,"34.106922, -117.297553",34.106922,-117.297553,0,74.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,44556,0,Q3,0,1,0,California,0,0,0,1,74.35,0,14.02,0,88.37,0,1,92410
-30,0,38.55,0,,,58,San Bernardino,5271,Month-to-Month,United States,6648-INWPS,Stayed,1,0,Male,0,,"34.106922, -117.297553",34.106922,-117.297553,1,20.15,0,3,4,Offer D,0,0,0,1,Bank Withdrawal,1,44556,0,Q3,1,4,0,California,0,0,0,16,341.35,0,616.8,0,958.15,0,0,92410
-57,0,2.6,0,,,68,San Bernardino,5546,Month-to-Month,United States,6278-FEPBZ,Stayed,0,0,Female,0,,"34.106922, -117.297553",34.106922,-117.297553,0,20.25,0,0,0,Offer E,0,0,0,0,Credit Card,1,44556,0,Q3,0,4,0,California,0,0,0,9,186.15,0,23.4,0,209.55,0,0,92410
-23,73,37.75,0,,,68,San Bernardino,5995,Two Year,United States,1832-PEUTS,Stayed,1,1,Male,1,Fiber Optic,"34.106922, -117.297553",34.106922,-117.297553,1,89.1,1,2,4,Offer B,0,0,1,1,Credit Card,1,44556,0,Q3,1,4,0,California,0,0,1,62,5411.65,0,2340.5,0,7752.15,1,1,92410
-28,41,9.79,1,Attitude,Attitude of support person,77,Riverside,4263,Month-to-Month,United States,0388-EOPEX,Churned,0,0,Female,1,Fiber Optic,"33.890046, -117.455583",33.890046,-117.455583,1,74.4,0,0,1,,0,1,1,1,Bank Withdrawal,1,71678,0,Q3,1,1,0,California,0,0,0,2,139.4,0,19.58,0,158.98,1,1,92503
-33,26,9.71,1,Competitor,Competitor had better devices,86,Riverside,5209,Month-to-Month,United States,8614-VGMMV,Churned,0,0,Female,1,DSL,"33.890046, -117.455583",33.890046,-117.455583,0,49.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,71678,0,Q3,0,1,0,California,0,0,0,15,679.55,0,145.65,0,825.2,0,1,92503
-45,25,26.38,0,,,43,Riverside,5258,Month-to-Month,United States,1763-WQFUK,Joined,0,0,Male,1,DSL,"33.890046, -117.455583",33.890046,-117.455583,0,50.5,0,0,0,,0,0,1,0,Mailed Check,1,71678,1,Q3,0,4,0,California,0,0,0,3,147.75,0,79.14,0,226.89,0,1,92503
-21,82,14.73,0,,,52,Riverside,3275,One Year,United States,0580-PIQHM,Stayed,1,1,Female,1,Fiber Optic,"33.890046, -117.455583",33.890046,-117.455583,1,101.6,1,1,7,Offer B,1,1,1,1,Bank Withdrawal,1,71678,0,Q3,1,3,0,California,1,1,0,41,3930.55,0,603.93,0,4534.48,1,1,92503
-51,16,0,1,Dissatisfaction,Network reliability,66,Riverside,3099,One Year,United States,8205-OTCHB,Churned,0,1,Male,1,DSL,"33.930931, -117.361788",33.930931,-117.361788,0,43.75,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,0,42425,0,Q3,0,3,0,California,1,1,0,22,903.6,0,0,0,903.6,0,1,92506
-29,52,31.14,1,Competitor,Competitor offered higher download speeds,68,Riverside,4403,Month-to-Month,United States,2930-UOTMB,Churned,0,1,Female,1,Cable,"33.930931, -117.361788",33.930931,-117.361788,0,65.25,1,0,0,Offer C,0,1,0,0,Credit Card,1,42425,1,Q3,0,1,0,California,0,0,0,31,1994.3,120,965.34,0,3079.64,1,0,92506
-42,0,33.16,0,,,39,Riverside,5379,Month-to-Month,United States,2023-VQFDL,Stayed,0,0,Male,0,,"33.930931, -117.361788",33.930931,-117.361788,0,19,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,42425,0,Q3,0,5,0,California,0,0,0,18,348.8,0,596.88,0,945.68,0,0,92506
-53,10,5.22,0,,,65,Riverside,5856,One Year,United States,1696-HXOWK,Stayed,0,0,Female,1,Fiber Optic,"33.930931, -117.361788",33.930931,-117.361788,1,95.65,1,0,6,Offer A,1,1,0,1,Credit Card,1,42425,0,Q3,1,3,0,California,0,0,1,71,6856.95,0,370.62,0,7227.57,0,1,92506
-49,14,16.07,1,Price,Lack of affordable download/upload speed,76,March Air Reserve Base,2538,Month-to-Month,United States,7783-YKGDV,Churned,0,1,Female,1,Fiber Optic,"33.888323, -117.277533",33.888323,-117.277533,0,99.7,1,0,0,Offer D,1,1,1,0,Bank Withdrawal,1,1005,0,Q3,0,1,0,California,1,1,0,12,1238.45,0,192.84,0,1431.29,0,1,92518
-46,11,26.94,1,Competitor,Competitor offered more data,71,March Air Reserve Base,6295,Two Year,United States,2533-QVMSK,Churned,0,0,Male,1,Fiber Optic,"33.888323, -117.277533",33.888323,-117.277533,1,94.1,1,0,9,Offer B,1,0,1,1,Bank Withdrawal,1,1005,1,Q3,1,3,0,California,0,0,1,61,5638.3,0,1643.34,0,7281.64,0,1,92518
-45,0,37.79,0,,,70,March Air Reserve Base,5987,Two Year,United States,2560-WBWXF,Stayed,0,0,Male,0,,"33.888323, -117.277533",33.888323,-117.277533,0,24.15,1,0,0,,0,0,1,0,Bank Withdrawal,1,1005,0,Q3,0,4,0,California,0,0,0,68,1498.85,0,2569.72,0,4068.57,0,0,92518
-50,0,31.02,0,,,74,March Air Reserve Base,5387,Month-to-Month,United States,9970-QBCDA,Stayed,0,0,Female,0,,"33.888323, -117.277533",33.888323,-117.277533,0,19.7,0,0,0,Offer E,0,0,0,0,Credit Card,1,1005,0,Q3,0,5,0,California,0,0,0,6,129.55,0,186.12,0,315.67,0,0,92518
-49,19,18.79,1,Other,Don't know,72,Homeland,3715,Month-to-Month,United States,7218-HKQFK,Churned,0,0,Male,1,Fiber Optic,"33.761894, -117.120868",33.761894,-117.120868,1,94.2,0,0,4,,0,0,1,1,Bank Withdrawal,1,4283,1,Q3,1,2,0,California,1,1,1,2,167.5,0,37.58,0,205.08,0,1,92548
-27,59,40.42,1,Attitude,Attitude of support person,90,Homeland,4599,Month-to-Month,United States,6142-VSJQO,Churned,1,0,Female,1,Cable,"33.761894, -117.120868",33.761894,-117.120868,1,44.35,0,3,0,,0,0,1,1,Bank Withdrawal,1,4283,0,Q3,0,2,0,California,0,0,0,1,44.35,0,40.42,0,84.77,1,1,92548
-52,0,40.97,0,,,43,Homeland,5218,Two Year,United States,8007-YYPWD,Stayed,0,0,Female,0,,"33.761894, -117.120868",33.761894,-117.120868,0,25.05,1,0,0,,0,0,0,0,Bank Withdrawal,1,4283,0,Q3,0,5,0,California,0,0,0,15,369.1,0,614.55,0,983.65,0,0,92548
-32,19,19.87,0,,,77,Homeland,5753,Month-to-Month,United States,3620-MWJNE,Joined,0,0,Male,1,DSL,"33.761894, -117.120868",33.761894,-117.120868,0,54.45,0,0,0,,0,1,1,0,Credit Card,1,4283,1,Q3,0,3,0,California,0,0,0,2,87.3,0,39.74,0,127.04,0,1,92548
-64,23,36.12,1,Price,Price too high,91,Idyllwild,5032,Month-to-Month,United States,4636-QRJKY,Churned,0,0,Female,1,Fiber Optic,"33.755039, -116.741796",33.755039,-116.741796,1,80.5,1,0,1,,0,0,1,1,Bank Withdrawal,1,3588,1,Q3,1,3,0,California,0,0,0,6,502.85,0,216.72,0,719.57,0,1,92549
-25,46,16.05,0,,,36,Idyllwild,4592,Two Year,United States,7101-HRBLJ,Stayed,0,1,Female,1,Cable,"33.755039, -116.741796",33.755039,-116.741796,1,83.7,0,0,9,,1,1,1,1,Bank Withdrawal,1,3588,1,Q3,1,3,0,California,1,1,1,72,6096.9,0,1155.6,0,7252.5,1,1,92549
-27,0,47.79,0,,,35,Idyllwild,4774,One Year,United States,8573-JGCZW,Stayed,0,0,Male,0,,"33.755039, -116.741796",33.755039,-116.741796,0,19.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,3588,0,Q3,0,5,0,California,0,0,0,17,351.55,0,812.43,0,1163.98,1,0,92549
-29,0,29.38,0,,,74,Idyllwild,5161,Two Year,United States,3458-IDMFK,Stayed,0,0,Male,0,,"33.755039, -116.741796",33.755039,-116.741796,0,20.75,0,0,0,Offer C,0,0,1,0,Credit Card,1,3588,0,Q3,0,3,0,California,0,0,0,25,499.4,0,734.5,0,1233.9,1,0,92549
-47,23,27.61,1,Dissatisfaction,Network reliability,81,Sun City,2115,Month-to-Month,United States,6825-UYPFK,Churned,0,0,Female,1,Fiber Optic,"33.707483, -117.200006",33.707483,-117.200006,0,75.6,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,18161,0,Q3,0,1,0,California,0,0,0,23,1758.6,0,635.03,0,2393.63,0,1,92586
-45,8,9.34,1,Attitude,Attitude of support person,76,Sun City,4417,Month-to-Month,United States,7927-AUXBZ,Churned,0,0,Female,1,Fiber Optic,"33.707483, -117.200006",33.707483,-117.200006,0,85.15,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,18161,1,Q3,0,2,0,California,0,0,1,30,2555.9,0,280.2,0,2836.1,0,1,92586
-23,0,46,0,,,39,Sun City,4196,One Year,United States,6870-ECSHE,Joined,0,0,Female,0,,"33.707483, -117.200006",33.707483,-117.200006,0,20.45,0,0,0,,0,0,0,0,Credit Card,1,18161,0,Q3,0,4,0,California,0,0,0,2,34.8,0,92,0,126.8,1,0,92586
-63,5,29.87,0,,,50,Sun City,5121,Month-to-Month,United States,8990-ZXLSU,Stayed,0,0,Female,1,Fiber Optic,"33.707483, -117.200006",33.707483,-117.200006,0,69.05,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,18161,0,Q3,0,3,0,California,0,0,0,9,651.5,0,268.83,0,920.33,0,1,92586
-22,52,23.09,1,Other,Poor expertise of online support,72,Sun City,2568,Month-to-Month,United States,8397-MVTAZ,Churned,0,1,Male,1,Fiber Optic,"33.69887, -117.25071",33.69887,-117.25071,1,100.05,1,0,2,Offer C,0,0,1,1,Bank Withdrawal,1,13151,0,Q3,1,3,0,California,1,1,1,34,3480,20,785.06,0,4285.06,1,0,92587
-48,0,5.48,0,,,70,Sun City,4890,Two Year,United States,2626-VEEWG,Stayed,1,0,Male,0,,"33.69887, -117.25071",33.69887,-117.25071,1,19.4,0,2,6,,0,0,1,1,Credit Card,1,13151,0,Q3,1,5,0,California,0,0,0,67,1284.2,0,367.16,0,1651.36,0,0,92587
-29,0,48.66,0,,,71,Sun City,5076,Two Year,United States,8747-UDCOI,Stayed,0,0,Female,0,,"33.69887, -117.25071",33.69887,-117.25071,1,19.35,0,0,7,Offer B,0,0,0,1,Bank Withdrawal,1,13151,0,Q3,1,3,0,California,0,0,0,65,1319.95,0,3162.9,0,4482.85,1,0,92587
-38,21,49.33,0,,,50,Sun City,4916,Month-to-Month,United States,2275-RBYQS,Joined,0,0,Female,1,DSL,"33.69887, -117.25071",33.69887,-117.25071,0,45.4,0,0,0,Offer E,0,0,1,0,Credit Card,1,13151,0,Q3,0,3,0,California,0,0,0,1,45.4,0,49.33,0,94.73,0,1,92587
-51,30,30.52,1,Other,Don't know,80,Irvine,5679,Month-to-Month,United States,9282-IZGQK,Churned,0,0,Female,1,Fiber Optic,"33.643095, -117.810896",33.643095,-117.810896,0,85,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,41062,0,Q3,0,3,0,California,1,1,0,1,85,0,30.52,0,115.52,0,1,92612
-40,0,26.12,0,,,75,Irvine,3574,Two Year,United States,5970-GHJAW,Stayed,1,0,Male,0,,"33.643095, -117.810896",33.643095,-117.810896,1,19.95,0,2,9,Offer B,0,0,0,1,Credit Card,1,41062,0,Q3,1,5,0,California,0,0,0,46,862.4,0,1201.52,0,2063.92,0,0,92612
-60,3,25.66,0,,,50,Irvine,2921,Month-to-Month,United States,7714-YXSMB,Stayed,0,1,Female,1,Fiber Optic,"33.643095, -117.810896",33.643095,-117.810896,0,100.5,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,41062,0,Q3,0,3,0,California,1,1,1,26,2599.95,0,667.16,0,3267.11,0,1,92612
-22,41,3.16,0,,,45,Irvine,2482,Month-to-Month,United States,2676-OXPPQ,Stayed,0,0,Male,1,DSL,"33.643095, -117.810896",33.643095,-117.810896,0,55.7,0,0,0,,1,1,1,0,Bank Withdrawal,1,41062,0,Q3,0,3,0,California,0,0,0,6,335.65,0,18.96,0,354.61,1,1,92612
-52,17,0,1,Dissatisfaction,Poor expertise of online support,74,Huntington Beach,4856,Month-to-Month,United States,2817-NTQDO,Churned,0,0,Male,1,DSL,"33.666301, -117.969501",33.666301,-117.969501,0,45.55,0,0,0,Offer D,0,1,1,0,Credit Card,0,56517,1,Q3,0,3,0,California,0,0,1,13,597,0,0,0,597,0,1,92646
-47,0,46.91,0,,,64,Huntington Beach,3636,Month-to-Month,United States,6131-IUNXN,Stayed,1,0,Female,0,,"33.666301, -117.969501",33.666301,-117.969501,1,20.2,0,2,6,,0,0,0,1,Mailed Check,1,56517,0,Q3,1,4,0,California,0,0,0,19,382.2,0,891.29,0,1273.49,0,0,92646
-44,4,29.28,0,,,75,Huntington Beach,2342,Month-to-Month,United States,8805-JNRAZ,Joined,0,0,Female,1,Cable,"33.666301, -117.969501",33.666301,-117.969501,0,49.2,0,0,0,Offer E,1,0,0,0,Credit Card,1,56517,0,Q3,0,5,0,California,0,0,0,2,103.7,0,58.56,0,162.26,0,1,92646
-37,28,43.24,0,,,43,Huntington Beach,6026,Two Year,United States,7139-JZFVG,Stayed,1,1,Male,1,DSL,"33.666301, -117.969501",33.666301,-117.969501,1,60.5,0,2,7,,1,1,0,1,Bank Withdrawal,1,56517,0,Q3,1,3,0,California,0,0,0,60,3694.45,0,2594.4,0,6288.85,0,1,92646
-44,17,10.49,1,Competitor,Competitor offered higher download speeds,72,Santa Ana,2744,Month-to-Month,United States,0939-YAPAF,Churned,0,1,Female,1,Fiber Optic,"33.748478, -117.858918",33.748478,-117.858918,0,100.25,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,58157,0,Q3,0,3,0,California,1,1,1,35,3527.6,0,367.15,0,3894.75,0,1,92701
-48,14,29.8,0,,,55,Santa Ana,4278,Two Year,United States,2234-EOFPT,Stayed,0,0,Male,1,DSL,"33.748478, -117.858918",33.748478,-117.858918,1,79.35,0,0,2,,1,1,1,1,Bank Withdrawal,1,58157,1,Q3,1,3,0,California,1,1,1,72,5753.25,40,2145.6,0,7938.85,0,0,92701
-32,57,44.37,0,,,61,Santa Ana,4171,Month-to-Month,United States,2018-PZKMU,Stayed,1,1,Male,1,Fiber Optic,"33.748478, -117.858918",33.748478,-117.858918,1,103.1,0,3,10,Offer E,0,0,0,1,Bank Withdrawal,1,58157,1,Q3,1,4,0,California,1,1,1,9,970.45,0,399.33,18.62,1351.16,0,1,92701
-21,59,45.21,0,,,39,Santa Ana,5083,Two Year,United States,1716-LSAMB,Stayed,1,0,Male,1,Cable,"33.748478, -117.858918",33.748478,-117.858918,1,54.65,0,1,1,,0,1,0,1,Bank Withdrawal,1,58157,1,Q3,1,3,0,California,0,0,0,45,2553.7,0,2034.45,0,4588.15,1,1,92701
-50,7,26.15,1,Competitor,Competitor offered more data,67,Santa Ana,5170,One Year,United States,4710-FDUIZ,Churned,0,0,Male,1,Fiber Optic,"33.714829, -117.872941",33.714829,-117.872941,1,100.3,1,0,2,,1,0,0,1,Credit Card,1,62634,0,Q3,1,2,0,California,1,1,1,56,5614.45,100,1464.4,0,7178.85,0,0,92707
-30,69,0,1,Attitude,Attitude of service provider,74,Santa Ana,5531,One Year,United States,2898-LSJGD,Churned,0,1,Female,1,Cable,"33.714829, -117.872941",33.714829,-117.872941,1,55.95,0,0,1,,0,1,1,1,Bank Withdrawal,0,62634,0,Q3,1,1,0,California,1,1,1,21,1157.05,10,0,0,1167.05,0,0,92707
-62,30,0,0,,,40,Santa Ana,2855,One Year,United States,1153-GNOLC,Stayed,0,0,Male,1,DSL,"33.714829, -117.872941",33.714829,-117.872941,0,39.1,0,0,0,,1,0,1,0,Bank Withdrawal,0,62634,0,Q3,0,4,0,California,0,0,1,33,1309,0,0,0,1309,0,1,92707
-19,0,40.28,0,,,58,Santa Ana,4394,Month-to-Month,United States,5919-VCZYM,Joined,0,0,Male,0,,"33.714829, -117.872941",33.714829,-117.872941,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,62634,0,Q3,0,5,0,California,0,0,0,2,42.7,0,80.56,0,123.26,1,0,92707
-48,0,19.48,1,Competitor,Competitor made better offer,72,Anaheim,3535,Month-to-Month,United States,1218-VKFPE,Churned,0,0,Female,0,,"33.830209, -117.906099",33.830209,-117.906099,1,19,0,0,1,Offer D,0,0,0,1,Credit Card,1,68802,0,Q3,1,1,0,California,0,0,0,12,233.55,0,233.76,0,467.31,0,0,92805
-43,9,0,1,Competitor,Competitor offered higher download speeds,95,Anaheim,5352,Month-to-Month,United States,0778-NELLA,Churned,0,0,Male,1,DSL,"33.830209, -117.906099",33.830209,-117.906099,0,34.7,0,0,0,,0,0,1,0,Credit Card,0,68802,0,Q3,0,1,0,California,0,0,1,9,296.1,0,0,0,296.1,0,1,92805
-26,0,32.3,0,,,39,Anaheim,5745,Two Year,United States,6479-SZPLM,Stayed,1,0,Male,0,,"33.830209, -117.906099",33.830209,-117.906099,1,19.45,0,2,2,,0,0,0,1,Credit Card,1,68802,0,Q3,1,5,0,California,0,0,0,36,754.5,0,1162.8,0,1917.3,1,0,92805
-23,59,18.55,0,,,59,Anaheim,3127,Month-to-Month,United States,4521-YEEHE,Stayed,0,0,Female,1,Fiber Optic,"33.830209, -117.906099",33.830209,-117.906099,1,88.85,1,0,8,Offer D,0,0,1,1,Bank Withdrawal,1,68802,1,Q3,1,5,0,California,0,1,1,18,1594.75,0,333.9,21.58,1907.07,1,1,92805
-32,9,0,1,Competitor,Competitor offered more data,83,Ventura,2573,Month-to-Month,United States,6543-CPZMK,Churned,0,0,Male,1,DSL,"34.360261, -119.306383",34.360261,-119.306383,1,29.95,0,0,1,Offer E,1,0,1,1,Bank Withdrawal,0,32899,0,Q3,1,2,0,California,0,0,0,9,248.95,10,0,0,258.95,0,0,93001
-51,22,49.79,1,Attitude,Attitude of service provider,85,Ventura,4381,Month-to-Month,United States,4529-CKBCL,Churned,0,0,Female,1,Fiber Optic,"34.360261, -119.306383",34.360261,-119.306383,0,80.2,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,32899,0,Q3,0,2,0,California,0,0,1,2,146.05,10,99.58,0,255.63,0,0,93001
-26,0,48.02,0,,,69,Ventura,4041,One Year,United States,1755-FZQEC,Stayed,0,0,Male,0,,"34.360261, -119.306383",34.360261,-119.306383,0,19.9,0,0,0,Offer C,0,0,0,0,Credit Card,1,32899,0,Q3,0,4,0,California,0,0,0,39,791.15,0,1872.78,20.17,2643.76,1,0,93001
-62,5,22.01,0,,,70,Ventura,4552,Two Year,United States,2302-OUZXB,Stayed,0,1,Male,1,DSL,"34.360261, -119.306383",34.360261,-119.306383,1,82.15,1,0,5,Offer A,1,0,0,1,Bank Withdrawal,1,32899,0,Q3,1,5,0,California,1,1,1,72,5784.3,0,1584.72,0,7369.02,0,1,93001
-38,27,42.46,1,Competitor,Competitor had better devices,91,Bodfish,4996,Month-to-Month,United States,0970-ETWGE,Churned,0,0,Male,1,Cable,"35.523991, -118.400432",35.523991,-118.400432,0,89.55,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1954,0,Q3,0,2,0,California,1,1,1,1,89.55,0,42.46,0,132.01,0,1,93205
-44,12,25.19,1,Attitude,Attitude of support person,92,Bodfish,2406,Month-to-Month,United States,2027-FECZV,Churned,0,1,Male,1,Fiber Optic,"35.523991, -118.400432",35.523991,-118.400432,0,106.7,1,0,0,,1,0,1,0,Bank Withdrawal,1,1954,0,Q3,0,2,0,California,1,1,1,12,1253.9,0,302.28,0,1556.18,0,1,93205
-30,48,0,1,Competitor,Competitor offered higher download speeds,95,Bodfish,3032,Month-to-Month,United States,5154-VEKBL,Churned,0,1,Female,1,Cable,"35.523991, -118.400432",35.523991,-118.400432,0,58.5,0,0,0,Offer E,0,1,0,0,Mailed Check,0,1954,1,Q3,0,1,0,California,1,1,1,9,539.85,0,0,0,539.85,0,1,93205
-31,0,27.7,0,,,29,Bodfish,5390,One Year,United States,6051-PTVNS,Stayed,1,0,Female,0,,"35.523991, -118.400432",35.523991,-118.400432,1,19.15,0,1,0,Offer B,0,0,0,1,Credit Card,1,1954,0,Q3,0,3,0,California,0,0,0,55,998.1,0,1523.5,0,2521.6,0,0,93205
-48,16,0,1,Competitor,Competitor made better offer,93,Kernville,2038,Month-to-Month,United States,5650-VDUDS,Churned,0,0,Female,1,Cable,"35.852892, -118.397782",35.852892,-118.397782,0,24.25,0,0,0,Offer E,0,0,1,0,Mailed Check,0,1873,0,Q3,0,2,0,California,0,0,0,4,96.05,0,0,0,96.05,0,1,93238
-28,0,38.73,0,,,57,Kernville,5586,One Year,United States,8499-BRXTD,Stayed,0,0,Male,0,,"35.852892, -118.397782",35.852892,-118.397782,0,20.1,0,0,0,Offer D,0,0,0,0,Credit Card,1,1873,0,Q3,0,5,0,California,0,0,0,18,401.85,0,697.14,0,1098.99,1,0,93238
-40,57,14.11,0,,,77,Kernville,4967,Two Year,United States,2632-IVXVF,Stayed,1,1,Female,1,Fiber Optic,"35.852892, -118.397782",35.852892,-118.397782,1,111.75,1,3,3,,0,1,0,1,Credit Card,1,1873,1,Q3,1,4,0,California,1,1,1,68,7511.3,0,959.48,0,8470.78,0,1,93238
-30,30,46.27,0,,,23,Kernville,5499,Month-to-Month,United States,9555-SAHUZ,Stayed,1,0,Female,1,Cable,"35.852892, -118.397782",35.852892,-118.397782,1,54.5,0,3,5,,1,1,0,1,Bank Withdrawal,1,1873,0,Q3,1,3,0,California,0,0,0,38,2076.05,0,1758.26,0,3834.31,0,1,93238
-52,27,7.64,1,Competitor,Competitor made better offer,80,Lemon Cove,2323,Month-to-Month,United States,7538-GWHML,Churned,0,0,Female,1,Fiber Optic,"36.462671, -118.997291",36.462671,-118.997291,0,69.65,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,293,0,Q3,0,2,0,California,0,0,0,2,145.15,0,15.28,0,160.43,0,1,93244
-49,2,16.28,1,Competitor,Competitor had better devices,93,Lemon Cove,5963,Month-to-Month,United States,4391-RESHN,Churned,0,1,Male,1,Fiber Optic,"36.462671, -118.997291",36.462671,-118.997291,0,104.05,1,0,0,Offer D,0,0,1,0,Credit Card,1,293,1,Q3,0,1,0,California,1,1,1,23,2470.1,0,374.44,0,2844.54,0,1,93244
-61,19,36.5,0,,,41,Lemon Cove,4080,Two Year,United States,6463-HHXJR,Stayed,1,1,Female,1,Fiber Optic,"36.462671, -118.997291",36.462671,-118.997291,1,100.5,1,2,5,Offer A,1,1,0,1,Bank Withdrawal,1,293,0,Q3,1,4,0,California,0,0,1,71,7030.65,0,2591.5,0,9622.15,0,1,93244
-29,69,44.95,0,,,55,Lemon Cove,3764,One Year,United States,2541-YGPKE,Stayed,1,0,Male,1,DSL,"36.462671, -118.997291",36.462671,-118.997291,1,63.7,0,3,10,,0,1,0,1,Credit Card,1,293,1,Q3,1,4,0,California,1,1,0,42,2763.35,0,1887.9,0,4651.25,1,1,93244
-48,3,35.71,1,Competitor,Competitor had better devices,88,Shafter,2046,Month-to-Month,United States,1448-PWKYE,Churned,0,0,Male,1,Cable,"35.490705, -119.286833",35.490705,-119.286833,1,80,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,15177,0,Q3,1,1,0,California,1,1,0,1,80,0,35.71,0,115.71,0,1,93263
-53,12,0,1,Attitude,Attitude of service provider,76,Shafter,5360,Month-to-Month,United States,0601-WZHJF,Churned,0,0,Male,1,DSL,"35.490705, -119.286833",35.490705,-119.286833,1,46.35,0,0,1,Offer D,0,0,0,1,Bank Withdrawal,0,15177,0,Q3,1,3,0,California,1,1,1,14,667.7,0,0,0,667.7,0,1,93263
-49,11,6.56,0,,,73,Shafter,3404,One Year,United States,5499-ECUTN,Stayed,0,1,Female,1,DSL,"35.490705, -119.286833",35.490705,-119.286833,1,66.05,0,0,1,,0,1,1,1,Credit Card,1,15177,0,Q3,1,4,0,California,0,0,1,47,3021.45,40,308.32,0,3369.77,0,0,93263
-43,0,35.62,0,,,67,Shafter,5611,Two Year,United States,5884-FBCTL,Stayed,1,0,Female,0,,"35.490705, -119.286833",35.490705,-119.286833,1,25.1,1,2,4,,0,0,0,1,Bank Withdrawal,1,15177,0,Q3,1,4,0,California,0,0,0,72,1857.85,0,2564.64,0,4422.49,0,0,93263
-37,13,24.63,1,Other,Don't know,96,Keene,3579,Month-to-Month,United States,2189-WWOEW,Churned,0,0,Female,1,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,0,85.9,0,0,0,,1,0,1,0,Bank Withdrawal,1,1436,0,Q3,0,3,0,California,1,1,0,15,1269.55,0,369.45,0,1639,0,1,93531
-53,3,41.39,1,Competitor,Competitor offered higher download speeds,90,Keene,4123,Month-to-Month,United States,1915-IOFGU,Churned,0,0,Female,1,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,0,70.5,0,0,0,,0,0,0,0,Bank Withdrawal,1,1436,0,Q3,0,2,0,California,0,0,0,1,70.5,0,41.39,0,111.89,0,1,93531
-21,51,9.98,1,Attitude,Attitude of service provider,72,Keene,2570,Month-to-Month,United States,6108-OQZDQ,Churned,0,0,Female,1,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,1,97.95,1,0,4,Offer E,1,0,1,1,Bank Withdrawal,1,1436,0,Q3,1,3,0,California,1,1,1,4,384.5,0,39.92,0,424.42,1,1,93531
-41,15,41.83,0,,,35,Keene,5357,Month-to-Month,United States,3503-TYDAY,Stayed,0,0,Female,1,Fiber Optic,"35.214982, -118.59049",35.214982,-118.59049,1,80.45,1,0,7,Offer B,1,0,0,1,Bank Withdrawal,1,1436,0,Q3,1,4,0,California,0,0,0,43,3398.9,0,1798.69,0,5197.59,0,1,93531
-31,11,26.71,1,Competitor,Competitor had better devices,66,Lancaster,3038,Month-to-Month,United States,7379-POKDZ,Churned,0,0,Male,1,Fiber Optic,"34.741406, -118.38111",34.741406,-118.38111,1,70.3,0,0,1,,0,0,1,1,Bank Withdrawal,1,49309,0,Q3,1,1,0,California,0,0,0,3,208.85,0,80.13,0,288.98,0,1,93536
-45,26,6.4,1,Attitude,Attitude of support person,96,Lancaster,2181,Month-to-Month,United States,9840-DVNDC,Churned,0,0,Male,1,Fiber Optic,"34.741406, -118.38111",34.741406,-118.38111,0,80.5,0,0,0,,0,0,1,0,Credit Card,1,49309,0,Q3,0,2,0,California,0,0,1,6,463.05,10,38.4,0,511.45,0,0,93536
-21,0,10.49,0,,,23,Lancaster,4129,One Year,United States,9621-OUPYD,Stayed,0,0,Female,0,,"34.741406, -118.38111",34.741406,-118.38111,1,20.2,0,0,2,,0,0,1,1,Bank Withdrawal,1,49309,0,Q3,1,3,0,California,0,0,0,25,507.9,0,262.25,0,770.15,1,0,93536
-22,59,48.32,0,,,70,Lancaster,4656,One Year,United States,4872-VXRIL,Stayed,0,0,Male,1,DSL,"34.741406, -118.38111",34.741406,-118.38111,0,64.65,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,49309,1,Q3,0,3,0,California,0,0,0,56,3665.55,0,2705.92,0,6371.47,1,1,93536
-49,15,48.93,1,Competitor,Competitor had better devices,77,Palmdale,5264,Month-to-Month,United States,0236-HFWSV,Churned,0,0,Male,1,Fiber Optic,"34.557711, -118.029441",34.557711,-118.029441,0,93.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,25370,0,Q3,0,1,0,California,1,1,1,15,1444.65,0,733.95,0,2178.6,0,1,93552
-38,0,18.8,0,,,55,Palmdale,2910,One Year,United States,1133-KXCGE,Stayed,0,0,Female,0,,"34.557711, -118.029441",34.557711,-118.029441,0,20.1,0,0,0,Offer D,0,0,0,0,Mailed Check,1,25370,0,Q3,0,4,0,California,0,0,0,18,407.05,0,338.4,0,745.45,0,0,93552
-37,24,0,0,,,63,Palmdale,6245,Month-to-Month,United States,3160-TYXLT,Stayed,0,0,Male,1,DSL,"34.557711, -118.029441",34.557711,-118.029441,0,46.3,0,0,0,Offer B,1,1,1,0,Bank Withdrawal,0,25370,0,Q3,0,3,0,California,1,1,0,53,2546.85,0,0,0,2546.85,0,1,93552
-26,85,5.51,0,,,53,Palmdale,4098,Two Year,United States,8707-HOEDG,Stayed,1,1,Female,1,Fiber Optic,"34.557711, -118.029441",34.557711,-118.029441,1,110.2,1,3,4,,1,0,1,1,Bank Withdrawal,1,25370,1,Q3,1,3,0,California,1,1,1,70,7689.8,150,385.7,0,8225.5,1,0,93552
-45,0,49.51,1,Attitude,Attitude of support person,91,Pearblossom,4248,Month-to-Month,United States,3900-AQPHZ,Churned,0,0,Female,0,,"34.445239, -117.894868",34.445239,-117.894868,0,19.9,0,0,0,,0,0,0,0,Mailed Check,1,1613,0,Q3,0,2,0,California,0,0,0,1,19.9,0,49.51,0,69.41,0,0,93553
-38,6,48.86,1,Competitor,Competitor offered higher download speeds,89,Pearblossom,4738,Two Year,United States,5236-PERKL,Churned,0,1,Female,1,Fiber Optic,"34.445239, -117.894868",34.445239,-117.894868,0,112.95,1,0,0,,1,1,1,0,Bank Withdrawal,1,1613,0,Q3,0,1,0,California,1,1,1,57,6465,0,2785.02,0,9250.02,0,1,93553
-42,15,8.59,1,Competitor,Competitor had better devices,75,Pearblossom,2226,Month-to-Month,United States,3374-LXDEV,Churned,0,1,Female,1,Fiber Optic,"34.445239, -117.894868",34.445239,-117.894868,0,89.4,1,0,0,Offer D,1,0,0,0,Bank Withdrawal,1,1613,1,Q3,0,1,0,California,0,0,0,13,1132.35,0,111.67,0,1244.02,0,1,93553
-58,13,48,0,,,53,Pearblossom,4120,Two Year,United States,1325-USMEC,Stayed,0,1,Male,1,Fiber Optic,"34.445239, -117.894868",34.445239,-117.894868,1,99.35,1,0,10,Offer A,1,1,1,1,Credit Card,1,1613,0,Q3,1,3,0,California,0,0,1,70,6944.5,0,3360,0,10304.5,0,1,93553
-25,42,12.19,1,Attitude,Attitude of service provider,80,Miramonte,4544,Two Year,United States,4853-RULSV,Churned,0,0,Male,1,Fiber Optic,"36.696759, -119.024051",36.696759,-119.024051,0,104,1,0,0,Offer A,0,1,1,0,Credit Card,1,571,1,Q3,0,1,0,California,1,1,1,70,7250.15,0,853.3,0,8103.45,1,1,93641
-62,16,39.59,0,,,72,Miramonte,2512,Month-to-Month,United States,7994-UYIVZ,Stayed,0,0,Male,1,Fiber Optic,"36.696759, -119.024051",36.696759,-119.024051,1,85.65,1,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,571,0,Q3,1,4,0,California,1,1,0,8,659.45,70,316.72,0,1046.17,0,0,93641
-52,13,47.55,0,,,73,Miramonte,5313,One Year,United States,7247-XOZPB,Stayed,0,1,Male,1,DSL,"36.696759, -119.024051",36.696759,-119.024051,1,77.4,1,0,1,Offer B,0,1,0,1,Bank Withdrawal,1,571,1,Q3,1,4,0,California,0,0,1,53,4155.95,0,2520.15,0,6676.1,0,1,93641
-46,14,10.23,0,,,37,Miramonte,6034,Two Year,United States,1972-XMUWV,Stayed,0,0,Female,1,Cable,"36.696759, -119.024051",36.696759,-119.024051,1,59.8,0,0,7,,0,0,1,1,Credit Card,1,571,1,Q3,1,5,0,California,0,0,1,65,3808.2,0,664.95,0,4473.15,0,1,93641
-62,27,24.05,1,Attitude,Attitude of service provider,95,Orosi,2969,Month-to-Month,United States,6275-YDUVO,Churned,0,1,Female,1,Fiber Optic,"36.600185, -119.175655",36.600185,-119.175655,0,86.2,0,0,0,Offer E,0,0,1,0,Mailed Check,1,9780,0,Q3,0,3,0,California,1,1,0,2,178.7,0,48.1,0,226.8,0,1,93647
-26,76,0,1,Price,Long distance charges,90,Orosi,3955,Month-to-Month,United States,2636-OHFMN,Churned,0,0,Male,1,DSL,"36.600185, -119.175655",36.600185,-119.175655,1,48.55,0,0,4,,1,0,1,1,Bank Withdrawal,0,9780,0,Q3,1,2,0,California,1,1,1,4,201,0,0,0,201,1,1,93647
-54,75,24.17,0,,,40,Orosi,4237,One Year,United States,9138-EFSMO,Stayed,1,0,Male,1,Fiber Optic,"36.600185, -119.175655",36.600185,-119.175655,1,78.95,0,3,3,,0,0,0,1,Bank Withdrawal,1,9780,0,Q3,1,3,0,California,1,1,0,26,2034.25,0,628.42,0,2662.67,0,1,93647
-20,48,49.16,0,,,59,Orosi,6182,Two Year,United States,8645-KOMJQ,Stayed,1,1,Male,1,DSL,"36.600185, -119.175655",36.600185,-119.175655,1,81.95,1,2,1,Offer A,1,0,1,1,Bank Withdrawal,1,9780,1,Q3,1,5,0,California,1,1,1,69,5601.4,0,3392.04,0,8993.44,1,1,93647
-24,59,36.26,1,Attitude,Attitude of service provider,89,Fresno,4123,Month-to-Month,United States,0115-TFERT,Churned,0,1,Male,1,Fiber Optic,"36.841655, -119.797113",36.841655,-119.797113,1,111.2,1,0,1,,1,0,1,1,Bank Withdrawal,1,3258,1,Q3,1,3,0,California,1,1,1,21,2317.1,120,761.46,0,3198.56,1,0,93650
-55,0,35.34,0,,,32,Fresno,5887,Two Year,United States,2143-LJULT,Stayed,0,0,Female,0,,"36.841655, -119.797113",36.841655,-119.797113,1,25.25,1,0,1,,0,0,1,1,Credit Card,1,3258,0,Q3,1,5,0,California,0,0,0,67,1733.15,0,2367.78,0,4100.93,0,0,93650
-20,59,47.81,0,,,24,Fresno,6281,One Year,United States,4632-XJMEX,Stayed,1,0,Male,1,Cable,"36.841655, -119.797113",36.841655,-119.797113,0,62.85,0,2,0,Offer B,1,1,0,0,Credit Card,1,3258,1,Q3,0,4,0,California,0,0,0,53,3419.5,0,2533.93,0,5953.43,1,1,93650
-22,59,8.6,0,,,65,Fresno,5636,Month-to-Month,United States,9761-XUJWD,Stayed,0,0,Male,1,DSL,"36.841655, -119.797113",36.841655,-119.797113,0,65.6,0,0,0,,1,0,1,0,Bank Withdrawal,1,3258,1,Q3,0,4,0,California,1,1,0,5,339.9,0,43,0,382.9,1,1,93650
-41,25,31.73,1,Attitude,Attitude of support person,73,San Joaquin,3696,Month-to-Month,United States,2311-QYMUQ,Churned,0,1,Female,1,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,1,89.45,0,0,1,,1,0,1,1,Credit Card,1,4318,0,Q3,1,3,0,California,0,0,1,16,1430.25,0,507.68,0,1937.93,0,1,93660
-54,29,18.26,0,,,37,San Joaquin,2500,Month-to-Month,United States,1212-GLHMD,Joined,0,0,Male,1,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,0,86.05,0,0,0,Offer E,0,1,1,0,Credit Card,1,4318,0,Q3,0,4,0,California,1,1,0,3,244.85,0,54.78,0,299.63,0,1,93660
-63,26,5.65,0,,,67,San Joaquin,3476,Month-to-Month,United States,3192-LNKRK,Stayed,1,1,Male,1,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,1,84.05,0,1,10,,0,0,1,1,Credit Card,1,4318,0,Q3,1,3,0,California,0,0,1,34,2909.95,0,192.1,0,3102.05,0,1,93660
-31,2,39.62,0,,,54,San Joaquin,4384,Month-to-Month,United States,1818-ESQMW,Stayed,0,1,Female,1,Fiber Optic,"36.600193, -120.153393",36.600193,-120.153393,0,89.2,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,4318,1,Q3,0,3,0,California,1,1,0,27,2383.6,0,1069.74,0,3453.34,0,1,93660
-58,14,29.43,1,Other,Moved,82,Tollhouse,4274,One Year,United States,9101-BWFSS,Churned,0,0,Female,1,Fiber Optic,"36.993666, -119.348267",36.993666,-119.348267,1,108.55,1,0,1,Offer B,1,1,0,1,Bank Withdrawal,1,2633,1,Q3,1,2,0,California,1,1,1,50,5610.7,0,1471.5,0,7082.2,0,1,93667
-38,12,15.5,0,,,60,Tollhouse,5225,Month-to-Month,United States,9588-OZDMQ,Joined,0,0,Female,1,DSL,"36.993666, -119.348267",36.993666,-119.348267,1,45,0,0,8,Offer E,0,0,1,1,Bank Withdrawal,1,2633,0,Q3,1,4,0,California,0,0,0,2,89.75,0,31,0,120.75,0,1,93667
-54,25,33.66,0,,,46,Tollhouse,4768,Month-to-Month,United States,3005-TYFRD,Stayed,0,1,Female,1,Fiber Optic,"36.993666, -119.348267",36.993666,-119.348267,1,103.65,1,0,4,Offer B,1,0,1,1,Credit Card,1,2633,0,Q3,1,5,0,California,1,1,1,55,5676.65,0,1851.3,0,7527.95,0,1,93667
-38,28,5.25,0,,,44,Tollhouse,5046,Two Year,United States,8661-BOYNW,Stayed,0,1,Female,1,DSL,"36.993666, -119.348267",36.993666,-119.348267,1,84.4,1,0,1,Offer A,0,1,1,1,Credit Card,1,2633,1,Q3,1,3,0,California,1,1,1,72,6096.45,0,378,0,6474.45,0,1,93667
-59,0,37.65,1,Attitude,Attitude of support person,94,Fresno,2653,One Year,United States,1038-ZAGBI,Churned,0,0,Female,0,,"36.833002, -119.82947",36.833002,-119.82947,1,19.8,0,0,1,,0,0,0,1,Bank Withdrawal,1,36274,0,Q3,1,3,0,California,0,0,0,12,229.6,0,451.8,0,681.4,0,0,93711
-21,53,32.85,1,Other,Don't know,80,Fresno,5951,Month-to-Month,United States,3027-ZTDHO,Churned,0,0,Male,1,Fiber Optic,"36.732694, -119.783786",36.732694,-119.783786,0,89.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,6848,0,Q3,0,1,0,California,1,1,1,1,89.9,0,32.85,0,122.75,1,1,93721
-64,0,26.26,0,,,20,Fresno,2782,Two Year,United States,2333-KWEWW,Stayed,0,0,Male,0,,"36.732694, -119.783786",36.732694,-119.783786,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,6848,0,Q3,0,3,0,California,0,0,0,18,388.6,0,472.68,0,861.28,0,0,93721
-46,0,2.76,0,,,49,Fresno,5227,Month-to-Month,United States,9142-XMYJH,Stayed,0,0,Female,0,,"36.732694, -119.783786",36.732694,-119.783786,0,19.35,0,0,0,,0,0,0,0,Credit Card,1,6848,0,Q3,0,5,0,California,0,0,0,29,601.6,0,80.04,0,681.64,0,0,93721
-62,29,44.96,0,,,27,Fresno,3443,Month-to-Month,United States,7129-CAKJW,Stayed,0,1,Female,1,Fiber Optic,"36.732694, -119.783786",36.732694,-119.783786,0,80.05,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,6848,0,Q3,0,5,0,California,0,0,0,17,1345.65,0,764.32,0,2109.97,0,1,93721
-55,29,47.62,1,Competitor,Competitor had better devices,77,King City,5861,Month-to-Month,United States,9944-HKVVB,Churned,0,0,Female,1,Cable,"36.220761, -120.980777",36.220761,-120.980777,0,95.1,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,14477,0,Q3,0,1,0,California,1,1,1,3,307.4,0,142.86,0,450.26,0,1,93930
-51,4,44.31,0,,,78,King City,5213,Two Year,United States,8869-LIHMK,Stayed,0,1,Female,1,Fiber Optic,"36.220761, -120.980777",36.220761,-120.980777,0,115.1,1,0,0,,1,1,1,0,Bank Withdrawal,1,14477,1,Q3,0,3,0,California,1,1,1,64,7334.05,0,2835.84,0,10169.89,0,1,93930
-40,28,9.47,0,,,75,King City,6144,One Year,United States,5120-ZBLAI,Stayed,0,1,Female,1,DSL,"36.220761, -120.980777",36.220761,-120.980777,1,75.7,1,0,5,Offer B,0,0,0,1,Bank Withdrawal,1,14477,0,Q3,1,5,0,California,1,1,1,50,3876.2,0,473.5,0,4349.7,0,1,93930
-45,53,11.36,0,,,80,King City,4388,Two Year,United States,3396-DKDEL,Stayed,1,1,Female,1,Fiber Optic,"36.220761, -120.980777",36.220761,-120.980777,1,115.15,1,3,3,Offer A,1,1,1,1,Credit Card,1,14477,1,Q3,1,4,0,California,1,1,1,70,8250,0,795.2,0,9045.2,0,1,93930
-24,52,6.91,1,Competitor,Competitor offered more data,80,Pebble Beach,6304,One Year,United States,3313-QKNKB,Churned,0,0,Male,1,Fiber Optic,"36.587497, -121.944815",36.587497,-121.944815,1,85.55,1,0,0,Offer B,0,0,0,1,Bank Withdrawal,1,4602,0,Q3,0,3,0,California,1,1,0,59,5084.65,0,407.69,0,5492.34,1,1,93953
-41,16,9.09,0,,,51,Pebble Beach,2020,Two Year,United States,5788-YPOEG,Stayed,1,1,Female,1,DSL,"36.587497, -121.944815",36.587497,-121.944815,1,84.75,0,2,9,Offer C,1,1,0,1,Credit Card,1,4602,1,Q3,1,3,0,California,1,1,1,34,2839.45,0,309.06,0,3148.51,0,1,93953
-42,0,20.11,0,,,33,Pebble Beach,3107,Month-to-Month,United States,1905-OEILC,Joined,0,0,Female,0,,"36.587497, -121.944815",36.587497,-121.944815,0,19.5,0,0,0,Offer E,0,0,0,0,Credit Card,1,4602,0,Q3,0,5,0,California,0,0,0,1,19.5,0,20.11,0,39.61,0,0,93953
-25,59,35.01,0,,,56,Pebble Beach,6236,Two Year,United States,5321-NTRKC,Stayed,1,1,Male,1,DSL,"36.587497, -121.944815",36.587497,-121.944815,1,79.85,1,1,8,Offer A,1,0,0,1,Bank Withdrawal,1,4602,0,Q3,1,5,0,California,1,1,1,66,5234.95,0,2310.66,0,7545.61,1,1,93953
-58,5,0,1,Competitor,Competitor offered more data,67,Belmont,4941,Month-to-Month,United States,5073-WXOYN,Churned,0,0,Female,1,Cable,"37.509366, -122.306132",37.509366,-122.306132,0,50.8,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,0,25566,0,Q3,0,2,0,California,1,1,1,60,3027.4,0,0,0,3027.4,0,1,94002
-25,59,20.79,0,,,46,Belmont,4054,Two Year,United States,3133-PZNSR,Stayed,1,0,Male,1,Fiber Optic,"37.509366, -122.306132",37.509366,-122.306132,1,97.75,1,3,1,,1,1,1,1,Credit Card,1,25566,1,Q3,1,3,0,California,1,1,0,72,6991.6,0,1496.88,0,8488.48,1,1,94002
-60,29,19.57,0,,,39,Belmont,5731,Month-to-Month,United States,3470-BTGQO,Stayed,1,0,Male,1,DSL,"37.509366, -122.306132",37.509366,-122.306132,0,45.65,0,2,0,Offer D,0,0,0,0,Credit Card,1,25566,0,Q3,0,4,0,California,0,0,0,21,985.05,0,410.97,0,1396.02,0,1,94002
-64,25,0,0,,,37,Belmont,4337,One Year,United States,6933-VLYFX,Stayed,1,1,Male,1,Cable,"37.509366, -122.306132",37.509366,-122.306132,1,59.95,0,2,7,Offer C,0,1,0,1,Bank Withdrawal,0,25566,1,Q3,1,3,0,California,1,1,1,31,1848.8,0,0,0,1848.8,0,1,94002
-40,24,25.93,1,Competitor,Competitor had better devices,90,Los Altos,3962,Month-to-Month,United States,3908-BLSYF,Churned,0,1,Female,1,Fiber Optic,"37.352911, -122.093002",37.352911,-122.093002,0,83.9,0,0,0,,0,0,0,0,Bank Withdrawal,1,21496,0,Q3,0,1,0,California,1,1,0,6,497.55,0,155.58,0,653.13,0,1,94024
-51,24,33.37,0,,,51,Los Altos,5935,One Year,United States,8565-HBFNN,Stayed,0,1,Male,1,Fiber Optic,"37.352911, -122.093002",37.352911,-122.093002,1,107.2,1,0,8,Offer A,1,1,1,1,Credit Card,1,21496,1,Q3,1,4,0,California,1,1,0,69,7317.1,0,2302.53,0,9619.63,0,1,94024
-44,19,17.67,0,,,33,Los Altos,5900,Two Year,United States,7572-KPVKK,Stayed,1,1,Male,1,Fiber Optic,"37.352911, -122.093002",37.352911,-122.093002,0,104.05,1,1,0,Offer B,0,0,1,0,Bank Withdrawal,1,21496,1,Q3,0,4,0,California,1,1,1,62,6590.5,0,1095.54,0,7686.04,0,1,94024
-61,26,27.56,0,,,52,Los Altos,4903,Month-to-Month,United States,9822-BIIGN,Stayed,1,0,Male,1,Cable,"37.352911, -122.093002",37.352911,-122.093002,1,71.85,1,3,0,Offer B,0,1,0,1,Bank Withdrawal,1,21496,1,Q3,0,4,0,California,1,1,0,53,3827.9,0,1460.68,0,5288.58,0,1,94024
-48,16,8.98,1,Price,Price too high,79,Mountain View,5413,Month-to-Month,United States,7549-MYGPK,Churned,0,1,Female,1,Fiber Optic,"37.380662, -122.086022",37.380662,-122.086022,1,100.55,1,0,3,Offer B,1,1,1,1,Bank Withdrawal,1,32143,0,Q3,1,2,0,California,0,0,1,63,6215.35,0,565.74,0,6781.09,0,0,94040
-63,23,5.2,1,Competitor,Competitor had better devices,93,Mountain View,5475,Month-to-Month,United States,4581-SSPWD,Churned,0,0,Female,1,Fiber Optic,"37.380662, -122.086022",37.380662,-122.086022,0,75.8,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,32143,0,Q3,0,1,0,California,0,0,0,3,246.3,10,15.6,0,271.9,0,0,94040
-61,14,0,0,,,28,Mountain View,4954,Two Year,United States,0739-UUAJR,Stayed,1,1,Female,1,Cable,"37.380662, -122.086022",37.380662,-122.086022,1,53.8,0,1,10,Offer A,0,1,1,1,Credit Card,0,32143,0,Q3,1,3,0,California,1,1,1,72,3952.45,0,0,0,3952.45,0,1,94040
-24,0,20.29,0,,,62,Mountain View,3926,Month-to-Month,United States,2428-ZMCTB,Stayed,0,0,Male,0,,"37.380662, -122.086022",37.380662,-122.086022,0,19.75,0,0,0,Offer D,0,0,0,0,Credit Card,1,32143,0,Q3,0,3,0,California,0,0,0,10,208.25,0,202.9,0,411.15,1,0,94040
-39,12,0,1,Price,Price too high,76,Pescadero,5768,Month-to-Month,United States,9227-LUNBG,Churned,0,0,Female,1,DSL,"37.22565, -122.297533",37.22565,-122.297533,0,24.6,0,0,0,,0,0,0,0,Bank Withdrawal,0,2055,0,Q3,0,2,0,California,0,0,0,1,24.6,0,0,0,24.6,0,1,94060
-58,20,42.05,0,,,24,Pescadero,4133,One Year,United States,0654-PQKDW,Stayed,1,1,Female,1,DSL,"37.22565, -122.297533",37.22565,-122.297533,1,70.75,0,2,5,,0,1,1,1,Bank Withdrawal,1,2055,1,Q3,1,3,0,California,0,0,1,62,4263.45,0,2607.1,0,6870.55,0,1,94060
-32,19,33.73,0,,,79,Pescadero,4240,Month-to-Month,United States,5934-RMPOV,Stayed,1,0,Female,1,Fiber Optic,"37.22565, -122.297533",37.22565,-122.297533,0,84.75,1,2,0,Offer D,0,0,1,0,Bank Withdrawal,1,2055,0,Q3,0,3,0,California,1,1,0,22,1816.75,0,742.06,0,2558.81,0,1,94060
-56,0,38.36,0,,,74,Pescadero,5151,Two Year,United States,0281-CNTZX,Stayed,0,0,Male,0,,"37.22565, -122.297533",37.22565,-122.297533,1,19.95,0,0,2,Offer B,0,0,1,1,Bank Withdrawal,1,2055,0,Q3,1,3,0,California,0,0,0,63,1234.8,0,2416.68,0,3651.48,0,0,94060
-64,23,34.92,1,Price,Price too high,71,San Bruno,5559,Month-to-Month,United States,4315-MURBD,Churned,0,0,Female,1,Cable,"37.624436, -122.430661",37.624436,-122.430661,0,98.9,0,0,0,,0,1,1,0,Bank Withdrawal,1,39566,1,Q3,0,1,0,California,1,1,1,12,1120.95,0,419.04,0,1539.99,0,1,94066
-58,0,35.38,0,,,59,San Bruno,5172,Two Year,United States,8129-GMVGI,Stayed,1,0,Female,0,,"37.624436, -122.430661",37.624436,-122.430661,1,20.05,0,3,10,,0,0,0,1,Credit Card,1,39566,0,Q3,1,4,0,California,0,0,0,56,1090.1,0,1981.28,0,3071.38,0,0,94066
-23,0,39.35,0,,,57,San Bruno,3778,One Year,United States,3146-JTQHR,Stayed,0,0,Male,0,,"37.624436, -122.430661",37.624436,-122.430661,1,19.6,0,0,3,Offer D,0,0,0,1,Bank Withdrawal,1,39566,0,Q3,1,5,0,California,0,0,0,10,189.45,0,393.5,0,582.95,1,0,94066
-34,18,26.54,0,,,57,San Bruno,2577,Month-to-Month,United States,7876-BEUTG,Stayed,0,0,Female,1,DSL,"37.624436, -122.430661",37.624436,-122.430661,0,48.8,1,0,0,Offer D,0,0,1,0,Credit Card,1,39566,0,Q3,0,4,0,California,0,0,0,15,720.1,0,398.1,0,1118.2,0,1,94066
-36,13,4.51,1,Price,Price too high,93,Sunnyvale,4940,Month-to-Month,United States,2719-BDAQO,Churned,0,0,Male,1,Fiber Optic,"37.378541, -122.020456",37.378541,-122.020456,0,93.85,0,0,0,,0,1,0,0,Bank Withdrawal,1,64010,0,Q3,0,1,0,California,1,1,1,17,1625.65,0,76.67,0,1702.32,0,1,94086
-30,69,17.33,0,,,49,Sunnyvale,4952,Month-to-Month,United States,5843-TTHGI,Stayed,0,1,Female,1,DSL,"37.378541, -122.020456",37.378541,-122.020456,0,50,0,0,0,,0,0,1,0,Credit Card,1,64010,0,Q3,0,5,0,California,0,0,0,18,892.7,50,311.94,0,1254.64,0,0,94086
-25,59,16.01,0,,,52,Sunnyvale,6252,Two Year,United States,0017-IUDMW,Stayed,1,1,Female,1,Fiber Optic,"37.378541, -122.020456",37.378541,-122.020456,1,116.8,1,2,2,,1,1,1,1,Credit Card,1,64010,1,Q3,1,3,0,California,1,1,1,72,8456.75,0,1152.72,0,9609.47,1,1,94086
-24,0,25.91,0,,,26,Sunnyvale,4559,One Year,United States,8241-JUIQO,Stayed,0,0,Female,0,,"37.378541, -122.020456",37.378541,-122.020456,0,19.45,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,64010,0,Q3,0,4,0,California,0,0,0,61,1336.35,0,1580.51,0,2916.86,1,0,94086
-37,4,3.84,1,Competitor,Competitor had better devices,79,San Francisco,4806,Month-to-Month,United States,9625-QSTYE,Churned,0,1,Female,1,Fiber Optic,"37.746699, -122.442833",37.746699,-122.442833,0,81.15,0,0,0,,1,0,1,0,Bank Withdrawal,1,27906,0,Q3,0,1,0,California,0,0,0,13,952.3,0,49.92,0,1002.22,0,1,94131
-41,0,33.68,0,,,43,San Francisco,4399,Two Year,United States,4361-FEBGN,Stayed,0,0,Male,0,,"37.746699, -122.442833",37.746699,-122.442833,0,20.15,0,0,0,,0,0,0,0,Credit Card,1,27906,0,Q3,0,5,0,California,0,0,0,48,982.95,0,1616.64,0,2599.59,0,0,94131
-51,21,12.27,0,,,47,San Francisco,5447,Two Year,United States,7998-WNZEM,Stayed,0,1,Male,1,DSL,"37.746699, -122.442833",37.746699,-122.442833,0,80.6,1,0,0,,1,1,0,0,Bank Withdrawal,1,27906,1,Q3,0,4,0,California,1,1,0,71,5708.2,0,871.17,0,6579.37,0,1,94131
-27,0,22.01,0,,,45,San Francisco,5332,Month-to-Month,United States,6131-JLWZM,Stayed,0,0,Female,0,,"37.746699, -122.442833",37.746699,-122.442833,0,20.3,0,0,0,Offer D,0,0,1,0,Credit Card,1,27906,0,Q3,0,4,0,California,0,0,0,13,275.4,0,286.13,0,561.53,1,0,94131
-32,24,23.82,1,Other,Don't know,90,Antioch,2054,Month-to-Month,United States,6680-WKXRZ,Churned,0,0,Female,1,Fiber Optic,"37.980057, -121.801599",37.980057,-121.801599,0,74.4,1,0,0,,0,0,0,0,Bank Withdrawal,1,90891,0,Q3,0,3,0,California,0,0,0,3,215.8,0,71.46,0,287.26,0,1,94509
-55,20,39.6,1,Competitor,Competitor offered more data,85,Antioch,4639,Month-to-Month,United States,6172-FECYY,Churned,0,0,Male,1,Fiber Optic,"37.980057, -121.801599",37.980057,-121.801599,1,84.5,1,0,1,Offer B,0,0,0,1,Bank Withdrawal,1,90891,0,Q3,1,3,0,California,0,0,1,49,4254.85,0,1940.4,0,6195.25,0,1,94509
-53,9,49.32,0,,,22,Antioch,4564,One Year,United States,5945-AZYHT,Stayed,0,1,Male,1,Fiber Optic,"37.980057, -121.801599",37.980057,-121.801599,1,109.6,1,0,9,Offer A,1,1,1,1,Bank Withdrawal,1,90891,0,Q3,1,3,0,California,1,1,1,71,7854.15,0,3501.72,0,11355.87,0,1,94509
-32,14,42,0,,,78,Antioch,5289,One Year,United States,7919-ZODZZ,Stayed,1,1,Female,1,DSL,"37.980057, -121.801599",37.980057,-121.801599,1,65.9,0,2,1,Offer D,1,0,1,1,Credit Card,1,90891,0,Q3,1,4,0,California,1,1,0,10,660.05,0,420,0,1080.05,0,1,94509
-53,0,9.14,1,Attitude,Attitude of support person,82,Hayward,4489,Month-to-Month,United States,4541-RMRLG,Churned,0,0,Male,0,,"37.674002, -122.076796",37.674002,-122.076796,0,19.25,0,0,0,,0,0,0,0,Bank Withdrawal,1,60274,0,Q3,0,3,0,California,0,0,0,7,112.3,0,63.98,0,176.28,0,0,94541
-47,0,18.87,0,,,76,Hayward,4134,One Year,United States,1069-QJOEE,Stayed,1,0,Male,0,,"37.674002, -122.076796",37.674002,-122.076796,1,19.9,0,1,0,,0,0,0,1,Bank Withdrawal,1,60274,0,Q3,0,5,0,California,0,0,0,25,505.45,0,471.75,0,977.2,0,0,94541
-20,48,37.45,0,,,59,Hayward,5527,Two Year,United States,2167-FQSTQ,Stayed,0,1,Female,1,DSL,"37.674002, -122.076796",37.674002,-122.076796,1,92.4,1,0,8,,1,1,1,1,Bank Withdrawal,1,60274,1,Q3,1,3,0,California,1,1,1,72,6786.1,150,2696.4,0,9632.5,1,0,94541
-41,14,36.05,0,,,78,Hayward,4427,Two Year,United States,5965-GGPRW,Stayed,1,1,Male,1,Fiber Optic,"37.674002, -122.076796",37.674002,-122.076796,1,105.25,1,2,5,Offer A,0,1,0,1,Bank Withdrawal,1,60274,0,Q3,1,3,0,California,1,1,1,72,7609.75,0,2595.6,0,10205.35,0,1,94541
-57,28,48.34,1,Competitor,Competitor offered more data,83,Hayward,3391,Month-to-Month,United States,3158-MOERK,Churned,0,0,Female,1,Fiber Optic,"37.62984, -122.120843",37.62984,-122.120843,0,96,1,0,0,,0,0,1,0,Bank Withdrawal,1,27311,0,Q3,0,2,0,California,1,1,1,2,174.8,0,96.68,0,271.48,0,1,94545
-58,12,16.63,1,Dissatisfaction,Lack of self-service on Website,67,Hayward,2554,Month-to-Month,United States,3814-MLAXC,Churned,0,0,Female,1,Fiber Optic,"37.62984, -122.120843",37.62984,-122.120843,0,79.85,1,0,0,,0,0,1,0,Credit Card,1,27311,1,Q3,0,1,0,California,0,0,0,31,2404.15,0,515.53,0,2919.68,0,1,94545
-21,27,28.02,0,,,29,Hayward,5872,Two Year,United States,8766-PAFNE,Stayed,0,1,Male,1,DSL,"37.62984, -122.120843",37.62984,-122.120843,1,79.1,0,0,6,Offer A,1,0,1,1,Credit Card,1,27311,1,Q3,1,5,0,California,1,1,1,71,5564.85,0,1989.42,0,7554.27,1,1,94545
-23,52,32.5,0,,,73,Hayward,2989,One Year,United States,1840-BIUOG,Stayed,0,0,Male,1,DSL,"37.62984, -122.120843",37.62984,-122.120843,0,68.7,1,0,0,,1,0,1,0,Bank Withdrawal,1,27311,1,Q3,0,3,0,California,0,0,1,20,1416.2,0,650,0,2066.2,1,1,94545
-51,28,45.66,1,Competitor,Competitor offered higher download speeds,84,Fremont,5367,Month-to-Month,United States,5875-YPQFJ,Churned,0,0,Male,1,Fiber Optic,"37.555473, -122.080312",37.555473,-122.080312,0,69.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,33883,0,Q3,0,3,0,California,0,0,0,1,69.9,0,45.66,0,115.56,0,1,94555
-43,24,39.36,1,Competitor,Competitor had better devices,77,Fremont,4580,Month-to-Month,United States,4192-GORJT,Churned,0,1,Male,1,Fiber Optic,"37.555473, -122.080312",37.555473,-122.080312,1,94.45,0,0,1,,0,0,1,1,Bank Withdrawal,1,33883,0,Q3,1,1,0,California,1,1,1,5,498.1,0,196.8,0,694.9,0,1,94555
-49,9,43.06,0,,,26,Fremont,5960,Month-to-Month,United States,2792-LSHWX,Joined,0,0,Female,1,Fiber Optic,"37.555473, -122.080312",37.555473,-122.080312,0,83.4,0,0,0,,1,1,1,0,Credit Card,1,33883,1,Q3,0,3,0,California,0,0,0,1,83.4,0,43.06,0,126.46,0,1,94555
-28,0,14.93,0,,,79,Fremont,5431,Two Year,United States,9135-HSWOC,Stayed,1,0,Male,0,,"37.555473, -122.080312",37.555473,-122.080312,1,19.7,0,1,3,Offer B,0,0,1,1,Bank Withdrawal,1,33883,0,Q3,1,5,0,California,0,0,0,64,1274.05,0,955.52,0,2229.57,1,0,94555
-61,21,4.66,1,Competitor,Competitor offered more data,93,San Lorenzo,2318,Month-to-Month,United States,6641-XRPSU,Churned,0,0,Female,1,Fiber Optic,"37.676249, -122.132415",37.676249,-122.132415,0,70,0,0,0,Offer C,0,0,1,0,Credit Card,1,26240,0,Q3,0,2,0,California,0,0,0,34,2416.1,0,158.44,11,2563.54,0,1,94580
-48,16,20.61,0,,,27,San Lorenzo,2187,Month-to-Month,United States,6131-FOYAS,Stayed,0,1,Male,1,DSL,"37.676249, -122.132415",37.676249,-122.132415,0,59.6,1,0,0,,0,1,1,0,Bank Withdrawal,1,26240,0,Q3,0,3,0,California,0,0,0,35,2094.9,0,721.35,0,2816.25,0,1,94580
-58,0,42.66,0,,,62,San Lorenzo,4147,One Year,United States,1131-ALZWV,Stayed,0,0,Female,0,,"37.676249, -122.132415",37.676249,-122.132415,0,24.6,1,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,26240,0,Q3,0,5,0,California,0,0,0,24,605.25,0,1023.84,0,1629.09,0,0,94580
-20,0,38.97,0,,,77,San Lorenzo,2616,Month-to-Month,United States,4430-YHXGG,Stayed,1,0,Female,0,,"37.676249, -122.132415",37.676249,-122.132415,0,25.45,1,3,0,Offer E,0,0,1,0,Credit Card,1,26240,0,Q3,0,5,0,California,0,0,0,4,84.2,0,155.88,0,240.08,1,0,94580
-46,15,48.36,1,Competitor,Competitor made better offer,92,Union City,3077,Month-to-Month,United States,8357-EQXFO,Churned,0,1,Female,1,Fiber Optic,"37.59485, -122.051521",37.59485,-122.051521,0,95.35,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,66472,0,Q3,0,2,0,California,1,1,1,7,660.9,0,338.52,34.29,965.13,0,1,94587
-54,11,6.33,1,Dissatisfaction,Service dissatisfaction,85,Union City,2031,Month-to-Month,United States,3640-PHQXK,Churned,0,1,Female,1,Fiber Optic,"37.59485, -122.051521",37.59485,-122.051521,0,89.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,66472,0,Q3,0,2,0,California,1,1,0,31,2806.9,0,196.23,41.18,2961.95,0,1,94587
-23,48,33.32,0,,,35,Union City,2207,Month-to-Month,United States,4727-MCYZG,Joined,0,0,Male,1,DSL,"37.59485, -122.051521",37.59485,-122.051521,0,55.55,0,0,0,Offer E,0,0,0,0,Mailed Check,1,66472,0,Q3,0,5,0,California,1,1,0,1,55.55,30,33.32,0,118.87,1,0,94587
-54,0,13.13,0,,,39,Union City,4066,One Year,United States,9732-OUYRN,Stayed,0,0,Female,0,,"37.59485, -122.051521",37.59485,-122.051521,1,19,0,0,3,Offer B,0,0,0,1,Credit Card,1,66472,0,Q3,1,3,0,California,0,0,0,49,918.7,0,643.37,0,1562.07,0,0,94587
-33,19,34.21,1,Competitor,Competitor offered higher download speeds,80,Walnut Creek,4260,Month-to-Month,United States,9524-EGPJC,Churned,0,0,Female,1,Fiber Optic,"37.862128, -122.075197",37.862128,-122.075197,0,90.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,18024,1,Q3,0,1,0,California,1,1,0,18,1612.75,0,615.78,48.26,2180.27,0,1,94595
-38,0,44.55,0,,,28,Walnut Creek,5751,Two Year,United States,7473-ZBDSN,Stayed,1,0,Female,0,,"37.862128, -122.075197",37.862128,-122.075197,1,18.8,0,3,2,Offer D,0,0,0,1,Mailed Check,1,18024,0,Q3,1,5,0,California,0,0,0,14,255.55,0,623.7,0,879.25,0,0,94595
-36,9,0,0,,,75,Walnut Creek,4369,Two Year,United States,8908-NMQTX,Stayed,0,1,Male,1,Cable,"37.862128, -122.075197",37.862128,-122.075197,0,65.6,0,0,0,,1,1,1,0,Bank Withdrawal,0,18024,1,Q3,0,3,0,California,1,1,1,72,4566.5,0,0,0,4566.5,0,1,94595
-59,30,46,0,,,55,Walnut Creek,2942,Month-to-Month,United States,3842-QTGDL,Stayed,0,0,Male,1,Fiber Optic,"37.862128, -122.075197",37.862128,-122.075197,1,80.75,0,0,8,,1,1,0,1,Bank Withdrawal,1,18024,0,Q3,1,3,0,California,0,0,0,16,1321.3,0,736,0,2057.3,0,1,94595
-26,39,30.73,1,Competitor,Competitor had better devices,84,Walnut Creek,5225,Month-to-Month,United States,6993-OHLXR,Churned,0,0,Female,1,Fiber Optic,"37.900662, -122.052782",37.900662,-122.052782,0,68.95,0,0,0,,0,0,0,0,Bank Withdrawal,1,40917,0,Q3,0,1,0,California,0,1,0,2,119.75,0,61.46,0,181.21,1,1,94596
-36,19,0,1,Attitude,Attitude of service provider,68,Walnut Creek,4414,Month-to-Month,United States,2187-LZGPL,Churned,0,0,Female,1,DSL,"37.900662, -122.052782",37.900662,-122.052782,0,40.1,0,0,0,,1,0,1,0,Credit Card,0,40917,0,Q3,0,2,0,California,1,1,0,7,293.3,0,0,0,293.3,0,1,94596
-57,24,4.51,0,,,74,Walnut Creek,4471,Two Year,United States,3166-PNEOF,Stayed,0,1,Female,1,Cable,"37.900662, -122.052782",37.900662,-122.052782,0,86.45,1,0,0,Offer B,0,1,0,0,Credit Card,1,40917,1,Q3,0,4,0,California,1,1,1,61,5175.3,0,275.11,0,5450.41,0,1,94596
-64,11,36.15,0,,,67,Walnut Creek,3571,One Year,United States,7163-OCEQI,Stayed,1,1,Male,1,DSL,"37.900662, -122.052782",37.900662,-122.052782,1,78.65,1,2,6,,0,0,1,1,Credit Card,1,40917,1,Q3,1,3,0,California,1,1,1,22,1663.75,0,795.3,0,2459.05,0,1,94596
-39,26,33.57,1,Competitor,Competitor made better offer,71,Walnut Creek,5026,Month-to-Month,United States,8818-XYFCQ,Churned,0,0,Male,1,Fiber Optic,"37.916648, -122.008483",37.916648,-122.008483,1,99.55,1,0,1,Offer C,0,1,1,1,Credit Card,1,26022,0,Q3,1,1,0,California,1,1,1,32,3204.65,110,1074.24,35.82,4353.07,0,0,94598
-28,59,19.17,0,,,34,Walnut Creek,4929,Month-to-Month,United States,5639-NTUPK,Stayed,1,0,Male,1,Cable,"37.916648, -122.008483",37.916648,-122.008483,0,52.1,0,1,0,Offer D,0,1,1,0,Credit Card,1,26022,0,Q3,0,3,0,California,0,1,0,13,670.65,0,249.21,0,919.86,1,1,94598
-44,30,1.62,0,,,32,Walnut Creek,2281,Two Year,United States,1431-AIDJQ,Stayed,1,1,Male,1,Cable,"37.916648, -122.008483",37.916648,-122.008483,1,82.1,0,1,1,Offer C,1,0,0,1,Credit Card,1,26022,1,Q3,1,4,0,California,1,1,1,33,2603.1,0,53.46,0,2656.56,0,1,94598
-35,28,35.29,0,,,39,Walnut Creek,5511,Month-to-Month,United States,9782-LGXMC,Stayed,1,1,Female,1,DSL,"37.916648, -122.008483",37.916648,-122.008483,1,61.75,0,1,6,,0,1,0,1,Bank Withdrawal,1,26022,1,Q3,1,3,0,California,0,0,0,49,3024.15,0,1729.21,0,4753.36,0,1,94598
-53,22,2.86,1,Competitor,Competitor had better devices,84,Oakland,2989,Month-to-Month,United States,4695-VADHF,Churned,0,1,Male,1,DSL,"37.792489, -122.244314",37.792489,-122.244314,1,57.45,0,0,1,,0,0,0,1,Bank Withdrawal,1,41876,0,Q3,1,1,0,California,1,1,0,18,990.85,0,51.48,15.73,1026.6,0,1,94606
-48,23,12.48,0,,,66,Oakland,4285,Two Year,United States,8414-OOEEL,Stayed,1,1,Male,1,DSL,"37.792489, -122.244314",37.792489,-122.244314,0,79.5,0,2,0,Offer A,1,0,1,0,Credit Card,1,41876,1,Q3,0,4,0,California,1,1,1,66,5196.1,0,823.68,0,6019.78,0,1,94606
-61,13,18.42,0,,,56,Oakland,6487,One Year,United States,4369-NYSCF,Stayed,0,0,Male,1,DSL,"37.792489, -122.244314",37.792489,-122.244314,0,75.75,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,41876,1,Q3,0,3,0,California,1,1,1,56,4284.65,90,1031.52,0,5406.17,0,0,94606
-33,28,15.74,0,,,27,Oakland,2576,Month-to-Month,United States,4853-OITSN,Stayed,0,0,Male,1,Fiber Optic,"37.792489, -122.244314",37.792489,-122.244314,1,89.15,1,0,8,Offer E,0,1,1,1,Bank Withdrawal,1,41876,0,Q3,1,3,0,California,1,1,0,5,413.25,0,78.7,0,491.95,0,1,94606
-27,26,27.82,1,Competitor,Competitor had better devices,78,Oakland,2595,One Year,United States,3863-IUBJR,Churned,0,0,Male,1,DSL,"37.80707, -122.297401",37.80707,-122.297401,1,53.65,0,0,1,,0,0,0,1,Credit Card,1,21054,0,Q3,1,1,0,California,1,1,0,12,696.35,0,333.84,0,1030.19,1,1,94607
-41,15,19.6,0,,,46,Oakland,5905,Two Year,United States,8454-AATJP,Stayed,0,1,Female,1,Fiber Optic,"37.80707, -122.297401",37.80707,-122.297401,0,115.05,1,0,0,Offer A,1,1,0,0,Credit Card,1,21054,1,Q3,0,3,0,California,1,1,1,72,8405,0,1411.2,0,9816.2,0,1,94607
-61,10,33.11,0,,,78,Oakland,6351,One Year,United States,6333-YDVLT,Stayed,0,1,Male,1,Fiber Optic,"37.80707, -122.297401",37.80707,-122.297401,0,110,1,0,0,,0,1,1,0,Credit Card,1,21054,1,Q3,0,4,0,California,1,1,1,65,7138.65,0,2152.15,0,9290.8,0,1,94607
-61,0,7.83,0,,,74,Oakland,5011,Two Year,United States,9800-OUIGR,Stayed,1,0,Male,0,,"37.80707, -122.297401",37.80707,-122.297401,1,20,0,1,4,,0,0,0,1,Credit Card,1,21054,0,Q3,1,3,0,California,0,0,0,66,1374.2,0,516.78,0,1890.98,0,0,94607
-62,26,35.9,1,Competitor,Competitor offered higher download speeds,84,Albany,2404,Month-to-Month,United States,8436-BJUMM,Churned,0,0,Male,1,Cable,"37.890274, -122.295192",37.890274,-122.295192,1,83.75,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,15882,0,Q3,1,3,0,California,0,0,1,26,2070.6,0,933.4,0,3004,0,1,94706
-27,42,21.3,1,Dissatisfaction,Poor expertise of phone support,91,Albany,4550,Month-to-Month,United States,9185-TQCVP,Churned,0,0,Male,1,Fiber Optic,"37.890274, -122.295192",37.890274,-122.295192,1,85.15,1,0,1,,0,0,1,1,Bank Withdrawal,1,15882,0,Q3,1,2,0,California,1,1,0,14,1139.2,0,298.2,38.48,1398.92,1,1,94706
-35,53,22.83,0,,,44,Albany,5394,Two Year,United States,6997-UVGOX,Stayed,1,1,Male,1,DSL,"37.890274, -122.295192",37.890274,-122.295192,1,85.45,0,3,9,Offer A,1,1,0,1,Bank Withdrawal,1,15882,1,Q3,1,3,0,California,1,1,1,71,6029.9,0,1620.93,0,7650.83,0,1,94706
-22,73,8.53,0,,,52,Albany,4798,Two Year,United States,4194-FJARJ,Stayed,1,0,Female,1,Cable,"37.890274, -122.295192",37.890274,-122.295192,1,60,1,3,6,,0,1,0,1,Bank Withdrawal,1,15882,1,Q3,1,3,0,California,0,0,0,54,3273.95,0,460.62,0,3734.57,1,1,94706
-37,5,5.99,1,Other,Don't know,96,Bodega Bay,2356,Month-to-Month,United States,4883-QICIH,Churned,0,0,Male,1,Fiber Optic,"38.377165, -123.037957",38.377165,-123.037957,1,69.75,0,0,1,,0,0,1,1,Bank Withdrawal,1,1785,0,Q3,1,2,0,California,0,0,0,32,2347.9,0,191.68,19.67,2519.91,0,1,94923
-64,24,41.34,0,,,64,Bodega Bay,4628,One Year,United States,0254-KCJGT,Stayed,0,1,Male,1,Cable,"38.377165, -123.037957",38.377165,-123.037957,1,81.4,1,0,6,Offer B,1,1,1,1,Credit Card,1,1785,1,Q3,1,4,0,California,1,1,0,52,4354.45,0,2149.68,0,6504.13,0,1,94923
-36,9,15.1,0,,,53,Bodega Bay,5419,Two Year,United States,4366-CTOUZ,Stayed,0,0,Female,1,Fiber Optic,"38.377165, -123.037957",38.377165,-123.037957,0,100.2,0,0,0,,1,0,1,0,Credit Card,1,1785,1,Q3,0,4,0,California,1,1,1,50,5038.45,0,755,0,5793.45,0,1,94923
-42,23,20.07,0,,,32,Bodega Bay,5903,Two Year,United States,6733-LRIZX,Stayed,0,1,Male,1,Fiber Optic,"38.377165, -123.037957",38.377165,-123.037957,0,108.95,1,0,0,,0,1,1,0,Bank Withdrawal,1,1785,1,Q3,0,3,0,California,1,1,1,35,4025.5,0,702.45,0,4727.95,0,1,94923
-58,23,16.33,1,Competitor,Competitor offered more data,67,Marshall,3099,Month-to-Month,United States,5981-ITEMU,Churned,0,0,Male,1,Fiber Optic,"38.129308, -122.834815",38.129308,-122.834815,1,97.1,1,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,406,0,Q3,1,3,0,California,1,1,1,40,3706.95,0,653.2,41.85,4318.3,0,1,94940
-19,51,20.5,1,Competitor,Competitor had better devices,71,Marshall,4340,Month-to-Month,United States,7598-UAASY,Churned,0,1,Male,1,Fiber Optic,"38.129308, -122.834815",38.129308,-122.834815,1,76.4,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,1,406,0,Q3,1,1,0,California,0,0,0,2,151.8,0,41,0,192.8,1,1,94940
-59,21,13.32,0,,,73,Marshall,4741,One Year,United States,6253-WRFHY,Stayed,1,0,Male,1,DSL,"38.129308, -122.834815",38.129308,-122.834815,1,64.75,0,1,1,,0,0,1,1,Bank Withdrawal,1,406,0,Q3,1,3,0,California,1,1,1,13,877.35,0,173.16,0,1050.51,0,1,94940
-58,0,7.37,0,,,46,Marshall,5865,Two Year,United States,3460-TJBWI,Stayed,1,0,Male,0,,"38.129308, -122.834815",38.129308,-122.834815,1,24.2,1,3,1,,0,0,0,1,Credit Card,1,406,0,Q3,1,5,0,California,0,0,0,24,609.05,0,176.88,0,785.93,0,0,94940
-49,23,8.86,1,Competitor,Competitor had better devices,73,Novato,3851,Month-to-Month,United States,2074-GKOWZ,Churned,0,0,Male,1,Fiber Optic,"38.112166, -122.634384",38.112166,-122.634384,1,89.55,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,24741,0,Q3,1,1,0,California,1,1,1,2,185.55,0,17.72,0,203.27,0,1,94947
-44,0,35.86,0,,,79,Novato,3071,One Year,United States,3594-BDSOA,Stayed,0,0,Female,0,,"38.112166, -122.634384",38.112166,-122.634384,1,20.4,0,0,6,,0,0,0,1,Credit Card,1,24741,0,Q3,1,5,0,California,0,0,0,24,482.8,0,860.64,0,1343.44,0,0,94947
-62,0,29.18,0,,,50,Novato,4074,One Year,United States,8430-TWCBX,Stayed,0,0,Female,0,,"38.112166, -122.634384",38.112166,-122.634384,1,20.7,0,0,0,,0,0,0,1,Credit Card,1,24741,0,Q3,0,3,0,California,0,0,0,49,1032.05,0,1429.82,0,2461.87,0,0,94947
-23,42,48.97,0,,,70,Novato,4084,One Year,United States,0956-ACVZC,Stayed,0,1,Female,1,Fiber Optic,"38.112166, -122.634384",38.112166,-122.634384,0,94.1,0,0,0,,0,0,1,0,Credit Card,1,24741,0,Q3,0,3,0,California,1,1,1,54,5060.9,140,2644.38,0,7845.28,1,0,94947
-21,69,38.69,1,Competitor,Competitor offered higher download speeds,82,Novato,4359,Month-to-Month,United States,0376-YMCJC,Churned,0,0,Male,1,Cable,"38.067204, -122.524004",38.067204,-122.524004,0,90.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,13361,1,Q3,0,2,0,California,0,1,1,23,1943.2,0,889.87,4.73,2828.34,1,1,94949
-37,13,18.31,1,Other,Poor expertise of online support,91,Novato,5958,One Year,United States,0431-APWVY,Churned,0,0,Female,1,Fiber Optic,"38.067204, -122.524004",38.067204,-122.524004,1,90.1,0,0,1,,0,0,1,1,Bank Withdrawal,1,13361,0,Q3,1,3,0,California,1,1,1,28,2598.95,0,512.68,0,3111.63,0,1,94949
-25,51,42.81,0,,,20,Novato,6483,Month-to-Month,United States,5018-GWURO,Stayed,0,0,Female,1,Fiber Optic,"38.067204, -122.524004",38.067204,-122.524004,1,85.6,1,0,9,,0,0,1,1,Bank Withdrawal,1,13361,0,Q3,1,4,0,California,0,0,1,56,4902.8,0,2397.36,0,7300.16,1,1,94949
-20,73,10.1,0,,,58,Novato,5125,Month-to-Month,United States,2325-NBPZG,Joined,0,0,Female,1,Fiber Optic,"38.067204, -122.524004",38.067204,-122.524004,0,74.55,0,0,0,,0,1,1,0,Bank Withdrawal,1,13361,0,Q3,0,3,0,California,0,0,0,3,233.65,0,30.3,0,263.95,1,1,94949
-64,4,3.55,1,Competitor,Competitor offered higher download speeds,67,San Anselmo,4650,Month-to-Month,United States,0634-SZPQA,Churned,0,0,Female,1,Fiber Optic,"37.99272, -122.575026",37.99272,-122.575026,0,90.05,1,0,0,,0,1,1,0,Bank Withdrawal,1,16849,0,Q3,0,2,0,California,0,0,1,23,2169.8,0,81.65,27.38,2224.07,0,1,94960
-36,18,0,1,Competitor,Competitor offered higher download speeds,69,San Anselmo,3503,Month-to-Month,United States,2592-SEIFQ,Churned,0,0,Male,1,DSL,"37.99272, -122.575026",37.99272,-122.575026,0,24.75,0,0,0,,0,0,0,0,Bank Withdrawal,0,16849,0,Q3,0,2,0,California,0,0,0,3,66.95,0,0,0,66.95,0,1,94960
-35,19,30,0,,,75,San Anselmo,6342,Two Year,United States,0244-LGNFY,Stayed,1,1,Female,1,DSL,"37.99272, -122.575026",37.99272,-122.575026,1,92.65,1,1,4,,1,1,0,1,Bank Withdrawal,1,16849,1,Q3,1,4,0,California,1,1,1,72,6733,0,2160,0,8893,0,1,94960
-59,0,16.4,0,,,25,San Anselmo,5417,Month-to-Month,United States,3752-CQSJI,Stayed,1,0,Female,0,,"37.99272, -122.575026",37.99272,-122.575026,1,20.45,0,1,1,Offer D,0,0,1,1,Credit Card,1,16849,0,Q3,1,3,0,California,0,0,0,13,254.5,0,213.2,0,467.7,0,0,94960
-54,22,20.48,1,Competitor,Competitor offered higher download speeds,91,Sausalito,5157,Month-to-Month,United States,5536-RTPWK,Churned,0,0,Male,1,Fiber Optic,"37.848641, -122.515692",37.848641,-122.515692,1,99.05,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,11213,0,Q3,1,2,0,California,1,1,1,49,4853.75,0,1003.52,14.24,5843.03,0,1,94965
-47,26,3.15,1,Attitude,Attitude of support person,66,Sausalito,2087,Month-to-Month,United States,3426-NIYYL,Churned,0,0,Male,1,DSL,"37.848641, -122.515692",37.848641,-122.515692,0,51.55,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,11213,0,Q3,0,2,0,California,0,0,0,15,765.5,20,47.25,0,832.75,0,0,94965
-33,20,31.61,1,Competitor,Competitor offered higher download speeds,76,Sausalito,5646,Month-to-Month,United States,5095-AESKG,Churned,0,0,Female,1,Fiber Optic,"37.848641, -122.515692",37.848641,-122.515692,1,91.5,1,0,1,,1,0,1,1,Credit Card,1,11213,0,Q3,1,3,0,California,1,1,0,3,242.95,10,94.83,0,347.78,0,0,94965
-25,0,18.63,0,,,40,Sausalito,3960,Month-to-Month,United States,4781-ZXYGU,Joined,1,0,Male,0,,"37.848641, -122.515692",37.848641,-122.515692,1,20.15,0,2,7,Offer E,0,0,1,1,Bank Withdrawal,1,11213,0,Q3,1,3,0,California,0,0,0,1,20.15,0,18.63,0,38.78,1,0,94965
-46,24,26.44,1,Competitor,Competitor had better devices,68,Tomales,5667,Month-to-Month,United States,6166-ILMNY,Churned,0,0,Female,1,Fiber Optic,"38.240769, -122.901041",38.240769,-122.901041,0,69.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,384,0,Q3,0,1,0,California,0,0,0,2,144.55,0,52.88,0,197.43,0,1,94971
-39,0,35.39,0,,,49,Tomales,4735,Two Year,United States,4635-EJYPD,Stayed,1,0,Male,0,,"38.240769, -122.901041",38.240769,-122.901041,1,18.95,0,1,2,,0,0,0,1,Credit Card,1,384,0,Q3,1,4,0,California,0,0,0,32,613.95,0,1132.48,0,1746.43,0,0,94971
-64,0,16.13,0,,,56,Tomales,6444,Two Year,United States,2718-YSKCS,Stayed,1,0,Male,0,,"38.240769, -122.901041",38.240769,-122.901041,1,19.6,0,3,6,Offer A,0,0,1,1,Bank Withdrawal,1,384,0,Q3,1,5,0,California,0,0,0,71,1387.45,0,1145.23,0,2532.68,0,0,94971
-42,0,46.3,0,,,54,Tomales,2783,Month-to-Month,United States,4770-QAZXN,Stayed,0,0,Female,0,,"38.240769, -122.901041",38.240769,-122.901041,0,19.45,0,0,0,Offer D,0,0,0,0,Credit Card,1,384,0,Q3,0,5,0,California,0,0,0,13,232.1,0,601.9,0,834,0,0,94971
-42,13,14.7,1,Competitor,Competitor had better devices,91,Valley Ford,2960,Month-to-Month,United States,3097-NNSPB,Churned,0,0,Female,1,DSL,"38.339996, -122.935056",38.339996,-122.935056,0,49.05,0,0,0,Offer E,1,0,1,0,Credit Card,1,66,0,Q3,0,1,0,California,0,0,0,2,91.1,40,29.4,0,160.5,0,0,94972
-31,0,32.89,0,,,75,Valley Ford,5654,Month-to-Month,United States,1866-ZSLJM,Stayed,0,0,Male,0,,"38.339996, -122.935056",38.339996,-122.935056,0,20.5,0,0,0,Offer D,0,0,0,0,Credit Card,1,66,0,Q3,0,4,0,California,0,0,0,21,402.85,0,690.69,0,1093.54,0,0,94972
-27,73,4.32,0,,,52,Valley Ford,5303,One Year,United States,9896-UYMIE,Stayed,0,1,Male,1,Fiber Optic,"38.339996, -122.935056",38.339996,-122.935056,0,114.3,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,66,1,Q3,0,3,0,California,1,1,1,66,7383.7,0,285.12,0,7668.82,1,1,94972
-38,0,13.67,0,,,36,Valley Ford,4873,Two Year,United States,4896-CPRPF,Stayed,1,0,Male,0,,"38.339996, -122.935056",38.339996,-122.935056,1,25.45,1,3,1,,0,0,0,1,Bank Withdrawal,1,66,0,Q3,1,4,0,California,0,0,0,35,809.25,0,478.45,0,1287.7,0,0,94972
-32,29,9.25,1,Competitor,Competitor had better devices,86,Alviso,2561,Month-to-Month,United States,0655-RBDUG,Churned,0,1,Male,1,Fiber Optic,"37.449537, -121.994813",37.449537,-121.994813,0,98.05,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,2147,0,Q3,0,1,0,California,1,1,1,7,713,0,64.75,0,777.75,0,1,95002
-34,5,0,0,,,54,Alviso,5786,Month-to-Month,United States,4236-UJPWO,Joined,0,0,Female,1,DSL,"37.449537, -121.994813",37.449537,-121.994813,0,24.5,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,0,2147,0,Q3,0,4,0,California,0,0,0,2,46.4,0,0,0,46.4,0,1,95002
-20,41,45.1,0,,,80,Alviso,2640,Month-to-Month,United States,8212-CRQXP,Stayed,0,0,Female,1,Fiber Optic,"37.449537, -121.994813",37.449537,-121.994813,1,80,0,0,1,,0,0,1,1,Credit Card,1,2147,0,Q3,1,3,0,California,0,0,1,22,1706.45,50,992.2,0,2748.65,1,0,95002
-25,41,11.5,0,,,22,Alviso,3094,Month-to-Month,United States,9714-EDSUC,Stayed,0,0,Male,1,Fiber Optic,"37.449537, -121.994813",37.449537,-121.994813,0,94.9,0,0,0,,1,1,1,0,Credit Card,1,2147,1,Q3,0,4,0,California,1,1,0,4,360.55,0,46,0,406.55,1,1,95002
-21,52,29.29,1,Competitor,Competitor had better devices,83,Santa Cruz,2539,Month-to-Month,United States,8824-RWFXJ,Churned,0,1,Male,1,Cable,"36.974575, -121.991149",36.974575,-121.991149,1,56.15,0,0,1,Offer E,1,0,1,1,Mailed Check,1,36631,0,Q3,1,1,0,California,0,1,0,3,168.15,0,87.87,0,256.02,1,1,95062
-32,25,0,0,,,46,Santa Cruz,5534,Month-to-Month,United States,6351-SCJKT,Joined,0,1,Male,1,Cable,"36.974575, -121.991149",36.974575,-121.991149,0,41.35,0,0,0,,0,1,0,0,Credit Card,0,36631,1,Q3,0,3,0,California,0,0,0,3,107.25,0,0,0,107.25,0,1,95062
-43,4,42.41,0,,,64,Santa Cruz,3801,Month-to-Month,United States,3714-XPXBW,Stayed,0,1,Female,1,DSL,"36.974575, -121.991149",36.974575,-121.991149,0,78.9,1,0,0,,1,1,1,0,Credit Card,1,36631,1,Q3,0,4,0,California,0,0,1,37,2976.95,30,1569.17,0,4576.12,0,0,95062
-54,6,12.95,0,,,41,Santa Cruz,3880,Month-to-Month,United States,0356-ERHVT,Stayed,0,0,Male,1,Cable,"36.974575, -121.991149",36.974575,-121.991149,1,45.9,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,36631,0,Q3,1,5,0,California,0,0,0,11,521.9,0,142.45,0,664.35,0,1,95062
-59,18,39.68,1,Competitor,Competitor had better devices,74,San Jose,4249,Month-to-Month,United States,9763-PDTKK,Churned,0,1,Female,1,Fiber Optic,"37.343827, -121.883119",37.343827,-121.883119,0,94.4,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,52334,1,Q3,0,1,0,California,1,1,0,4,387.2,0,158.72,0,545.92,0,1,95112
-47,12,49.49,0,,,48,San Jose,5168,Month-to-Month,United States,2250-IVBWA,Stayed,1,0,Male,1,Fiber Optic,"37.343827, -121.883119",37.343827,-121.883119,1,81.05,0,2,4,,1,1,0,1,Bank Withdrawal,1,52334,0,Q3,1,3,0,California,0,0,0,64,5135.35,0,3167.36,0,8302.71,0,1,95112
-43,15,37.71,0,,,73,San Jose,5933,Two Year,United States,0420-TXVSG,Stayed,0,1,Male,1,DSL,"37.343827, -121.883119",37.343827,-121.883119,1,66.1,1,0,9,Offer A,1,1,1,1,Credit Card,1,52334,0,Q3,1,3,0,California,0,0,0,66,4428.45,0,2488.86,0,6917.31,0,1,95112
-47,14,0,0,,,39,San Jose,3463,One Year,United States,1397-XKKWR,Stayed,0,1,Male,1,DSL,"37.343827, -121.883119",37.343827,-121.883119,0,35.3,0,0,0,,0,1,0,0,Credit Card,0,52334,0,Q3,0,4,0,California,0,0,0,7,264.8,0,0,0,264.8,0,1,95112
-62,29,37.49,1,Competitor,Competitor offered higher download speeds,90,San Jose,3982,Month-to-Month,United States,7627-JKIAZ,Churned,0,1,Female,1,Fiber Optic,"37.350284, -121.852855",37.350284,-121.852855,1,78.95,1,0,0,,0,0,1,1,Credit Card,1,51706,0,Q3,0,3,0,California,0,0,0,37,2839.65,0,1387.13,0,4226.78,0,1,95116
-42,8,42.87,1,Competitor,Competitor had better devices,90,San Jose,3525,Month-to-Month,United States,0515-YPMCW,Churned,0,0,Male,1,Fiber Optic,"37.350284, -121.852855",37.350284,-121.852855,0,70.45,0,0,0,,0,0,1,0,Credit Card,1,51706,0,Q3,0,1,0,California,0,0,0,1,70.45,10,42.87,0,123.32,0,0,95116
-53,10,39.17,0,,,30,San Jose,4599,Month-to-Month,United States,9506-UXUSK,Stayed,0,0,Male,1,Fiber Optic,"37.350284, -121.852855",37.350284,-121.852855,0,70.15,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,51706,0,Q3,0,5,0,California,0,0,0,13,931.75,150,509.21,0,1590.96,0,0,95116
-63,19,15.94,0,,,24,San Jose,5918,One Year,United States,8097-OMULG,Stayed,1,1,Male,1,DSL,"37.350284, -121.852855",37.350284,-121.852855,1,76.75,0,2,1,,1,0,0,1,Credit Card,1,51706,1,Q3,1,4,0,California,1,1,1,59,4541.9,0,940.46,0,5482.36,0,1,95116
-27,48,0,1,Competitor,Competitor offered higher download speeds,72,San Jose,5182,One Year,United States,4081-DYXAV,Churned,0,0,Female,1,DSL,"37.294926, -121.894763",37.294926,-121.894763,0,44.85,0,0,0,,0,0,1,0,Credit Card,0,46185,0,Q3,0,3,0,California,1,1,1,19,893.55,0,0,0,893.55,1,1,95125
-37,13,23.01,0,,,34,San Jose,3929,Month-to-Month,United States,9375-MHRRS,Stayed,0,0,Male,1,DSL,"37.294926, -121.894763",37.294926,-121.894763,0,50.05,0,0,0,Offer E,0,0,0,0,Credit Card,1,46185,1,Q3,0,5,0,California,0,0,0,6,288.35,40,138.06,0,466.41,0,0,95125
-30,69,27.23,0,,,64,San Jose,5040,One Year,United States,8652-YHIYU,Stayed,1,0,Female,1,Fiber Optic,"37.294926, -121.894763",37.294926,-121.894763,0,79.5,1,3,0,Offer D,0,0,1,0,Credit Card,1,46185,1,Q3,0,4,0,California,0,0,0,16,1264.2,0,435.68,0,1699.88,0,1,95125
-20,53,47.46,0,,,77,San Jose,4712,One Year,United States,9691-HKOVS,Stayed,0,1,Female,1,DSL,"37.294926, -121.894763",37.294926,-121.894763,1,90.15,1,0,8,Offer B,1,1,1,1,Bank Withdrawal,1,46185,1,Q3,1,3,0,California,1,1,1,55,4916.95,0,2610.3,0,7527.25,1,1,95125
-23,71,21.58,1,Competitor,Competitor offered more data,75,San Jose,3331,Month-to-Month,United States,0927-LCSMG,Churned,0,1,Male,1,Fiber Optic,"37.305622, -122.000887",37.305622,-122.000887,0,74.65,0,0,0,Offer E,0,0,0,0,Mailed Check,1,37570,0,Q3,0,3,0,California,0,1,0,7,544.55,10,151.06,0,705.61,1,0,95129
-21,48,9.23,1,Dissatisfaction,Service dissatisfaction,87,San Jose,4160,Month-to-Month,United States,4523-WXCEF,Churned,0,0,Female,1,Fiber Optic,"37.305622, -122.000887",37.305622,-122.000887,1,101.1,1,0,4,Offer B,1,0,0,1,Bank Withdrawal,1,37570,0,Q3,1,2,0,California,1,1,1,59,6039.9,0,544.57,0,6584.47,1,1,95129
-39,15,42.62,0,,,40,San Jose,4172,One Year,United States,6599-GZWCM,Stayed,0,0,Female,1,Fiber Optic,"37.305622, -122.000887",37.305622,-122.000887,0,74.65,0,0,0,,1,0,1,0,Credit Card,1,37570,0,Q3,0,5,0,California,0,0,0,13,966.25,0,554.06,0,1520.31,0,1,95129
-49,17,46.66,0,,,51,San Jose,2649,Month-to-Month,United States,5061-PBXFW,Stayed,1,0,Female,1,DSL,"37.305622, -122.000887",37.305622,-122.000887,1,61.4,0,1,3,,1,1,0,1,Bank Withdrawal,1,37570,1,Q3,1,3,0,California,0,0,0,32,1864.65,0,1493.12,0,3357.77,0,1,95129
-51,30,20.4,1,Competitor,Competitor offered more data,86,San Jose,4049,Month-to-Month,United States,8257-RZAHR,Churned,0,0,Female,1,DSL,"37.42765, -121.945416",37.42765,-121.945416,1,64.7,1,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,9657,0,Q3,1,1,0,California,0,0,1,14,941,0,285.6,0,1226.6,0,1,95134
-33,11,49.48,0,,,71,San Jose,4392,Month-to-Month,United States,4760-THGOT,Stayed,0,0,Female,1,Fiber Optic,"37.42765, -121.945416",37.42765,-121.945416,1,94.1,1,0,9,,1,1,1,1,Bank Withdrawal,1,9657,0,Q3,1,3,0,California,1,1,0,43,4107.3,0,2127.64,0,6234.94,0,1,95134
-31,8,46.71,0,,,76,San Jose,3591,Month-to-Month,United States,5453-AXEPF,Stayed,0,0,Male,1,Fiber Optic,"37.42765, -121.945416",37.42765,-121.945416,1,80.5,1,0,7,Offer D,1,0,1,1,Bank Withdrawal,1,9657,0,Q3,1,5,0,California,0,0,0,17,1336.9,0,794.07,0,2130.97,0,1,95134
-32,58,0,0,,,74,San Jose,2715,One Year,United States,8319-QBEHW,Stayed,1,0,Male,1,Cable,"37.42765, -121.945416",37.42765,-121.945416,0,39.95,0,3,0,,1,0,1,0,Bank Withdrawal,0,9657,0,Q3,0,4,0,California,0,0,1,26,1023.75,0,0,0,1023.75,0,1,95134
-32,25,38.51,1,Competitor,Competitor made better offer,82,Stockton,2414,Month-to-Month,United States,7851-WZEKY,Churned,0,0,Female,1,Fiber Optic,"38.029729, -121.387999",38.029729,-121.387999,0,95.15,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,19109,0,Q3,0,2,0,California,1,1,1,2,196.9,0,77.02,0,273.92,0,1,95219
-58,0,42.46,0,,,49,Stockton,2522,Month-to-Month,United States,0519-DRGTI,Stayed,1,0,Female,0,,"38.029729, -121.387999",38.029729,-121.387999,1,20.35,0,3,9,,0,0,0,1,Credit Card,1,19109,0,Q3,1,4,0,California,0,0,0,20,442.6,0,849.2,0,1291.8,0,0,95219
-31,5,31.15,0,,,54,Stockton,5950,Two Year,United States,6695-AMZUF,Stayed,0,1,Female,1,DSL,"38.029729, -121.387999",38.029729,-121.387999,1,86.45,0,0,0,Offer A,1,1,0,1,Credit Card,1,19109,1,Q3,0,4,0,California,1,1,1,70,5950.2,0,2180.5,0,8130.7,0,1,95219
-33,0,6.36,0,,,57,Stockton,5685,One Year,United States,7356-AYNJP,Stayed,0,0,Female,0,,"38.029729, -121.387999",38.029729,-121.387999,0,23.9,1,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,19109,0,Q3,0,4,0,California,0,0,0,4,97.5,0,25.44,0,122.94,0,0,95219
-54,11,45.6,1,Competitor,Competitor had better devices,75,Acampo,5295,Month-to-Month,United States,8844-TONUD,Churned,0,1,Male,1,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,1,96.65,0,0,4,Offer D,0,0,1,1,Mailed Check,1,6317,0,Q3,1,1,0,California,1,1,1,13,1162.85,0,592.8,0,1755.65,0,1,95220
-35,18,1.09,1,Dissatisfaction,Lack of self-service on Website,91,Acampo,4501,Month-to-Month,United States,1455-UGQVH,Churned,0,1,Male,1,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,1,98.5,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,6317,0,Q3,1,2,0,California,1,1,1,10,1037.75,0,10.9,0,1048.65,0,1,95220
-20,52,33.69,1,Competitor,Competitor offered more data,90,Acampo,4861,One Year,United States,9249-FXSCK,Churned,0,0,Female,1,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,0,111.25,1,0,0,Offer B,1,1,1,0,Credit Card,1,6317,1,Q3,0,1,0,California,1,1,1,52,5916.45,0,1751.88,1.27,7667.06,1,1,95220
-47,23,15.05,0,,,69,Acampo,6361,One Year,United States,1017-FBQMM,Stayed,1,0,Female,1,Fiber Optic,"38.200231, -121.235034",38.200231,-121.235034,1,106.05,1,2,8,Offer B,1,0,1,1,Credit Card,1,6317,1,Q3,1,4,0,California,1,1,1,62,6703.5,0,933.1,0,7636.6,0,1,95220
-41,6,0,1,Attitude,Attitude of service provider,85,Linden,3605,Month-to-Month,United States,5868-CZJDR,Churned,0,0,Male,1,DSL,"38.047746, -121.030499",38.047746,-121.030499,0,31.35,0,0,0,Offer E,1,0,1,0,Mailed Check,0,3148,0,Q3,0,2,0,California,0,0,0,1,31.35,80,0,0,111.35,0,0,95236
-20,0,5.84,0,,,31,Linden,6042,Two Year,United States,6484-LATFU,Stayed,0,0,Male,0,,"38.047746, -121.030499",38.047746,-121.030499,0,24.55,1,0,0,,0,0,0,0,Credit Card,1,3148,0,Q3,0,3,0,California,0,0,0,68,1657.4,0,397.12,0,2054.52,1,0,95236
-35,5,0,0,,,35,Linden,4529,One Year,United States,3606-SBKRY,Stayed,0,1,Male,1,DSL,"38.047746, -121.030499",38.047746,-121.030499,0,50.05,0,0,0,,0,0,1,0,Bank Withdrawal,0,3148,0,Q3,0,3,0,California,1,1,1,31,1523.4,0,0,0,1523.4,0,1,95236
-54,0,17.74,0,,,63,Linden,5028,Two Year,United States,3308-DGHKL,Stayed,0,0,Male,0,,"38.047746, -121.030499",38.047746,-121.030499,0,19.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,3148,0,Q3,0,5,0,California,0,0,0,69,1447.9,0,1224.06,0,2671.96,0,0,95236
-57,6,14.38,1,Attitude,Attitude of support person,90,Lodi,5671,Month-to-Month,United States,0135-NMXAP,Churned,0,0,Female,1,Fiber Optic,"38.123544, -121.159078",38.123544,-121.159078,0,89.75,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,45755,0,Q3,0,3,0,California,0,0,1,12,1052.4,0,172.56,0,1224.96,0,1,95240
-33,10,49.4,1,Competitor,Competitor offered more data,93,Lodi,5202,Month-to-Month,United States,0772-GYEQQ,Churned,0,1,Male,1,Fiber Optic,"38.123544, -121.159078",38.123544,-121.159078,0,88.35,0,0,0,Offer E,0,0,1,0,Credit Card,1,45755,1,Q3,0,2,0,California,0,0,1,3,262.05,0,148.2,0,410.25,0,1,95240
-45,15,17.03,0,,,75,Lodi,2478,One Year,United States,0667-NSRGI,Stayed,0,1,Female,1,DSL,"38.123544, -121.159078",38.123544,-121.159078,1,69.55,1,0,3,,0,0,1,1,Credit Card,1,45755,1,Q3,1,4,0,California,1,1,0,48,3435.6,0,817.44,0,4253.04,0,1,95240
-64,12,24.04,0,,,57,Lodi,4298,One Year,United States,0080-EMYVY,Stayed,0,0,Female,1,Cable,"38.123544, -121.159078",38.123544,-121.159078,0,51.45,0,0,0,,1,0,0,0,Credit Card,1,45755,0,Q3,0,3,0,California,0,0,0,14,727.85,0,336.56,0,1064.41,0,1,95240
-33,29,47.4,1,Attitude,Attitude of support person,91,Valley Springs,4990,One Year,United States,6270-OMFIW,Churned,0,0,Male,1,Cable,"38.156971, -120.849231",38.156971,-120.849231,1,94.4,0,0,9,Offer B,1,0,1,1,Bank Withdrawal,1,11266,0,Q3,1,2,0,California,1,1,1,60,5610.25,0,2844,0,8454.25,0,1,95252
-39,0,36.39,0,,,80,Valley Springs,2165,Two Year,United States,4884-LEVMQ,Stayed,0,0,Male,0,,"38.156971, -120.849231",38.156971,-120.849231,1,20.45,0,0,10,Offer C,0,0,1,1,Bank Withdrawal,1,11266,0,Q3,1,5,0,California,0,0,0,39,790,0,1419.21,0,2209.21,0,0,95252
-60,0,40.98,0,,,46,Valley Springs,3889,Month-to-Month,United States,4693-VWVBO,Joined,0,0,Female,0,,"38.156971, -120.849231",38.156971,-120.849231,0,19.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,11266,0,Q3,0,4,0,California,0,0,0,3,61.05,0,122.94,0,183.99,0,0,95252
-54,21,37.76,0,,,77,Valley Springs,5648,One Year,United States,6198-PNNSZ,Stayed,0,1,Female,1,Fiber Optic,"38.156971, -120.849231",38.156971,-120.849231,1,109.8,1,0,9,Offer B,1,1,0,1,Bank Withdrawal,1,11266,0,Q3,1,4,0,California,1,1,1,56,6109.65,0,2114.56,0,8224.21,0,1,95252
-32,0,31.77,1,Attitude,Attitude of support person,66,West Point,3874,Month-to-Month,United States,0107-WESLM,Churned,0,0,Male,0,,"38.41935, -120.469545",38.41935,-120.469545,0,19.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,2198,0,Q3,0,2,0,California,0,0,0,1,19.85,0,31.77,0,51.62,0,0,95255
-48,0,7.96,0,,,73,West Point,2723,Month-to-Month,United States,7610-TVOPG,Stayed,0,0,Male,0,,"38.41935, -120.469545",38.41935,-120.469545,0,26.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,2198,0,Q3,0,3,0,California,0,0,0,15,378.6,0,119.4,0,498,0,0,95255
-59,21,11.75,0,,,35,West Point,2394,One Year,United States,6937-GCDGQ,Stayed,1,0,Male,1,Cable,"38.41935, -120.469545",38.41935,-120.469545,1,48.95,0,1,1,Offer D,0,1,1,1,Bank Withdrawal,1,2198,0,Q3,1,3,0,California,0,0,0,19,955.6,0,223.25,0,1178.85,0,1,95255
-47,26,0,0,,,54,West Point,6371,Month-to-Month,United States,4132-POCZS,Stayed,0,0,Male,1,DSL,"38.41935, -120.469545",38.41935,-120.469545,1,39.9,0,0,1,,0,1,1,1,Bank Withdrawal,0,2198,0,Q3,1,3,0,California,1,1,0,52,2020.9,0,0,0,2020.9,0,1,95255
-55,10,20.36,1,Competitor,Competitor had better devices,69,Atwater,5750,Month-to-Month,United States,3992-YWPKO,Churned,0,1,Female,1,Fiber Optic,"37.321233, -120.656354",37.321233,-120.656354,0,109.9,1,0,0,Offer E,1,0,1,0,Credit Card,1,27808,1,Q3,0,1,0,California,1,1,1,6,669.45,0,122.16,0,791.61,0,1,95301
-47,12,33.46,1,Competitor,Competitor had better devices,65,Atwater,2404,Month-to-Month,United States,7908-QCBCA,Churned,0,0,Female,1,Fiber Optic,"37.321233, -120.656354",37.321233,-120.656354,1,69.4,0,0,1,Offer E,0,0,1,1,Mailed Check,1,27808,0,Q3,1,1,0,California,0,0,0,1,69.4,10,33.46,0,112.86,0,0,95301
-37,0,43.82,0,,,27,Atwater,5925,Two Year,United States,8559-WNQZS,Joined,0,0,Male,0,,"37.321233, -120.656354",37.321233,-120.656354,0,20.45,0,0,0,Offer E,0,0,0,0,Credit Card,1,27808,0,Q3,0,3,0,California,0,0,0,1,20.45,0,43.82,0,64.27,0,0,95301
-61,11,0,0,,,37,Atwater,5990,Month-to-Month,United States,3896-RCYYE,Stayed,0,1,Female,1,DSL,"37.321233, -120.656354",37.321233,-120.656354,0,53.4,0,0,0,,0,0,1,0,Credit Card,0,27808,1,Q3,0,5,0,California,1,1,1,67,3579.15,0,0,0,3579.15,0,1,95301
-26,76,1.84,1,Other,Moved,84,Mariposa,2548,Month-to-Month,United States,6358-LYNGM,Churned,0,0,Male,1,Fiber Optic,"37.526791, -119.99437",37.526791,-119.99437,0,74.9,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,10226,0,Q3,0,3,0,California,0,1,0,1,74.9,0,1.84,0,76.74,1,1,95338
-27,59,1.63,1,Competitor,Competitor offered more data,78,Mariposa,2172,Month-to-Month,United States,2013-SGDXK,Churned,0,0,Female,1,Fiber Optic,"37.526791, -119.99437",37.526791,-119.99437,0,84.3,0,0,0,,1,0,0,0,Bank Withdrawal,1,10226,0,Q3,0,1,0,California,0,0,1,1,84.3,10,1.63,0,95.93,1,0,95338
-32,57,30.06,0,,,45,Mariposa,5144,Two Year,United States,7771-CFQRQ,Stayed,1,0,Female,1,DSL,"37.526791, -119.99437",37.526791,-119.99437,1,63.8,0,3,0,,1,0,0,1,Bank Withdrawal,1,10226,1,Q3,0,3,0,California,1,1,0,47,3007.25,80,1412.82,0,4500.07,0,0,95338
-48,23,1.67,0,,,51,Mariposa,2463,Month-to-Month,United States,4343-EJVQB,Stayed,0,0,Male,1,Fiber Optic,"37.526791, -119.99437",37.526791,-119.99437,0,74.35,0,0,0,,0,1,0,0,Credit Card,1,10226,0,Q3,0,4,0,California,0,0,0,7,533.6,0,11.69,0,545.29,0,1,95338
-58,11,44.97,1,Competitor,Competitor offered higher download speeds,77,Modesto,3368,Month-to-Month,United States,9824-BEMCV,Churned,0,0,Male,1,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,1,69,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,52872,0,Q3,1,2,0,California,0,0,0,17,1149.65,0,764.49,0,1914.14,0,1,95350
-39,28,14.75,1,Competitor,Competitor had better devices,82,Modesto,4292,Month-to-Month,United States,5027-QPKTE,Churned,0,0,Male,1,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,1,69.35,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,52872,0,Q3,1,1,0,California,0,0,0,7,451.1,10,103.25,0,564.35,0,0,95350
-51,13,3.73,1,Dissatisfaction,Product dissatisfaction,68,Modesto,5000,Month-to-Month,United States,4077-CROMM,Churned,0,1,Female,1,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,1,104.2,1,0,4,,0,0,1,1,Bank Withdrawal,1,52872,1,Q3,1,1,0,California,1,1,1,31,3243.45,0,115.63,17.01,3342.07,0,1,95350
-62,5,33.84,0,,,70,Modesto,2951,Month-to-Month,United States,3956-MGXOG,Stayed,0,0,Female,1,Fiber Optic,"37.671806, -121.007575",37.671806,-121.007575,0,80.6,0,0,0,,0,0,1,0,Bank Withdrawal,1,52872,0,Q3,0,5,0,California,1,1,0,28,2244.95,0,947.52,0,3192.47,0,1,95350
-62,12,15.69,1,Competitor,Competitor had better devices,91,Modesto,2860,Month-to-Month,United States,1373-ORVIZ,Churned,0,0,Female,1,DSL,"37.621458, -121.012295",37.621458,-121.012295,1,66.35,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,47536,1,Q3,1,1,0,California,1,1,0,11,740.8,0,172.59,0,913.39,0,1,95351
-45,2,45.28,0,,,77,Modesto,4864,Month-to-Month,United States,4146-SVFUD,Joined,0,0,Male,1,DSL,"37.621458, -121.012295",37.621458,-121.012295,0,44.6,0,0,0,,0,0,0,0,Mailed Check,1,47536,0,Q3,0,4,0,California,0,0,0,1,44.6,0,45.28,0,89.88,0,1,95351
-60,29,10.43,0,,,36,Modesto,4096,Month-to-Month,United States,9274-UARKJ,Stayed,0,0,Female,1,Fiber Optic,"37.621458, -121.012295",37.621458,-121.012295,0,83.2,0,0,0,,1,0,1,0,Bank Withdrawal,1,47536,0,Q3,0,3,0,California,0,0,1,15,1130,0,156.45,0,1286.45,0,1,95351
-57,20,38.25,0,,,78,Modesto,3291,Month-to-Month,United States,3154-CFSZG,Stayed,1,1,Male,1,Fiber Optic,"37.621458, -121.012295",37.621458,-121.012295,1,90.05,0,1,3,,0,1,0,1,Bank Withdrawal,1,47536,0,Q3,1,4,0,California,1,1,0,47,4137.2,0,1797.75,0,5934.95,0,1,95351
-40,5,35.93,1,Other,Don't know,67,Oakdale,5927,Month-to-Month,United States,7979-CORPM,Churned,0,0,Male,1,Fiber Optic,"37.785033, -120.776141",37.785033,-120.776141,0,90.55,1,0,0,,1,0,1,0,Credit Card,1,25384,0,Q3,0,2,0,California,0,0,1,24,2282.55,0,862.32,0,3144.87,0,1,95361
-27,48,0,1,Dissatisfaction,Limited range of services,71,Oakdale,4207,Month-to-Month,United States,8650-RHRKE,Churned,0,1,Male,1,DSL,"37.785033, -120.776141",37.785033,-120.776141,0,29.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,25384,0,Q3,0,3,0,California,0,1,0,4,118.5,0,0,0,118.5,1,1,95361
-31,29,16.78,0,,,24,Oakdale,4687,Two Year,United States,1400-WIVLL,Stayed,0,1,Male,1,Fiber Optic,"37.785033, -120.776141",37.785033,-120.776141,1,107.95,1,0,2,,0,0,0,1,Bank Withdrawal,1,25384,1,Q3,1,3,0,California,1,1,1,57,5969.85,0,956.46,0,6926.31,0,1,95361
-45,0,22.89,0,,,78,Oakdale,2492,One Year,United States,7305-ZWMAJ,Stayed,0,0,Male,0,,"37.785033, -120.776141",37.785033,-120.776141,1,20.7,0,0,2,,0,0,0,1,Credit Card,1,25384,0,Q3,1,5,0,California,0,0,0,30,587.1,0,686.7,0,1273.8,0,0,95361
-47,0,33.14,1,Price,Long distance charges,87,Santa Rosa,5379,Month-to-Month,United States,2223-KAGMX,Churned,0,0,Female,0,,"38.468893, -122.580539",38.468893,-122.580539,0,19.4,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,25718,0,Q3,0,1,0,California,0,0,0,15,289.3,0,497.1,0,786.4,0,0,95409
-25,52,29.07,1,Competitor,Competitor had better devices,85,Santa Rosa,5313,Month-to-Month,United States,5572-ZDXHY,Churned,0,0,Female,1,Fiber Optic,"38.468893, -122.580539",38.468893,-122.580539,0,84.3,0,0,0,,1,0,1,0,Mailed Check,1,25718,0,Q3,0,1,0,California,1,1,0,22,1855.65,0,639.54,0,2495.19,1,1,95409
-34,0,7.33,0,,,24,Santa Rosa,2252,One Year,United States,9522-ZSINC,Stayed,0,0,Male,0,,"38.468893, -122.580539",38.468893,-122.580539,0,19.95,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,25718,0,Q3,0,3,0,California,0,0,0,13,253.8,0,95.29,0,349.09,0,0,95409
-19,0,9.51,0,,,64,Santa Rosa,4579,Two Year,United States,7328-ZJAJO,Stayed,1,0,Female,0,,"38.468893, -122.580539",38.468893,-122.580539,1,19.5,0,2,1,,0,0,0,1,Credit Card,1,25718,0,Q3,1,4,0,California,0,0,0,59,1222.65,0,561.09,0,1783.74,1,0,95409
-23,73,48.03,1,Competitor,Competitor had better devices,91,Caspar,4094,Month-to-Month,United States,2833-SLKDQ,Churned,0,0,Male,1,Cable,"39.361283, -123.784599",39.361283,-123.784599,0,45.05,0,0,0,,0,0,0,0,Credit Card,1,333,0,Q3,0,1,0,California,0,1,0,1,45.05,0,48.03,0,93.08,1,1,95420
-37,29,18.26,1,Attitude,Attitude of service provider,89,Caspar,2075,Month-to-Month,United States,7547-EKNFS,Churned,0,1,Male,1,Fiber Optic,"39.361283, -123.784599",39.361283,-123.784599,1,95.25,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,333,0,Q3,1,1,0,California,0,0,1,42,3959.35,0,766.92,27.3,4698.97,0,1,95420
-39,19,18.74,0,,,25,Caspar,5584,Two Year,United States,7765-LWVVH,Stayed,1,0,Female,1,Fiber Optic,"39.361283, -123.784599",39.361283,-123.784599,1,95.1,1,2,8,,1,1,1,1,Bank Withdrawal,1,333,0,Q3,1,3,0,California,0,0,1,72,6843.15,0,1349.28,0,8192.43,0,1,95420
-58,6,43.12,0,,,80,Caspar,6479,Two Year,United States,5914-XRFQB,Stayed,0,1,Male,1,Fiber Optic,"39.361283, -123.784599",39.361283,-123.784599,1,115.8,1,0,0,,1,1,1,1,Bank Withdrawal,1,333,1,Q3,0,3,0,California,1,1,1,72,8424.9,0,3104.64,0,11529.54,0,1,95420
-54,16,19.21,1,Competitor,Competitor had better devices,69,Cloverdale,3830,Month-to-Month,United States,2026-TGDHM,Churned,0,0,Female,1,Fiber Optic,"38.801936, -122.938935",38.801936,-122.938935,0,79.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,9210,0,Q3,0,1,0,California,1,1,0,7,523.15,10,134.47,0,667.62,0,0,95425
-49,20,14.51,0,,,24,Cloverdale,4900,One Year,United States,4692-NNQRU,Stayed,0,1,Female,1,Fiber Optic,"38.801936, -122.938935",38.801936,-122.938935,1,79.2,0,0,7,Offer D,0,0,0,1,Bank Withdrawal,1,9210,1,Q3,1,3,0,California,0,0,0,21,1742.45,0,304.71,0,2047.16,0,1,95425
-62,17,0,0,,,80,Cloverdale,5677,One Year,United States,5944-UGLLK,Stayed,0,1,Male,1,Cable,"38.801936, -122.938935",38.801936,-122.938935,0,54.9,0,0,0,Offer B,0,0,0,0,Credit Card,0,9210,1,Q3,0,4,0,California,1,1,1,53,3045.75,0,0,0,3045.75,0,1,95425
-19,59,0,0,,,49,Cloverdale,4161,One Year,United States,3417-TSCIC,Stayed,0,0,Male,1,DSL,"38.801936, -122.938935",38.801936,-122.938935,0,24.85,0,0,0,,0,0,1,0,Credit Card,0,9210,0,Q3,0,5,0,California,0,0,0,29,788.05,0,0,0,788.05,1,1,95425
-53,18,0,1,Dissatisfaction,Network reliability,91,Comptche,2860,Month-to-Month,United States,4030-VPZBD,Churned,0,0,Female,1,DSL,"39.239818, -123.565432",39.239818,-123.565432,0,30.9,0,0,0,,0,0,1,0,Bank Withdrawal,0,371,1,Q3,0,2,0,California,0,0,0,2,59.05,0,0,0,59.05,0,1,95427
-35,5,18.05,1,Dissatisfaction,Service dissatisfaction,78,Comptche,4594,Month-to-Month,United States,0611-DFXKO,Churned,0,0,Male,1,Fiber Optic,"39.239818, -123.565432",39.239818,-123.565432,1,89,0,0,1,Offer D,0,0,1,1,Credit Card,1,371,0,Q3,1,2,0,California,1,1,1,20,1820.45,0,361,0,2181.45,0,1,95427
-38,22,1.12,1,Attitude,Attitude of support person,71,Comptche,3608,Month-to-Month,United States,4439-JMPMT,Churned,0,0,Female,1,Fiber Optic,"39.239818, -123.565432",39.239818,-123.565432,1,85.75,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,371,1,Q3,1,1,0,California,0,0,1,5,470.95,0,5.6,44.16,432.39,0,1,95427
-56,0,6.93,0,,,76,Comptche,5761,Month-to-Month,United States,7787-BNTZM,Stayed,0,0,Male,0,,"39.239818, -123.565432",39.239818,-123.565432,0,20.15,0,0,0,,0,0,0,0,Bank Withdrawal,1,371,0,Q3,0,5,0,California,0,0,0,6,130.5,0,41.58,0,172.08,0,0,95427
-43,26,22.71,1,Dissatisfaction,Network reliability,90,Gualala,4601,One Year,United States,2408-TZMJL,Churned,0,1,Male,1,Fiber Optic,"38.848082, -123.50608",38.848082,-123.50608,1,110.15,1,0,1,Offer B,1,1,1,1,Bank Withdrawal,1,1916,0,Q3,1,1,0,California,1,1,1,59,6448.05,0,1339.89,0,7787.94,0,1,95445
-24,41,20.54,0,,,39,Gualala,4147,Two Year,United States,9453-PATOS,Stayed,0,1,Female,1,Cable,"38.848082, -123.50608",38.848082,-123.50608,1,85.1,0,0,7,Offer A,1,1,0,1,Credit Card,1,1916,1,Q3,1,4,0,California,1,1,1,72,6155.4,0,1478.88,0,7634.28,1,1,95445
-48,22,9.98,0,,,32,Gualala,4115,Month-to-Month,United States,6377-WHAOX,Stayed,0,1,Female,1,Fiber Optic,"38.848082, -123.50608",38.848082,-123.50608,1,106.15,1,0,5,Offer B,1,0,1,1,Bank Withdrawal,1,1916,0,Q3,1,3,0,California,1,1,1,60,6411.25,0,598.8,0,7010.05,0,1,95445
-36,51,9.5,0,,,33,Gualala,4952,One Year,United States,2330-PQGDQ,Stayed,1,0,Male,1,Fiber Optic,"38.848082, -123.50608",38.848082,-123.50608,1,84.2,1,3,6,,1,0,0,1,Bank Withdrawal,1,1916,1,Q3,1,5,0,California,0,0,0,51,4299.75,0,484.5,39.68,4744.57,0,1,95445
-20,42,5.34,1,Dissatisfaction,Network reliability,80,Rio Nido,2587,Month-to-Month,United States,7993-PYKOF,Churned,0,0,Male,1,Fiber Optic,"38.522328, -122.97932",38.522328,-122.97932,1,75,0,0,1,,0,1,0,1,Bank Withdrawal,1,298,0,Q3,1,1,0,California,0,1,0,8,632.95,0,42.72,0,675.67,1,1,95471
-27,0,27.47,0,,,65,Rio Nido,2601,Two Year,United States,4526-EXKKN,Stayed,0,0,Male,0,,"38.522328, -122.97932",38.522328,-122.97932,0,24.6,1,0,0,,0,0,1,0,Credit Card,1,298,0,Q3,0,5,0,California,0,0,0,40,973.95,0,1098.8,0,2072.75,1,0,95471
-36,26,25.16,0,,,43,Rio Nido,4732,Two Year,United States,2211-RMNHO,Stayed,1,1,Female,1,Cable,"38.522328, -122.97932",38.522328,-122.97932,1,85.3,1,2,1,,1,0,0,1,Bank Withdrawal,1,298,1,Q3,1,4,0,California,1,1,1,68,5560,0,1710.88,0,7270.88,0,1,95471
-34,10,7.1,0,,,74,Rio Nido,5874,Two Year,United States,3428-MMGUB,Stayed,0,1,Male,1,Fiber Optic,"38.522328, -122.97932",38.522328,-122.97932,0,89.55,1,0,0,,0,0,1,0,Bank Withdrawal,1,298,0,Q3,0,5,0,California,0,0,1,60,5231.2,0,426,0,5657.2,0,1,95471
-35,10,41.16,1,Dissatisfaction,Network reliability,78,Ukiah,2087,Month-to-Month,United States,5027-XWQHA,Churned,0,0,Male,1,Cable,"39.134075, -123.23422",39.134075,-123.23422,0,44.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,30988,0,Q3,0,2,0,California,0,0,0,6,270.95,10,246.96,0,527.91,0,0,95482
-40,27,29.56,0,,,36,Ukiah,6032,Month-to-Month,United States,3404-JNXAX,Stayed,1,0,Female,1,Fiber Optic,"39.134075, -123.23422",39.134075,-123.23422,1,80.75,1,2,9,Offer B,0,0,1,1,Bank Withdrawal,1,30988,1,Q3,1,4,0,California,0,0,0,51,4116.9,0,1507.56,0,5624.46,0,1,95482
-47,17,33.8,0,,,47,Ukiah,2277,Month-to-Month,United States,4929-ROART,Stayed,0,0,Male,1,Cable,"39.134075, -123.23422",39.134075,-123.23422,0,56.25,1,0,0,,0,1,0,0,Credit Card,1,30988,0,Q3,0,4,0,California,0,0,0,18,969.85,30,608.4,0,1608.25,0,0,95482
-52,19,45.35,0,,,45,Ukiah,5031,Two Year,United States,3705-RHRFR,Stayed,0,0,Female,1,Fiber Optic,"39.134075, -123.23422",39.134075,-123.23422,1,99.15,1,0,6,,0,1,0,1,Bank Withdrawal,1,30988,0,Q3,1,3,0,California,1,1,1,69,6875.35,0,3129.15,0,10004.5,0,1,95482
-30,52,10.21,1,Dissatisfaction,Network reliability,87,Mckinleyville,4838,One Year,United States,0201-OAMXR,Churned,0,1,Female,1,Fiber Optic,"40.965011, -124.015255",40.965011,-124.015255,0,115.55,1,0,0,Offer A,1,1,0,0,Credit Card,1,15921,1,Q3,0,1,0,California,1,1,1,70,8127.6,0,714.7,0,8842.3,0,1,95519
-31,8,34.87,1,Competitor,Competitor offered higher download speeds,91,Mckinleyville,4432,One Year,United States,2889-FPWRM,Churned,0,1,Male,1,Fiber Optic,"40.965011, -124.015255",40.965011,-124.015255,1,117.8,1,0,1,,1,1,1,1,Bank Withdrawal,1,15921,1,Q3,1,2,0,California,1,1,1,72,8684.8,0,2510.64,0,11195.44,0,1,95519
-30,0,8.23,0,,,38,Mckinleyville,5537,Month-to-Month,United States,2576-HXMPA,Joined,0,0,Female,0,,"40.965011, -124.015255",40.965011,-124.015255,0,19.55,0,0,0,,0,0,0,0,Credit Card,1,15921,0,Q3,0,4,0,California,0,0,0,1,19.55,0,8.23,0,27.78,0,0,95519
-58,30,1.57,0,,,73,Mckinleyville,3682,One Year,United States,0824-VWDPO,Stayed,0,0,Female,1,Fiber Optic,"40.965011, -124.015255",40.965011,-124.015255,0,96.75,1,0,0,,1,1,0,0,Bank Withdrawal,1,15921,0,Q3,0,4,0,California,1,1,0,45,4442.75,0,70.65,0,4513.4,0,1,95519
-34,0,12.43,1,Price,Long distance charges,81,Korbel,4133,Month-to-Month,United States,0031-PVLZI,Churned,0,0,Female,0,,"40.7666, -123.80458",40.7666,-123.80458,1,20.35,0,0,0,Offer E,0,0,0,1,Credit Card,1,155,0,Q3,0,1,0,California,0,0,0,4,76.35,0,49.72,0,126.07,0,0,95550
-62,0,14.48,0,,,35,Korbel,2378,Month-to-Month,United States,4830-FAXFM,Stayed,1,0,Male,0,,"40.7666, -123.80458",40.7666,-123.80458,0,24.1,1,2,0,Offer D,0,0,1,0,Credit Card,1,155,0,Q3,0,4,0,California,0,0,0,19,439.2,0,275.12,0,714.32,0,0,95550
-24,51,23.99,0,,,31,Korbel,4474,Month-to-Month,United States,1202-KKGFU,Stayed,0,0,Female,1,DSL,"40.7666, -123.80458",40.7666,-123.80458,1,54.2,0,0,4,Offer D,0,1,0,1,Bank Withdrawal,1,155,1,Q3,1,4,0,California,0,0,0,12,690.5,0,287.88,0,978.38,1,1,95550
-61,53,25.85,0,,,70,Korbel,5237,One Year,United States,0489-WMEMG,Stayed,1,0,Female,1,Cable,"40.7666, -123.80458",40.7666,-123.80458,0,49.45,0,3,0,Offer D,0,0,1,0,Bank Withdrawal,1,155,1,Q3,0,3,0,California,0,0,0,23,1119.35,0,594.55,0,1713.9,0,1,95550
-35,0,40.51,1,Price,Long distance charges,70,Smith River,4103,Month-to-Month,United States,1934-SJVJK,Churned,0,0,Male,0,,"41.950683, -124.097094",41.950683,-124.097094,0,20.15,0,0,0,Offer E,0,0,0,0,Credit Card,1,2020,0,Q3,0,2,0,California,0,0,0,1,20.15,0,40.51,0,60.66,0,0,95567
-42,30,0,1,Attitude,Attitude of support person,84,Smith River,2529,Month-to-Month,United States,2309-OSFEU,Churned,0,0,Male,1,DSL,"41.950683, -124.097094",41.950683,-124.097094,0,33.9,0,0,0,,0,0,1,0,Credit Card,0,2020,0,Q3,0,1,0,California,1,1,0,10,298.45,0,0,0,298.45,0,1,95567
-56,30,40.47,1,Dissatisfaction,Product dissatisfaction,89,Smith River,5207,Two Year,United States,5458-CQJTA,Churned,0,0,Male,1,DSL,"41.950683, -124.097094",41.950683,-124.097094,1,74.8,0,0,1,Offer B,0,1,1,1,Bank Withdrawal,1,2020,1,Q3,1,1,0,California,1,1,1,65,4820.15,0,2630.55,0,7450.7,0,1,95567
-42,0,1.91,1,Attitude,Attitude of service provider,90,Smith River,5707,Month-to-Month,United States,6615-ZGEDR,Churned,0,0,Male,0,,"41.950683, -124.097094",41.950683,-124.097094,0,19.7,0,0,0,,0,0,0,0,Mailed Check,1,2020,0,Q3,0,2,0,California,0,0,0,1,19.7,0,1.91,0,21.61,0,0,95567
-58,17,2.88,1,Competitor,Competitor had better devices,66,Trinidad,3335,Month-to-Month,United States,9269-CQOOL,Churned,0,0,Male,1,DSL,"41.162295, -124.027381",41.162295,-124.027381,0,54.7,0,0,0,Offer E,0,0,1,0,Credit Card,1,2369,0,Q3,0,1,0,California,0,0,1,3,169.45,0,8.64,0,178.09,0,1,95570
-46,12,11.32,1,Dissatisfaction,Service dissatisfaction,71,Trinidad,3185,Month-to-Month,United States,5219-YIPTK,Churned,0,1,Female,1,Fiber Optic,"41.162295, -124.027381",41.162295,-124.027381,1,104.4,1,0,1,,1,0,1,1,Bank Withdrawal,1,2369,0,Q3,1,1,0,California,1,1,1,33,3409.6,0,373.56,0,3783.16,0,1,95570
-27,0,27.5,0,,,54,Trinidad,4540,One Year,United States,2239-CFOUJ,Joined,1,0,Male,0,,"41.162295, -124.027381",41.162295,-124.027381,1,20.4,0,2,3,,0,0,0,1,Credit Card,1,2369,0,Q3,1,4,0,California,0,0,0,1,20.4,0,27.5,0,47.9,1,0,95570
-63,19,6.83,0,,,20,Trinidad,4952,One Year,United States,0864-FVJNJ,Stayed,1,1,Female,1,Fiber Optic,"41.162295, -124.027381",41.162295,-124.027381,1,113.35,1,1,1,Offer B,1,1,0,1,Bank Withdrawal,1,2369,1,Q3,1,3,0,California,1,1,1,64,7222.75,20,437.12,0,7679.87,0,0,95570
-38,4,11.3,1,Competitor,Competitor had better devices,68,Amador City,5640,Month-to-Month,United States,1184-PJVDB,Churned,0,0,Male,1,Fiber Optic,"38.431407, -120.8421",38.431407,-120.8421,1,79.95,0,0,1,,0,0,1,1,Bank Withdrawal,1,222,0,Q3,1,1,0,California,0,0,1,10,857.2,0,113,0,970.2,0,1,95601
-41,23,12.36,1,Dissatisfaction,Limited range of services,91,Amador City,3330,Month-to-Month,United States,7613-LLQFO,Churned,0,0,Male,1,Fiber Optic,"38.431407, -120.8421",38.431407,-120.8421,0,84.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,222,0,Q3,0,2,0,California,0,0,1,12,1059.55,0,148.32,0,1207.87,0,1,95601
-40,23,22.88,1,Competitor,Competitor made better offer,96,Amador City,3847,Month-to-Month,United States,2754-XBHTB,Churned,0,0,Female,1,Fiber Optic,"38.431407, -120.8421",38.431407,-120.8421,0,77.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,222,0,Q3,0,2,0,California,0,0,1,9,714.15,0,205.92,0,920.07,0,1,95601
-34,0,10.41,0,,,58,Amador City,5916,One Year,United States,3178-CIFOT,Stayed,0,0,Female,0,,"38.431407, -120.8421",38.431407,-120.8421,0,19.65,0,0,0,Offer D,0,0,1,0,Credit Card,1,222,0,Q3,0,3,0,California,0,0,0,23,478.1,0,239.43,0,717.53,0,0,95601
-28,58,42.06,1,Competitor,Competitor made better offer,67,Diamond Springs,5048,Month-to-Month,United States,3249-ZPQRG,Churned,0,0,Male,1,Fiber Optic,"38.683605, -120.811852",38.683605,-120.811852,0,78.45,1,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,4426,0,Q3,0,1,0,California,0,1,0,4,330.05,0,168.24,0,498.29,1,1,95619
-64,24,24.48,1,Competitor,Competitor had better devices,85,Diamond Springs,4243,Month-to-Month,United States,7493-TPUWZ,Churned,0,0,Male,1,Fiber Optic,"38.683605, -120.811852",38.683605,-120.811852,0,79.15,1,0,0,,1,0,1,0,Bank Withdrawal,1,4426,0,Q3,0,1,0,California,0,0,0,1,79.15,0,24.48,0,103.63,0,1,95619
-47,4,41.38,0,,,32,Diamond Springs,4226,One Year,United States,2065-MMKGR,Stayed,0,0,Female,1,DSL,"38.683605, -120.811852",38.683605,-120.811852,0,71,1,0,0,,0,0,1,0,Credit Card,1,4426,0,Q3,0,5,0,California,1,1,1,29,2080.1,0,1200.02,0,3280.12,0,1,95619
-58,15,0,0,,,39,Diamond Springs,6314,Two Year,United States,3884-UEBXB,Stayed,1,0,Female,1,DSL,"38.683605, -120.811852",38.683605,-120.811852,1,36.15,0,1,5,,1,1,0,1,Bank Withdrawal,0,4426,0,Q3,1,3,0,California,0,0,0,67,2434.45,0,0,0,2434.45,0,1,95619
-23,69,0,1,Competitor,Competitor offered higher download speeds,70,Elk Grove,4324,Month-to-Month,United States,7721-JXEAW,Churned,0,0,Male,1,DSL,"38.434138, -121.30587",38.434138,-121.30587,1,41.05,0,0,1,Offer B,1,0,1,1,Bank Withdrawal,0,38534,0,Q3,1,2,0,California,1,1,0,59,2452.7,0,0,0,2452.7,1,1,95624
-42,0,15.36,1,Attitude,Attitude of support person,79,Elk Grove,2486,Month-to-Month,United States,1577-HKTFG,Churned,0,0,Female,0,,"38.434138, -121.30587",38.434138,-121.30587,1,19.65,0,0,1,,0,0,0,1,Bank Withdrawal,1,38534,0,Q3,1,1,0,California,0,0,0,30,655.85,0,460.8,0,1116.65,0,0,95624
-22,51,40.36,0,,,67,Elk Grove,3479,One Year,United States,1402-PTHGN,Stayed,1,0,Female,1,DSL,"38.434138, -121.30587",38.434138,-121.30587,1,61.5,0,2,7,Offer D,1,1,1,1,Credit Card,1,38534,1,Q3,1,4,0,California,0,0,0,18,1087.45,0,726.48,0,1813.93,1,1,95624
-36,0,47.43,0,,,65,Elk Grove,6097,Two Year,United States,8701-DGLVH,Stayed,0,0,Male,0,,"38.434138, -121.30587",38.434138,-121.30587,0,20.45,0,0,0,,0,0,0,0,Credit Card,1,38534,0,Q3,0,4,0,California,0,0,0,51,1042.65,0,2418.93,0,3461.58,0,0,95624
-34,29,15.91,1,Competitor,Competitor offered higher download speeds,86,Orangevale,2041,One Year,United States,0471-LVHGK,Churned,0,1,Male,1,DSL,"38.689174, -121.218435",38.689174,-121.218435,1,73,1,0,1,,0,0,1,1,Bank Withdrawal,1,32040,0,Q3,1,2,0,California,1,1,1,41,3001.2,0,652.31,0,3653.51,0,1,95662
-53,13,37.48,1,Dissatisfaction,Limited range of services,74,Orangevale,4017,Month-to-Month,United States,1550-LOAHA,Churned,0,0,Female,1,Fiber Optic,"38.689174, -121.218435",38.689174,-121.218435,1,84.15,0,0,1,,1,0,0,1,Bank Withdrawal,1,32040,0,Q3,1,2,0,California,1,1,0,32,2585.95,0,1199.36,0,3785.31,0,1,95662
-28,69,34.14,1,Competitor,Competitor had better devices,82,Orangevale,5897,Month-to-Month,United States,1842-EZJMK,Churned,0,0,Male,1,Fiber Optic,"38.689174, -121.218435",38.689174,-121.218435,1,103.7,1,0,1,Offer B,1,0,0,1,Bank Withdrawal,1,32040,1,Q3,1,1,0,California,1,1,1,50,5071.05,0,1707,36.61,6741.44,1,1,95662
-35,12,40.67,0,,,57,Orangevale,5948,Two Year,United States,5855-EIBDE,Stayed,0,1,Female,1,Fiber Optic,"38.689174, -121.218435",38.689174,-121.218435,1,106.65,1,0,10,,1,1,0,1,Credit Card,1,32040,1,Q3,1,4,0,California,1,1,0,49,5174.35,0,1992.83,0,7167.18,0,1,95662
-39,18,28.13,1,Competitor,Competitor had better devices,69,Penryn,5452,One Year,United States,9518-RWHZL,Churned,0,1,Female,1,Fiber Optic,"38.859093, -121.182872",38.859093,-121.182872,0,100.05,1,0,0,,0,0,1,0,Credit Card,1,2048,0,Q3,0,1,0,California,1,1,1,64,6254.2,0,1800.32,0,8054.52,0,1,95663
-22,59,18.7,0,,,26,Penryn,5694,Month-to-Month,United States,1728-BQDMA,Joined,0,0,Female,1,DSL,"38.859093, -121.182872",38.859093,-121.182872,0,44.45,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,2048,0,Q3,0,3,0,California,0,0,0,2,82.7,0,37.4,0,120.1,1,1,95663
-43,29,5.47,0,,,65,Penryn,2245,Month-to-Month,United States,5365-LLFYV,Joined,0,0,Female,1,DSL,"38.859093, -121.182872",38.859093,-121.182872,0,45.85,0,0,0,Offer E,0,0,1,0,Credit Card,1,2048,0,Q3,0,3,0,California,0,0,0,2,105.6,0,10.94,0,116.54,0,1,95663
-52,11,41.16,0,,,47,Penryn,2662,Month-to-Month,United States,2347-WKKAE,Stayed,0,1,Male,1,Fiber Optic,"38.859093, -121.182872",38.859093,-121.182872,1,94.4,1,0,9,,0,1,1,1,Bank Withdrawal,1,2048,0,Q3,1,3,0,California,1,1,0,42,4014.6,0,1728.72,0,5743.32,0,1,95663
-27,85,0,1,Competitor,Competitor offered more data,76,Plymouth,2649,Month-to-Month,United States,6240-EURKS,Churned,0,0,Female,1,DSL,"38.489273, -120.891614",38.489273,-120.891614,0,35,0,0,0,,0,0,1,0,Bank Withdrawal,0,2220,0,Q3,0,2,0,California,1,1,0,18,553,70,0,0,623,1,0,95669
-63,22,48.31,1,Attitude,Attitude of service provider,65,Plymouth,4879,Month-to-Month,United States,6595-COKXZ,Churned,0,0,Female,1,Cable,"38.489273, -120.891614",38.489273,-120.891614,0,44.45,0,0,0,Offer E,0,0,1,0,Mailed Check,1,2220,0,Q3,0,3,0,California,0,0,0,1,44.45,0,48.31,0,92.76,0,1,95669
-19,59,18.74,0,,,65,Plymouth,5895,One Year,United States,6465-GSRCL,Stayed,1,0,Female,1,Fiber Optic,"38.489273, -120.891614",38.489273,-120.891614,0,106.6,1,2,0,Offer A,1,0,1,0,Bank Withdrawal,1,2220,1,Q3,0,4,0,California,1,1,1,67,7244.7,0,1255.58,0,8500.28,1,1,95669
-35,56,12.96,0,,,54,Plymouth,4480,Two Year,United States,1027-LKKQQ,Stayed,1,1,Female,1,DSL,"38.489273, -120.891614",38.489273,-120.891614,1,80.45,0,3,3,,0,1,1,1,Bank Withdrawal,1,2220,1,Q3,1,3,0,California,1,1,1,72,5886.85,0,933.12,0,6819.97,0,1,95669
-62,29,40.7,1,Competitor,Competitor offered more data,90,Winters,2055,Month-to-Month,United States,0680-DFNNY,Churned,0,1,Male,1,Fiber Optic,"38.578604, -122.024579",38.578604,-122.024579,1,101.1,1,0,1,,0,0,1,1,Bank Withdrawal,1,8406,0,Q3,1,2,0,California,1,1,1,15,1504.05,0,610.5,0,2114.55,0,1,95694
-54,3,17.07,1,Competitor,Competitor offered more data,77,Winters,3492,Month-to-Month,United States,0940-OUQEC,Churned,0,0,Male,1,Fiber Optic,"38.578604, -122.024579",38.578604,-122.024579,0,80.7,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,8406,0,Q3,0,1,0,California,0,0,0,10,788.8,50,170.7,38.42,971.08,0,0,95694
-52,28,29.11,0,,,20,Winters,4420,One Year,United States,5569-IDSEY,Stayed,0,1,Male,1,Fiber Optic,"38.578604, -122.024579",38.578604,-122.024579,1,105.7,1,0,8,Offer A,1,0,1,1,Bank Withdrawal,1,8406,0,Q3,1,4,0,California,1,1,1,71,7472.15,0,2066.81,0,9538.96,0,1,95694
-28,0,31.29,0,,,63,Winters,5848,Two Year,United States,3154-HMWUU,Stayed,0,0,Male,0,,"38.578604, -122.024579",38.578604,-122.024579,1,20.5,0,0,9,Offer B,0,0,1,1,Bank Withdrawal,1,8406,0,Q3,1,5,0,California,0,0,0,60,1198.8,0,1877.4,0,3076.2,1,0,95694
-37,9,28.25,1,Competitor,Competitor made better offer,68,Colfax,2928,Month-to-Month,United States,7767-UXAGJ,Churned,0,0,Male,1,Cable,"39.084645, -120.894014",39.084645,-120.894014,0,50.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,8525,0,Q3,0,3,0,California,0,0,0,1,50.45,0,28.25,0,78.7,0,1,95713
-19,59,0,0,,,77,Colfax,2515,Month-to-Month,United States,1777-JYQPJ,Joined,0,0,Male,1,DSL,"39.084645, -120.894014",39.084645,-120.894014,0,24.3,0,0,0,Offer E,0,0,0,0,Mailed Check,0,8525,0,Q3,0,4,0,California,0,0,0,2,38.45,0,0,0,38.45,1,1,95713
-28,0,20.49,0,,,53,Colfax,6015,Two Year,United States,1052-QJIBV,Stayed,1,0,Female,0,,"39.084645, -120.894014",39.084645,-120.894014,1,19.9,0,2,1,Offer A,0,0,0,1,Credit Card,1,8525,0,Q3,1,3,0,California,0,0,0,71,1397.3,0,1454.79,0,2852.09,1,0,95713
-23,0,14.04,0,,,77,Colfax,3509,One Year,United States,1952-DVVSW,Stayed,0,0,Female,0,,"39.084645, -120.894014",39.084645,-120.894014,1,20.1,0,0,4,,0,0,0,1,Credit Card,1,8525,0,Q3,1,5,0,California,0,0,0,10,184.4,0,140.4,0,324.8,1,0,95713
-20,42,28.16,1,Competitor,Competitor had better devices,80,Meadow Vista,5598,Month-to-Month,United States,1571-SAVHK,Churned,0,0,Male,1,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,0,99.95,1,0,0,,0,0,1,0,Credit Card,1,3747,1,Q3,0,1,0,California,1,1,1,12,1132.75,120,337.92,0,1590.67,1,0,95722
-43,8,38.89,1,Other,Moved,76,Meadow Vista,3131,Month-to-Month,United States,2369-UAPKZ,Churned,0,1,Male,1,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,0,104.1,1,0,0,Offer E,1,0,0,0,Mailed Check,1,3747,0,Q3,0,3,0,California,1,1,1,5,541.9,0,194.45,0,736.35,0,1,95722
-58,5,21.14,0,,,49,Meadow Vista,3139,Month-to-Month,United States,3853-LYGAM,Stayed,0,1,Male,1,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,0,95.65,1,0,0,,0,0,1,0,Bank Withdrawal,1,3747,1,Q3,0,4,0,California,1,1,0,17,1640,0,359.38,0,1999.38,0,1,95722
-37,28,3.67,0,,,50,Meadow Vista,4649,One Year,United States,6994-FGRHH,Stayed,1,1,Male,1,Fiber Optic,"39.003358, -121.022539",39.003358,-121.022539,1,106.15,0,3,7,,1,0,1,1,Bank Withdrawal,1,3747,1,Q3,1,4,0,California,1,1,1,70,7475.1,0,256.9,0,7732,0,1,95722
-28,76,42.33,1,Competitor,Competitor offered higher download speeds,72,Sacramento,5436,Month-to-Month,United States,2951-QOQTK,Churned,0,0,Male,1,Fiber Optic,"38.608405, -121.449942",38.608405,-121.449942,0,80.8,1,0,0,,0,0,0,0,Credit Card,1,25355,1,Q3,0,2,0,California,0,1,0,4,332.45,0,169.32,0,501.77,1,1,95815
-42,0,30.91,1,Competitor,Competitor made better offer,65,Sacramento,5671,Month-to-Month,United States,8785-EPNCG,Churned,0,0,Male,0,,"38.608405, -121.449942",38.608405,-121.449942,0,23.15,1,0,0,,0,0,0,0,Credit Card,1,25355,0,Q3,0,1,0,California,0,0,0,11,245.2,0,340.01,0,585.21,0,0,95815
-35,0,4.38,0,,,48,Sacramento,4650,One Year,United States,5505-OVWQW,Stayed,0,0,Female,0,,"38.608405, -121.449942",38.608405,-121.449942,0,20.15,0,0,0,,0,0,0,0,Mailed Check,1,25355,0,Q3,0,5,0,California,0,0,0,17,353.65,0,74.46,0,428.11,0,0,95815
-26,52,21.29,0,,,59,Sacramento,5227,Two Year,United States,3258-ZKPAI,Stayed,1,1,Male,1,Fiber Optic,"38.608405, -121.449942",38.608405,-121.449942,1,116.6,1,1,7,,1,1,1,1,Bank Withdrawal,1,25355,1,Q3,1,3,0,California,1,1,1,72,8337.45,0,1532.88,26.7,9843.63,1,1,95815
-61,26,37.83,1,Competitor,Competitor had better devices,68,Sacramento,3794,Month-to-Month,United States,3473-XIIIT,Churned,0,0,Female,1,Cable,"38.517295, -121.439819",38.517295,-121.439819,1,100,1,0,1,,1,0,1,1,Bank Withdrawal,1,30580,0,Q3,1,1,0,California,1,1,1,16,1534.75,0,605.28,0,2140.03,0,1,95824
-47,10,10.19,0,,,76,Sacramento,3528,One Year,United States,5056-FIMPT,Stayed,1,0,Female,1,Fiber Optic,"38.517295, -121.439819",38.517295,-121.439819,0,106,0,2,0,,1,1,1,0,Credit Card,1,30580,1,Q3,0,4,0,California,1,1,1,43,4532.3,130,438.17,0,5100.47,0,0,95824
-59,76,29.5,0,,,23,Sacramento,6123,One Year,United States,3569-VLDHH,Stayed,1,1,Male,1,DSL,"38.517295, -121.439819",38.517295,-121.439819,1,75.1,0,3,0,Offer A,1,1,1,1,Bank Withdrawal,1,30580,1,Q3,0,4,0,California,0,0,1,66,5013,0,1947,0,6960,0,1,95824
-51,25,41.55,0,,,33,Sacramento,4183,Two Year,United States,6519-ZHPXP,Stayed,1,1,Female,1,Fiber Optic,"38.517295, -121.439819",38.517295,-121.439819,1,108.3,0,2,1,,1,1,1,1,Bank Withdrawal,1,30580,1,Q3,1,4,0,California,1,1,1,72,7679.65,50,2991.6,36.13,10685.12,0,0,95824
-30,27,36.52,1,Competitor,Competitor had better devices,81,Sacramento,2264,Month-to-Month,United States,2952-QAYZF,Churned,0,1,Male,1,Fiber Optic,"38.486938, -121.395805",38.486938,-121.395805,0,85.3,1,0,0,,1,0,1,0,Bank Withdrawal,1,54880,0,Q3,0,1,0,California,0,0,0,5,424.15,0,182.6,0,606.75,0,1,95828
-56,21,6.47,1,Competitor,Competitor offered higher download speeds,81,Sacramento,2699,Month-to-Month,United States,2962-XPMCQ,Churned,0,0,Male,1,DSL,"38.486938, -121.395805",38.486938,-121.395805,0,45.15,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,54880,0,Q3,0,2,0,California,0,0,0,2,98.5,0,12.94,0,111.44,0,1,95828
-62,15,43.84,0,,,54,Sacramento,6082,Two Year,United States,8809-XKHMD,Stayed,0,0,Male,1,Fiber Optic,"38.486938, -121.395805",38.486938,-121.395805,1,100.55,1,0,5,Offer A,1,1,1,1,Bank Withdrawal,1,54880,1,Q3,1,5,0,California,1,1,0,72,7325.1,0,3156.48,0,10481.58,0,1,95828
-44,17,0,0,,,62,Sacramento,6344,Two Year,United States,9610-WCESF,Stayed,0,0,Male,1,Cable,"38.486938, -121.395805",38.486938,-121.395805,0,43.9,0,0,0,,0,1,0,0,Bank Withdrawal,0,54880,1,Q3,0,4,0,California,0,0,1,67,3097.2,0,0,34.45,3062.75,0,1,95828
-36,21,2.92,1,Competitor,Competitor made better offer,89,Antelope,3687,Month-to-Month,United States,9283-LZQOH,Churned,0,0,Male,1,Fiber Optic,"38.715498, -121.363411",38.715498,-121.363411,1,74.4,1,0,1,,0,0,1,1,Credit Card,1,36432,0,Q3,1,1,0,California,0,0,0,13,896.75,0,37.96,0,934.71,0,1,95843
-50,5,39.36,1,Competitor,Competitor made better offer,77,Antelope,5816,Month-to-Month,United States,2079-FBMZK,Churned,0,0,Female,1,Fiber Optic,"38.715498, -121.363411",38.715498,-121.363411,0,69.25,0,0,0,,0,0,1,0,Mailed Check,1,36432,0,Q3,0,1,0,California,0,0,0,6,418.4,0,236.16,0,654.56,0,1,95843
-52,27,27.59,0,,,42,Antelope,5184,Two Year,United States,3889-VWBID,Stayed,1,0,Male,1,DSL,"38.715498, -121.363411",38.715498,-121.363411,1,82.85,0,1,1,,1,1,0,1,Bank Withdrawal,1,36432,1,Q3,1,4,0,California,1,1,1,68,5776.45,0,1876.12,0,7652.57,0,1,95843
-58,10,18.65,0,,,57,Antelope,5536,Month-to-Month,United States,0018-NYROU,Stayed,0,0,Female,1,Fiber Optic,"38.715498, -121.363411",38.715498,-121.363411,1,68.95,0,0,0,,0,0,1,1,Bank Withdrawal,1,36432,0,Q3,0,3,0,California,0,0,0,5,351.5,0,93.25,0,444.75,0,1,95843
-35,18,37.69,1,Competitor,Competitor had better devices,85,Sacramento,4016,Month-to-Month,United States,7079-QRCBC,Churned,0,1,Female,1,Fiber Optic,"38.585826, -121.376263",38.585826,-121.376263,0,98.75,1,0,0,,0,0,1,0,Bank Withdrawal,1,23362,0,Q3,0,1,0,California,1,1,1,24,2407.3,0,904.56,0,3311.86,0,1,95864
-31,0,20.16,0,,,55,Sacramento,3022,Month-to-Month,United States,5222-JCXZT,Stayed,0,0,Male,0,,"38.585826, -121.376263",38.585826,-121.376263,0,19,0,0,0,,0,0,0,0,Mailed Check,1,23362,0,Q3,0,4,0,California,0,0,0,4,78.9,0,80.64,0,159.54,0,0,95864
-21,27,18.61,0,,,72,Sacramento,4057,Month-to-Month,United States,7501-VTYLJ,Joined,1,0,Female,1,DSL,"38.585826, -121.376263",38.585826,-121.376263,0,51.55,0,1,0,,1,0,0,0,Credit Card,1,23362,0,Q3,0,3,0,California,0,0,0,2,106.2,0,37.22,0,143.42,1,1,95864
-39,24,36.21,0,,,40,Sacramento,5589,One Year,United States,6332-FBZRI,Stayed,1,1,Male,1,DSL,"38.585826, -121.376263",38.585826,-121.376263,1,69.35,1,1,6,,1,1,1,1,Credit Card,1,23362,1,Q3,1,3,0,California,0,0,0,67,4653.25,0,2426.07,9.99,7069.33,0,1,95864
-52,21,46.95,1,Competitor,Competitor offered higher download speeds,92,Arbuckle,4334,One Year,United States,5469-CTCWN,Churned,0,0,Male,1,Cable,"38.982373, -122.047751",38.982373,-122.047751,1,106,1,0,1,,1,1,1,1,Bank Withdrawal,1,4796,0,Q3,1,1,0,California,1,1,1,61,6547.7,0,2863.95,0,9411.65,0,1,95912
-48,16,31.13,0,,,65,Arbuckle,6259,One Year,United States,7080-TNUWP,Stayed,0,1,Male,1,Fiber Optic,"38.982373, -122.047751",38.982373,-122.047751,1,95,1,0,5,,1,0,1,1,Bank Withdrawal,1,4796,0,Q3,1,4,0,California,0,0,1,70,6602.9,0,2179.1,0,8782,0,1,95912
-29,0,24.17,0,,,57,Arbuckle,5625,Two Year,United States,9814-AOUDH,Stayed,0,0,Male,0,,"38.982373, -122.047751",38.982373,-122.047751,0,19.5,0,0,0,Offer B,0,0,0,0,Credit Card,1,4796,0,Q3,0,5,0,California,0,0,0,53,1050.5,0,1281.01,0,2331.51,1,0,95912
-52,0,25.86,0,,,72,Arbuckle,6186,Two Year,United States,2346-LOCWC,Stayed,1,0,Female,0,,"38.982373, -122.047751",38.982373,-122.047751,1,20.5,0,2,10,,0,0,0,1,Credit Card,1,4796,0,Q3,1,4,0,California,0,0,0,58,1191.4,0,1499.88,36.92,2654.36,0,0,95912
-21,48,47.74,1,Competitor,Competitor had better devices,84,Bangor,3316,Month-to-Month,United States,9851-QXEEQ,Churned,0,1,Male,1,Fiber Optic,"39.396585, -121.38029",39.396585,-121.38029,0,104.7,1,0,0,,1,0,1,0,Bank Withdrawal,1,626,0,Q3,0,1,0,California,1,1,1,41,4346.4,0,1957.34,0,6303.74,1,1,95914
-35,28,39.58,1,Competitor,Competitor made better offer,83,Bangor,2077,Month-to-Month,United States,6608-QQLVK,Churned,0,1,Male,1,DSL,"39.396585, -121.38029",39.396585,-121.38029,0,50.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,626,0,Q3,0,3,0,California,0,0,0,1,50.5,0,39.58,0,90.08,0,1,95914
-61,30,32.86,0,,,68,Bangor,4310,One Year,United States,0496-AHOOK,Stayed,0,0,Male,1,Cable,"39.396585, -121.38029",39.396585,-121.38029,1,74.4,0,0,10,Offer C,0,1,0,1,Bank Withdrawal,1,626,1,Q3,1,3,0,California,1,1,1,24,1712.9,0,788.64,0,2501.54,0,1,95914
-32,24,32.91,0,,,66,Bangor,2610,Month-to-Month,United States,6175-IRFIT,Stayed,0,0,Male,1,Fiber Optic,"39.396585, -121.38029",39.396585,-121.38029,0,78.75,0,0,0,,0,0,0,0,Credit Card,1,626,0,Q3,0,5,0,California,1,1,0,5,426.35,10,164.55,0,600.9,0,0,95914
-62,7,30.61,1,Competitor,Competitor offered more data,87,Magalia,3182,Month-to-Month,United States,1092-GANHU,Churned,0,1,Male,1,Fiber Optic,"39.933852, -121.584371",39.933852,-121.584371,0,76.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,11168,0,Q3,0,2,0,California,0,0,0,17,1313.55,0,520.37,0,1833.92,0,1,95954
-24,0,26.02,0,,,39,Magalia,2400,One Year,United States,1345-ZUKID,Stayed,0,0,Male,0,,"39.933852, -121.584371",39.933852,-121.584371,0,19.35,0,0,0,Offer D,0,0,0,0,Mailed Check,1,11168,0,Q3,0,3,0,California,0,0,0,14,324.8,0,364.28,0,689.08,1,0,95954
-26,85,17.51,0,,,46,Magalia,2405,Month-to-Month,United States,8631-WUXGY,Stayed,1,1,Female,1,Fiber Optic,"39.933852, -121.584371",39.933852,-121.584371,0,99.8,0,2,0,,1,0,1,0,Bank Withdrawal,1,11168,0,Q3,0,5,0,California,1,1,1,46,4391.25,0,805.46,0,5196.71,1,1,95954
-45,0,2.47,0,,,55,Magalia,6325,Two Year,United States,8164-OCKUJ,Stayed,1,0,Female,0,,"39.933852, -121.584371",39.933852,-121.584371,1,20.6,0,2,1,Offer B,0,0,0,1,Credit Card,1,11168,0,Q3,1,5,0,California,0,0,0,59,1286,0,145.73,0,1431.73,0,0,95954
-49,21,0,1,Competitor,Competitor offered more data,79,Oroville,4648,Month-to-Month,United States,7881-EVUAD,Churned,0,0,Female,1,DSL,"39.473896, -121.415927",39.473896,-121.415927,0,42.6,0,0,0,Offer E,1,1,1,0,Bank Withdrawal,0,28382,0,Q3,0,2,0,California,1,1,0,2,72.4,0,0,0,72.4,0,1,95966
-49,11,31.16,1,Price,Extra data charges,90,Oroville,2771,Month-to-Month,United States,9732-KPKBW,Churned,0,0,Male,1,DSL,"39.473896, -121.415927",39.473896,-121.415927,0,53.95,0,0,0,,0,1,1,0,Bank Withdrawal,1,28382,1,Q3,0,1,0,California,0,0,0,1,53.95,0,31.16,0,85.11,0,1,95966
-40,0,22.29,0,,,35,Oroville,5422,Two Year,United States,8908-SLFCJ,Stayed,0,0,Female,0,,"39.473896, -121.415927",39.473896,-121.415927,0,20.85,0,0,0,Offer D,0,0,1,0,Credit Card,1,28382,0,Q3,0,3,0,California,0,0,0,21,435.25,0,468.09,1.31,902.03,0,0,95966
-49,57,8.02,0,,,69,Oroville,4198,Month-to-Month,United States,5448-VWNAM,Stayed,1,0,Female,1,DSL,"39.473896, -121.415927",39.473896,-121.415927,0,75.9,1,3,0,Offer D,1,1,1,0,Credit Card,1,28382,1,Q3,0,4,0,California,0,0,1,19,1375.6,0,152.38,0,1527.98,0,1,95966
-51,7,46.92,1,Competitor,Competitor made better offer,91,Strawberry Valley,3902,Month-to-Month,United States,3703-VAVCL,Churned,0,1,Male,1,Fiber Optic,"39.58458, -121.093256",39.58458,-121.093256,1,90,0,0,1,,0,0,0,1,Credit Card,1,101,1,Q3,1,2,0,California,1,1,0,2,190.05,0,93.84,0,283.89,0,1,95981
-39,4,14.9,1,Price,Price too high,69,Strawberry Valley,3889,Month-to-Month,United States,2100-BDNSN,Churned,0,1,Female,1,DSL,"39.58458, -121.093256",39.58458,-121.093256,1,67.95,1,0,1,,0,0,0,1,Bank Withdrawal,1,101,1,Q3,1,3,0,California,0,0,1,5,350.3,20,74.5,0,444.8,0,0,95981
-51,18,48.02,0,,,27,Strawberry Valley,3363,Two Year,United States,6568-POCUI,Stayed,0,0,Female,1,Fiber Optic,"39.58458, -121.093256",39.58458,-121.093256,1,95.2,0,0,3,,0,0,1,1,Credit Card,1,101,1,Q3,1,5,0,California,1,1,1,45,4285.8,50,2160.9,43.95,6452.75,0,0,95981
-60,0,14.41,0,,,62,Strawberry Valley,4444,Two Year,United States,6857-TKDJV,Stayed,1,0,Male,0,,"39.58458, -121.093256",39.58458,-121.093256,1,24.65,1,2,6,,0,0,0,1,Bank Withdrawal,1,101,0,Q3,1,5,0,California,0,0,0,67,1620.45,0,965.47,0,2585.92,0,0,95981
-58,12,44.75,1,Attitude,Attitude of support person,94,Callahan,5930,Month-to-Month,United States,4237-RLAQD,Churned,0,0,Male,1,Cable,"41.388397, -122.794636",41.388397,-122.794636,0,45.85,0,0,0,Offer E,0,0,1,0,Credit Card,1,290,0,Q3,0,2,0,California,0,0,0,1,45.85,0,44.75,0,90.6,0,1,96014
-39,14,48.45,0,,,39,Callahan,5592,Two Year,United States,4717-GHADL,Stayed,0,0,Female,1,DSL,"41.388397, -122.794636",41.388397,-122.794636,0,79.6,1,0,0,Offer B,1,0,1,0,Mailed Check,1,290,1,Q3,0,4,0,California,1,1,1,50,4024.2,0,2422.5,0,6446.7,0,1,96014
-59,6,33.88,0,,,64,Callahan,5452,One Year,United States,0440-UEDAI,Stayed,0,1,Female,1,Fiber Optic,"41.388397, -122.794636",41.388397,-122.794636,0,94.45,0,0,0,,1,0,1,0,Credit Card,1,290,1,Q3,0,4,0,California,1,1,0,53,5042.75,0,1795.64,0,6838.39,0,1,96014
-45,13,22.74,0,,,72,Callahan,4964,Two Year,United States,7018-FPXHH,Stayed,1,1,Male,1,DSL,"41.388397, -122.794636",41.388397,-122.794636,1,59.8,0,2,1,Offer B,1,1,1,1,Bank Withdrawal,1,290,0,Q3,1,3,0,California,0,0,0,56,3457.45,0,1273.44,35.01,4695.88,0,1,96014
-20,52,17.23,1,Attitude,Attitude of service provider,71,Cottonwood,4319,Month-to-Month,United States,3186-BAXNB,Churned,0,0,Female,1,Fiber Optic,"40.336392, -122.448533",40.336392,-122.448533,0,91.7,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,12348,1,Q3,0,3,0,California,0,1,1,1,91.7,0,17.23,0,108.93,1,1,96022
-41,8,38.82,0,,,39,Cottonwood,3997,One Year,United States,8550-XSXUQ,Stayed,0,1,Male,1,Cable,"40.336392, -122.448533",40.336392,-122.448533,1,70.55,1,0,7,Offer B,1,0,1,1,Credit Card,1,12348,0,Q3,1,4,0,California,1,1,0,48,3420.5,0,1863.36,0,5283.86,0,1,96022
-58,57,0,0,,,27,Cottonwood,2898,Two Year,United States,7321-ZNSLA,Stayed,1,0,Male,1,DSL,"40.336392, -122.448533",40.336392,-122.448533,1,40.55,0,3,0,,1,1,0,1,Credit Card,0,12348,1,Q3,0,3,0,California,0,0,0,13,590.35,0,0,0,590.35,0,1,96022
-23,27,28.76,0,,,58,Cottonwood,2726,Month-to-Month,United States,1353-LJWEM,Stayed,0,1,Male,1,DSL,"40.336392, -122.448533",40.336392,-122.448533,0,60.9,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,12348,1,Q3,0,3,0,California,0,0,0,11,688.5,0,316.36,49.24,955.62,1,1,96022
-39,30,18.99,1,Attitude,Attitude of service provider,96,Douglas City,5915,Month-to-Month,United States,0637-YLETY,Churned,0,1,Female,1,Fiber Optic,"40.586588, -122.903677",40.586588,-122.903677,0,95.6,1,0,0,Offer D,1,0,1,0,Credit Card,1,960,0,Q3,0,1,0,California,1,1,0,16,1555.65,0,303.84,0,1859.49,0,1,96024
-45,26,15.33,1,Dissatisfaction,Poor expertise of phone support,94,Douglas City,5390,Month-to-Month,United States,3721-CNEYS,Churned,0,0,Female,1,Fiber Optic,"40.586588, -122.903677",40.586588,-122.903677,0,70.95,0,0,0,,0,0,1,0,Bank Withdrawal,1,960,0,Q3,0,1,0,California,0,0,0,2,137.95,0,30.66,0,168.61,0,1,96024
-39,17,26.7,0,,,57,Douglas City,4754,One Year,United States,9055-MOJJJ,Stayed,1,0,Female,1,Cable,"40.586588, -122.903677",40.586588,-122.903677,1,65.8,0,2,5,Offer B,0,1,0,1,Mailed Check,1,960,1,Q3,1,3,0,California,0,0,1,64,4068,20,1708.8,27.79,5769.01,0,0,96024
-33,12,0,0,,,36,Douglas City,6075,Two Year,United States,6166-YIPFO,Stayed,0,1,Male,1,DSL,"40.586588, -122.903677",40.586588,-122.903677,1,64.7,0,0,8,Offer A,1,1,1,1,Bank Withdrawal,0,960,1,Q3,1,3,0,California,1,1,1,72,4746.05,140,0,0,4886.05,0,0,96024
-59,26,30.07,1,Competitor,Competitor had better devices,82,Fall River Mills,2591,Month-to-Month,United States,1157-BQCUW,Churned,0,0,Male,1,Fiber Optic,"41.017282, -121.468945",41.017282,-121.468945,0,74.95,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1902,0,Q3,0,1,0,California,0,0,0,1,74.95,0,30.07,0,105.02,0,1,96028
-37,16,0,0,,,43,Fall River Mills,4375,One Year,United States,4032-RMHCI,Stayed,1,1,Female,1,Cable,"41.017282, -121.468945",41.017282,-121.468945,1,35.4,0,2,1,Offer B,0,1,0,1,Credit Card,0,1902,0,Q3,1,4,0,California,0,0,0,41,1412.4,0,0,0,1412.4,0,1,96028
-56,28,9.1,0,,,51,Fall River Mills,4785,Month-to-Month,United States,1355-KUSBG,Stayed,1,0,Female,1,DSL,"41.017282, -121.468945",41.017282,-121.468945,1,48.8,1,2,1,Offer E,0,0,0,1,Bank Withdrawal,1,1902,0,Q3,1,4,0,California,0,0,0,7,349.8,0,63.7,0,413.5,0,1,96028
-23,48,30.17,0,,,80,Fall River Mills,5729,Month-to-Month,United States,9332-GYWLO,Stayed,1,0,Female,1,DSL,"41.017282, -121.468945",41.017282,-121.468945,1,54.85,0,2,3,,0,0,0,1,Bank Withdrawal,1,1902,0,Q3,1,3,0,California,0,0,1,6,355.1,0,181.02,39.15,496.97,1,1,96028
-53,18,34.02,1,Competitor,Competitor made better offer,82,Nubieber,5396,Month-to-Month,United States,8387-MOJJT,Churned,0,0,Female,1,Fiber Optic,"41.082472, -121.195215",41.082472,-121.195215,1,77.95,0,0,1,,0,0,1,1,Credit Card,1,240,0,Q3,1,1,0,California,0,0,1,42,3384,0,1428.84,0,4812.84,0,1,96068
-29,59,33.98,0,,,59,Nubieber,4163,Month-to-Month,United States,7966-YOTQW,Stayed,0,0,Male,1,DSL,"41.082472, -121.195215",41.082472,-121.195215,0,54.5,1,0,0,,0,1,1,0,Credit Card,1,240,0,Q3,0,4,0,California,0,0,0,10,568.2,0,339.8,0,908,1,1,96068
-25,73,38.68,0,,,48,Nubieber,5832,Month-to-Month,United States,3521-MNKLV,Stayed,0,1,Male,1,DSL,"41.082472, -121.195215",41.082472,-121.195215,0,49.7,0,0,0,,0,0,1,0,Credit Card,1,240,0,Q3,0,5,0,California,0,0,0,24,1167.8,0,928.32,0,2096.12,1,1,96068
-20,71,25.04,0,,,41,Nubieber,3615,Month-to-Month,United States,5012-YSPJJ,Stayed,1,1,Male,1,DSL,"41.082472, -121.195215",41.082472,-121.195215,1,54.35,0,1,6,,0,0,0,1,Credit Card,1,240,1,Q3,1,3,0,California,0,0,0,31,1647,0,776.24,0,2423.24,1,1,96068
-19,51,44.46,1,Price,Extra data charges,88,Los Angeles,4903,Month-to-Month,United States,7963-GQRMY,Churned,0,0,Female,1,DSL,"34.076259, -118.310715",34.076259,-118.310715,1,44.3,0,0,1,Offer E,0,0,0,1,Credit Card,1,67852,0,Q3,1,2,0,California,0,1,0,3,134.5,0,133.38,0,267.88,1,1,90004
-55,0,3.09,1,Price,Long distance charges,70,Los Angeles,4277,Month-to-Month,United States,7853-GVUDZ,Churned,1,0,Female,0,,"34.076259, -118.310715",34.076259,-118.310715,1,20.15,0,1,1,Offer E,0,0,1,1,Credit Card,1,67852,0,Q3,1,2,0,California,0,0,0,1,20.15,0,3.09,0,23.24,0,0,90004
-53,10,0,0,,,66,Los Angeles,4307,One Year,United States,7795-CFOCW,Stayed,0,1,Male,1,DSL,"34.076259, -118.310715",34.076259,-118.310715,0,42.3,0,0,0,,0,1,0,0,Bank Withdrawal,0,67852,1,Q3,0,3,0,California,0,0,0,45,1840.75,0,0,0,1840.75,0,1,90004
-44,27,8.94,0,,,50,Los Angeles,3246,Two Year,United States,0253-ZTEOB,Stayed,1,0,Female,1,DSL,"34.076259, -118.310715",34.076259,-118.310715,1,79.65,1,1,5,,1,0,0,1,Bank Withdrawal,1,67852,1,Q3,1,4,0,California,1,1,1,48,3870.3,0,429.12,0,4299.42,0,1,90004
-26,69,36.7,0,,,33,Los Angeles,4459,One Year,United States,8690-UPCZI,Stayed,1,0,Male,1,DSL,"34.076259, -118.310715",34.076259,-118.310715,1,69.05,1,2,5,Offer C,0,1,0,1,Bank Withdrawal,1,67852,1,Q3,1,4,0,California,0,0,1,29,1958.45,40,1064.3,0,3062.75,1,0,90004
-32,5,31.14,1,Competitor,Competitor had better devices,91,Los Angeles,3965,Month-to-Month,United States,2058-DCJBE,Churned,0,0,Male,1,Fiber Optic,"34.065875, -118.238728",34.065875,-118.238728,0,69.75,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,30596,0,Q3,0,1,0,California,0,0,0,5,324.6,0,155.7,0,480.3,0,1,90012
-37,22,29.68,0,,,76,Los Angeles,5764,Month-to-Month,United States,9763-GRSKD,Stayed,1,0,Male,1,DSL,"34.065875, -118.238728",34.065875,-118.238728,1,49.95,0,2,1,Offer D,0,1,1,1,Mailed Check,1,30596,0,Q3,1,3,0,California,0,0,0,13,587.45,150,385.84,0,1123.29,0,0,90012
-48,11,9.61,0,,,55,Los Angeles,3364,One Year,United States,2402-TAIRZ,Stayed,0,1,Female,1,Fiber Optic,"34.065875, -118.238728",34.065875,-118.238728,0,80.05,0,0,0,,1,0,0,0,Bank Withdrawal,1,30596,0,Q3,0,5,0,California,0,0,0,37,3019.1,0,355.57,0,3374.67,0,1,90012
-51,13,9.47,0,,,76,Los Angeles,5749,Month-to-Month,United States,3097-IDVPU,Stayed,1,0,Male,1,DSL,"34.065875, -118.238728",34.065875,-118.238728,1,50.1,1,2,10,Offer D,0,0,0,1,Credit Card,1,30596,0,Q3,1,5,0,California,0,0,0,19,910.45,120,179.93,0,1210.38,0,0,90012
-19,48,49.87,0,,,54,Los Angeles,4469,Month-to-Month,United States,8404-FYDIB,Stayed,0,0,Male,1,Fiber Optic,"34.065875, -118.238728",34.065875,-118.238728,0,86.65,1,0,0,Offer C,1,1,1,0,Credit Card,1,30596,0,Q3,0,3,0,California,0,0,0,26,2208.75,0,1296.62,0,3505.37,1,1,90012
-37,7,44.33,1,Price,Extra data charges,90,Los Angeles,3249,Month-to-Month,United States,6311-UEUME,Churned,0,0,Female,1,Fiber Optic,"34.046174, -118.446333",34.046174,-118.446333,0,78.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,41175,0,Q3,0,2,0,California,0,0,1,29,2384.15,0,1285.57,0,3669.72,0,1,90025
-25,76,48.98,0,,,53,Los Angeles,6407,Two Year,United States,3638-WEABW,Stayed,0,0,Female,1,Cable,"34.046174, -118.446333",34.046174,-118.446333,1,59.9,1,0,1,Offer B,1,0,1,1,Credit Card,1,41175,1,Q3,1,3,0,California,0,0,0,58,3505.1,0,2840.84,0,6345.94,1,1,90025
-36,24,25.83,0,,,49,Los Angeles,5706,One Year,United States,9494-BDNNC,Stayed,0,1,Male,1,Fiber Optic,"34.046174, -118.446333",34.046174,-118.446333,1,95.3,1,0,1,,1,0,0,1,Bank Withdrawal,1,41175,0,Q3,1,4,0,California,1,1,0,66,6273.4,0,1704.78,0,7978.18,0,1,90025
-20,0,31.53,0,,,52,Los Angeles,5577,Two Year,United States,9593-CVZKR,Stayed,1,0,Female,0,,"34.046174, -118.446333",34.046174,-118.446333,1,24.45,1,2,2,Offer B,0,0,1,1,Credit Card,1,41175,0,Q3,1,3,0,California,0,0,0,56,1385.85,0,1765.68,0,3151.53,1,0,90025
-49,10,11.6,0,,,49,Los Angeles,2950,Month-to-Month,United States,2108-GLPQB,Stayed,0,1,Male,1,DSL,"34.046174, -118.446333",34.046174,-118.446333,1,55.55,1,0,7,Offer C,0,0,0,1,Credit Card,1,41175,0,Q3,1,5,0,California,0,0,0,25,1405.3,0,290,0,1695.3,0,1,90025
-41,12,48.77,1,Competitor,Competitor had better devices,82,Los Angeles,4688,One Year,United States,6097-EQISJ,Churned,0,1,Female,1,Fiber Optic,"34.001617, -118.222274",34.001617,-118.222274,1,102.45,1,0,1,Offer A,1,0,1,1,Credit Card,1,3642,0,Q3,1,1,0,California,1,1,1,66,6615.15,130,3218.82,0,9963.97,0,0,90058
-35,7,9.51,1,Competitor,Competitor made better offer,68,Los Angeles,2371,One Year,United States,2359-QWQUL,Churned,0,1,Female,1,Fiber Optic,"34.001617, -118.222274",34.001617,-118.222274,1,104.7,0,0,1,,0,1,1,1,Credit Card,1,3642,1,Q3,1,2,0,California,1,1,1,39,4134.85,0,370.89,0,4505.74,0,1,90058
-64,17,39.88,0,,,62,Los Angeles,5128,Two Year,United States,2954-PIBKO,Stayed,0,1,Female,1,Cable,"34.001617, -118.222274",34.001617,-118.222274,1,64.15,1,0,7,,0,1,1,1,Credit Card,1,3642,1,Q3,1,3,0,California,0,0,0,69,4254.1,40,2751.72,0,7045.82,0,0,90058
-44,20,44.6,0,,,80,Los Angeles,2540,Month-to-Month,United States,4536-PLEQY,Stayed,0,0,Male,1,Fiber Optic,"34.001617, -118.222274",34.001617,-118.222274,1,85.05,0,0,1,Offer D,1,0,1,1,Credit Card,1,3642,0,Q3,1,3,0,California,1,1,0,12,999.8,0,535.2,0,1535,0,1,90058
-48,0,49.58,0,,,20,Los Angeles,6061,One Year,United States,0048-PIHNL,Stayed,0,0,Female,0,,"34.001617, -118.222274",34.001617,-118.222274,1,20.45,0,0,5,Offer B,0,0,0,1,Bank Withdrawal,1,3642,0,Q3,1,3,0,California,0,0,0,49,900.9,0,2429.42,0,3330.32,0,0,90058
-39,3,28.89,1,Attitude,Attitude of support person,69,Los Angeles,3633,Month-to-Month,United States,8640-SDGKB,Churned,0,1,Male,1,DSL,"34.002028, -118.430656",34.002028,-118.430656,0,74.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,55204,1,Q3,0,2,0,California,1,1,1,4,299.7,0,115.56,0,415.26,0,1,90066
-42,18,35.4,1,Attitude,Attitude of support person,86,Los Angeles,4028,Month-to-Month,United States,0689-NKYLF,Churned,0,1,Male,1,Fiber Optic,"34.002028, -118.430656",34.002028,-118.430656,0,83.2,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,55204,0,Q3,0,2,0,California,0,0,1,13,1060.6,0,460.2,0,1520.8,0,1,90066
-44,16,1.43,0,,,79,Los Angeles,4572,One Year,United States,8769-KKTPH,Stayed,0,0,Female,1,Fiber Optic,"34.002028, -118.430656",34.002028,-118.430656,1,99.65,1,0,2,Offer B,0,1,1,1,Credit Card,1,55204,0,Q3,1,3,0,California,1,1,1,63,6311.2,0,90.09,0,6401.29,0,1,90066
-25,0,8.82,0,,,32,Los Angeles,5179,Month-to-Month,United States,9367-TCUYN,Stayed,0,0,Female,0,,"34.002028, -118.430656",34.002028,-118.430656,0,20.1,0,0,0,Offer D,0,0,0,0,Credit Card,1,55204,0,Q3,0,4,0,California,0,0,0,12,223.6,0,105.84,0,329.44,1,0,90066
-52,4,28.41,0,,,68,Los Angeles,5319,One Year,United States,4480-MBMLB,Stayed,0,1,Female,1,Fiber Optic,"34.002028, -118.430656",34.002028,-118.430656,0,104.8,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,55204,0,Q3,0,3,0,California,1,1,1,36,3886.45,0,1022.76,0,4909.21,0,1,90066
-54,0,32.45,1,Attitude,Attitude of support person,77,Malibu,5211,Month-to-Month,United States,7551-JOHTI,Churned,0,0,Female,0,,"34.074572, -118.831181",34.074572,-118.831181,0,19.5,0,0,0,,0,0,0,0,Credit Card,1,19630,0,Q3,0,2,0,California,0,0,0,1,19.5,0,32.45,0,51.95,0,0,90265
-31,0,2.82,0,,,37,Malibu,5422,Two Year,United States,0318-ZOPWS,Stayed,0,0,Female,0,,"34.074572, -118.831181",34.074572,-118.831181,1,20.15,0,0,10,,0,0,1,1,Bank Withdrawal,1,19630,0,Q3,1,5,0,California,0,0,0,49,973.35,0,138.18,0,1111.53,0,0,90265
-63,26,19.99,0,,,34,Malibu,6205,Month-to-Month,United States,8498-XXGWA,Stayed,0,1,Female,1,DSL,"34.074572, -118.831181",34.074572,-118.831181,1,55.15,0,0,7,,0,1,1,1,Credit Card,1,19630,0,Q3,1,3,0,California,0,0,0,65,3673.15,0,1299.35,0,4972.5,0,1,90265
-32,23,42.06,0,,,26,Malibu,3222,Month-to-Month,United States,9909-IDLEK,Stayed,1,0,Male,1,Fiber Optic,"34.074572, -118.831181",34.074572,-118.831181,1,96.8,1,3,7,Offer D,1,0,0,1,Credit Card,1,19630,1,Q3,1,4,0,California,0,0,1,20,1826.7,0,841.2,0,2667.9,0,1,90265
-47,12,31.08,0,,,77,Malibu,3859,Month-to-Month,United States,8591-NXRCV,Stayed,0,1,Female,1,DSL,"34.074572, -118.831181",34.074572,-118.831181,0,74.65,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,19630,1,Q3,0,4,0,California,1,1,0,41,3090.65,100,1274.28,0,4464.93,0,0,90265
-50,6,6.2,1,Other,Don't know,72,Redondo Beach,4149,Month-to-Month,United States,5318-IXUZF,Churned,0,0,Female,1,Fiber Optic,"33.830453, -118.384565",33.830453,-118.384565,0,87.15,0,0,0,,1,0,1,0,Bank Withdrawal,1,34191,0,Q3,0,2,0,California,0,0,1,2,183.75,0,12.4,0,196.15,0,1,90277
-32,21,6.19,0,,,9,Redondo Beach,5036,Month-to-Month,United States,4767-HZZHQ,Stayed,1,1,Male,1,Fiber Optic,"33.830453, -118.384565",33.830453,-118.384565,1,82.05,0,3,5,Offer C,1,0,0,1,Bank Withdrawal,1,34191,0,Q3,1,3,0,California,0,0,0,30,2570.2,120,185.7,0,2875.9,0,0,90277
-23,73,38.04,0,,,30,Redondo Beach,5156,One Year,United States,9052-DHNKM,Stayed,0,0,Male,1,DSL,"33.830453, -118.384565",33.830453,-118.384565,0,61.55,1,0,0,,1,1,0,0,Bank Withdrawal,1,34191,0,Q3,0,3,0,California,0,0,0,26,1581.95,0,989.04,0,2570.99,1,1,90277
-43,10,42.34,0,,,48,Redondo Beach,4131,Month-to-Month,United States,7252-NTGSS,Joined,0,0,Female,1,DSL,"33.830453, -118.384565",33.830453,-118.384565,0,45.15,0,0,0,,0,0,0,0,Credit Card,1,34191,0,Q3,0,3,0,California,0,0,0,1,45.15,0,42.34,0,87.49,0,1,90277
-30,69,32.27,0,,,22,Redondo Beach,2524,One Year,United States,6906-MPARY,Stayed,0,0,Male,1,Fiber Optic,"33.830453, -118.384565",33.830453,-118.384565,0,89.6,0,0,0,Offer B,1,0,1,0,Credit Card,1,34191,1,Q3,0,4,0,California,1,1,0,40,3488.15,0,1290.8,0,4778.95,0,1,90277
-33,21,48.66,1,Attitude,Attitude of support person,92,La Palma,5239,Month-to-Month,United States,7198-GLXTC,Churned,0,0,Male,1,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,0,79,0,0,0,,0,0,0,0,Bank Withdrawal,1,15505,0,Q3,0,3,0,California,0,0,1,2,143.65,0,97.32,0,240.97,0,1,90623
-55,2,12.78,1,Attitude,Attitude of support person,84,La Palma,4206,Month-to-Month,United States,4112-LUEIZ,Churned,0,0,Male,1,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,0,89.5,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,15505,0,Q3,0,3,0,California,1,1,1,10,863.1,0,127.8,0,990.9,0,1,90623
-48,27,20.02,1,Attitude,Attitude of support person,76,La Palma,5080,One Year,United States,1644-IRKSF,Churned,0,1,Female,1,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,1,93.8,0,0,5,,0,0,1,1,Bank Withdrawal,1,15505,0,Q3,1,3,0,California,1,1,1,33,3124.5,0,660.66,0,3785.16,0,1,90623
-27,71,42.37,0,,,43,La Palma,4606,One Year,United States,1091-SOZGA,Stayed,0,1,Female,1,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,1,99.8,1,0,1,,0,0,1,1,Credit Card,1,15505,0,Q3,1,4,0,California,1,1,1,56,5515.45,0,2372.72,0,7888.17,1,1,90623
-63,25,40.59,0,,,67,La Palma,4761,Two Year,United States,2380-DAMQP,Stayed,0,1,Female,1,Fiber Optic,"33.850504, -118.039892",33.850504,-118.039892,1,115.15,1,0,10,,1,1,0,1,Bank Withdrawal,1,15505,1,Q3,1,4,0,California,1,1,1,72,8349.7,0,2922.48,0,11272.18,0,1,90623
-39,0,8.95,1,Attitude,Attitude of support person,85,Stanton,4931,One Year,United States,0516-VRYBW,Churned,0,0,Female,0,,"33.801869, -117.995068",33.801869,-117.995068,0,20.15,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,29694,0,Q3,0,3,0,California,0,0,0,18,390.85,0,161.1,0,551.95,0,0,90680
-45,0,15.77,0,,,68,Stanton,2484,Month-to-Month,United States,3930-ZGWVE,Joined,0,0,Male,0,,"33.801869, -117.995068",33.801869,-117.995068,0,19.75,0,0,0,,0,0,0,0,Credit Card,1,29694,0,Q3,0,3,0,California,0,0,0,1,19.75,0,15.77,0,35.52,0,0,90680
-30,59,26.47,0,,,71,Stanton,5072,Two Year,United States,8174-TBVCF,Stayed,0,1,Female,1,DSL,"33.801869, -117.995068",33.801869,-117.995068,1,94.8,1,0,7,Offer A,1,1,1,1,Credit Card,1,29694,1,Q3,1,3,0,California,1,1,1,70,6859.05,0,1852.9,0,8711.95,0,1,90680
-49,0,45.35,0,,,59,Stanton,2258,One Year,United States,8966-OIQHG,Stayed,1,0,Female,0,,"33.801869, -117.995068",33.801869,-117.995068,1,20.75,0,2,8,,0,0,0,1,Bank Withdrawal,1,29694,0,Q3,1,4,0,California,0,0,0,22,452.35,0,997.7,0,1450.05,0,0,90680
-48,0,8.82,0,,,77,Stanton,5626,Two Year,United States,7558-IMLMT,Stayed,1,0,Male,0,,"33.801869, -117.995068",33.801869,-117.995068,1,20.8,0,2,6,,0,0,1,1,Credit Card,1,29694,0,Q3,1,4,0,California,0,0,0,67,1411.9,0,590.94,0,2002.84,0,0,90680
-32,18,42.55,1,Attitude,Attitude of support person,89,Lomita,4741,Month-to-Month,United States,3096-IZETN,Churned,0,0,Female,1,Fiber Optic,"33.794209, -118.317354",33.794209,-118.317354,0,78.1,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,21065,0,Q3,0,3,0,California,1,1,0,12,947.3,0,510.6,0,1457.9,0,1,90717
-38,56,42.71,1,Dissatisfaction,Lack of self-service on Website,91,Lomita,5758,Month-to-Month,United States,8976-OQHGT,Churned,1,0,Female,1,DSL,"33.794209, -118.317354",33.794209,-118.317354,1,56.5,0,3,5,,1,0,0,1,Credit Card,1,21065,1,Q3,1,2,0,California,0,0,0,4,235.1,0,170.84,0,405.94,0,1,90717
-58,0,5.71,0,,,40,Lomita,4393,Two Year,United States,6217-KDYWC,Stayed,0,0,Male,0,,"33.794209, -118.317354",33.794209,-118.317354,0,19.6,0,0,0,,0,0,1,0,Credit Card,1,21065,0,Q3,0,3,0,California,0,0,0,57,1170.55,0,325.47,0,1496.02,0,0,90717
-62,19,48.2,0,,,42,Lomita,4580,Month-to-Month,United States,0468-YRPXN,Stayed,0,1,Male,1,Fiber Optic,"33.794209, -118.317354",33.794209,-118.317354,0,98.8,0,0,0,Offer C,0,0,1,0,Credit Card,1,21065,1,Q3,0,5,0,California,1,1,1,29,2807.1,0,1397.8,0,4204.9,0,1,90717
-47,7,38.33,0,,,77,Lomita,6421,One Year,United States,6266-QHOJZ,Stayed,0,0,Female,1,Fiber Optic,"33.794209, -118.317354",33.794209,-118.317354,0,89.85,1,0,0,,1,1,1,0,Bank Withdrawal,1,21065,1,Q3,0,3,0,California,0,0,0,65,5844.65,0,2491.45,0,8336.1,0,1,90717
-20,47,21.71,1,Attitude,Attitude of support person,74,Seal Beach,3046,Month-to-Month,United States,5922-ABDVO,Churned,0,1,Female,1,Fiber Optic,"33.75462, -118.071128",33.75462,-118.071128,1,89.65,1,0,1,Offer D,0,0,0,1,Credit Card,1,24180,0,Q3,1,3,0,California,1,1,0,19,1761.05,80,412.49,0,2253.54,1,0,90740
-62,0,33.06,1,Attitude,Attitude of support person,95,Seal Beach,4500,Month-to-Month,United States,6861-OKBCE,Churned,1,0,Female,0,,"33.75462, -118.071128",33.75462,-118.071128,0,20.1,0,3,0,Offer D,0,0,0,0,Credit Card,1,24180,0,Q3,0,2,0,California,0,0,0,11,221.35,0,363.66,0,585.01,0,0,90740
-34,12,30.27,0,,,53,Seal Beach,5044,One Year,United States,2636-SJDOU,Stayed,0,0,Male,1,Fiber Optic,"33.75462, -118.071128",33.75462,-118.071128,0,84.3,1,0,0,,1,1,1,0,Credit Card,1,24180,0,Q3,0,3,0,California,0,0,0,64,5289.05,0,1937.28,0,7226.33,0,1,90740
-54,12,36.93,0,,,22,Seal Beach,4104,One Year,United States,9762-YAQAA,Stayed,0,0,Male,1,Fiber Optic,"33.75462, -118.071128",33.75462,-118.071128,0,81.4,1,0,0,Offer C,1,0,0,0,Credit Card,1,24180,0,Q3,0,4,0,California,0,0,0,39,3213.75,0,1440.27,0,4654.02,0,1,90740
-31,0,21.98,0,,,24,Seal Beach,5157,Two Year,United States,1241-FPMOF,Stayed,0,0,Male,0,,"33.75462, -118.071128",33.75462,-118.071128,0,19.65,0,0,0,,0,0,0,0,Credit Card,1,24180,0,Q3,0,4,0,California,0,0,0,52,1025.05,0,1142.96,0,2168.01,0,0,90740
-51,11,33.44,1,Competitor,Competitor had better devices,68,Long Beach,5216,Month-to-Month,United States,4816-LXZYW,Churned,0,0,Female,1,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,0,79.15,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,35656,0,Q3,0,1,0,California,0,0,0,23,1676.95,0,769.12,0,2446.07,0,1,90810
-62,0,48.22,1,Other,Moved,89,Long Beach,5595,Month-to-Month,United States,1383-EZRWL,Churned,0,0,Female,0,,"33.819814, -118.222416",33.819814,-118.222416,0,20.05,0,0,0,Offer E,0,0,0,0,Mailed Check,1,35656,0,Q3,0,2,0,California,0,0,0,7,164.85,0,337.54,0,502.39,0,0,90810
-51,18,10.08,1,Dissatisfaction,Poor expertise of online support,81,Long Beach,2637,Month-to-Month,United States,7660-HDPJV,Churned,0,0,Female,1,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,0,69.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,35656,0,Q3,0,2,0,California,0,0,0,1,69.2,0,10.08,0,79.28,0,1,90810
-23,41,19.2,0,,,32,Long Beach,3549,Month-to-Month,United States,9167-APMXZ,Stayed,0,0,Female,1,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,0,84.15,1,0,0,,0,0,1,0,Bank Withdrawal,1,35656,0,Q3,0,3,0,California,0,0,1,22,1821.95,60,422.4,0,2304.35,1,0,90810
-58,2,1.02,0,,,34,Long Beach,3468,Month-to-Month,United States,2669-OIDSD,Stayed,0,1,Female,1,Fiber Optic,"33.819814, -118.222416",33.819814,-118.222416,1,100.05,0,0,3,Offer B,0,0,1,1,Credit Card,1,35656,1,Q3,1,5,0,California,1,1,1,48,4834,0,48.96,37.45,4845.51,0,1,90810
-36,12,0,1,Attitude,Attitude of support person,78,Northridge,2643,Month-to-Month,United States,2485-ITVKB,Churned,0,0,Female,1,DSL,"34.236683, -118.517588",34.236683,-118.517588,1,35.1,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,0,32307,0,Q3,1,2,0,California,1,1,0,2,68.75,10,0,0,78.75,0,0,91325
-29,0,7.57,0,,,25,Northridge,3358,Month-to-Month,United States,3645-DEYGF,Joined,1,0,Male,0,,"34.236683, -118.517588",34.236683,-118.517588,0,20.75,0,1,0,,0,0,0,0,Credit Card,1,32307,0,Q3,0,5,0,California,0,0,0,1,20.75,0,7.57,0,28.32,1,0,91325
-43,6,33.02,0,,,42,Northridge,4915,One Year,United States,9821-BESNZ,Stayed,0,0,Male,1,Fiber Optic,"34.236683, -118.517588",34.236683,-118.517588,0,104.25,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,32307,1,Q3,0,4,0,California,1,1,1,66,6860.6,0,2179.32,44,8995.92,0,1,91325
-64,27,2.67,0,,,68,Northridge,4584,One Year,United States,8294-UIMBA,Stayed,0,0,Female,1,Fiber Optic,"34.236683, -118.517588",34.236683,-118.517588,0,94.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,32307,1,Q3,0,5,0,California,1,1,1,30,2638.1,0,80.1,0,2718.2,0,1,91325
-54,0,41.36,0,,,57,Northridge,4628,Two Year,United States,2030-BTZRO,Stayed,1,0,Male,0,,"34.236683, -118.517588",34.236683,-118.517588,1,20.4,0,3,1,,0,0,1,1,Credit Card,1,32307,0,Q3,1,5,0,California,0,0,0,6,107.6,0,248.16,0,355.76,0,0,91325
-47,21,48.58,1,Attitude,Attitude of support person,76,Porter Ranch,4167,Month-to-Month,United States,3669-OYSJI,Churned,0,0,Male,1,DSL,"34.281911, -118.556218",34.281911,-118.556218,0,46.2,0,0,0,Offer E,0,0,0,0,Credit Card,1,28067,0,Q3,0,2,0,California,0,0,0,1,46.2,0,48.58,0,94.78,0,1,91326
-55,27,20.02,0,,,69,Porter Ranch,3795,One Year,United States,9323-HGFWY,Stayed,0,0,Female,1,Fiber Optic,"34.281911, -118.556218",34.281911,-118.556218,1,101.9,0,0,0,Offer C,0,1,1,1,Credit Card,1,28067,1,Q3,0,3,0,California,1,1,1,27,2681.15,0,540.54,0,3221.69,0,1,91326
-45,0,35.89,0,,,53,Porter Ranch,4165,Two Year,United States,3678-MNGZX,Stayed,1,0,Male,0,,"34.281911, -118.556218",34.281911,-118.556218,1,19.95,0,3,1,Offer A,0,0,0,1,Bank Withdrawal,1,28067,0,Q3,1,3,0,California,0,0,0,68,1377.7,0,2440.52,28.98,3789.24,0,0,91326
-58,15,36.47,0,,,56,Porter Ranch,5025,One Year,United States,8109-YUOHE,Stayed,0,0,Male,1,Cable,"34.281911, -118.556218",34.281911,-118.556218,0,56.1,0,0,0,,1,1,0,0,Credit Card,1,28067,0,Q3,0,3,0,California,0,0,0,17,946.95,0,619.99,0,1566.94,0,1,91326
-38,19,37.94,0,,,45,Porter Ranch,2698,Two Year,United States,1116-DXXDF,Stayed,0,1,Male,1,Fiber Optic,"34.281911, -118.556218",34.281911,-118.556218,0,100.45,0,0,0,,0,1,1,0,Bank Withdrawal,1,28067,0,Q3,0,4,0,California,1,1,1,39,3801.7,0,1479.66,0,5281.36,0,1,91326
-54,6,40.17,1,Attitude,Attitude of support person,66,Monterey Park,3997,Month-to-Month,United States,4720-VSTSI,Churned,0,1,Female,1,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,0,84.8,1,0,0,,1,0,1,0,Bank Withdrawal,1,33280,0,Q3,0,2,0,California,0,0,0,44,3862.55,0,1767.48,0,5630.03,0,1,91754
-57,4,33.54,0,,,61,Monterey Park,4885,One Year,United States,1950-KSVVJ,Stayed,0,1,Female,1,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,1,113.3,1,0,1,Offer B,1,1,0,1,Mailed Check,1,33280,1,Q3,1,3,0,California,1,1,1,45,5032.25,0,1509.3,0,6541.55,0,1,91754
-22,51,6.12,0,,,36,Monterey Park,5324,Month-to-Month,United States,2227-JRSJX,Stayed,0,0,Female,1,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,0,99.15,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,33280,1,Q3,0,3,0,California,1,1,1,21,1956.4,0,128.52,0,2084.92,1,1,91754
-42,25,14.46,0,,,63,Monterey Park,2810,One Year,United States,2282-YGNOR,Stayed,0,1,Female,1,DSL,"34.050322, -118.147037",34.050322,-118.147037,0,58,0,0,0,,0,1,0,0,Credit Card,1,33280,1,Q3,0,3,0,California,0,0,0,29,1734.5,0,419.34,0,2153.84,0,1,91754
-20,46,34.51,0,,,60,Monterey Park,5294,One Year,United States,5297-MDOIR,Stayed,0,1,Female,1,Fiber Optic,"34.050322, -118.147037",34.050322,-118.147037,1,81.15,0,0,7,Offer B,0,1,1,1,Credit Card,1,33280,0,Q3,1,4,0,California,0,1,0,63,5224.5,0,2174.13,0,7398.63,1,1,91754
-60,2,32.43,1,Attitude,Attitude of support person,74,Walnut,5339,Month-to-Month,United States,4587-NUKOX,Churned,0,0,Female,1,Fiber Optic,"34.018354, -117.85492",34.018354,-117.85492,0,79.1,0,0,0,Offer E,1,1,1,0,Bank Withdrawal,1,45118,0,Q3,0,1,0,California,0,0,0,3,246.5,0,97.29,0,343.79,0,1,91789
-25,59,0,1,Competitor,Competitor had better devices,80,Walnut,3125,Month-to-Month,United States,8722-NGNBH,Churned,0,1,Male,1,Cable,"34.018354, -117.85492",34.018354,-117.85492,0,40,0,0,0,,0,1,0,0,Credit Card,0,45118,1,Q3,0,1,0,California,0,1,0,5,223.45,0,0,0,223.45,1,1,91789
-21,0,32.73,0,,,38,Walnut,4556,Month-to-Month,United States,2080-SRCDE,Joined,1,0,Female,0,,"34.018354, -117.85492",34.018354,-117.85492,0,25.4,1,1,0,Offer E,0,0,0,0,Mailed Check,1,45118,0,Q3,0,3,0,California,0,0,0,1,25.4,0,32.73,0,58.13,1,0,91789
-27,59,15.45,0,,,49,Walnut,3160,One Year,United States,7841-FCRQD,Stayed,0,0,Female,1,Cable,"34.018354, -117.85492",34.018354,-117.85492,1,53.75,0,0,1,,1,0,1,1,Credit Card,1,45118,1,Q3,1,3,0,California,0,0,0,33,1857.3,0,509.85,0,2367.15,1,1,91789
-37,24,4.82,0,,,35,Walnut,5940,One Year,United States,7470-DYNOE,Stayed,0,1,Male,1,DSL,"34.018354, -117.85492",34.018354,-117.85492,0,61.1,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,45118,0,Q3,0,5,0,California,1,1,0,53,3357.9,0,255.46,0,3613.36,0,1,91789
-61,3,8.18,1,Dissatisfaction,Product dissatisfaction,74,Coronado,4857,One Year,United States,7694-VLBWQ,Churned,0,1,Male,1,Fiber Optic,"32.68674, -117.186612",32.68674,-117.186612,1,104.1,1,0,4,Offer A,1,0,0,1,Bank Withdrawal,1,24093,0,Q3,1,2,0,California,1,1,1,67,7040.85,0,548.06,0,7588.91,0,1,92118
-36,8,5.94,1,Dissatisfaction,Lack of self-service on Website,83,Coronado,4335,Month-to-Month,United States,8816-VXNZD,Churned,0,0,Female,1,Fiber Optic,"32.68674, -117.186612",32.68674,-117.186612,0,75.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,24093,0,Q3,0,2,0,California,0,0,0,1,75.1,0,5.94,0,81.04,0,1,92118
-35,0,22.37,0,,,51,Coronado,2577,Month-to-Month,United States,7302-ZHMHP,Joined,0,0,Female,0,,"32.68674, -117.186612",32.68674,-117.186612,0,19.15,0,0,0,,0,0,0,0,Credit Card,1,24093,0,Q3,0,5,0,California,0,0,0,1,19.15,0,22.37,0,41.52,0,0,92118
-61,30,43.01,0,,,59,Coronado,4605,One Year,United States,1448-CYWKC,Stayed,1,1,Female,1,Fiber Optic,"32.68674, -117.186612",32.68674,-117.186612,1,105.2,1,3,2,,1,0,1,1,Credit Card,1,24093,0,Q3,1,4,0,California,1,1,1,58,6225.4,0,2494.58,34.83,8685.15,0,1,92118
-23,85,46.54,0,,,60,Coronado,5461,Two Year,United States,1904-WAJAA,Stayed,1,1,Female,1,DSL,"32.68674, -117.186612",32.68674,-117.186612,1,64.35,1,3,0,Offer C,1,1,0,1,Bank Withdrawal,1,24093,0,Q3,0,4,0,California,0,0,0,24,1558.65,0,1116.96,0,2675.61,1,1,92118
-21,76,12.27,1,Dissatisfaction,Product dissatisfaction,79,San Diego,2524,Month-to-Month,United States,3753-TSEMP,Churned,0,0,Female,1,Fiber Optic,"32.677716, -117.047666",32.677716,-117.047666,1,88.15,0,0,1,,0,0,0,1,Bank Withdrawal,1,36351,0,Q3,1,1,0,California,1,1,1,15,1390.6,0,184.05,0,1574.65,1,1,92139
-53,16,13.23,0,,,62,San Diego,5325,One Year,United States,5651-CRHKQ,Stayed,0,1,Female,1,Fiber Optic,"32.677716, -117.047666",32.677716,-117.047666,1,86.2,0,0,3,,1,0,1,1,Bank Withdrawal,1,36351,1,Q3,1,3,0,California,0,0,0,41,3339.05,0,542.43,0,3881.48,0,1,92139
-39,28,19.66,0,,,33,San Diego,4898,Month-to-Month,United States,2842-BCQGE,Stayed,0,0,Male,1,Fiber Optic,"32.677716, -117.047666",32.677716,-117.047666,0,75.35,1,0,0,Offer B,0,0,1,0,Credit Card,1,36351,0,Q3,0,5,0,California,0,0,0,43,3161.4,0,845.38,0,4006.78,0,1,92139
-61,0,44.22,0,,,30,San Diego,2091,Month-to-Month,United States,9441-QHEVC,Joined,0,0,Male,0,,"32.677716, -117.047666",32.677716,-117.047666,0,19.1,0,0,0,,0,0,0,0,Credit Card,1,36351,0,Q3,0,4,0,California,0,0,0,1,19.1,0,44.22,0,63.32,0,0,92139
-60,21,27.49,0,,,66,San Diego,2159,Month-to-Month,United States,1684-FLBGS,Stayed,1,0,Female,1,Cable,"32.677716, -117.047666",32.677716,-117.047666,1,69.5,1,1,6,,1,0,1,1,Credit Card,1,36351,1,Q3,1,4,0,California,0,0,1,23,1652.1,0,632.27,16.89,2267.48,0,1,92139
-55,0,13.27,1,Price,Long distance charges,92,San Diego,4325,Month-to-Month,United States,8305-VHZBZ,Churned,0,0,Male,0,,"32.578103, -117.012975",32.578103,-117.012975,0,20.2,0,0,0,,0,0,1,0,Mailed Check,1,68776,0,Q3,0,1,0,California,0,0,0,1,20.2,0,13.27,0,33.47,0,0,92154
-20,73,0,0,,,54,San Diego,5363,One Year,United States,7244-QWYHG,Stayed,0,0,Male,1,DSL,"32.578103, -117.012975",32.578103,-117.012975,1,44.45,0,0,3,Offer B,0,1,1,1,Bank Withdrawal,0,68776,1,Q3,1,4,0,California,0,0,1,50,2188.45,0,0,0,2188.45,1,1,92154
-38,4,49.81,0,,,46,San Diego,5741,Month-to-Month,United States,6705-LNMDD,Stayed,0,0,Male,1,DSL,"32.578103, -117.012975",32.578103,-117.012975,0,50,0,0,0,Offer D,0,0,0,0,Credit Card,1,68776,1,Q3,0,3,0,California,0,0,0,20,1003.05,0,996.2,2.81,1996.44,0,1,92154
-21,59,15.29,0,,,69,San Diego,4085,One Year,United States,1389-WNUIB,Stayed,1,0,Female,1,Cable,"32.578103, -117.012975",32.578103,-117.012975,1,76,1,3,7,,0,1,0,1,Bank Withdrawal,1,68776,0,Q3,1,4,0,California,1,1,1,20,1588.75,70,305.8,7.3,1957.25,1,0,92154
-47,11,15.37,1,Other,Don't know,75,Palm Desert,2641,Month-to-Month,United States,9172-JITSM,Churned,0,0,Female,1,Fiber Optic,"33.762759, -116.324817",33.762759,-116.324817,1,90.8,0,0,1,,0,0,1,1,Bank Withdrawal,1,19702,0,Q3,1,1,0,California,1,1,1,26,2361.8,0,399.62,0,2761.42,0,1,92211
-25,52,0,1,Competitor,Competitor had better devices,95,Palm Desert,5153,Month-to-Month,United States,6038-GCYEC,Churned,0,1,Female,1,DSL,"33.762759, -116.324817",33.762759,-116.324817,0,54.15,0,0,0,Offer C,1,0,1,0,Credit Card,0,19702,0,Q3,0,1,0,California,1,1,1,24,1240.25,0,0,0,1240.25,1,1,92211
-59,0,28.03,0,,,77,Palm Desert,5119,One Year,United States,0804-YGEQV,Stayed,1,0,Female,0,,"33.762759, -116.324817",33.762759,-116.324817,1,24.45,1,1,9,Offer B,0,0,1,1,Bank Withdrawal,1,19702,0,Q3,1,4,0,California,0,0,0,43,993.15,0,1205.29,41.33,2157.11,0,0,92211
-48,17,19.19,1,Dissatisfaction,Product dissatisfaction,68,Banning,4718,Month-to-Month,United States,6298-QDFNH,Churned,0,0,Male,1,Fiber Optic,"33.936298, -116.849577",33.936298,-116.849577,0,79.35,1,0,0,,1,0,1,0,Bank Withdrawal,1,25859,0,Q3,0,1,0,California,0,0,0,22,1730.35,0,422.18,0,2152.53,0,1,92220
-51,13,0,0,,,62,Banning,3179,One Year,United States,1708-PBBOA,Stayed,0,1,Female,1,DSL,"33.936298, -116.849577",33.936298,-116.849577,0,54.75,0,0,0,,1,1,1,0,Bank Withdrawal,0,25859,1,Q3,0,3,0,California,1,1,0,42,2348.45,80,0,0,2428.45,0,0,92220
-27,52,42.1,0,,,41,Banning,2654,One Year,United States,2150-WLKUW,Stayed,0,0,Female,1,DSL,"33.936298, -116.849577",33.936298,-116.849577,1,63.9,1,0,4,Offer B,1,0,0,1,Bank Withdrawal,1,25859,0,Q3,1,3,0,California,0,0,1,40,2635,0,1684,0,4319,1,1,92220
-22,52,0,0,,,23,Banning,4275,Two Year,United States,4254-QPEDE,Stayed,0,1,Female,1,DSL,"33.936298, -116.849577",33.936298,-116.849577,1,66.25,0,0,3,,1,1,0,1,Credit Card,0,25859,1,Q3,1,4,0,California,1,1,1,52,3330.1,0,0,0,3330.1,1,1,92220
-55,20,9.36,0,,,22,Banning,4260,Two Year,United States,7164-BPTUT,Stayed,1,1,Male,1,Cable,"33.936298, -116.849577",33.936298,-116.849577,0,89.55,1,2,0,Offer B,1,1,0,0,Mailed Check,1,25859,1,Q3,0,4,0,California,1,1,1,57,5012.35,0,533.52,30.45,5515.42,0,1,92220
-26,59,17.54,1,Dissatisfaction,Product dissatisfaction,91,Heber,2516,Month-to-Month,United States,6173-ITPWD,Churned,0,1,Male,1,Fiber Optic,"32.730583, -115.501083",32.730583,-115.501083,1,83.35,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,3535,0,Q3,1,1,0,California,0,1,0,47,4065,140,824.38,0,5029.38,1,0,92249
-47,24,18.7,1,Competitor,Competitor offered more data,78,Heber,5701,Month-to-Month,United States,7703-ZEKEF,Churned,0,1,Male,1,Fiber Optic,"32.730583, -115.501083",32.730583,-115.501083,0,81,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,3535,0,Q3,0,2,0,California,0,0,0,23,1917.1,0,430.1,0,2347.2,0,1,92249
-52,0,26.85,0,,,48,Heber,5355,One Year,United States,9442-JTWDL,Stayed,0,0,Female,0,,"32.730583, -115.501083",32.730583,-115.501083,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,3535,0,Q3,0,4,0,California,0,0,0,11,237.7,0,295.35,0,533.05,0,0,92249
-56,19,39.07,0,,,80,Heber,5266,Two Year,United States,9220-CXRSC,Stayed,1,0,Female,1,DSL,"32.730583, -115.501083",32.730583,-115.501083,1,61.4,1,2,10,,0,1,0,1,Credit Card,1,3535,1,Q3,1,3,0,California,0,0,0,69,4059.85,0,2695.83,0,6755.68,0,1,92249
-39,0,30.14,0,,,72,Heber,5971,Two Year,United States,1460-UZPRJ,Stayed,0,0,Male,0,,"32.730583, -115.501083",32.730583,-115.501083,1,19.95,0,0,7,,0,0,0,1,Credit Card,1,3535,0,Q3,1,4,0,California,0,0,0,60,1258.15,0,1808.4,0,3066.55,0,0,92249
-27,51,13.11,1,Dissatisfaction,Product dissatisfaction,91,La Quinta,3410,Month-to-Month,United States,2189-UXTKY,Churned,0,0,Female,1,DSL,"33.695532, -116.310571",33.695532,-116.310571,1,79.2,1,0,1,,0,1,1,1,Bank Withdrawal,1,23971,1,Q3,1,1,0,California,1,1,1,22,1742.75,0,288.42,0,2031.17,1,1,92253
-39,0,30.44,0,,,9,La Quinta,5368,Two Year,United States,7606-BPHHN,Stayed,0,0,Male,0,,"33.695532, -116.310571",33.695532,-116.310571,0,19.8,0,0,0,Offer A,0,0,1,0,Credit Card,1,23971,0,Q3,0,3,0,California,0,0,0,72,1468.75,0,2191.68,0,3660.43,0,0,92253
-19,26,24.66,0,,,69,La Quinta,3631,Month-to-Month,United States,2103-ZRXFN,Joined,0,0,Male,1,DSL,"33.695532, -116.310571",33.695532,-116.310571,0,50.75,1,0,0,,0,0,0,0,Credit Card,1,23971,0,Q3,0,4,0,California,0,0,0,1,50.75,0,24.66,0,75.41,1,1,92253
-52,0,32.15,0,,,24,La Quinta,5602,One Year,United States,2495-TTHBQ,Stayed,1,0,Female,0,,"33.695532, -116.310571",33.695532,-116.310571,0,20.4,0,1,0,,0,0,1,0,Credit Card,1,23971,0,Q3,0,3,0,California,0,0,0,4,84.75,0,128.6,0,213.35,0,0,92253
-54,22,2.83,0,,,53,La Quinta,3819,Month-to-Month,United States,1685-BQULA,Stayed,0,1,Female,1,Fiber Optic,"33.695532, -116.310571",33.695532,-116.310571,0,93.4,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,23971,0,Q3,0,3,0,California,0,0,1,40,3756.4,0,113.2,4.18,3865.42,0,1,92253
-29,27,6.67,1,Other,Don't know,79,Rancho Mirage,4091,Month-to-Month,United States,6356-ELRKD,Churned,0,0,Female,1,Fiber Optic,"33.763678, -116.429928",33.763678,-116.429928,0,95.6,0,0,0,,0,1,1,0,Bank Withdrawal,1,12465,0,Q3,0,2,0,California,1,1,1,1,95.6,0,6.67,0,102.27,1,1,92270
-60,0,24.71,1,Attitude,Attitude of support person,83,Rancho Mirage,3845,Month-to-Month,United States,2839-RFSQE,Churned,0,0,Female,0,,"33.763678, -116.429928",33.763678,-116.429928,0,20.65,0,0,0,Offer E,0,0,0,0,Mailed Check,1,12465,0,Q3,0,2,0,California,0,0,0,2,38.7,0,49.42,0,88.12,0,0,92270
-27,0,33.44,0,,,72,Rancho Mirage,3021,Two Year,United States,5249-QYHEX,Stayed,1,0,Female,0,,"33.763678, -116.429928",33.763678,-116.429928,1,24.8,1,2,2,Offer B,0,0,1,1,Credit Card,1,12465,0,Q3,1,5,0,California,0,0,0,40,1024.7,0,1337.6,0,2362.3,1,0,92270
-54,8,37.69,0,,,31,Rancho Mirage,6319,Two Year,United States,4043-MKDTV,Stayed,0,1,Male,1,Fiber Optic,"33.763678, -116.429928",33.763678,-116.429928,1,105.25,0,0,10,Offer A,1,0,1,1,Bank Withdrawal,1,12465,1,Q3,1,5,0,California,1,1,1,71,7291.75,0,2675.99,0,9967.74,0,1,92270
-51,12,7.42,0,,,60,Rancho Mirage,4524,Month-to-Month,United States,2823-LKABH,Stayed,0,1,Female,1,Fiber Optic,"33.763678, -116.429928",33.763678,-116.429928,0,95.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,12465,1,Q3,0,4,0,California,1,1,0,18,1679.4,0,133.56,38.65,1774.31,0,1,92270
-42,0,21.59,1,Attitude,Attitude of support person,86,Amboy,4939,Month-to-Month,United States,4897-QSUYC,Churned,0,0,Female,0,,"34.559882, -115.637164",34.559882,-115.637164,0,20.15,0,0,0,Offer E,0,0,1,0,Mailed Check,1,42,0,Q3,0,3,0,California,0,0,0,1,20.15,0,21.59,0,41.74,0,0,92304
-56,30,0,0,,,27,Amboy,5092,Two Year,United States,7781-HVGMK,Stayed,0,1,Female,1,DSL,"34.559882, -115.637164",34.559882,-115.637164,1,65.2,0,0,5,Offer A,1,1,1,1,Credit Card,0,42,1,Q3,1,3,0,California,1,1,1,72,4784.45,0,0,0,4784.45,0,1,92304
-40,13,22.23,0,,,78,Amboy,2115,Month-to-Month,United States,3489-HHPFY,Joined,0,0,Female,1,Fiber Optic,"34.559882, -115.637164",34.559882,-115.637164,1,84.05,1,0,9,,0,0,1,1,Bank Withdrawal,1,42,0,Q3,1,5,0,California,0,0,1,2,134.05,0,44.46,0,178.51,0,1,92304
-52,22,0,0,,,29,Amboy,3030,Month-to-Month,United States,8676-OOQEJ,Stayed,0,0,Male,1,Cable,"34.559882, -115.637164",34.559882,-115.637164,0,30.5,0,0,0,,0,0,0,0,Bank Withdrawal,0,42,1,Q3,0,4,0,California,0,0,0,4,118.4,0,0,0,118.4,0,1,92304
-30,59,29.66,0,,,71,Amboy,5560,One Year,United States,2234-XADUH,Stayed,1,1,Female,1,Fiber Optic,"34.559882, -115.637164",34.559882,-115.637164,1,103.2,1,2,4,,1,0,1,1,Credit Card,1,42,0,Q3,1,4,0,California,1,1,1,72,7362.9,0,2135.52,45.38,9453.04,0,1,92304
-35,18,27.97,1,Attitude,Attitude of support person,66,Angelus Oaks,2901,Month-to-Month,United States,1084-UQCHV,Churned,0,0,Male,1,Fiber Optic,"34.1678, -116.86433",34.1678,-116.86433,0,69.75,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,301,0,Q3,0,2,0,California,0,0,0,1,69.75,0,27.97,0,97.72,0,1,92305
-30,76,12.59,0,,,25,Angelus Oaks,3477,Month-to-Month,United States,2181-UAESM,Joined,0,1,Male,1,Cable,"34.1678, -116.86433",34.1678,-116.86433,0,53.45,0,0,0,,0,1,0,0,Bank Withdrawal,1,301,0,Q3,0,4,0,California,0,0,0,2,119.5,0,25.18,0,144.68,0,1,92305
-26,0,5.27,0,,,38,Angelus Oaks,5066,One Year,United States,2926-JEJJC,Stayed,0,0,Female,0,,"34.1678, -116.86433",34.1678,-116.86433,0,20.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,301,0,Q3,0,4,0,California,0,0,0,8,140.95,0,42.16,0,183.11,1,0,92305
-32,17,0,0,,,59,Angelus Oaks,2793,Month-to-Month,United States,4801-JZAZL,Stayed,1,0,Female,1,DSL,"34.1678, -116.86433",34.1678,-116.86433,1,29.6,0,2,1,,0,1,1,1,Bank Withdrawal,0,301,0,Q3,1,4,0,California,0,0,0,11,346.45,0,0,27.24,319.21,0,1,92305
-41,3,16.61,1,Competitor,Competitor had better devices,77,Apple Valley,5174,Month-to-Month,United States,2955-BJZHG,Churned,0,0,Male,1,Fiber Optic,"34.424926, -117.184503",34.424926,-117.184503,1,80.85,0,0,1,,0,0,0,1,Bank Withdrawal,1,28819,0,Q3,1,1,0,California,0,0,1,17,1400.85,0,282.37,0,1683.22,0,1,92308
-21,0,35.46,0,,,53,Apple Valley,2011,Two Year,United States,6048-NJXHX,Stayed,0,0,Male,0,,"34.424926, -117.184503",34.424926,-117.184503,1,19.75,0,0,1,Offer B,0,0,1,1,Bank Withdrawal,1,28819,0,Q3,1,4,0,California,0,0,0,41,899.45,0,1453.86,0,2353.31,1,0,92308
-47,26,0,0,,,40,Apple Valley,2782,Month-to-Month,United States,4950-BDEUX,Stayed,0,1,Male,1,DSL,"34.424926, -117.184503",34.424926,-117.184503,0,49.2,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,0,28819,0,Q3,0,4,0,California,1,1,1,35,1701.65,0,0,0,1701.65,0,1,92308
-44,11,30.96,0,,,38,Apple Valley,5097,Two Year,United States,3186-AJIEK,Stayed,0,1,Male,1,Fiber Optic,"34.424926, -117.184503",34.424926,-117.184503,0,105.65,0,0,0,,0,1,1,0,Bank Withdrawal,1,28819,1,Q3,0,4,0,California,1,1,1,66,6844.5,0,2043.36,0,8887.86,0,1,92308
-47,4,0,1,Attitude,Attitude of service provider,95,Baker,2563,Month-to-Month,United States,3806-DXQOM,Churned,0,0,Female,1,DSL,"35.28952, -116.092214",35.28952,-116.092214,0,33.65,0,0,0,Offer E,1,1,1,0,Bank Withdrawal,0,904,0,Q3,0,2,0,California,0,0,0,4,137.85,0,0,0,137.85,0,1,92309
-46,29,0,0,,,26,Baker,3080,Month-to-Month,United States,2320-SLKMB,Stayed,0,1,Female,1,Cable,"35.28952, -116.092214",35.28952,-116.092214,0,44.45,0,0,0,,0,0,1,0,Credit Card,0,904,1,Q3,0,4,0,California,0,0,1,26,1183.8,0,0,0,1183.8,0,1,92309
-60,0,47.33,0,,,79,Baker,5448,One Year,United States,5789-LDFXO,Stayed,0,0,Male,0,,"35.28952, -116.092214",35.28952,-116.092214,0,24.6,1,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,904,0,Q3,0,3,0,California,0,0,0,24,592.65,0,1135.92,0,1728.57,0,0,92309
-29,48,0,0,,,52,Baker,2979,One Year,United States,8124-NZVGJ,Stayed,0,0,Female,1,Cable,"35.28952, -116.092214",35.28952,-116.092214,0,49.25,0,0,0,,0,0,1,0,Credit Card,0,904,1,Q3,0,3,0,California,1,1,1,6,255.6,0,0,0,255.6,1,1,92309
-56,5,3.13,1,Attitude,Attitude of support person,91,Cedar Glen,4815,Month-to-Month,United States,9300-RENDD,Churned,0,0,Male,1,Fiber Optic,"34.255203, -117.175654",34.255203,-117.175654,0,79.95,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,455,0,Q3,0,3,0,California,0,0,1,1,79.95,0,3.13,0,83.08,0,1,92321
-45,28,42.45,0,,,37,Cedar Glen,2466,Month-to-Month,United States,2937-FTHUR,Stayed,1,0,Female,1,DSL,"34.255203, -117.175654",34.255203,-117.175654,0,64.8,1,3,0,Offer D,0,1,0,0,Bank Withdrawal,1,455,0,Q3,0,4,0,California,1,1,0,18,1166.7,0,764.1,0,1930.8,0,1,92321
-28,52,35.2,0,,,23,Cedar Glen,5605,Month-to-Month,United States,1548-ARAGG,Stayed,1,0,Female,1,DSL,"34.255203, -117.175654",34.255203,-117.175654,1,58.5,1,3,9,,1,0,1,1,Credit Card,1,455,1,Q3,1,3,0,California,0,0,0,4,224.85,0,140.8,0,365.65,1,1,92321
-63,0,37.95,0,,,71,Cedar Glen,4934,One Year,United States,2589-AYCRP,Stayed,0,0,Female,0,,"34.255203, -117.175654",34.255203,-117.175654,0,19.75,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,455,0,Q3,0,4,0,California,0,0,0,50,989.05,0,1897.5,0,2886.55,0,0,92321
-58,0,25.62,1,Attitude,Attitude of support person,92,Colton,3236,Month-to-Month,United States,0761-AETCS,Churned,0,0,Female,0,,"34.030915, -117.273201",34.030915,-117.273201,0,19.3,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,52202,0,Q3,0,2,0,California,0,0,0,1,19.3,0,25.62,0,44.92,0,0,92324
-59,23,49.33,0,,,35,Colton,5544,Month-to-Month,United States,1910-FMXJM,Stayed,0,0,Female,1,Fiber Optic,"34.030915, -117.273201",34.030915,-117.273201,1,80.4,0,0,8,,0,0,0,1,Bank Withdrawal,1,52202,0,Q3,1,3,0,California,1,1,0,36,2937.65,0,1775.88,0,4713.53,0,1,92324
-45,10,3.59,0,,,47,Colton,4063,Two Year,United States,6339-RZCBJ,Stayed,0,1,Male,1,DSL,"34.030915, -117.273201",34.030915,-117.273201,0,78.9,0,0,0,,1,0,0,0,Credit Card,1,52202,1,Q3,0,4,0,California,1,1,1,48,3771.5,0,172.32,0,3943.82,0,1,92324
-43,19,49.45,0,,,29,Colton,4860,Month-to-Month,United States,4067-HLYQI,Stayed,0,0,Female,1,Fiber Optic,"34.030915, -117.273201",34.030915,-117.273201,0,70.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,52202,0,Q3,0,4,0,California,0,0,0,33,2406.1,60,1631.85,0,4097.95,0,0,92324
-55,4,30.16,1,Attitude,Attitude of support person,79,Fawnskin,3599,One Year,United States,2153-MREFK,Churned,0,1,Female,1,Fiber Optic,"34.274846, -116.937581",34.274846,-116.937581,1,99.2,1,0,1,,0,1,1,1,Bank Withdrawal,1,414,1,Q3,1,1,0,California,1,1,0,37,3754.6,0,1115.92,0,4870.52,0,1,92333
-47,19,27.25,0,,,25,Fawnskin,5534,Two Year,United States,1090-ESELR,Stayed,0,0,Male,1,Fiber Optic,"34.274846, -116.937581",34.274846,-116.937581,1,105.5,0,0,8,Offer A,1,1,0,1,Bank Withdrawal,1,414,1,Q3,1,3,0,California,1,1,1,72,7611.55,0,1962,0,9573.55,0,1,92333
-34,22,0,0,,,40,Fawnskin,3923,Month-to-Month,United States,1816-FLZDK,Joined,0,0,Male,1,DSL,"34.274846, -116.937581",34.274846,-116.937581,0,29.15,0,0,0,,0,0,0,0,Credit Card,0,414,1,Q3,0,5,0,California,0,0,0,1,29.15,0,0,0,29.15,0,1,92333
-35,16,4.28,0,,,78,Fawnskin,5382,One Year,United States,4097-YODCF,Stayed,1,0,Male,1,Fiber Optic,"34.274846, -116.937581",34.274846,-116.937581,0,103.8,1,1,0,Offer C,1,1,1,0,Bank Withdrawal,1,414,0,Q3,0,4,0,California,1,1,1,34,3470.8,0,145.52,0,3616.32,0,1,92333
-32,16,26.41,1,Competitor,Competitor had better devices,95,Fontana,2887,Month-to-Month,United States,3106-ULWFW,Churned,0,0,Female,1,Fiber Optic,"34.049671, -117.468896",34.049671,-117.468896,1,85.2,1,0,0,Offer E,0,0,1,1,Credit Card,1,29847,0,Q3,0,1,0,California,1,1,0,8,627.4,0,211.28,0,838.68,0,1,92337
-44,2,0,1,Price,Extra data charges,65,Fontana,2121,Month-to-Month,United States,9136-ALYBR,Churned,0,0,Male,1,Cable,"34.049671, -117.468896",34.049671,-117.468896,0,24.45,0,0,0,,0,0,1,0,Mailed Check,0,29847,0,Q3,0,3,0,California,0,0,0,1,24.45,0,0,0,24.45,0,1,92337
-34,2,0,0,,,76,Fontana,5359,Month-to-Month,United States,8847-GEOOQ,Stayed,0,1,Male,1,DSL,"34.049671, -117.468896",34.049671,-117.468896,1,60.2,0,0,10,Offer B,1,0,1,1,Bank Withdrawal,0,29847,1,Q3,1,5,0,California,1,1,1,60,3582.4,0,0,0,3582.4,0,1,92337
-56,0,44.35,0,,,77,Fontana,5458,Two Year,United States,6407-GSJNL,Stayed,0,0,Female,0,,"34.049671, -117.468896",34.049671,-117.468896,0,24.95,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,29847,0,Q3,0,5,0,California,0,0,0,51,1288,0,2261.85,0,3549.85,0,0,92337
-37,7,0,1,Competitor,Competitor had better devices,79,Redlands,5865,Month-to-Month,United States,7802-EFKNY,Churned,0,0,Male,1,DSL,"34.064073, -117.166158",34.064073,-117.166158,1,24.95,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,0,36675,0,Q3,1,1,0,California,0,0,0,5,100.4,0,0,0,100.4,0,1,92374
-24,82,14.91,0,,,69,Redlands,4900,Month-to-Month,United States,1304-BCCFO,Stayed,0,1,Male,1,Cable,"34.064073, -117.166158",34.064073,-117.166158,1,70.05,0,0,2,,0,0,1,1,Mailed Check,1,36675,0,Q3,1,3,0,California,1,1,1,9,564.4,0,134.19,0,698.59,1,1,92374
-50,23,4.34,0,,,70,Redlands,4928,One Year,United States,6968-URWQU,Stayed,0,0,Male,1,DSL,"34.064073, -117.166158",34.064073,-117.166158,1,56.35,0,0,9,,0,0,1,1,Credit Card,1,36675,0,Q3,1,4,0,California,0,0,1,43,2391.15,0,186.62,0,2577.77,0,1,92374
-38,18,39.44,1,Attitude,Attitude of support person,91,Sugarloaf,3596,Month-to-Month,United States,9787-XVQIU,Churned,0,0,Male,1,Fiber Optic,"34.243088, -116.830015",34.243088,-116.830015,0,75.3,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1834,0,Q3,0,3,0,California,0,0,0,1,75.3,0,39.44,0,114.74,0,0,92386
-47,53,16.22,0,,,37,Sugarloaf,2950,Month-to-Month,United States,4431-EDMIQ,Stayed,1,1,Female,1,DSL,"34.243088, -116.830015",34.243088,-116.830015,1,75.7,0,3,8,,1,1,1,1,Bank Withdrawal,1,1834,1,Q3,1,3,0,California,0,0,1,7,554.05,0,113.54,0,667.59,0,1,92386
-40,0,49.52,0,,,38,Sugarloaf,5880,One Year,United States,8873-TMKGR,Stayed,0,0,Male,0,,"34.243088, -116.830015",34.243088,-116.830015,0,19.1,0,0,0,Offer C,0,0,0,0,Credit Card,1,1834,0,Q3,0,4,0,California,0,0,0,29,529.5,0,1436.08,0,1965.58,0,0,92386
-19,51,42.19,0,,,22,Sugarloaf,5101,One Year,United States,7879-CGSFV,Stayed,0,0,Male,1,Fiber Optic,"34.243088, -116.830015",34.243088,-116.830015,0,100.9,0,0,0,Offer B,1,1,1,0,Credit Card,1,1834,0,Q3,0,4,0,California,1,1,1,55,5552.05,0,2320.45,0,7872.5,1,1,92386
-25,41,4.82,1,Other,Don't know,90,Anza,3698,Month-to-Month,United States,0524-IAVZO,Churned,0,0,Female,1,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,1,85,1,0,1,Offer C,0,0,1,1,Bank Withdrawal,1,3745,0,Q3,1,2,0,California,1,1,0,30,2624.25,0,144.6,0,2768.85,1,1,92539
-51,15,3,1,Competitor,Competitor made better offer,72,Anza,4734,Month-to-Month,United States,8625-AZYZY,Churned,0,1,Male,1,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,1,104.65,1,0,2,Offer C,1,0,1,1,Bank Withdrawal,1,3745,0,Q3,1,3,0,California,1,1,1,24,2542.45,0,72,0,2614.45,0,1,92539
-54,26,31.96,0,,,48,Anza,6099,Month-to-Month,United States,7803-XOCCZ,Stayed,1,1,Female,1,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,1,84.05,0,2,1,Offer B,0,1,1,1,Bank Withdrawal,1,3745,1,Q3,1,3,0,California,0,0,0,52,4326.8,0,1661.92,0,5988.72,0,1,92539
-45,51,32.76,0,,,54,Anza,4531,Month-to-Month,United States,2657-VPXTA,Stayed,1,0,Female,1,Fiber Optic,"33.527605, -116.666551",33.527605,-116.666551,1,88.85,0,3,8,,0,0,1,1,Bank Withdrawal,1,3745,0,Q3,1,4,0,California,1,1,1,10,929.45,0,327.6,0,1257.05,0,1,92539
-29,41,33.89,1,Attitude,Attitude of support person,69,Hemet,2856,Month-to-Month,United States,2737-YNGYW,Churned,0,0,Female,1,Fiber Optic,"33.739415, -116.968339",33.739415,-116.968339,0,80.55,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,29687,0,Q3,0,3,0,California,1,1,0,2,184.1,0,67.78,0,251.88,1,1,92543
-23,46,26.45,0,,,28,Hemet,5189,Two Year,United States,5736-YEJAX,Stayed,0,1,Male,1,DSL,"33.739415, -116.968339",33.739415,-116.968339,0,79.45,1,0,0,Offer A,1,1,1,0,Credit Card,1,29687,1,Q3,0,4,0,California,0,0,1,69,5502.55,80,1825.05,0,7407.6,1,0,92543
-53,0,10.13,0,,,57,Hemet,5722,Month-to-Month,United States,7785-RDVIG,Joined,1,0,Female,0,,"33.739415, -116.968339",33.739415,-116.968339,1,19.3,0,2,5,,0,0,0,1,Credit Card,1,29687,0,Q3,1,4,0,California,0,0,0,3,54.7,0,30.39,0,85.09,0,0,92543
-44,0,4.42,0,,,29,Hemet,2236,Two Year,United States,6551-VLJMV,Stayed,0,0,Male,0,,"33.739415, -116.968339",33.739415,-116.968339,1,20.05,0,0,6,Offer C,0,0,0,1,Credit Card,1,29687,0,Q3,1,3,0,California,0,0,0,34,679,0,150.28,0,829.28,0,0,92543
-37,16,24.31,1,Competitor,Competitor had better devices,91,Moreno Valley,5270,Month-to-Month,United States,5159-YFPKQ,Churned,0,1,Female,1,Fiber Optic,"33.88274, -117.224878",33.88274,-117.224878,0,75.8,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,22983,0,Q3,0,1,0,California,0,0,0,2,160.75,0,48.62,0,209.37,0,1,92551
-47,0,16.47,0,,,51,Moreno Valley,4905,Month-to-Month,United States,1135-LMECX,Joined,0,0,Female,0,,"33.88274, -117.224878",33.88274,-117.224878,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,22983,0,Q3,0,5,0,California,0,0,0,1,19.85,0,16.47,0,36.32,0,0,92551
-47,11,22.49,0,,,47,Moreno Valley,5436,Two Year,United States,6837-HAEVO,Stayed,1,1,Male,1,Fiber Optic,"33.88274, -117.224878",33.88274,-117.224878,1,105,1,2,9,Offer A,1,0,1,1,Bank Withdrawal,1,22983,0,Q3,1,4,0,California,1,1,1,69,7297.75,0,1551.81,0,8849.56,0,1,92551
-30,71,35.75,0,,,46,Moreno Valley,3079,One Year,United States,6933-FHBZC,Stayed,0,1,Female,1,Cable,"33.88274, -117.224878",33.88274,-117.224878,0,56.05,0,0,0,Offer C,1,0,1,0,Credit Card,1,22983,0,Q3,0,4,0,California,0,0,0,26,1553.2,0,929.5,0,2482.7,0,1,92551
-58,21,29.24,1,Attitude,Attitude of support person,85,Newport Coast,4146,One Year,United States,2659-VXMWZ,Churned,0,1,Male,1,Fiber Optic,"33.603282, -117.821841",33.603282,-117.821841,1,111.3,1,0,0,Offer A,1,1,1,1,Bank Withdrawal,1,5597,0,Q3,0,3,0,California,1,1,1,67,7482.1,0,1959.08,0,9441.18,0,1,92657
-46,0,24.7,0,,,49,Newport Coast,5248,Two Year,United States,2075-PUEPR,Stayed,1,0,Male,0,,"33.603282, -117.821841",33.603282,-117.821841,1,19.35,0,2,2,,0,0,0,1,Bank Withdrawal,1,5597,0,Q3,1,3,0,California,0,0,0,55,1153.25,0,1358.5,0,2511.75,0,0,92657
-48,7,12.32,0,,,64,Newport Coast,5239,Month-to-Month,United States,6710-HSJRD,Stayed,0,1,Male,1,Fiber Optic,"33.603282, -117.821841",33.603282,-117.821841,1,114.1,1,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,5597,1,Q3,1,4,0,California,1,1,1,61,7132.15,0,751.52,0,7883.67,0,1,92657
-61,0,9.03,0,,,30,Newport Coast,4279,Two Year,United States,6010-DDPPW,Stayed,0,0,Male,0,,"33.603282, -117.821841",33.603282,-117.821841,1,25.15,1,0,7,Offer A,0,0,0,1,Bank Withdrawal,1,5597,0,Q3,1,4,0,California,0,0,0,70,1940.85,0,632.1,0,2572.95,0,0,92657
-63,26,44.66,1,Attitude,Attitude of support person,89,Newport Beach,3344,Month-to-Month,United States,4285-GYRQC,Churned,0,1,Female,1,Fiber Optic,"33.606336, -117.893042",33.606336,-117.893042,1,86.25,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,3124,0,Q3,1,2,0,California,0,0,1,7,587.1,0,312.62,0,899.72,0,1,92662
-58,8,42.86,0,,,64,Newport Beach,6198,One Year,United States,5791-KAJFD,Stayed,0,1,Female,1,DSL,"33.606336, -117.893042",33.606336,-117.893042,1,68.75,1,0,2,,0,1,1,1,Bank Withdrawal,1,3124,0,Q3,1,3,0,California,1,1,0,56,3808,0,2400.16,0,6208.16,0,1,92662
-30,30,37.65,0,,,50,Newport Beach,5665,One Year,United States,1732-FEKLD,Stayed,0,1,Female,1,Fiber Optic,"33.606336, -117.893042",33.606336,-117.893042,0,94.75,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,3124,0,Q3,0,4,0,California,0,0,1,54,5121.75,70,2033.1,0,7224.85,0,0,92662
-46,18,18.26,0,,,47,Newport Beach,6280,Two Year,United States,6586-MYGKD,Stayed,0,0,Male,1,DSL,"33.606336, -117.893042",33.606336,-117.893042,1,76.95,1,0,1,Offer A,0,1,1,1,Credit Card,1,3124,1,Q3,1,3,0,California,1,1,1,70,5289.8,0,1278.2,0,6568,0,1,92662
-64,26,29.3,1,Attitude,Attitude of service provider,74,Trabuco Canyon,3677,Month-to-Month,United States,8337-MSSXB,Churned,0,0,Female,1,Fiber Optic,"33.631119, -117.567346",33.631119,-117.567346,0,86.3,0,0,0,,1,0,1,0,Bank Withdrawal,1,32268,0,Q3,0,2,0,California,1,1,0,14,1180.95,10,410.2,0,1601.15,0,0,92679
-52,6,28.85,1,Competitor,Competitor offered higher download speeds,71,Trabuco Canyon,2792,Month-to-Month,United States,9574-RKJIF,Churned,0,0,Male,1,Fiber Optic,"33.631119, -117.567346",33.631119,-117.567346,1,94.4,1,0,1,Offer C,1,1,1,1,Bank Withdrawal,1,32268,0,Q3,1,1,0,California,0,0,1,30,2838.7,80,865.5,0,3784.2,0,0,92679
-63,51,5.17,0,,,50,Trabuco Canyon,4326,Month-to-Month,United States,3701-SFMUH,Stayed,1,0,Male,1,Cable,"33.631119, -117.567346",33.631119,-117.567346,1,69.7,0,3,6,Offer E,0,1,0,1,Credit Card,1,32268,0,Q3,1,3,0,California,1,1,1,7,516.15,0,36.19,0,552.34,0,1,92679
-50,0,38.43,0,,,44,Trabuco Canyon,5038,Two Year,United States,3129-AAQOU,Stayed,1,0,Female,0,,"33.631119, -117.567346",33.631119,-117.567346,1,25.6,1,2,4,Offer D,0,0,0,1,Credit Card,1,32268,0,Q3,1,3,0,California,0,0,0,19,485.9,0,730.17,0,1216.07,0,0,92679
-41,27,27.28,1,Competitor,Competitor had better devices,67,Anaheim,3156,Month-to-Month,United States,2482-CZGBB,Churned,0,0,Male,1,Fiber Optic,"33.818, -117.974404",33.818,-117.974404,0,70,0,0,0,,0,0,1,0,Bank Withdrawal,1,81333,0,Q3,0,1,0,California,0,0,0,10,740,0,272.8,0,1012.8,0,1,92804
-59,0,9.61,0,,,65,Anaheim,3007,Month-to-Month,United States,2640-LYMOV,Joined,0,0,Male,0,,"33.818, -117.974404",33.818,-117.974404,0,19.65,0,0,0,Offer E,0,0,1,0,Credit Card,1,81333,0,Q3,0,4,0,California,0,0,0,2,38.8,0,19.22,0,58.02,0,0,92804
-61,14,14.42,0,,,43,Anaheim,5906,Month-to-Month,United States,8104-OSKWT,Stayed,0,0,Female,1,Fiber Optic,"33.818, -117.974404",33.818,-117.974404,0,79.8,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,81333,0,Q3,0,3,0,California,0,0,0,12,1001.2,0,173.04,21.53,1152.71,0,1,92804
-37,52,8.39,0,,,67,Anaheim,5661,Two Year,United States,2404-JIBFC,Stayed,1,1,Female,1,DSL,"33.818, -117.974404",33.818,-117.974404,1,85.1,1,3,1,,0,1,1,1,Bank Withdrawal,1,81333,1,Q3,1,3,0,California,1,1,1,55,4657.95,0,461.45,0,5119.4,0,1,92804
-53,4,34.41,1,Attitude,Attitude of support person,75,Garden Grove,5189,One Year,United States,0866-QLSIR,Churned,0,0,Female,1,DSL,"33.764018, -117.931507",33.764018,-117.931507,0,64.4,1,0,0,Offer C,1,1,1,0,Mailed Check,1,43491,1,Q3,0,2,0,California,0,0,0,34,2088.75,0,1169.94,0,3258.69,0,1,92843
-19,69,13.45,0,,,75,Garden Grove,4652,Two Year,United States,0459-SPZHJ,Stayed,0,1,Male,1,DSL,"33.764018, -117.931507",33.764018,-117.931507,1,83.5,1,0,1,,1,1,0,1,Credit Card,1,43491,0,Q3,1,4,0,California,1,1,1,63,5435,0,847.35,0,6282.35,1,1,92843
-52,0,44.32,0,,,51,Garden Grove,4686,One Year,United States,8590-OHDIW,Stayed,1,0,Female,0,,"33.764018, -117.931507",33.764018,-117.931507,1,20.3,0,3,1,Offer C,0,0,0,1,Credit Card,1,43491,0,Q3,1,5,0,California,0,0,0,38,749.35,0,1684.16,10.65,2422.86,0,0,92843
-36,0,28.54,0,,,75,Garden Grove,4118,Two Year,United States,4589-IUAJB,Stayed,0,0,Male,0,,"33.764018, -117.931507",33.764018,-117.931507,1,24.25,1,0,1,Offer A,0,0,0,1,Bank Withdrawal,1,43491,0,Q3,1,4,0,California,0,0,0,70,1724.15,0,1997.8,0,3721.95,0,0,92843
-30,58,40.67,1,Attitude,Attitude of service provider,65,Yorba Linda,4330,Month-to-Month,United States,6204-IEUXJ,Churned,0,1,Female,1,Fiber Optic,"33.897253, -117.792202",33.897253,-117.792202,0,80.1,0,0,0,Offer E,0,0,0,0,Credit Card,1,39458,1,Q3,0,3,0,California,0,0,0,3,217.55,0,122.01,0,339.56,0,1,92886
-47,58,21.89,0,,,51,Yorba Linda,6158,Two Year,United States,8207-DMRVL,Stayed,1,1,Male,1,Fiber Optic,"33.897253, -117.792202",33.897253,-117.792202,1,114.55,1,3,1,,1,1,0,1,Bank Withdrawal,1,39458,1,Q3,1,3,0,California,1,1,1,72,8306.05,40,1576.08,21.6,9900.53,0,0,92886
-41,28,43.33,0,,,36,Yorba Linda,5328,Two Year,United States,3882-IYOIJ,Stayed,1,1,Female,1,Fiber Optic,"33.897253, -117.792202",33.897253,-117.792202,1,115.25,1,1,1,Offer B,1,1,0,1,Credit Card,1,39458,1,Q3,1,5,0,California,1,1,1,60,6758.45,0,2599.8,11.85,9346.4,0,1,92886
-64,21,20.39,0,,,24,Yorba Linda,5498,Two Year,United States,3057-VJJQE,Stayed,0,0,Male,1,DSL,"33.897253, -117.792202",33.897253,-117.792202,0,55.25,1,0,0,,0,1,0,0,Credit Card,1,39458,0,Q3,0,3,0,California,0,0,0,35,1924.1,0,713.65,0,2637.75,0,1,92886
-28,27,37.95,1,Other,Don't know,83,Oxnard,3425,Month-to-Month,United States,0320-JDNQG,Churned,0,0,Male,1,Fiber Optic,"34.18454, -119.224666",34.18454,-119.224666,1,99.85,0,0,1,,0,1,1,1,Bank Withdrawal,1,25322,1,Q3,1,1,0,California,1,1,1,23,2331.3,0,872.85,0,3204.15,1,1,93035
-56,22,14.41,0,,,50,Oxnard,5904,One Year,United States,4851-BQDNX,Stayed,1,1,Male,1,Fiber Optic,"34.18454, -119.224666",34.18454,-119.224666,1,85.05,0,1,5,,0,0,1,1,Bank Withdrawal,1,25322,0,Q3,1,4,0,California,0,0,1,40,3355.65,0,576.4,38.15,3893.9,0,1,93035
-60,22,0,0,,,73,Oxnard,4310,Month-to-Month,United States,7950-XWOVN,Stayed,0,1,Male,1,DSL,"34.18454, -119.224666",34.18454,-119.224666,0,34.7,0,0,0,Offer D,1,0,0,0,Credit Card,0,25322,0,Q3,0,5,0,California,0,0,0,11,383.55,150,0,22.53,511.02,0,0,93035
-63,0,3.14,0,,,46,Oxnard,3413,Two Year,United States,8215-NGSPE,Stayed,1,0,Female,0,,"34.18454, -119.224666",34.18454,-119.224666,1,20,0,1,3,Offer B,0,0,0,1,Credit Card,1,25322,0,Q3,1,3,0,California,0,0,0,42,833.55,0,131.88,0,965.43,0,0,93035
-41,16,36.44,1,Attitude,Attitude of service provider,75,Piru,5554,Month-to-Month,United States,7180-PISOG,Churned,0,0,Male,1,Fiber Optic,"34.432843, -118.730106",34.432843,-118.730106,1,74.5,1,0,0,,0,0,1,1,Bank Withdrawal,1,1459,0,Q3,0,3,0,California,0,0,0,1,74.5,0,36.44,0,110.94,0,1,93040
-41,0,37.61,1,Attitude,Attitude of support person,90,Piru,4115,Month-to-Month,United States,4390-KYULV,Churned,0,0,Male,0,,"34.432843, -118.730106",34.432843,-118.730106,1,20.55,0,0,1,Offer E,0,0,1,1,Credit Card,1,1459,0,Q3,1,1,0,California,0,0,0,3,51.15,0,112.83,0,163.98,0,0,93040
-38,14,5.48,1,Price,Long distance charges,95,Piru,6173,Two Year,United States,2225-ZRGSG,Churned,0,1,Female,1,Fiber Optic,"34.432843, -118.730106",34.432843,-118.730106,1,93.9,1,0,1,Offer A,1,1,0,1,Bank Withdrawal,1,1459,1,Q3,1,1,0,California,0,0,0,70,6579.05,0,383.6,0,6962.65,0,1,93040
-49,0,15.87,0,,,76,Piru,4404,Two Year,United States,5148-HKFIR,Stayed,0,0,Female,0,,"34.432843, -118.730106",34.432843,-118.730106,0,19.7,0,0,0,,0,0,0,0,Credit Card,1,1459,0,Q3,0,5,0,California,0,0,0,20,406.95,0,317.4,0,724.35,0,0,93040
-60,4,9.36,1,Attitude,Attitude of support person,91,Santa Paula,6001,Month-to-Month,United States,3571-RFHAR,Churned,0,1,Male,1,Fiber Optic,"34.402343, -119.094824",34.402343,-119.094824,0,109.15,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,32511,1,Q3,0,2,0,California,1,1,1,65,6941.2,140,608.4,0,7689.6,0,0,93060
-48,22,23.67,1,Price,Extra data charges,90,Santa Paula,4610,Two Year,United States,5271-YNWVR,Churned,0,1,Male,1,Fiber Optic,"34.402343, -119.094824",34.402343,-119.094824,1,113.15,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,32511,1,Q3,1,1,0,California,1,1,1,68,7856,0,1609.56,0,9465.56,0,1,93060
-22,52,29.81,0,,,52,Santa Paula,3273,Month-to-Month,United States,3003-CMDUU,Stayed,0,0,Female,1,Fiber Optic,"34.402343, -119.094824",34.402343,-119.094824,1,95.15,0,0,0,,0,0,1,1,Bank Withdrawal,1,32511,1,Q3,0,3,0,California,1,1,1,25,2395.7,80,745.25,0,3220.95,1,0,93060
-22,41,36.61,0,,,44,Santa Paula,6115,One Year,United States,9702-AIUJO,Stayed,1,0,Male,1,DSL,"34.402343, -119.094824",34.402343,-119.094824,1,44.8,0,2,10,,0,0,1,1,Bank Withdrawal,1,32511,0,Q3,1,5,0,California,0,0,0,50,2230.85,0,1830.5,36.22,4025.13,1,1,93060
-27,73,31.24,1,Attitude,Attitude of service provider,68,Santa Barbara,5543,Month-to-Month,United States,4307-KTUMW,Churned,0,1,Male,1,Fiber Optic,"34.457541, -119.631072",34.457541,-119.631072,1,93.9,1,0,1,Offer B,0,1,0,1,Bank Withdrawal,1,12741,0,Q3,1,1,0,California,1,1,0,53,5029.2,0,1655.72,0,6684.92,1,1,93108
-52,17,45.2,1,Dissatisfaction,Network reliability,83,Santa Barbara,2793,Two Year,United States,7253-UVNDW,Churned,0,1,Female,1,DSL,"34.457541, -119.631072",34.457541,-119.631072,0,54.35,0,0,0,,0,0,0,0,Credit Card,1,12741,1,Q3,0,3,0,California,0,0,0,46,2460.15,0,2079.2,0,4539.35,0,1,93108
-40,0,17.4,0,,,38,Santa Barbara,4745,One Year,United States,7665-VIGUD,Stayed,0,0,Male,0,,"34.457541, -119.631072",34.457541,-119.631072,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,12741,0,Q3,0,5,0,California,0,0,0,10,176.3,0,174,0,350.3,0,0,93108
-53,0,1.3,0,,,74,Santa Barbara,5221,Month-to-Month,United States,5712-VBOXD,Stayed,0,0,Female,0,,"34.457541, -119.631072",34.457541,-119.631072,0,20.15,0,0,0,Offer E,0,0,1,0,Credit Card,1,12741,0,Q3,0,3,0,California,0,0,0,4,68.45,0,5.2,0,73.65,0,0,93108
-35,11,13.68,1,Competitor,Competitor had better devices,67,Taft,4469,Month-to-Month,United States,3211-ILJTT,Churned,0,0,Male,1,Fiber Optic,"35.184837, -119.402525",35.184837,-119.402525,1,70.4,0,0,1,,0,0,1,1,Bank Withdrawal,1,14937,0,Q3,1,1,0,California,0,0,0,17,1214.05,0,232.56,0,1446.61,0,1,93268
-40,22,19.32,1,Attitude,Attitude of support person,91,Taft,2199,Month-to-Month,United States,5393-RXQSZ,Churned,0,0,Male,1,Fiber Optic,"35.184837, -119.402525",35.184837,-119.402525,0,79.6,0,0,0,,0,0,0,0,Bank Withdrawal,1,14937,0,Q3,0,3,0,California,1,1,0,1,79.6,0,19.32,0,98.92,0,1,93268
-47,10,37.51,0,,,64,Taft,3029,Month-to-Month,United States,8040-MNRTF,Joined,0,0,Female,1,Fiber Optic,"35.184837, -119.402525",35.184837,-119.402525,0,71.1,0,0,0,,0,0,0,0,Mailed Check,1,14937,0,Q3,0,5,0,California,0,0,0,1,71.1,0,37.51,0,108.61,0,1,93268
-22,59,34.75,0,,,56,Taft,4549,One Year,United States,6194-HBGQN,Stayed,0,1,Male,1,Cable,"35.184837, -119.402525",35.184837,-119.402525,0,81.15,1,0,0,,1,1,1,0,Credit Card,1,14937,1,Q3,0,4,0,California,0,0,1,51,4126.2,0,1772.25,0,5898.45,1,1,93268
-49,19,46.17,1,Competitor,Competitor had better devices,82,Los Osos,4563,Month-to-Month,United States,5103-MHMHY,Churned,1,0,Female,1,Cable,"35.279984, -120.824288",35.279984,-120.824288,0,45.95,0,1,0,Offer E,0,0,0,0,Mailed Check,1,14859,0,Q3,0,1,0,California,0,0,0,1,45.95,0,46.17,0,92.12,0,1,93402
-60,27,6.73,0,,,70,Los Osos,4558,Month-to-Month,United States,3347-YJZZE,Stayed,1,1,Male,1,DSL,"35.279984, -120.824288",35.279984,-120.824288,1,80.1,1,2,6,,1,0,0,1,Credit Card,1,14859,0,Q3,1,4,0,California,1,1,1,29,2211.8,0,195.17,0,2406.97,0,1,93402
-38,7,25.81,0,,,71,Los Osos,4916,Month-to-Month,United States,9667-TKTVZ,Joined,0,0,Female,1,Cable,"35.279984, -120.824288",35.279984,-120.824288,0,54.35,1,0,0,,0,0,1,0,Credit Card,1,14859,1,Q3,0,5,0,California,0,0,0,2,117.05,0,51.62,0,168.67,0,1,93402
-59,28,0,0,,,29,Los Osos,3800,Month-to-Month,United States,6345-HOVES,Stayed,0,0,Male,1,Cable,"35.279984, -120.824288",35.279984,-120.824288,0,25.05,0,0,0,,0,0,1,0,Bank Withdrawal,0,14859,0,Q3,0,4,0,California,0,0,0,34,852.7,0,0,0,852.7,0,1,93402
-45,4,33.34,1,Other,Moved,86,Buellton,3967,Month-to-Month,United States,0235-KGSLC,Churned,0,1,Female,1,Fiber Optic,"34.631362, -120.238218",34.631362,-120.238218,0,85.55,0,0,0,Offer E,0,0,1,0,Credit Card,1,4644,0,Q3,0,2,0,California,0,0,1,1,85.55,0,33.34,0,118.89,0,1,93427
-56,27,36.97,1,Dissatisfaction,Service dissatisfaction,72,Buellton,5224,Month-to-Month,United States,6615-NGGZJ,Churned,0,0,Male,1,Fiber Optic,"34.631362, -120.238218",34.631362,-120.238218,0,100.55,1,0,0,,1,0,1,0,Bank Withdrawal,1,4644,0,Q3,0,2,0,California,1,1,1,14,1415.55,0,517.58,0,1933.13,0,1,93427
-21,73,37.75,0,,,43,Buellton,5593,Month-to-Month,United States,5575-TPIZQ,Stayed,0,0,Male,1,Fiber Optic,"34.631362, -120.238218",34.631362,-120.238218,0,89.15,1,0,0,Offer B,0,1,1,0,Credit Card,1,4644,0,Q3,0,3,0,California,0,0,1,46,4245.55,0,1736.5,0,5982.05,1,1,93427
-52,0,40.37,0,,,71,Buellton,4501,Two Year,United States,6370-ZVHDV,Stayed,0,0,Female,0,,"34.631362, -120.238218",34.631362,-120.238218,1,25.3,1,0,1,Offer B,0,0,0,1,Bank Withdrawal,1,4644,0,Q3,1,4,0,California,0,0,0,61,1554.9,0,2462.57,0,4017.47,0,0,93427
-61,4,10.43,1,Other,Moved,79,Morro Bay,5413,Month-to-Month,United States,2884-GBPFB,Churned,0,0,Female,1,Fiber Optic,"35.369553, -120.763864",35.369553,-120.763864,1,70.3,0,0,4,Offer C,0,0,1,1,Bank Withdrawal,1,10909,0,Q3,1,3,0,California,0,0,0,35,2416.55,80,365.05,0,2861.6,0,0,93442
-47,0,5.28,0,,,64,Morro Bay,5676,Two Year,United States,4950-HKQTE,Stayed,0,0,Female,0,,"35.369553, -120.763864",35.369553,-120.763864,0,26.25,1,0,0,Offer D,0,0,0,0,Credit Card,1,10909,0,Q3,0,4,0,California,0,0,0,22,605.9,0,116.16,0,722.06,0,0,93442
-22,52,40.03,0,,,52,Morro Bay,2789,Month-to-Month,United States,4256-ZWTZI,Stayed,1,0,Female,1,DSL,"35.369553, -120.763864",35.369553,-120.763864,0,51,0,1,0,,0,0,1,0,Credit Card,1,10909,1,Q3,0,4,0,California,0,0,0,5,286.8,0,200.15,0,486.95,1,0,93442
-33,14,0,0,,,54,Morro Bay,4099,Month-to-Month,United States,3841-CONLJ,Joined,0,0,Female,1,DSL,"35.369553, -120.763864",35.369553,-120.763864,1,35,0,0,9,,0,0,0,1,Bank Withdrawal,0,10909,0,Q3,1,3,0,California,1,1,0,1,35,0,0,0,35,0,1,93442
-22,73,41.61,1,Competitor,Competitor had better devices,76,Templeton,4461,One Year,United States,5136-KCKGI,Churned,0,1,Female,1,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,1,103.7,1,0,1,Offer C,0,1,1,1,Mailed Check,1,7918,0,Q3,1,2,0,California,1,1,1,33,3467,0,1373.13,0,4840.13,1,1,93465
-27,52,36.25,1,Other,Don't know,95,Templeton,3228,Month-to-Month,United States,3677-TNKIO,Churned,0,0,Female,1,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,0,71,0,0,0,,0,0,1,0,Credit Card,1,7918,0,Q3,0,1,0,California,0,0,0,14,914,0,507.5,0,1421.5,1,1,93465
-21,59,41.88,1,Attitude,Attitude of service provider,91,Templeton,4191,One Year,United States,1984-FCOWB,Churned,0,1,Female,1,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,1,109.5,1,0,1,Offer A,1,0,1,1,Bank Withdrawal,1,7918,1,Q3,1,2,0,California,1,1,1,70,7674.55,150,2931.6,0,10756.15,1,0,93465
-35,25,35.41,0,,,67,Templeton,5602,Month-to-Month,United States,6923-JHPMP,Joined,0,1,Female,1,Fiber Optic,"35.536115, -120.739231",35.536115,-120.739231,0,80.45,0,0,0,,0,1,1,0,Bank Withdrawal,1,7918,0,Q3,0,4,0,California,0,0,0,2,137.1,0,70.82,0,207.92,0,1,93465
-22,76,38.83,1,Competitor,Competitor had better devices,80,Independence,2939,Month-to-Month,United States,2929-ERCFZ,Churned,0,1,Female,1,Fiber Optic,"36.869584, -118.189241",36.869584,-118.189241,1,94.2,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,734,0,Q3,1,1,0,California,1,1,1,8,777.3,0,310.64,0,1087.94,1,1,93526
-24,0,13.16,0,,,68,Independence,5504,Two Year,United States,3115-CZMZD,Stayed,0,0,Male,0,,"36.869584, -118.189241",36.869584,-118.189241,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,734,0,Q3,0,4,0,California,0,0,0,10,202.5,0,131.6,0,334.1,1,0,93526
-42,0,18.21,0,,,67,Independence,5192,Two Year,United States,7980-MHFLQ,Stayed,1,0,Female,0,,"36.869584, -118.189241",36.869584,-118.189241,1,24.9,1,3,5,Offer A,0,0,0,1,Credit Card,1,734,0,Q3,1,3,0,California,0,0,0,72,1859.2,0,1311.12,0,3170.32,0,0,93526
-58,0,41.78,0,,,77,Independence,2868,One Year,United States,5602-BVFMK,Stayed,0,0,Female,0,,"36.869584, -118.189241",36.869584,-118.189241,0,19.3,0,0,0,,0,0,0,0,Credit Card,1,734,0,Q3,0,5,0,California,0,0,0,12,228.75,0,501.36,0,730.11,0,0,93526
-55,5,0,1,Competitor,Competitor had better devices,82,Lancaster,2044,One Year,United States,1623-NLDOT,Churned,0,0,Female,1,Cable,"34.727529, -118.153098",34.727529,-118.153098,1,33.55,0,0,1,Offer B,1,0,0,1,Mailed Check,0,35109,1,Q3,1,2,0,California,0,0,0,42,1445.3,50,0,0,1495.3,0,0,93534
-37,0,48.14,0,,,38,Lancaster,3678,Month-to-Month,United States,4013-GUXND,Joined,0,0,Male,0,,"34.727529, -118.153098",34.727529,-118.153098,0,20.8,0,0,0,Offer E,0,0,0,0,Credit Card,1,35109,0,Q3,0,4,0,California,0,0,0,1,20.8,0,48.14,0,68.94,0,0,93534
-63,24,38.33,0,,,30,Lancaster,4421,Month-to-Month,United States,0374-AACSZ,Joined,0,0,Female,1,DSL,"34.727529, -118.153098",34.727529,-118.153098,0,50.15,0,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,35109,0,Q3,0,3,0,California,0,0,0,1,50.15,50,38.33,0,138.48,0,0,93534
-22,59,43.93,0,,,67,Lancaster,4594,Month-to-Month,United States,8903-XEBGX,Joined,1,0,Male,1,DSL,"34.727529, -118.153098",34.727529,-118.153098,0,55.3,0,1,0,Offer E,0,0,1,0,Bank Withdrawal,1,35109,0,Q3,0,3,0,California,1,1,0,2,108.65,0,87.86,0,196.51,1,1,93534
-54,29,0,1,Competitor,Competitor offered higher download speeds,93,Rosamond,4747,Month-to-Month,United States,7854-FOKSF,Churned,0,0,Male,1,Cable,"34.903052, -118.411251",34.903052,-118.411251,0,35.9,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,0,14931,0,Q3,0,1,0,California,1,1,0,1,35.9,0,0,0,35.9,0,1,93560
-24,73,41.21,0,,,22,Rosamond,4259,Two Year,United States,8823-RLPWL,Stayed,0,1,Female,1,Fiber Optic,"34.903052, -118.411251",34.903052,-118.411251,1,110.65,1,0,5,Offer A,1,1,1,1,Credit Card,1,14931,0,Q3,1,4,0,California,1,1,1,72,8065.65,0,2967.12,0,11032.77,1,1,93560
-23,42,38.03,0,,,26,Rosamond,3403,Month-to-Month,United States,5606-AMZBO,Stayed,0,0,Female,1,Fiber Optic,"34.903052, -118.411251",34.903052,-118.411251,1,78.15,1,0,4,,0,1,1,1,Credit Card,1,14931,0,Q3,1,3,0,California,0,0,0,10,765.15,0,380.3,0,1145.45,1,1,93560
-56,0,23.84,0,,,65,Rosamond,5811,Month-to-Month,United States,4936-YPJNK,Stayed,0,0,Female,0,,"34.903052, -118.411251",34.903052,-118.411251,0,19.9,0,0,0,,0,0,1,0,Credit Card,1,14931,0,Q3,0,4,0,California,0,0,0,10,199.45,0,238.4,0,437.85,0,0,93560
-30,69,10.11,1,Dissatisfaction,Network reliability,70,Hume,4584,Month-to-Month,United States,8481-YYXWG,Churned,0,0,Female,1,Fiber Optic,"36.807595, -118.901544",36.807595,-118.901544,0,89.35,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,93,1,Q3,0,3,0,California,1,1,0,5,461.7,0,50.55,0,512.25,0,1,93628
-53,9,42.09,1,Competitor,Competitor had better devices,90,Hume,5773,Month-to-Month,United States,9985-MWVIX,Churned,0,0,Female,1,Fiber Optic,"36.807595, -118.901544",36.807595,-118.901544,0,70.15,0,0,0,Offer E,0,0,1,0,Credit Card,1,93,0,Q3,0,1,0,California,0,0,0,1,70.15,0,42.09,0,112.24,0,1,93628
-61,6,37.02,0,,,41,Hume,4699,Two Year,United States,3174-AKMAS,Stayed,0,0,Female,1,DSL,"36.807595, -118.901544",36.807595,-118.901544,1,64.2,0,0,1,,1,0,1,1,Credit Card,1,93,1,Q3,1,4,0,California,0,0,1,46,3009.5,0,1702.92,0,4712.42,0,1,93628
-22,48,22.74,0,,,43,Hume,5274,Two Year,United States,2190-PHBHR,Stayed,0,0,Female,1,Fiber Optic,"36.807595, -118.901544",36.807595,-118.901544,1,94.45,1,0,5,Offer A,1,1,1,1,Credit Card,1,93,0,Q3,1,4,0,California,1,1,0,72,6921.7,0,1637.28,0,8558.98,1,1,93628
-32,19,27.7,1,Dissatisfaction,Limited range of services,79,North Fork,2756,Month-to-Month,United States,2609-IAICY,Churned,0,0,Female,1,Fiber Optic,"37.244307, -119.470256",37.244307,-119.470256,0,77.15,1,0,0,,0,0,1,0,Bank Withdrawal,1,3376,0,Q3,0,3,0,California,0,0,0,1,77.15,10,27.7,0,114.85,0,0,93643
-55,0,33.63,0,,,53,North Fork,3052,Two Year,United States,8098-TDCBU,Stayed,0,0,Female,0,,"37.244307, -119.470256",37.244307,-119.470256,1,25.25,1,0,9,,0,0,0,1,Bank Withdrawal,1,3376,0,Q3,1,4,0,California,0,0,0,42,1108.2,0,1412.46,0,2520.66,0,0,93643
-50,0,7.31,0,,,30,North Fork,4910,One Year,United States,2466-FCCPT,Stayed,1,0,Female,0,,"37.244307, -119.470256",37.244307,-119.470256,1,19.7,0,3,7,,0,0,0,1,Bank Withdrawal,1,3376,0,Q3,1,5,0,California,0,0,0,20,395.6,0,146.2,0,541.8,0,0,93643
-30,53,23.75,0,,,26,North Fork,3786,One Year,United States,8679-LZBMD,Stayed,0,0,Male,1,Fiber Optic,"37.244307, -119.470256",37.244307,-119.470256,1,90.65,0,0,7,,0,0,1,1,Bank Withdrawal,1,3376,0,Q3,1,5,0,California,1,1,1,44,3974.15,0,1045,0,5019.15,0,1,93643
-53,9,0,1,Price,Lack of affordable download/upload speed,88,Oakhurst,2548,Month-to-Month,United States,1740-CSDJP,Churned,0,0,Male,1,DSL,"37.648647, -119.231447",37.648647,-119.231447,0,35.25,0,0,0,,0,0,1,0,Bank Withdrawal,0,8521,0,Q3,0,2,0,California,1,1,0,1,35.25,0,0,0,35.25,0,1,93644
-23,42,0,0,,,33,Oakhurst,4697,One Year,United States,3551-GAEGL,Stayed,0,0,Male,1,DSL,"37.648647, -119.231447",37.648647,-119.231447,1,30.4,0,0,0,,0,1,0,1,Bank Withdrawal,0,8521,0,Q3,0,4,0,California,0,0,0,34,938.65,0,0,0,938.65,1,1,93644
-46,6,26.81,0,,,39,Oakhurst,5135,Two Year,United States,6211-WWLTF,Stayed,0,1,Male,1,Fiber Optic,"37.648647, -119.231447",37.648647,-119.231447,1,99.7,0,0,3,Offer B,0,1,0,1,Credit Card,1,8521,0,Q3,1,3,0,California,1,1,1,63,6330.4,0,1689.03,0,8019.43,0,1,93644
-22,69,1.84,0,,,35,Oakhurst,4204,Two Year,United States,3407-JMJQQ,Stayed,1,1,Female,1,Fiber Optic,"37.648647, -119.231447",37.648647,-119.231447,1,109,1,1,2,,1,1,1,1,Bank Withdrawal,1,8521,0,Q3,1,3,0,California,1,1,1,71,7661.8,150,130.64,0,7942.44,1,0,93644
-44,23,1.19,1,Competitor,Competitor had better devices,94,Traver,4155,Month-to-Month,United States,9921-ZVRHG,Churned,0,1,Female,1,Fiber Optic,"36.456091, -119.486225",36.456091,-119.486225,0,80.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,646,0,Q3,0,1,0,California,0,0,0,14,1072,0,16.66,0,1088.66,0,1,93673
-33,16,1.08,0,,,31,Traver,3746,Month-to-Month,United States,2672-TGEFF,Stayed,1,0,Female,1,Fiber Optic,"36.456091, -119.486225",36.456091,-119.486225,1,88.8,1,2,3,Offer C,1,0,1,1,Bank Withdrawal,1,646,0,Q3,1,4,0,California,0,0,1,37,3340.55,0,39.96,0,3380.51,0,1,93673
-43,0,24.65,0,,,21,Traver,2360,Month-to-Month,United States,7777-UNYHB,Stayed,1,0,Female,0,,"36.456091, -119.486225",36.456091,-119.486225,1,20.1,0,1,3,,0,0,1,1,Credit Card,1,646,0,Q3,1,3,0,California,0,0,0,12,232.4,0,295.8,0,528.2,0,0,93673
-42,0,13.93,0,,,20,Traver,3875,Two Year,United States,2805-AUFQN,Stayed,0,0,Female,0,,"36.456091, -119.486225",36.456091,-119.486225,0,19.8,0,0,0,Offer C,0,0,0,0,Credit Card,1,646,0,Q3,0,3,0,California,0,0,0,25,475.2,0,348.25,0,823.45,0,0,93673
-55,2,42.16,1,Other,Don't know,82,Salinas,4676,Month-to-Month,United States,8433-WXGNA,Churned,0,0,Male,1,Cable,"36.722898, -121.633648",36.722898,-121.633648,0,75.7,0,0,0,,0,1,1,0,Bank Withdrawal,1,53946,0,Q3,0,1,0,California,0,0,0,2,189.2,0,84.32,0,273.52,0,1,93906
-50,0,40.25,0,,,57,Salinas,5983,Month-to-Month,United States,8713-IGZSO,Joined,0,0,Male,0,,"36.722898, -121.633648",36.722898,-121.633648,0,24.85,1,0,0,Offer E,0,0,0,0,Credit Card,1,53946,0,Q3,0,3,0,California,0,0,0,2,62,0,80.5,0,142.5,0,0,93906
-31,0,10.22,0,,,33,Salinas,4441,Month-to-Month,United States,2465-BLLEU,Joined,0,0,Male,0,,"36.722898, -121.633648",36.722898,-121.633648,0,19.75,0,0,0,Offer E,0,0,1,0,Credit Card,1,53946,0,Q3,0,5,0,California,0,0,0,1,19.75,0,10.22,0,29.97,0,0,93906
-29,59,10.68,0,,,33,Salinas,4394,Two Year,United States,2419-FSORS,Stayed,0,1,Male,1,Fiber Optic,"36.722898, -121.633648",36.722898,-121.633648,1,108.4,1,0,8,Offer A,1,0,1,1,Bank Withdrawal,1,53946,1,Q3,1,4,0,California,1,1,1,72,7719.5,0,768.96,0,8488.46,1,1,93906
-28,42,21.8,1,Other,Don't know,93,Carmel Valley,4750,Month-to-Month,United States,3707-GNWHM,Churned,0,0,Male,1,Fiber Optic,"36.414611, -121.6386",36.414611,-121.6386,0,74.25,1,0,0,,0,0,1,0,Mailed Check,1,6691,0,Q3,0,1,0,California,0,0,0,1,74.25,0,21.8,0,96.05,1,1,93924
-59,8,37.38,0,,,53,Carmel Valley,4488,One Year,United States,3224-DFQNQ,Stayed,0,0,Female,1,Fiber Optic,"36.414611, -121.6386",36.414611,-121.6386,1,89,1,0,10,,1,1,0,1,Bank Withdrawal,1,6691,1,Q3,1,3,0,California,0,0,0,66,5898.6,0,2467.08,0,8365.68,0,1,93924
-44,23,0,0,,,52,Carmel Valley,6187,Two Year,United States,0769-MURVM,Stayed,1,1,Female,1,Cable,"36.414611, -121.6386",36.414611,-121.6386,1,65.7,0,2,5,Offer A,1,1,0,1,Bank Withdrawal,0,6691,1,Q3,1,3,0,California,1,1,1,72,4575.35,0,0,0,4575.35,0,1,93924
-36,0,33.44,0,,,64,Carmel Valley,5667,Month-to-Month,United States,0787-LHDYT,Stayed,0,0,Male,0,,"36.414611, -121.6386",36.414611,-121.6386,0,20.6,0,0,0,Offer D,0,0,1,0,Credit Card,1,6691,0,Q3,0,3,0,California,0,0,0,16,330.25,0,535.04,0,865.29,0,0,93924
-52,0,3.14,1,Dissatisfaction,Service dissatisfaction,66,Brisbane,4152,Month-to-Month,United States,5766-ZJYBB,Churned,0,0,Male,0,,"37.684694, -122.40712",37.684694,-122.40712,0,19.4,0,0,0,,0,0,0,0,Mailed Check,1,3635,0,Q3,0,2,0,California,0,0,0,1,19.4,0,3.14,0,22.54,0,0,94005
-33,12,23.54,0,,,38,Brisbane,3333,Two Year,United States,4713-ZBURT,Stayed,1,1,Male,1,Fiber Optic,"37.684694, -122.40712",37.684694,-122.40712,0,99.7,1,2,0,,0,0,0,0,Bank Withdrawal,1,3635,0,Q3,0,4,0,California,1,1,1,45,4634.35,0,1059.3,0,5693.65,0,1,94005
-47,19,0,0,,,59,Brisbane,4556,Two Year,United States,1209-VFFOC,Stayed,1,1,Male,1,DSL,"37.684694, -122.40712",37.684694,-122.40712,1,56.4,0,2,10,Offer A,1,1,1,1,Credit Card,0,3635,1,Q3,1,3,0,California,1,1,0,68,3948.45,0,0,0,3948.45,0,1,94005
-61,0,4.27,0,,,47,Brisbane,5915,One Year,United States,6754-WKSHP,Stayed,1,0,Male,0,,"37.684694, -122.40712",37.684694,-122.40712,0,25.35,1,2,0,Offer C,0,0,0,0,Bank Withdrawal,1,3635,0,Q3,0,3,0,California,0,0,0,30,723.3,0,128.1,0,851.4,0,0,94005
-48,3,15.78,1,Price,Extra data charges,70,San Francisco,3378,Month-to-Month,United States,8178-EYZUO,Churned,0,0,Male,1,Fiber Optic,"37.789168, -122.395009",37.789168,-122.395009,0,93.7,1,0,0,,1,1,1,0,Bank Withdrawal,1,2066,0,Q3,0,1,0,California,1,1,0,46,4154.8,0,725.88,0,4880.68,0,1,94105
-41,22,31.68,1,Competitor,Competitor offered higher download speeds,92,San Francisco,2540,Month-to-Month,United States,5797-APWZC,Churned,0,0,Female,1,Fiber Optic,"37.789168, -122.395009",37.789168,-122.395009,0,90.6,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,2066,0,Q3,0,1,0,California,1,1,1,1,90.6,0,31.68,0,122.28,0,1,94105
-26,0,45.87,0,,,40,San Francisco,5919,Month-to-Month,United States,4694-PHWFW,Stayed,1,0,Female,0,,"37.789168, -122.395009",37.789168,-122.395009,0,19.95,0,3,0,,0,0,0,0,Mailed Check,1,2066,0,Q3,0,4,0,California,0,0,0,8,170.9,0,366.96,0,537.86,1,0,94105
-21,0,45.9,0,,,28,San Francisco,4159,Two Year,United States,5093-FEGLU,Stayed,0,0,Female,0,,"37.789168, -122.395009",37.789168,-122.395009,1,19.65,0,0,1,Offer B,0,0,0,1,Bank Withdrawal,1,2066,0,Q3,1,5,0,California,0,0,0,47,921.55,0,2157.3,0,3078.85,1,0,94105
-36,5,12.5,1,Dissatisfaction,Product dissatisfaction,79,San Francisco,3306,One Year,United States,3230-WYKIR,Churned,0,1,Male,1,DSL,"37.750021, -122.415201",37.750021,-122.415201,0,82,1,0,0,,0,0,1,0,Credit Card,1,74641,1,Q3,0,1,0,California,1,1,1,18,1425.45,0,225,0,1650.45,0,1,94110
-40,26,11.67,0,,,72,San Francisco,6283,One Year,United States,3865-YIOTT,Stayed,1,1,Male,1,Fiber Optic,"37.750021, -122.415201",37.750021,-122.415201,1,106.1,1,1,1,,0,1,1,1,Bank Withdrawal,1,74641,0,Q3,1,3,0,California,1,1,1,72,7848.5,0,840.24,0,8688.74,0,1,94110
-55,20,45.41,0,,,68,San Francisco,4200,Two Year,United States,2990-IAJSV,Stayed,0,1,Male,1,Cable,"37.750021, -122.415201",37.750021,-122.415201,0,92,1,0,0,,1,1,0,0,Bank Withdrawal,1,74641,1,Q3,0,3,0,California,1,1,1,72,6632.75,0,3269.52,0,9902.27,0,1,94110
-51,26,26.15,0,,,75,San Francisco,4138,Month-to-Month,United States,9214-EKVXR,Joined,0,0,Female,1,DSL,"37.750021, -122.415201",37.750021,-122.415201,0,44,0,0,0,,0,0,1,0,Credit Card,1,74641,0,Q3,0,4,0,California,0,0,0,1,44,0,26.15,0,70.15,0,1,94110
-33,22,10.5,1,Attitude,Attitude of support person,68,San Francisco,4095,Month-to-Month,United States,9600-UDOPK,Churned,0,0,Male,1,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,1,94.05,1,0,1,Offer C,0,0,1,1,Credit Card,1,38756,0,Q3,1,3,0,California,1,1,1,30,2866.45,0,315,0,3181.45,0,1,94117
-41,3,45.21,1,Competitor,Competitor offered more data,77,San Francisco,4001,Month-to-Month,United States,2968-SSGAA,Churned,0,1,Female,1,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,0,100.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,38756,0,Q3,0,1,0,California,1,1,1,10,1060.2,0,452.1,0,1512.3,0,1,94117
-37,22,20.64,0,,,28,San Francisco,4501,Month-to-Month,United States,6103-BOCOU,Stayed,0,1,Female,1,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,0,80.7,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,38756,0,Q3,0,3,0,California,0,0,0,26,2193,0,536.64,0,2729.64,0,1,94117
-57,3,28.72,0,,,74,San Francisco,3091,One Year,United States,6480-YAGIY,Stayed,0,1,Male,1,Fiber Optic,"37.770533, -122.445121",37.770533,-122.445121,0,112.2,0,0,0,,1,1,0,0,Credit Card,1,38756,1,Q3,0,3,0,California,1,1,1,45,5031.85,0,1292.4,0,6324.25,0,1,94117
-44,12,13.01,1,Dissatisfaction,Network reliability,83,San Francisco,2614,Month-to-Month,United States,4074-SJFFA,Churned,0,0,Female,1,DSL,"37.760412, -122.484966",37.760412,-122.484966,0,54.75,0,0,0,,0,0,1,0,Mailed Check,1,55504,0,Q3,0,3,0,California,1,1,0,1,54.75,0,13.01,0,67.76,0,1,94122
-44,4,29.8,1,Competitor,Competitor had better devices,90,San Francisco,5550,One Year,United States,6777-TGHTM,Churned,0,1,Female,1,Fiber Optic,"37.760412, -122.484966",37.760412,-122.484966,0,106.95,1,0,0,,0,1,1,0,Credit Card,1,55504,0,Q3,0,1,0,California,1,1,1,53,5785.5,0,1579.4,0,7364.9,0,1,94122
-26,0,41.11,0,,,80,San Francisco,4883,Month-to-Month,United States,8942-DBMHZ,Stayed,0,0,Male,0,,"37.760412, -122.484966",37.760412,-122.484966,0,20.45,0,0,0,,0,0,0,0,Mailed Check,1,55504,0,Q3,0,5,0,California,0,0,0,12,255.35,0,493.32,0,748.67,1,0,94122
-29,0,4.98,0,,,24,San Francisco,4964,Month-to-Month,United States,5345-BMKWB,Stayed,0,0,Male,0,,"37.760412, -122.484966",37.760412,-122.484966,1,20.25,0,0,9,,0,0,0,1,Credit Card,1,55504,0,Q3,1,4,0,California,0,0,0,8,158.35,0,39.84,0,198.19,1,0,94122
-44,24,45.7,1,Competitor,Competitor had better devices,86,Pleasant Hill,5011,Month-to-Month,United States,4446-BZKHU,Churned,0,1,Male,1,Fiber Optic,"37.95338, -122.076886",37.95338,-122.076886,1,105.55,1,0,1,,1,0,1,1,Bank Withdrawal,1,32685,0,Q3,1,1,0,California,1,1,1,61,6281.45,0,2787.7,0,9069.15,0,1,94523
-26,47,34.69,0,,,51,Pleasant Hill,2401,Month-to-Month,United States,8388-FYNPZ,Stayed,0,1,Male,1,DSL,"37.95338, -122.076886",37.95338,-122.076886,0,56.75,0,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,32685,0,Q3,0,3,0,California,0,0,0,4,245.15,0,138.76,0,383.91,1,1,94523
-57,20,9.32,0,,,58,Pleasant Hill,4223,One Year,United States,6195-MELTI,Stayed,0,0,Male,1,DSL,"37.95338, -122.076886",37.95338,-122.076886,0,54.65,0,0,0,,1,0,1,0,Credit Card,1,32685,1,Q3,0,5,0,California,0,0,0,57,3134.7,0,531.24,0,3665.94,0,1,94523
-19,41,45.09,0,,,77,Pleasant Hill,5689,One Year,United States,6156-UZDLF,Stayed,0,1,Female,1,Fiber Optic,"37.95338, -122.076886",37.95338,-122.076886,0,87.15,0,0,0,Offer C,0,1,1,0,Credit Card,1,32685,1,Q3,0,3,0,California,0,0,0,26,2274.1,20,1172.34,0,3466.44,1,0,94523
-36,23,31.72,1,Dissatisfaction,Limited range of services,94,Danville,2162,Month-to-Month,United States,5976-JCJRH,Churned,0,0,Male,1,Fiber Optic,"37.815459, -121.977203",37.815459,-121.977203,1,70.3,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,32873,0,Q3,1,3,0,California,0,0,0,10,738.2,0,317.2,0,1055.4,0,1,94526
-45,57,26.66,0,,,48,Danville,4970,Month-to-Month,United States,5651-YLPRD,Stayed,1,0,Female,1,Fiber Optic,"37.815459, -121.977203",37.815459,-121.977203,1,86.1,0,3,7,,1,0,1,1,Bank Withdrawal,1,32873,0,Q3,1,5,0,California,0,0,1,32,2723.75,130,853.12,0,3706.87,0,0,94526
-23,59,1.67,0,,,38,Danville,5076,Two Year,United States,2121-JAFOM,Stayed,0,1,Female,1,Fiber Optic,"37.815459, -121.977203",37.815459,-121.977203,1,115.55,1,0,1,,1,1,1,1,Credit Card,1,32873,1,Q3,1,3,0,California,1,1,1,72,8312.4,0,120.24,0,8432.64,1,1,94526
-19,0,42.49,0,,,31,Danville,4535,Two Year,United States,9500-WBGRP,Stayed,0,0,Male,0,,"37.815459, -121.977203",37.815459,-121.977203,0,19.1,0,0,0,Offer A,0,0,1,0,Credit Card,1,32873,0,Q3,0,3,0,California,0,0,0,69,1268.85,0,2931.81,0,4200.66,1,0,94526
-21,51,49.29,1,Other,Don't know,85,Pope Valley,4630,One Year,United States,6769-DCQLI,Churned,0,1,Male,1,Fiber Optic,"38.672708, -122.403219",38.672708,-122.403219,0,105,0,0,0,,1,0,1,0,Bank Withdrawal,1,494,1,Q3,0,2,0,California,1,1,1,52,5426.85,0,2563.08,0,7989.93,1,1,94567
-42,12,0,1,Attitude,Attitude of support person,93,Pope Valley,5434,Month-to-Month,United States,7734-DBOAI,Churned,1,0,Female,1,DSL,"38.672708, -122.403219",38.672708,-122.403219,1,40.1,0,2,1,,0,0,0,1,Bank Withdrawal,0,494,1,Q3,1,1,0,California,0,0,1,1,40.1,10,0,0,50.1,0,0,94567
-51,10,0,1,Price,Lack of affordable download/upload speed,90,Pope Valley,4359,Month-to-Month,United States,7240-ETPTR,Churned,0,1,Female,1,DSL,"38.672708, -122.403219",38.672708,-122.403219,1,48.75,0,0,1,,0,0,1,1,Bank Withdrawal,0,494,0,Q3,1,2,0,California,1,1,1,9,442.2,10,0,0,452.2,0,0,94567
-54,17,6.56,0,,,26,Pope Valley,5706,Month-to-Month,United States,2604-XVDAM,Stayed,0,0,Female,1,DSL,"38.672708, -122.403219",38.672708,-122.403219,0,43.8,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,494,0,Q3,0,4,0,California,0,0,0,12,540.95,0,78.72,0,619.67,0,1,94567
-62,7,7.28,1,Other,Don't know,71,Dublin,2445,Month-to-Month,United States,2433-KMEAS,Churned,0,0,Male,1,DSL,"37.713926, -121.928425",37.713926,-121.928425,0,54.45,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,29636,0,Q3,0,1,0,California,0,0,0,22,1127.35,0,160.16,0,1287.51,0,1,94568
-25,41,36.07,1,Competitor,Competitor had better devices,77,Dublin,3086,Month-to-Month,United States,2202-CUYXZ,Churned,0,1,Male,1,Fiber Optic,"37.713926, -121.928425",37.713926,-121.928425,0,84.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,29636,0,Q3,0,1,0,California,0,1,1,1,84.85,0,36.07,0,120.92,1,1,94568
-48,0,5.32,0,,,43,Dublin,3595,Month-to-Month,United States,3717-OFRTN,Joined,0,0,Male,0,,"37.713926, -121.928425",37.713926,-121.928425,0,19.75,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,29636,0,Q3,0,5,0,California,0,0,0,1,19.75,0,5.32,0,25.07,0,0,94568
-49,23,21.16,0,,,45,Dublin,5574,Two Year,United States,2789-CZANW,Stayed,1,0,Female,1,Fiber Optic,"37.713926, -121.928425",37.713926,-121.928425,1,110.3,1,1,7,Offer B,1,1,0,1,Bank Withdrawal,1,29636,1,Q3,1,3,0,California,1,1,1,64,6997.3,0,1354.24,0,8351.54,0,1,94568
-40,23,44.26,1,Other,Don't know,90,Rodeo,3631,Month-to-Month,United States,2195-ZRVAX,Churned,0,1,Female,1,Cable,"38.027218, -122.23463",38.027218,-122.23463,1,85.3,0,0,1,,0,0,1,1,Bank Withdrawal,1,8506,0,Q3,1,2,0,California,1,1,0,47,4045.65,0,2080.22,0,6125.87,0,1,94572
-22,53,5.75,1,Price,Price too high,71,Rodeo,2774,One Year,United States,6261-RCVNS,Churned,0,1,Female,1,DSL,"38.027218, -122.23463",38.027218,-122.23463,0,73.9,0,0,0,Offer B,1,1,0,0,Credit Card,1,8506,1,Q3,0,2,0,California,1,1,0,42,3160.55,0,241.5,0,3402.05,1,1,94572
-56,15,4.24,0,,,67,Rodeo,6203,Two Year,United States,1206-EHBDD,Stayed,0,1,Female,1,Fiber Optic,"38.027218, -122.23463",38.027218,-122.23463,1,80.3,0,0,9,Offer B,0,1,0,1,Bank Withdrawal,1,8506,0,Q3,1,3,0,California,0,0,0,56,4513.65,0,237.44,0,4751.09,0,1,94572
-61,19,15.97,0,,,52,Rodeo,2452,One Year,United States,7596-LDUXP,Stayed,0,0,Female,1,Fiber Optic,"38.027218, -122.23463",38.027218,-122.23463,0,85.15,0,0,0,Offer D,0,1,1,0,Credit Card,1,8506,0,Q3,0,4,0,California,0,0,1,12,979.05,0,191.64,0,1170.69,0,1,94572
-59,26,0,1,Dissatisfaction,Product dissatisfaction,82,Deer Park,5474,Month-to-Month,United States,2011-TRQYE,Churned,0,1,Male,1,DSL,"38.554383, -122.474773",38.554383,-122.474773,0,33.5,0,0,0,Offer D,1,0,1,0,Credit Card,0,223,0,Q3,0,2,0,California,0,0,0,18,600,0,0,0,600,0,1,94576
-28,82,25.27,1,Other,Don't know,83,Deer Park,5898,Month-to-Month,United States,4489-SNOJF,Churned,1,1,Female,1,DSL,"38.554383, -122.474773",38.554383,-122.474773,1,72.25,1,2,1,,0,1,0,1,Bank Withdrawal,1,223,1,Q3,1,1,0,California,0,0,1,35,2568.55,0,884.45,0,3453,1,1,94576
-30,0,25.98,0,,,75,Deer Park,4386,Two Year,United States,4883-KCPZJ,Stayed,1,0,Female,0,,"38.554383, -122.474773",38.554383,-122.474773,1,25.25,1,3,9,Offer D,0,0,0,1,Credit Card,1,223,0,Q3,1,3,0,California,0,0,0,22,555.4,0,571.56,0,1126.96,0,0,94576
-45,21,1.07,0,,,39,Deer Park,5679,Two Year,United States,1414-YADCW,Stayed,0,0,Male,1,Fiber Optic,"38.554383, -122.474773",38.554383,-122.474773,1,84.6,0,0,3,Offer A,1,1,0,1,Bank Withdrawal,1,223,1,Q3,1,3,0,California,0,0,0,70,5706.2,0,74.9,0,5781.1,0,1,94576
-64,23,32.49,1,Competitor,Competitor had better devices,67,Sunol,5546,Month-to-Month,United States,4873-ILOLJ,Churned,0,0,Male,1,Fiber Optic,"37.587494, -121.862856",37.587494,-121.862856,0,90.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,790,0,Q3,0,1,0,California,1,1,1,24,2238.5,0,779.76,0,3018.26,0,1,94586
-21,48,23.52,0,,,27,Sunol,4799,Month-to-Month,United States,3234-VKACU,Joined,0,0,Male,1,DSL,"37.587494, -121.862856",37.587494,-121.862856,0,70.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,790,1,Q3,0,3,0,California,1,1,1,2,132.4,0,47.04,0,179.44,1,1,94586
-35,0,42.32,0,,,47,Sunol,3146,Two Year,United States,3284-SVCRO,Stayed,0,0,Female,0,,"37.587494, -121.862856",37.587494,-121.862856,1,25.5,1,0,6,Offer B,0,0,0,1,Credit Card,1,790,0,Q3,1,3,0,California,0,0,0,45,1121.05,0,1904.4,0,3025.45,0,0,94586
-52,26,15.96,0,,,79,Sunol,5504,Two Year,United States,7169-YWAMK,Stayed,1,0,Male,1,DSL,"37.587494, -121.862856",37.587494,-121.862856,1,68.4,0,1,7,,1,1,0,1,Bank Withdrawal,1,790,1,Q3,1,3,0,California,0,0,1,72,4855.35,0,1149.12,0,6004.47,0,1,94586
-26,52,23.06,1,Attitude,Attitude of support person,86,Vallejo,5460,Month-to-Month,United States,2725-KXXWT,Churned,0,0,Male,1,Fiber Optic,"38.161321, -122.271588",38.161321,-122.271588,1,90.75,0,0,0,Offer E,0,0,1,1,Bank Withdrawal,1,42209,0,Q3,0,3,0,California,1,1,1,1,90.75,0,23.06,0,113.81,1,1,94589
-42,23,37.23,0,,,44,Vallejo,3708,Month-to-Month,United States,8120-JDCAM,Stayed,1,0,Male,1,Fiber Optic,"38.161321, -122.271588",38.161321,-122.271588,1,69.55,0,1,1,,0,0,1,1,Credit Card,1,42209,0,Q3,1,4,0,California,0,0,0,4,284.9,0,148.92,0,433.82,0,1,94589
-59,22,11.5,0,,,39,Vallejo,2283,Month-to-Month,United States,2931-SVLTV,Stayed,1,0,Male,1,Fiber Optic,"38.161321, -122.271588",38.161321,-122.271588,1,110.1,1,3,6,Offer B,1,1,1,1,Credit Card,1,42209,1,Q3,1,3,0,California,1,1,1,40,4469.1,0,460,0,4929.1,0,1,94589
-38,15,44.2,0,,,21,Vallejo,2762,Month-to-Month,United States,6859-RKMZJ,Stayed,0,0,Male,1,DSL,"38.161321, -122.271588",38.161321,-122.271588,1,55.05,0,0,6,,0,0,1,1,Bank Withdrawal,1,42209,0,Q3,1,3,0,California,0,0,1,11,608.15,0,486.2,0,1094.35,0,1,94589
-44,19,10.33,1,Price,Extra data charges,77,Oakland,4694,Month-to-Month,United States,8429-XIBUM,Churned,0,0,Male,1,Fiber Optic,"37.84551, -122.235181",37.84551,-122.235181,0,101.35,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,15438,0,Q3,0,1,0,California,1,1,1,22,2317.1,0,227.26,0,2544.36,0,1,94618
-27,48,33.63,0,,,70,Oakland,5105,One Year,United States,3422-WJOYD,Stayed,0,0,Male,1,DSL,"37.84551, -122.235181",37.84551,-122.235181,1,54.35,0,0,1,,0,1,0,1,Credit Card,1,15438,1,Q3,1,5,0,California,0,0,0,28,1426.45,30,941.64,0,2398.09,1,0,94618
-49,0,36.28,0,,,76,Oakland,2791,Month-to-Month,United States,2700-LUEVA,Joined,0,0,Male,0,,"37.84551, -122.235181",37.84551,-122.235181,0,20.75,0,0,0,,0,0,0,0,Credit Card,1,15438,0,Q3,0,3,0,California,0,0,0,1,20.75,0,36.28,0,57.03,0,0,94618
-60,0,1.69,0,,,49,Oakland,4193,Two Year,United States,0780-XNZFN,Stayed,0,0,Male,0,,"37.84551, -122.235181",37.84551,-122.235181,0,20.65,0,0,0,,0,0,0,0,Bank Withdrawal,1,15438,0,Q3,0,5,0,California,0,0,0,57,1125.6,0,96.33,0,1221.93,0,0,94618
-24,30,48.64,1,Dissatisfaction,Product dissatisfaction,87,Berkeley,4013,Month-to-Month,United States,7341-LXCAF,Churned,0,0,Male,1,Fiber Optic,"37.858898, -122.240512",37.858898,-122.240512,1,74.65,1,0,8,,0,0,1,1,Bank Withdrawal,1,12448,0,Q3,1,1,0,California,0,0,0,4,301.4,0,194.56,0,495.96,1,1,94705
-30,69,40.25,0,,,52,Berkeley,4510,One Year,United States,6732-FZUGP,Stayed,0,1,Female,1,Fiber Optic,"37.858898, -122.240512",37.858898,-122.240512,0,94.9,1,0,0,Offer B,0,1,0,0,Credit Card,1,12448,0,Q3,0,4,0,California,0,0,1,47,4615.25,0,1891.75,0,6507,0,1,94705
-43,0,39.08,0,,,27,Berkeley,6305,Two Year,United States,5743-KHMNA,Stayed,0,0,Male,0,,"37.858898, -122.240512",37.858898,-122.240512,0,25.55,1,0,0,,0,0,0,0,Bank Withdrawal,1,12448,0,Q3,0,5,0,California,0,0,0,71,1898.1,0,2774.68,0,4672.78,0,0,94705
-51,22,0,0,,,73,Berkeley,2875,Month-to-Month,United States,0212-ISBBF,Stayed,0,0,Female,1,Cable,"37.858898, -122.240512",37.858898,-122.240512,0,50.35,0,0,0,,1,0,1,0,Bank Withdrawal,0,12448,0,Q3,0,3,0,California,1,1,1,22,1098.85,0,0,0,1098.85,0,1,94705
-55,7,1.16,1,Other,Don't know,72,Richmond,3401,Month-to-Month,United States,1569-TTNYJ,Churned,0,0,Male,1,Fiber Optic,"37.941456, -122.320968",37.941456,-122.320968,1,78.75,1,0,1,,1,0,1,1,Bank Withdrawal,1,13984,0,Q3,1,2,0,California,0,0,0,5,412.1,10,5.8,0,427.9,0,0,94805
-24,51,26.75,1,Competitor,Competitor offered more data,68,Richmond,4415,One Year,United States,0687-ZVTHB,Churned,0,1,Male,1,Cable,"37.941456, -122.320968",37.941456,-122.320968,1,72.45,1,0,1,Offer B,1,1,0,1,Credit Card,1,13984,0,Q3,1,1,0,California,1,1,0,65,4653.85,0,1738.75,14.23,6378.37,1,1,94805
-61,24,32.59,0,,,59,Richmond,5671,Two Year,United States,6445-TNRXS,Stayed,1,1,Male,1,Fiber Optic,"37.941456, -122.320968",37.941456,-122.320968,1,114.7,1,1,5,Offer A,1,1,1,1,Bank Withdrawal,1,13984,1,Q3,1,3,0,California,1,1,1,68,7849.85,0,2216.12,0,10065.97,0,1,94805
-57,21,13.54,0,,,68,Richmond,3307,Month-to-Month,United States,4468-YDOVK,Stayed,1,0,Male,1,DSL,"37.941456, -122.320968",37.941456,-122.320968,0,48.65,0,2,0,,0,0,1,0,Bank Withdrawal,1,13984,1,Q3,0,5,0,California,0,0,0,5,235.2,0,67.7,0,302.9,0,1,94805
-47,14,46.49,1,Other,Don't know,90,Inverness,4778,Month-to-Month,United States,4749-VFKVB,Churned,0,0,Female,1,DSL,"38.099323, -122.945723",38.099323,-122.945723,0,50.1,1,0,0,,0,0,1,0,Credit Card,1,1004,0,Q3,0,2,0,California,0,0,0,1,50.1,0,46.49,0,96.59,0,1,94937
-48,53,0,0,,,25,Inverness,2069,Month-to-Month,United States,3845-JHAMY,Stayed,1,0,Female,1,Cable,"38.099323, -122.945723",38.099323,-122.945723,1,35.5,0,3,1,Offer D,0,0,1,1,Credit Card,0,1004,0,Q3,1,5,0,California,1,1,0,16,552.7,80,0,0,632.7,0,0,94937
-30,85,42.66,0,,,74,Inverness,3442,Month-to-Month,United States,0096-BXERS,Stayed,0,0,Female,1,Cable,"38.099323, -122.945723",38.099323,-122.945723,1,50.35,1,0,10,Offer E,0,0,0,1,Bank Withdrawal,1,1004,0,Q3,1,3,0,California,0,0,0,6,314.55,0,255.96,0,570.51,0,1,94937
-31,29,0,0,,,72,Inverness,3884,One Year,United States,2724-FJDYW,Stayed,1,1,Male,1,DSL,"38.099323, -122.945723",38.099323,-122.945723,0,54.85,0,3,0,,0,0,0,0,Bank Withdrawal,0,1004,1,Q3,0,4,0,California,1,1,1,39,2191.7,0,0,0,2191.7,0,1,94937
-28,73,32.76,1,Attitude,Attitude of service provider,72,Mill Valley,3916,Month-to-Month,United States,7938-OUHIO,Churned,0,1,Male,1,Fiber Optic,"37.901371, -122.572024",37.901371,-122.572024,0,98.7,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,28727,1,Q3,0,3,0,California,1,1,1,3,293.65,0,98.28,0,391.93,1,1,94941
-47,0,41.33,0,,,47,Mill Valley,2691,One Year,United States,3486-NPGST,Stayed,0,0,Female,0,,"37.901371, -122.572024",37.901371,-122.572024,0,19.55,0,0,0,,0,0,0,0,Credit Card,1,28727,0,Q3,0,5,0,California,0,0,0,36,620.75,0,1487.88,0,2108.63,0,0,94941
-40,19,14.45,0,,,71,Mill Valley,5781,Month-to-Month,United States,9133-AYJZG,Stayed,0,0,Female,1,Fiber Optic,"37.901371, -122.572024",37.901371,-122.572024,0,98.7,1,0,0,,1,0,1,0,Credit Card,1,28727,0,Q3,0,5,0,California,1,1,1,23,2249.1,0,332.35,0,2581.45,0,1,94941
-20,0,2.68,0,,,31,Mill Valley,2360,Month-to-Month,United States,5917-HBSDW,Stayed,1,0,Female,0,,"37.901371, -122.572024",37.901371,-122.572024,1,19.35,0,2,1,,0,0,0,1,Bank Withdrawal,1,28727,0,Q3,1,5,0,California,0,0,0,37,683.75,0,99.16,0,782.91,1,0,94941
-44,20,0,1,Attitude,Attitude of service provider,66,San Juan Bautista,5605,Month-to-Month,United States,2495-INZWQ,Churned,0,0,Male,1,Cable,"36.810568, -121.503022",36.810568,-121.503022,0,44.55,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,3402,0,Q3,0,2,0,California,1,1,1,4,174.3,10,0,0,184.3,0,0,95045
-38,9,12.16,0,,,57,San Juan Bautista,5928,Month-to-Month,United States,4646-QZXTF,Stayed,0,1,Female,1,DSL,"36.810568, -121.503022",36.810568,-121.503022,1,81.25,0,0,4,,0,1,0,1,Bank Withdrawal,1,3402,1,Q3,1,3,0,California,1,1,1,7,580.1,0,85.12,47.36,617.86,0,1,95045
-20,76,0,0,,,52,San Juan Bautista,3872,Month-to-Month,United States,5215-LNLDJ,Stayed,1,0,Female,1,DSL,"36.810568, -121.503022",36.810568,-121.503022,1,24.7,0,2,3,,0,0,1,1,Bank Withdrawal,0,3402,0,Q3,1,3,0,California,0,1,0,7,149.05,0,0,0,149.05,1,1,95045
-20,69,32.29,0,,,27,San Juan Bautista,5468,Two Year,United States,2516-XSJKX,Stayed,1,0,Female,1,DSL,"36.810568, -121.503022",36.810568,-121.503022,1,78.45,0,2,1,,1,1,0,1,Bank Withdrawal,1,3402,1,Q3,1,3,0,California,1,1,1,41,3126.45,0,1323.89,0,4450.34,1,1,95045
-41,23,0,1,Attitude,Attitude of service provider,77,Santa Clara,2067,Month-to-Month,United States,4139-SUGLD,Churned,1,0,Male,1,DSL,"37.393554, -121.965114",37.393554,-121.965114,1,35.4,0,3,1,,0,1,0,1,Bank Withdrawal,0,13031,1,Q3,1,1,0,California,0,0,0,31,1077.5,0,0,0,1077.5,0,1,95054
-53,0,32.54,0,,,57,Santa Clara,3965,Month-to-Month,United States,9578-FOMUK,Stayed,1,0,Male,0,,"37.393554, -121.965114",37.393554,-121.965114,0,24.8,1,3,0,,0,0,1,0,Bank Withdrawal,1,13031,0,Q3,0,3,0,California,0,0,0,15,324.15,0,488.1,12.8,799.45,0,0,95054
-21,59,27.91,0,,,41,Santa Clara,2007,Month-to-Month,United States,1307-ATKGB,Stayed,0,1,Male,1,Fiber Optic,"37.393554, -121.965114",37.393554,-121.965114,0,89.55,0,0,0,,1,0,1,0,Bank Withdrawal,1,13031,0,Q3,0,5,0,California,1,1,0,24,2187.15,0,669.84,0,2856.99,1,1,95054
-56,7,42.33,0,,,42,Santa Clara,5395,One Year,United States,8331-ZXFOE,Stayed,0,1,Female,1,Cable,"37.393554, -121.965114",37.393554,-121.965114,0,71.1,1,0,0,,1,1,1,0,Credit Card,1,13031,1,Q3,0,3,0,California,0,0,0,58,4299.2,0,2455.14,0,6754.34,0,1,95054
-45,9,32.33,1,Attitude,Attitude of service provider,87,Santa Cruz,3473,Month-to-Month,United States,6857-VWJDT,Churned,0,0,Female,1,Fiber Optic,"36.993451, -122.098858",36.993451,-122.098858,0,95.65,1,0,0,Offer E,0,0,0,0,Credit Card,1,43192,0,Q3,0,2,0,California,1,1,1,1,95.65,0,32.33,0,127.98,0,1,95060
-47,6,26.91,1,Dissatisfaction,Product dissatisfaction,91,Santa Cruz,4242,Month-to-Month,United States,8417-FMLZI,Churned,0,0,Male,1,Fiber Optic,"36.993451, -122.098858",36.993451,-122.098858,1,83.55,0,0,1,,1,0,1,1,Credit Card,1,43192,0,Q3,1,1,0,California,1,1,0,6,477.55,0,161.46,0,639.01,0,1,95060
-21,0,38.6,0,,,70,Santa Cruz,3402,Month-to-Month,United States,4712-UYOOI,Stayed,1,0,Female,0,,"36.993451, -122.098858",36.993451,-122.098858,1,20,0,3,4,,0,0,0,1,Bank Withdrawal,1,43192,0,Q3,1,3,0,California,0,0,0,20,417.65,0,772,9.73,1179.92,1,0,95060
-62,8,46.49,0,,,60,Santa Cruz,5831,Month-to-Month,United States,4003-FUSHP,Stayed,0,0,Male,1,Cable,"36.993451, -122.098858",36.993451,-122.098858,0,61.55,0,0,0,Offer D,0,0,1,0,Credit Card,1,43192,1,Q3,0,3,0,California,0,0,1,19,1093.2,0,883.31,0,1976.51,0,1,95060
-54,0,39.84,1,Other,Moved,69,San Jose,2428,Month-to-Month,United States,5577-OTWWW,Churned,0,0,Female,0,,"37.186141, -121.843554",37.186141,-121.843554,0,19.75,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,37090,0,Q3,0,2,0,California,0,0,0,15,297.3,0,597.6,0,894.9,0,0,95120
-32,17,15.1,0,,,35,San Jose,5386,Two Year,United States,6900-RBKER,Stayed,0,1,Male,1,Fiber Optic,"37.186141, -121.843554",37.186141,-121.843554,0,89.45,1,0,0,Offer B,0,0,1,0,Credit Card,1,37090,0,Q3,0,3,0,California,1,1,0,52,4577.75,0,785.2,18.89,5344.06,0,1,95120
-28,48,13.97,0,,,70,San Jose,4014,Month-to-Month,United States,4636-JGAAI,Stayed,0,0,Male,1,Fiber Optic,"37.186141, -121.843554",37.186141,-121.843554,1,88.85,1,0,10,,1,0,0,1,Credit Card,1,37090,0,Q3,1,3,0,California,1,1,0,34,3000.25,0,474.98,0,3475.23,1,1,95120
-50,0,19.23,0,,,62,San Jose,5038,One Year,United States,6096-EGVTU,Stayed,1,0,Female,0,,"37.186141, -121.843554",37.186141,-121.843554,1,24.9,1,1,6,,0,0,0,1,Credit Card,1,37090,0,Q3,1,4,0,California,0,0,0,64,1595.5,0,1230.72,0,2826.22,0,0,95120
-42,13,17.71,1,Other,Moved,91,San Jose,5775,Month-to-Month,United States,6100-QQHEB,Churned,0,0,Male,1,Fiber Optic,"37.304681, -121.809955",37.304681,-121.809955,1,92.55,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,37127,0,Q3,1,3,0,California,1,1,1,17,1515.1,0,301.07,0,1816.17,0,1,95121
-55,21,0,1,Price,Price too high,90,San Jose,4517,Month-to-Month,United States,3797-VTIDR,Churned,0,0,Male,1,DSL,"37.304681, -121.809955",37.304681,-121.809955,1,23.45,0,0,3,Offer E,0,0,1,1,Bank Withdrawal,0,37127,0,Q3,1,2,0,California,0,0,0,1,23.45,0,0,0,23.45,0,1,95121
-57,53,30.41,0,,,79,San Jose,4275,Month-to-Month,United States,6891-JPYFF,Stayed,1,0,Female,1,Fiber Optic,"37.304681, -121.809955",37.304681,-121.809955,1,105.25,1,3,1,Offer B,1,1,1,1,Credit Card,1,37127,0,Q3,1,3,0,California,1,1,1,48,4997.5,0,1459.68,1.66,6455.52,0,1,95121
-44,16,12.17,0,,,23,San Jose,4126,One Year,United States,6874-SGLHU,Stayed,0,0,Male,1,Fiber Optic,"37.304681, -121.809955",37.304681,-121.809955,0,97,0,0,0,,1,0,1,0,Bank Withdrawal,1,37127,0,Q3,0,5,0,California,1,1,1,30,3021.3,0,365.1,0,3386.4,0,1,95121
-48,21,1.37,1,Competitor,Competitor offered more data,85,San Jose,5175,One Year,United States,4404-HIBDJ,Churned,0,1,Female,1,DSL,"37.387027, -121.897775",37.387027,-121.897775,0,74.3,0,0,0,,1,1,0,0,Credit Card,1,26389,1,Q3,0,1,0,California,0,0,1,25,1863.8,0,34.25,0,1898.05,0,1,95131
-26,0,20.66,0,,,39,San Jose,3792,Month-to-Month,United States,0098-BOWSO,Stayed,0,0,Male,0,,"37.387027, -121.897775",37.387027,-121.897775,0,19.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,26389,0,Q3,0,5,0,California,0,0,0,27,529.8,0,557.82,0,1087.62,1,0,95131
-26,69,0,0,,,24,San Jose,4050,Two Year,United States,3891-NLXJB,Stayed,0,0,Male,1,DSL,"37.387027, -121.897775",37.387027,-121.897775,0,40.55,0,0,0,,1,1,1,0,Credit Card,0,26389,1,Q3,0,3,0,California,0,1,0,37,1390.85,50,0,0,1440.85,1,0,95131
-50,6,5.99,0,,,64,San Jose,3057,Month-to-Month,United States,5119-KEPFY,Stayed,0,0,Male,1,Fiber Optic,"37.387027, -121.897775",37.387027,-121.897775,1,95,1,0,3,,0,0,1,1,Bank Withdrawal,1,26389,0,Q3,1,5,0,California,1,1,1,36,3440.25,0,215.64,0,3655.89,0,1,95131
-63,28,27.7,1,Competitor,Competitor had better devices,84,Stockton,5855,Two Year,United States,5013-SBUIH,Churned,0,0,Female,1,Fiber Optic,"37.959706, -121.287669",37.959706,-121.287669,0,109.65,1,0,0,,1,1,1,0,Bank Withdrawal,1,7071,1,Q3,0,1,0,California,1,1,1,50,5551.15,0,1385,0,6936.15,0,1,95202
-39,7,31.88,1,Price,Long distance charges,71,Stockton,3567,Month-to-Month,United States,9837-BMCLM,Churned,0,0,Male,1,Fiber Optic,"37.959706, -121.287669",37.959706,-121.287669,0,78.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,7071,0,Q3,0,2,0,California,0,0,1,3,242.05,0,95.64,0,337.69,0,1,95202
-19,59,16.71,0,,,42,Stockton,5942,Month-to-Month,United States,0774-IFUVM,Stayed,1,0,Male,1,DSL,"37.959706, -121.287669",37.959706,-121.287669,1,65.15,1,2,7,,0,1,1,1,Bank Withdrawal,1,7071,0,Q3,1,3,0,California,0,0,1,11,723.35,0,183.81,0,907.16,1,1,95202
-56,0,12.99,0,,,48,Stockton,4565,Two Year,United States,7493-GVFIO,Stayed,0,0,Male,0,,"37.959706, -121.287669",37.959706,-121.287669,0,20.55,0,0,0,Offer B,0,0,0,0,Credit Card,1,7071,0,Q3,0,3,0,California,0,0,0,57,1252.85,0,740.43,0,1993.28,0,0,95202
-25,41,40.22,1,Competitor,Competitor had better devices,83,Stockton,2832,Month-to-Month,United States,7209-JCUDS,Churned,0,1,Male,1,Fiber Optic,"38.049457, -121.21653",38.049457,-121.21653,0,94.9,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,6951,0,Q3,0,1,0,California,1,1,1,10,1048.85,0,402.2,0,1451.05,1,1,95212
-29,59,14.79,1,Dissatisfaction,Service dissatisfaction,90,Stockton,2003,Month-to-Month,United States,4925-LMHOK,Churned,0,0,Male,1,DSL,"38.049457, -121.21653",38.049457,-121.21653,0,58.6,1,0,0,Offer D,1,0,1,0,Credit Card,1,6951,1,Q3,0,2,0,California,0,0,0,15,939.7,0,221.85,0,1161.55,1,1,95212
-46,8,0,0,,,74,Stockton,3898,One Year,United States,1430-SFQSA,Stayed,0,0,Male,1,DSL,"38.049457, -121.21653",38.049457,-121.21653,0,35.6,0,0,0,Offer C,0,1,0,0,Mailed Check,0,6951,1,Q3,0,4,0,California,0,0,0,29,1072.6,0,0,0,1072.6,0,1,95212
-41,2,11.85,0,,,56,Stockton,5472,Two Year,United States,9795-NREXC,Stayed,0,1,Female,1,DSL,"38.049457, -121.21653",38.049457,-121.21653,1,85,1,0,5,Offer B,0,1,1,1,Credit Card,1,6951,1,Q3,1,4,0,California,1,1,1,64,5484.4,0,758.4,0,6242.8,0,1,95212
-53,15,0,1,Competitor,Competitor offered more data,82,Avery,3195,One Year,United States,6158-DWPZT,Churned,0,0,Male,1,DSL,"38.208336, -120.339938",38.208336,-120.339938,1,24.1,0,0,1,Offer E,0,0,0,1,Bank Withdrawal,0,115,0,Q3,1,2,0,California,0,0,0,9,259.8,0,0,0,259.8,0,1,95224
-57,24,5.61,0,,,20,Avery,3481,Month-to-Month,United States,4320-QMLLA,Stayed,0,0,Male,1,DSL,"38.208336, -120.339938",38.208336,-120.339938,0,54.85,0,0,0,,0,0,0,0,Mailed Check,1,115,0,Q3,0,3,0,California,0,0,1,7,370.4,0,39.27,0,409.67,0,1,95224
-38,0,26.64,0,,,72,Avery,6146,Two Year,United States,1619-YWUBB,Stayed,0,0,Female,0,,"38.208336, -120.339938",38.208336,-120.339938,1,24.95,1,0,2,Offer A,0,0,1,1,Credit Card,1,115,0,Q3,1,5,0,California,0,0,0,68,1614.9,0,1811.52,0,3426.42,0,0,95224
-32,8,0,0,,,31,Avery,2675,Month-to-Month,United States,4819-HJPIW,Stayed,0,0,Male,1,DSL,"38.208336, -120.339938",38.208336,-120.339938,0,25.15,0,0,0,,0,0,0,0,Credit Card,0,115,0,Q3,0,3,0,California,0,0,0,18,476.8,0,0,0,476.8,0,1,95224
-43,15,40.49,1,Other,Don't know,70,Mountain Ranch,5150,Month-to-Month,United States,4831-EOBFE,Churned,0,0,Male,1,Fiber Optic,"38.264262, -120.515133",38.264262,-120.515133,1,94.65,0,0,1,,0,1,0,1,Credit Card,1,1692,0,Q3,1,1,0,California,1,1,1,29,2649.15,0,1174.21,0,3823.36,0,1,95246
-56,22,49.4,0,,,78,Mountain Ranch,2182,Month-to-Month,United States,7129-ACFOG,Stayed,0,0,Female,1,Cable,"38.264262, -120.515133",38.264262,-120.515133,0,53.8,1,0,0,,0,1,1,0,Bank Withdrawal,1,1692,0,Q3,0,4,0,California,0,0,0,5,283.95,10,247,0,540.95,0,0,95246
-22,46,26.76,0,,,65,Mountain Ranch,4300,Month-to-Month,United States,8242-JSVBO,Stayed,0,0,Male,1,DSL,"38.264262, -120.515133",38.264262,-120.515133,0,44.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,1692,0,Q3,0,4,0,California,0,0,0,7,322.5,0,187.32,0,509.82,1,1,95246
-21,0,42.42,0,,,42,Mountain Ranch,4947,One Year,United States,7609-NRNCA,Stayed,0,0,Female,0,,"38.264262, -120.515133",38.264262,-120.515133,0,19.55,0,0,0,,0,0,0,0,Credit Card,1,1692,0,Q3,0,3,0,California,0,0,0,17,280.85,0,721.14,0,1001.99,1,0,95246
-41,8,34.88,1,Competitor,Competitor had better devices,82,Planada,5641,Month-to-Month,United States,0148-DCDOS,Churned,0,0,Male,1,Fiber Optic,"37.329725, -120.306399",37.329725,-120.306399,0,94.7,1,0,0,,0,0,1,0,Bank Withdrawal,1,4150,0,Q3,0,1,0,California,1,1,1,25,2362.1,0,872,0,3234.1,0,1,95365
-64,19,40.15,1,Price,Long distance charges,87,Planada,5834,Month-to-Month,United States,1260-TTRXI,Churned,0,0,Male,1,DSL,"37.329725, -120.306399",37.329725,-120.306399,0,54.3,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,4150,0,Q3,0,2,0,California,1,1,0,4,195.3,80,160.6,0,435.9,0,0,95365
-24,52,0,0,,,49,Planada,2323,Month-to-Month,United States,3055-MJDSB,Stayed,0,0,Male,1,DSL,"37.329725, -120.306399",37.329725,-120.306399,0,24.6,0,0,0,Offer E,0,0,1,0,Mailed Check,0,4150,0,Q3,0,5,0,California,0,0,0,9,190.1,0,0,0,190.1,1,1,95365
-22,85,46.33,0,,,66,Planada,3224,Month-to-Month,United States,6578-KRMAW,Stayed,0,1,Male,1,Fiber Optic,"37.329725, -120.306399",37.329725,-120.306399,0,93.4,0,0,0,,1,1,1,0,Credit Card,1,4150,0,Q3,0,3,0,California,1,1,0,32,2979.3,0,1482.56,0,4461.86,1,1,95365
-39,26,33.88,1,Other,Poor expertise of online support,75,Santa Rosa,2066,Month-to-Month,United States,0495-RVCBF,Churned,0,0,Female,1,Fiber Optic,"38.460517, -122.790335",38.460517,-122.790335,0,79.7,0,0,0,,0,0,1,0,Bank Withdrawal,1,36125,0,Q3,0,3,0,California,1,1,0,1,79.7,0,33.88,0,113.58,0,1,95401
-20,71,29.98,1,Dissatisfaction,Service dissatisfaction,89,Santa Rosa,5668,Month-to-Month,United States,8111-RKSPX,Churned,0,0,Male,1,Fiber Optic,"38.460517, -122.790335",38.460517,-122.790335,0,72.2,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,36125,0,Q3,0,2,0,California,0,1,0,4,305.55,0,119.92,0,425.47,1,1,95401
-25,51,11.47,0,,,52,Santa Rosa,3654,Month-to-Month,United States,0319-QZTCO,Joined,1,0,Female,1,DSL,"38.460517, -122.790335",38.460517,-122.790335,1,58.7,0,2,9,Offer E,1,0,1,1,Credit Card,1,36125,0,Q3,1,3,0,California,0,0,1,3,168.6,0,34.41,0,203.01,1,1,95401
-27,0,39.53,0,,,72,Santa Rosa,2446,One Year,United States,7216-KAOID,Stayed,1,0,Male,0,,"38.460517, -122.790335",38.460517,-122.790335,1,19.5,0,1,8,Offer B,0,0,0,1,Bank Withdrawal,1,36125,0,Q3,1,4,0,California,0,0,0,41,798.2,0,1620.73,0,2418.93,1,0,95401
-46,17,49.43,1,Dissatisfaction,Poor expertise of online support,77,Santa Rosa,2195,Month-to-Month,United States,7854-EDSSA,Churned,0,0,Male,1,Cable,"38.526941, -122.709096",38.526941,-122.709096,0,59,1,0,0,Offer D,1,1,0,0,Bank Withdrawal,1,35057,0,Q3,0,3,0,California,0,0,0,22,1254.7,0,1087.46,0,2342.16,0,1,95404
-36,2,46.6,1,Dissatisfaction,Lack of self-service on Website,94,Santa Rosa,5659,Month-to-Month,United States,1585-MQSSU,Churned,0,0,Male,1,Cable,"38.526941, -122.709096",38.526941,-122.709096,0,51.5,0,0,0,Offer D,0,0,0,0,Mailed Check,1,35057,1,Q3,0,1,0,California,0,0,0,17,900.5,0,792.2,35.34,1657.36,0,1,95404
-58,15,2.64,0,,,48,Santa Rosa,5039,Month-to-Month,United States,0096-FCPUF,Stayed,0,0,Male,1,DSL,"38.526941, -122.709096",38.526941,-122.709096,0,64.5,1,0,0,,0,1,1,0,Mailed Check,1,35057,0,Q3,0,3,0,California,1,1,0,30,1888.45,0,79.2,0,1967.65,0,1,95404
-45,13,9.82,0,,,64,Santa Rosa,3103,Month-to-Month,United States,6145-NNPNO,Joined,0,0,Female,1,Cable,"38.526941, -122.709096",38.526941,-122.709096,0,44.15,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,35057,0,Q3,0,4,0,California,0,0,0,1,44.15,0,9.82,0,53.97,0,1,95404
-51,13,33.91,1,Dissatisfaction,Poor expertise of phone support,69,Santa Rosa,2681,One Year,United States,8869-TORSS,Churned,0,1,Female,1,DSL,"38.439696, -122.668817",38.439696,-122.668817,0,60.35,0,0,0,,0,1,1,0,Credit Card,1,22250,1,Q3,0,1,0,California,0,0,0,48,2896.4,0,1627.68,0,4524.08,0,1,95405
-28,59,40.63,1,Competitor,Competitor had better devices,84,Santa Rosa,4154,Month-to-Month,United States,5520-FVEWJ,Churned,0,1,Female,1,Fiber Optic,"38.439696, -122.668817",38.439696,-122.668817,1,84.5,1,0,1,,1,0,1,1,Bank Withdrawal,1,22250,0,Q3,1,1,0,California,0,1,0,12,916.9,0,487.56,0,1404.46,1,1,95405
-20,59,0,0,,,77,Santa Rosa,3766,Month-to-Month,United States,0668-OGMHD,Stayed,0,0,Female,1,DSL,"38.439696, -122.668817",38.439696,-122.668817,1,28.5,0,0,8,Offer D,0,1,0,1,Bank Withdrawal,0,22250,0,Q3,1,4,0,California,0,0,0,21,629.35,0,0,0,629.35,1,1,95405
-31,0,23.69,0,,,65,Santa Rosa,5230,Two Year,United States,0071-NDAFP,Stayed,1,0,Male,0,,"38.439696, -122.668817",38.439696,-122.668817,1,25.5,1,3,1,,0,0,0,1,Credit Card,1,22250,0,Q3,1,3,0,California,0,0,0,25,630.6,0,592.25,44.42,1178.43,0,0,95405
-52,18,24.91,1,Dissatisfaction,Product dissatisfaction,75,Clearlake Oaks,4881,Month-to-Month,United States,2115-BFTIW,Churned,0,0,Male,1,Fiber Optic,"39.07116, -122.598542",39.07116,-122.598542,0,70.95,0,0,0,,0,0,0,0,Credit Card,1,3684,0,Q3,0,1,0,California,0,0,0,25,1767.35,20,622.75,0,2410.1,0,0,95423
-58,4,11.75,1,Other,Don't know,71,Clearlake Oaks,2299,Month-to-Month,United States,3750-CKVKH,Churned,0,0,Male,1,Fiber Optic,"39.07116, -122.598542",39.07116,-122.598542,0,67.75,0,0,0,,0,0,1,0,Bank Withdrawal,1,3684,0,Q3,0,2,0,California,0,0,0,2,116.65,0,23.5,0,140.15,0,1,95423
-62,0,46.59,0,,,64,Clearlake Oaks,5820,Month-to-Month,United States,7617-EYGLW,Joined,0,0,Male,0,,"39.07116, -122.598542",39.07116,-122.598542,0,19.45,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,3684,0,Q3,0,3,0,California,0,0,0,1,19.45,0,46.59,0,66.04,0,0,95423
-53,20,43.48,0,,,72,Clearlake Oaks,4302,Two Year,United States,0909-SELIE,Stayed,0,1,Male,1,DSL,"39.07116, -122.598542",39.07116,-122.598542,1,80.8,1,0,1,,1,1,1,1,Bank Withdrawal,1,3684,1,Q3,1,4,0,California,1,1,0,61,4860.85,0,2652.28,17.17,7495.96,0,1,95423
-51,16,11.3,1,Attitude,Attitude of support person,86,Covelo,2421,Month-to-Month,United States,7780-OTDSO,Churned,0,0,Male,1,Fiber Optic,"39.83307, -123.178765",39.83307,-123.178765,1,99.4,1,0,1,,0,1,1,1,Bank Withdrawal,1,2296,0,Q3,1,1,0,California,1,1,1,18,1742.95,0,203.4,0,1946.35,0,1,95428
-39,24,10.87,0,,,72,Covelo,6361,Two Year,United States,2226-ICFDO,Stayed,0,1,Female,1,DSL,"39.83307, -123.178765",39.83307,-123.178765,1,85.9,1,0,9,,0,1,1,1,Credit Card,1,2296,1,Q3,1,4,0,California,1,1,1,72,6110.75,0,782.64,0,6893.39,0,1,95428
-22,82,30.46,0,,,27,Covelo,2993,One Year,United States,2252-ISRNH,Stayed,1,1,Male,1,Fiber Optic,"39.83307, -123.178765",39.83307,-123.178765,1,90.35,1,3,9,Offer E,0,0,1,1,Bank Withdrawal,1,2296,0,Q3,1,3,0,California,0,0,1,9,767.9,0,274.14,0,1042.04,1,1,95428
-52,14,0,0,,,63,Covelo,5091,One Year,United States,6537-OTKMY,Stayed,0,1,Male,1,DSL,"39.83307, -123.178765",39.83307,-123.178765,0,50.75,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,0,2296,0,Q3,0,5,0,California,1,1,1,15,688.2,0,0,32.55,655.65,0,1,95428
-50,2,3.84,1,Dissatisfaction,Network reliability,74,Eldridge,4378,Month-to-Month,United States,9747-DDZOS,Churned,0,1,Female,1,Fiber Optic,"38.348884, -122.51699",38.348884,-122.51699,0,73.5,0,0,0,,0,0,0,0,Bank Withdrawal,1,363,0,Q3,0,2,0,California,0,0,0,1,73.5,0,3.84,0,77.34,0,1,95431
-60,10,49.7,1,Competitor,Competitor offered higher download speeds,76,Eldridge,3740,Month-to-Month,United States,4547-KQRTM,Churned,0,0,Female,1,Fiber Optic,"38.348884, -122.51699",38.348884,-122.51699,0,80.05,1,0,0,,1,0,1,0,Bank Withdrawal,1,363,0,Q3,0,1,0,California,0,0,0,10,830.7,0,497,0,1327.7,0,1,95431
-45,10,19.22,1,Dissatisfaction,Limited range of services,90,Guerneville,5007,Month-to-Month,United States,0564-JJHGS,Churned,0,0,Male,1,Fiber Optic,"38.52576, -123.013347",38.52576,-123.013347,0,95.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,4913,0,Q3,0,2,0,California,1,1,1,9,829.1,0,172.98,0,1002.08,0,1,95446
-56,21,40.66,0,,,25,Guerneville,6349,Two Year,United States,8480-PPONV,Stayed,1,1,Male,1,Fiber Optic,"38.52576, -123.013347",38.52576,-123.013347,1,115.55,1,3,3,,1,1,0,1,Bank Withdrawal,1,4913,1,Q3,1,3,0,California,1,1,1,62,7159.05,0,2520.92,0,9679.97,0,1,95446
-51,0,37.11,0,,,41,Guerneville,5809,Two Year,United States,6855-VLGOS,Stayed,1,0,Male,0,,"38.52576, -123.013347",38.52576,-123.013347,1,20.55,0,1,5,,0,0,0,1,Bank Withdrawal,1,4913,0,Q3,1,5,0,California,0,0,0,72,1432.55,0,2671.92,0,4104.47,0,0,95446
-31,24,7.16,0,,,21,Guerneville,4890,Two Year,United States,1452-UZOSF,Stayed,1,1,Male,1,Fiber Optic,"38.52576, -123.013347",38.52576,-123.013347,1,106.1,1,1,9,Offer A,1,1,1,1,Credit Card,1,4913,1,Q3,1,3,0,California,0,0,1,72,7548.6,0,515.52,23.39,8040.73,0,1,95446
-20,41,5.4,1,Price,Long distance charges,81,Jenner,4601,Month-to-Month,United States,1428-GTBJJ,Churned,0,0,Male,1,Fiber Optic,"38.505995, -123.187019",38.505995,-123.187019,0,74.55,0,0,0,,1,0,1,0,Bank Withdrawal,1,438,0,Q3,0,2,0,California,0,0,0,11,824.75,0,59.4,0,884.15,1,1,95450
-20,0,8.04,0,,,79,Jenner,4573,Month-to-Month,United States,1257-SXUXQ,Stayed,1,0,Male,0,,"38.505995, -123.187019",38.505995,-123.187019,1,19.45,0,1,10,,0,0,0,1,Credit Card,1,438,0,Q3,1,3,0,California,0,0,0,5,86.05,0,40.2,0,126.25,1,0,95450
-40,0,31.99,0,,,68,Jenner,3677,Month-to-Month,United States,3181-MIZBN,Stayed,1,0,Male,0,,"38.505995, -123.187019",38.505995,-123.187019,1,19.75,0,1,2,,0,0,0,1,Bank Withdrawal,1,438,0,Q3,1,4,0,California,0,0,0,16,313.4,0,511.84,0,825.24,0,0,95450
-31,19,26.62,0,,,65,Jenner,5392,One Year,United States,8597-CTXVJ,Stayed,1,0,Male,1,Cable,"38.505995, -123.187019",38.505995,-123.187019,0,64.95,1,1,0,,1,1,0,0,Bank Withdrawal,1,438,1,Q3,0,4,0,California,0,0,0,70,4551.5,0,1863.4,20.87,6394.03,0,1,95450
-35,15,18.1,1,Competitor,Competitor had better devices,75,Eureka,2872,Month-to-Month,United States,7410-YTJIK,Churned,0,0,Female,1,Fiber Optic,"40.796621, -124.15428",40.796621,-124.15428,0,75.45,1,0,0,,0,0,0,0,Credit Card,1,23224,0,Q3,0,1,0,California,0,0,0,7,480.75,0,126.7,0,607.45,0,1,95501
-41,29,26.01,0,,,56,Eureka,2934,Two Year,United States,3230-IUALN,Stayed,0,1,Female,1,Cable,"40.796621, -124.15428",40.796621,-124.15428,1,81,0,0,10,,0,1,1,1,Credit Card,1,23224,1,Q3,1,3,0,California,1,1,1,45,3533.6,0,1170.45,0,4704.05,0,1,95501
-50,0,15.04,0,,,65,Eureka,5409,Two Year,United States,1734-ZMNTZ,Stayed,1,0,Female,0,,"40.796621, -124.15428",40.796621,-124.15428,1,25,1,2,1,,0,0,0,1,Credit Card,1,23224,0,Q3,1,4,0,California,0,0,0,11,300.7,0,165.44,0,466.14,0,0,95501
-55,0,41.36,0,,,48,Eureka,3716,Month-to-Month,United States,5066-GFJMM,Joined,0,0,Female,0,,"40.796621, -124.15428",40.796621,-124.15428,1,19.9,0,0,4,Offer E,0,0,1,1,Credit Card,1,23224,0,Q3,1,5,0,California,0,0,0,3,45.75,0,124.08,0,169.83,0,0,95501
-60,23,15.51,1,Competitor,Competitor had better devices,79,Eureka,3506,Month-to-Month,United States,4626-GYCZP,Churned,0,0,Male,1,Fiber Optic,"40.737431, -124.108897",40.737431,-124.108897,0,93.85,1,0,0,,0,0,1,0,Bank Withdrawal,1,23570,0,Q3,0,1,0,California,1,1,1,7,635.6,0,108.57,0,744.17,0,1,95503
-47,0,38.39,0,,,76,Eureka,4131,Two Year,United States,0042-RLHYP,Stayed,1,0,Female,0,,"40.737431, -124.108897",40.737431,-124.108897,1,19.7,0,3,5,,0,0,0,1,Bank Withdrawal,1,23570,0,Q3,1,5,0,California,0,0,0,69,1396.9,0,2648.91,0,4045.81,0,0,95503
-20,48,41.39,0,,,47,Eureka,5824,Month-to-Month,United States,2853-CWQFQ,Joined,1,0,Male,1,Cable,"40.737431, -124.108897",40.737431,-124.108897,0,59.55,0,1,0,,0,0,1,0,Credit Card,1,23570,1,Q3,0,3,0,California,1,1,0,1,59.55,0,41.39,0,100.94,1,1,95503
-39,21,27.2,0,,,52,Eureka,5053,Two Year,United States,2661-GKBTK,Stayed,1,0,Male,1,DSL,"40.737431, -124.108897",40.737431,-124.108897,1,76.95,0,3,7,,1,0,0,1,Bank Withdrawal,1,23570,1,Q3,1,4,0,California,1,1,1,60,4543.95,0,1632,0,6175.95,0,1,95503
-35,29,24.72,1,Price,Lack of affordable download/upload speed,91,West Sacramento,2518,Month-to-Month,United States,2640-PMGFL,Churned,0,0,Male,1,Fiber Optic,"38.592745, -121.540036",38.592745,-121.540036,0,79.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,12756,1,Q3,0,1,0,California,0,0,0,27,2180.55,0,667.44,0,2847.99,0,1,95605
-43,0,16.67,0,,,28,West Sacramento,2606,Month-to-Month,United States,7266-GSSJX,Stayed,1,0,Male,0,,"38.592745, -121.540036",38.592745,-121.540036,1,20.45,0,2,3,,0,0,1,1,Bank Withdrawal,1,12756,0,Q3,1,5,0,California,0,0,0,11,250.8,0,183.37,0,434.17,0,0,95605
-45,5,33.45,0,,,66,West Sacramento,2830,One Year,United States,5985-TBABQ,Stayed,0,0,Female,1,DSL,"38.592745, -121.540036",38.592745,-121.540036,0,74.75,1,0,0,Offer C,0,1,0,0,Credit Card,1,12756,0,Q3,0,4,0,California,1,1,1,32,2282.95,0,1070.4,0,3353.35,0,1,95605
-35,0,15.53,0,,,29,West Sacramento,4374,Month-to-Month,United States,3043-SUDUA,Stayed,0,0,Female,0,,"38.592745, -121.540036",38.592745,-121.540036,0,19.9,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,12756,0,Q3,0,3,0,California,0,0,0,32,601.55,0,496.96,0,1098.51,0,0,95605
-44,18,32.35,1,Competitor,Competitor had better devices,68,Brooks,3123,Month-to-Month,United States,3801-HMYNL,Churned,0,0,Male,1,Fiber Optic,"38.809804, -122.241383",38.809804,-122.241383,1,89.15,0,0,1,,0,0,0,1,Mailed Check,1,382,0,Q3,1,1,0,California,1,1,1,1,89.15,0,32.35,0,121.5,0,1,95606
-38,15,0,0,,,21,Brooks,4147,Two Year,United States,7722-VJRQD,Stayed,0,1,Male,1,Cable,"38.809804, -122.241383",38.809804,-122.241383,1,60.95,0,0,8,,0,1,0,1,Bank Withdrawal,0,382,1,Q3,1,4,0,California,1,1,1,72,4549.05,0,0,0,4549.05,0,1,95606
-59,58,4.67,0,,,37,Brooks,4479,Month-to-Month,United States,9800-ONTFE,Stayed,1,0,Female,1,Fiber Optic,"38.809804, -122.241383",38.809804,-122.241383,1,75.8,1,3,3,Offer D,0,0,1,1,Bank Withdrawal,1,382,0,Q3,1,5,0,California,0,0,0,22,1615.1,0,102.74,0,1717.84,0,1,95606
-32,9,44.77,0,,,73,Brooks,3430,Month-to-Month,United States,5442-BHQNG,Joined,0,0,Female,1,Fiber Optic,"38.809804, -122.241383",38.809804,-122.241383,0,70.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,382,0,Q3,0,5,0,California,0,0,0,2,139.25,0,89.54,0,228.79,0,1,95606
-45,7,25.96,1,Dissatisfaction,Product dissatisfaction,96,El Dorado,3190,Month-to-Month,United States,4484-CGXFK,Churned,0,0,Female,1,DSL,"38.63153, -120.842609",38.63153,-120.842609,0,55.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,4097,0,Q3,0,1,0,California,1,1,0,3,196.15,0,77.88,0,274.03,0,1,95623
-63,13,33.93,0,,,43,El Dorado,6261,Two Year,United States,1084-MNSMJ,Stayed,0,1,Female,1,DSL,"38.63153, -120.842609",38.63153,-120.842609,1,85.5,0,0,10,Offer B,1,1,0,1,Credit Card,1,4097,1,Q3,1,3,0,California,1,1,1,51,4421.95,0,1730.43,0,6152.38,0,1,95623
-28,52,32.06,0,,,31,El Dorado,5056,Month-to-Month,United States,1791-PQHBB,Joined,1,0,Female,1,Cable,"38.63153, -120.842609",38.63153,-120.842609,0,61.2,0,2,0,Offer E,0,1,1,0,Credit Card,1,4097,0,Q3,0,4,0,California,1,1,0,2,125.95,0,64.12,0,190.07,1,1,95623
-56,18,36.74,0,,,60,El Dorado,2215,One Year,United States,8845-LWKGE,Stayed,1,1,Female,1,Cable,"38.63153, -120.842609",38.63153,-120.842609,1,64.5,0,1,4,Offer C,0,0,1,1,Bank Withdrawal,1,4097,1,Q3,1,5,0,California,0,0,1,30,1985.15,0,1102.2,0,3087.35,0,1,95623
-34,7,6.82,1,Attitude,Attitude of support person,67,Garden Valley,3075,Month-to-Month,United States,6127-ISGTU,Churned,0,0,Female,1,Fiber Optic,"38.852544, -120.837669",38.852544,-120.837669,1,84.95,1,0,1,,0,0,1,1,Bank Withdrawal,1,2536,0,Q3,1,3,0,California,0,0,1,16,1378.25,0,109.12,0,1487.37,0,1,95633
-34,13,42.89,1,Dissatisfaction,Lack of self-service on Website,79,Garden Valley,5299,Month-to-Month,United States,3006-XIMLN,Churned,0,0,Female,1,Fiber Optic,"38.852544, -120.837669",38.852544,-120.837669,0,94.2,1,0,0,,0,0,1,0,Bank Withdrawal,1,2536,0,Q3,0,2,0,California,1,1,1,2,193.8,0,85.78,0,279.58,0,1,95633
-63,3,30.8,0,,,35,Garden Valley,3403,Two Year,United States,8999-YPYBV,Stayed,0,1,Male,1,Cable,"38.852544, -120.837669",38.852544,-120.837669,1,84.35,0,0,3,Offer B,1,1,1,1,Credit Card,1,2536,1,Q3,1,3,0,California,1,1,1,45,3858.05,0,1386,0,5244.05,0,1,95633
-33,15,22.17,0,,,50,Garden Valley,5110,Month-to-Month,United States,9921-QFQUL,Stayed,0,1,Female,1,Fiber Optic,"38.852544, -120.837669",38.852544,-120.837669,1,90.15,1,0,2,Offer D,0,0,0,1,Credit Card,1,2536,0,Q3,1,4,0,California,1,1,0,23,2044.95,0,509.91,0,2554.86,0,1,95633
-32,26,38.31,1,Dissatisfaction,Network reliability,67,Nicolaus,2168,Month-to-Month,United States,5692-FPTAH,Churned,0,0,Female,1,Cable,"38.788898, -121.608624",38.788898,-121.608624,0,45.4,0,0,0,,0,0,1,0,Credit Card,1,751,0,Q3,0,2,0,California,0,0,0,1,45.4,0,38.31,0,83.71,0,1,95659
-21,0,49.37,0,,,59,Nicolaus,3636,One Year,United States,1934-MKPXS,Stayed,0,0,Male,0,,"38.788898, -121.608624",38.788898,-121.608624,1,20.1,0,0,3,,0,0,0,1,Credit Card,1,751,0,Q3,1,5,0,California,0,0,0,33,620.55,0,1629.21,0,2249.76,1,0,95659
-36,30,30.44,0,,,45,Nicolaus,5470,Two Year,United States,9128-CPXKI,Stayed,0,1,Female,1,Fiber Optic,"38.788898, -121.608624",38.788898,-121.608624,0,95.8,0,0,0,,0,0,0,0,Bank Withdrawal,1,751,0,Q3,0,3,0,California,1,1,1,59,5655.45,0,1795.96,0,7451.41,0,1,95659
-49,30,37.51,0,,,23,Nicolaus,5379,Month-to-Month,United States,1025-FALIX,Stayed,0,0,Female,1,Fiber Optic,"38.788898, -121.608624",38.788898,-121.608624,0,69.05,0,0,0,,0,0,1,0,Credit Card,1,751,0,Q3,0,3,0,California,0,0,0,26,1815.65,0,975.26,0,2790.91,0,1,95659
-62,24,19.08,1,Price,Extra data charges,90,Rancho Cordova,5283,Month-to-Month,United States,0617-FHSGK,Churned,0,0,Male,1,Fiber Optic,"38.602723, -121.279913",38.602723,-121.279913,0,75.2,1,0,0,,0,0,0,0,Credit Card,1,49729,0,Q3,0,2,0,California,0,0,0,49,3678.3,20,934.92,0,4633.22,0,0,95670
-40,24,25.72,0,,,60,Rancho Cordova,3026,Month-to-Month,United States,2373-NTKOD,Stayed,0,0,Male,1,Cable,"38.602723, -121.279913",38.602723,-121.279913,0,66.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,49729,0,Q3,0,5,0,California,1,1,1,8,546.45,0,205.76,0,752.21,0,1,95670
-35,58,4.76,0,,,44,Rancho Cordova,6005,One Year,United States,0961-ZWLVI,Stayed,1,1,Male,1,Fiber Optic,"38.602723, -121.279913",38.602723,-121.279913,0,109.2,1,3,0,,1,1,1,0,Credit Card,1,49729,0,Q3,0,3,0,California,1,1,1,49,5290.45,0,233.24,0,5523.69,0,1,95670
-43,53,13.45,0,,,32,Rancho Cordova,4162,Month-to-Month,United States,7148-XZPHA,Stayed,1,0,Male,1,Fiber Optic,"38.602723, -121.279913",38.602723,-121.279913,1,79.4,0,3,9,,1,0,0,1,Bank Withdrawal,1,49729,1,Q3,1,4,0,California,0,0,0,55,4238.45,0,739.75,0,4978.2,0,1,95670
-50,21,24.31,1,Price,Price too high,76,Rio Oso,5472,One Year,United States,2858-MOFSQ,Churned,0,1,Female,1,DSL,"38.954144, -121.482536",38.954144,-121.482536,0,55.85,1,0,0,,0,0,1,0,Mailed Check,1,947,0,Q3,0,2,0,California,0,0,0,17,937.5,0,413.27,0,1350.77,0,1,95674
-64,0,23.81,0,,,56,Rio Oso,6019,Two Year,United States,9337-SRRNI,Stayed,1,0,Male,0,,"38.954144, -121.482536",38.954144,-121.482536,0,25.3,1,3,0,Offer A,0,0,1,0,Credit Card,1,947,0,Q3,0,4,0,California,0,0,0,66,1673.8,0,1571.46,0,3245.26,0,0,95674
-61,10,0,0,,,30,Rio Oso,2866,Two Year,United States,7816-VGHTO,Stayed,1,1,Female,1,Cable,"38.954144, -121.482536",38.954144,-121.482536,1,40.55,0,2,7,Offer E,1,0,0,1,Credit Card,0,947,1,Q3,1,5,0,California,0,0,0,6,217.5,50,0,0,267.5,0,0,95674
-50,25,41.08,0,,,62,Rio Oso,2044,Month-to-Month,United States,6856-RAURS,Joined,0,0,Female,1,Fiber Optic,"38.954144, -121.482536",38.954144,-121.482536,0,74.9,1,0,0,,0,0,1,0,Credit Card,1,947,0,Q3,0,4,0,California,0,0,0,2,136.05,0,82.16,0,218.21,0,1,95674
-53,9,21.97,1,Dissatisfaction,Service dissatisfaction,77,Thornton,4539,Month-to-Month,United States,7005-CCBKV,Churned,0,0,Male,1,Fiber Optic,"38.157794, -121.520223",38.157794,-121.520223,0,84.4,0,0,0,,1,0,1,0,Bank Withdrawal,1,1472,0,Q3,0,3,0,California,1,1,0,6,556.35,0,131.82,0,688.17,0,1,95686
-46,22,24.66,1,Attitude,Attitude of service provider,69,Thornton,2455,Month-to-Month,United States,0362-ZBZWJ,Churned,0,0,Male,1,Fiber Optic,"38.157794, -121.520223",38.157794,-121.520223,0,84.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,1472,0,Q3,0,1,0,California,1,1,0,36,3067.2,0,887.76,0,3954.96,0,1,95686
-51,2,9.95,0,,,77,Thornton,4986,One Year,United States,5223-UZAVK,Stayed,0,0,Male,1,Fiber Optic,"38.157794, -121.520223",38.157794,-121.520223,0,100.3,0,0,0,Offer B,1,1,1,0,Credit Card,1,1472,0,Q3,0,5,0,California,1,1,1,64,6603.8,0,636.8,0,7240.6,0,1,95686
-19,0,26.64,0,,,56,Thornton,3904,Two Year,United States,1535-VTJOQ,Stayed,0,0,Female,0,,"38.157794, -121.520223",38.157794,-121.520223,0,25.15,1,0,0,,0,0,0,0,Credit Card,1,1472,0,Q3,0,5,0,California,0,0,0,24,553,0,639.36,0,1192.36,1,0,95686
-48,28,42.8,1,Other,Don't know,65,Dutch Flat,2140,Month-to-Month,United States,6376-GAHQE,Churned,0,0,Male,1,Fiber Optic,"39.197215, -120.83679",39.197215,-120.83679,0,77.85,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,350,0,Q3,0,2,0,California,0,0,1,4,299.2,10,171.2,0,480.4,0,0,95714
-28,85,26.16,1,Competitor,Competitor made better offer,91,Dutch Flat,2777,Month-to-Month,United States,0702-PGIBZ,Churned,0,0,Male,1,Fiber Optic,"39.197215, -120.83679",39.197215,-120.83679,0,101.7,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,350,0,Q3,0,2,0,California,1,1,1,4,364.55,0,104.64,1.48,467.71,1,1,95714
-43,0,47.31,0,,,57,Dutch Flat,3586,Two Year,United States,4652-ODEVH,Stayed,1,0,Male,0,,"39.197215, -120.83679",39.197215,-120.83679,1,24.45,1,3,10,,0,0,0,1,Mailed Check,1,350,0,Q3,1,5,0,California,0,0,0,45,1088.25,0,2128.95,0,3217.2,0,0,95714
-62,7,39,0,,,31,Dutch Flat,2499,Month-to-Month,United States,1319-YLZJG,Stayed,0,1,Male,1,Fiber Optic,"39.197215, -120.83679",39.197215,-120.83679,1,84.6,0,0,9,Offer D,1,1,1,1,Bank Withdrawal,1,350,0,Q3,1,4,0,California,0,0,0,12,959.9,0,468,0,1427.9,0,1,95714
-50,14,13.83,1,Other,Poor expertise of online support,65,Echo Lake,3662,Month-to-Month,United States,5052-PNLOS,Churned,0,1,Male,1,Fiber Optic,"38.851842, -120.076204",38.851842,-120.076204,0,105.35,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,69,0,Q3,0,3,0,California,1,1,1,3,323.25,0,41.49,0,364.74,0,1,95721
-47,7,34.64,0,,,29,Echo Lake,2452,Month-to-Month,United States,6439-LAJXL,Stayed,0,0,Male,1,DSL,"38.851842, -120.076204",38.851842,-120.076204,1,68.95,0,0,2,Offer E,1,1,1,1,Mailed Check,1,69,1,Q3,1,3,0,California,0,0,1,9,593.85,0,311.76,0,905.61,0,1,95721
-26,76,24.32,0,,,44,Echo Lake,4697,Two Year,United States,9298-WGMRW,Stayed,0,1,Female,1,Fiber Optic,"38.851842, -120.076204",38.851842,-120.076204,1,115.5,1,0,4,Offer A,1,1,1,1,Bank Withdrawal,1,69,1,Q3,1,3,0,California,1,1,1,72,8312.75,0,1751.04,0,10063.79,1,1,95721
-52,0,43.52,0,,,78,Echo Lake,4125,Two Year,United States,3777-XROBG,Stayed,1,0,Female,0,,"38.851842, -120.076204",38.851842,-120.076204,1,19.55,0,2,4,,0,0,0,1,Credit Card,1,69,0,Q3,1,4,0,California,0,0,0,58,1079.65,0,2524.16,0,3603.81,0,0,95721
-22,73,14.58,1,Dissatisfaction,Product dissatisfaction,80,Weimar,5094,Month-to-Month,United States,2386-LAHRK,Churned,0,0,Male,1,DSL,"39.00978, -120.978273",39.00978,-120.978273,0,53.5,0,0,0,,0,0,1,0,Mailed Check,1,31,0,Q3,0,1,0,California,0,0,1,1,53.5,0,14.58,0,68.08,1,1,95736
-61,6,23.28,0,,,25,Weimar,2449,One Year,United States,5777-KJIRB,Stayed,0,1,Female,1,Cable,"39.00978, -120.978273",39.00978,-120.978273,0,50.25,0,0,0,,0,0,1,0,Credit Card,1,31,0,Q3,0,5,0,California,0,0,0,40,2023.55,0,931.2,0,2954.75,0,1,95736
-31,0,23.43,0,,,57,Weimar,4626,Two Year,United States,8544-JNBOX,Stayed,0,0,Male,0,,"39.00978, -120.978273",39.00978,-120.978273,0,20.8,0,0,0,Offer A,0,0,1,0,Credit Card,1,31,0,Q3,0,5,0,California,0,0,0,72,1521.2,0,1686.96,0,3208.16,0,0,95736
-60,28,17.52,0,,,52,Weimar,3325,One Year,United States,2680-XKKNJ,Stayed,0,0,Female,1,DSL,"39.00978, -120.978273",39.00978,-120.978273,0,58.2,0,0,0,,1,1,0,0,Bank Withdrawal,1,31,1,Q3,0,4,0,California,0,0,0,8,469.25,30,140.16,0,639.41,0,0,95736
-21,69,3.61,1,Dissatisfaction,Network reliability,78,Sacramento,5476,Month-to-Month,United States,0516-WJVXC,Churned,0,0,Female,1,DSL,"38.556306, -121.495817",38.556306,-121.495817,0,54.2,0,0,0,,0,1,0,0,Bank Withdrawal,1,21313,1,Q3,0,1,0,California,0,0,0,5,308.25,0,18.05,0,326.3,1,1,95818
-51,0,34.87,0,,,58,Sacramento,5416,Month-to-Month,United States,1735-XMJVH,Stayed,1,0,Male,0,,"38.556306, -121.495817",38.556306,-121.495817,1,19.35,0,3,0,Offer E,0,0,1,1,Mailed Check,1,21313,0,Q3,0,3,0,California,0,0,0,8,152.6,0,278.96,0,431.56,0,0,95818
-47,0,22.83,0,,,70,Sacramento,4571,Two Year,United States,2072-ZVJJX,Stayed,0,0,Male,0,,"38.556306, -121.495817",38.556306,-121.495817,1,25.25,1,0,5,Offer A,0,0,0,1,Bank Withdrawal,1,21313,0,Q3,1,3,0,California,0,0,0,68,1728.2,0,1552.44,0,3280.64,0,0,95818
-56,6,0,0,,,31,Sacramento,5433,Month-to-Month,United States,4450-YOOHP,Stayed,0,1,Female,1,DSL,"38.556306, -121.495817",38.556306,-121.495817,0,50.65,0,0,0,,0,0,1,0,Credit Card,0,21313,0,Q3,0,4,0,California,1,1,1,39,1905.4,0,0,3.51,1901.89,0,1,95818
-47,23,3.07,1,Price,Lack of affordable download/upload speed,83,Sacramento,5055,Two Year,United States,8809-RIHDD,Churned,0,1,Male,1,Fiber Optic,"38.549185, -121.328386",38.549185,-121.328386,1,103.4,1,0,1,,1,0,1,1,Bank Withdrawal,1,19611,0,Q3,1,3,0,California,1,1,1,72,7372.65,0,221.04,0,7593.69,0,1,95827
-38,21,16.81,0,,,41,Sacramento,4616,Two Year,United States,3070-BDOQC,Stayed,0,1,Female,1,Fiber Optic,"38.549185, -121.328386",38.549185,-121.328386,0,99.65,0,0,0,,1,0,1,0,Bank Withdrawal,1,19611,0,Q3,0,4,0,California,1,1,1,60,5941.05,0,1008.6,0,6949.65,0,1,95827
-49,17,40.74,0,,,49,Sacramento,6423,Month-to-Month,United States,4001-TSBTV,Stayed,1,1,Female,1,Fiber Optic,"38.549185, -121.328386",38.549185,-121.328386,1,91.55,0,2,5,Offer B,1,0,1,1,Bank Withdrawal,1,19611,0,Q3,1,3,0,California,0,0,1,58,5511.65,0,2362.92,0,7874.57,0,1,95827
-55,29,0,0,,,41,Sacramento,5137,One Year,United States,8224-UAXBZ,Stayed,0,0,Female,1,DSL,"38.549185, -121.328386",38.549185,-121.328386,1,45.35,0,0,7,,1,1,1,1,Bank Withdrawal,0,19611,0,Q3,1,3,0,California,0,0,1,58,2540.1,0,0,4.08,2536.02,0,1,95827
-64,11,0,1,Other,Don't know,95,Chico,4268,Month-to-Month,United States,1142-WACZW,Churned,0,0,Male,1,Cable,"39.745712, -121.84333",39.745712,-121.84333,0,29.85,0,0,0,,0,0,0,0,Bank Withdrawal,0,35808,1,Q3,0,2,0,California,0,0,0,2,75.6,0,0,0,75.6,0,1,95926
-49,2,32.43,0,,,49,Chico,6161,One Year,United States,5035-PGZXH,Stayed,0,1,Female,1,Fiber Optic,"39.745712, -121.84333",39.745712,-121.84333,0,106.8,1,0,0,,1,0,1,0,Bank Withdrawal,1,35808,0,Q3,0,3,0,California,1,1,1,56,5914.4,30,1816.08,0,7760.48,0,0,95926
-51,0,31.06,0,,,44,Chico,3985,Month-to-Month,United States,7808-DVWEP,Joined,0,0,Male,0,,"39.745712, -121.84333",39.745712,-121.84333,1,20,0,0,3,,0,0,0,1,Bank Withdrawal,1,35808,0,Q3,1,3,0,California,0,0,0,3,49.65,0,93.18,0,142.83,0,0,95926
-56,0,43.83,0,,,54,Chico,4883,Month-to-Month,United States,7727-SHVZV,Stayed,0,0,Female,0,,"39.745712, -121.84333",39.745712,-121.84333,0,19.5,0,0,0,,0,0,0,0,Bank Withdrawal,1,35808,0,Q3,0,4,0,California,0,0,0,9,150.35,0,394.47,0,544.82,0,0,95926
-36,17,24.09,1,Other,Moved,90,Downieville,4580,Month-to-Month,United States,2919-HBCJO,Churned,0,0,Female,1,Fiber Optic,"39.578792, -120.780786",39.578792,-120.780786,0,76.65,0,0,0,,1,0,1,0,Bank Withdrawal,1,404,0,Q3,0,1,0,California,0,0,0,4,333.6,0,96.36,0,429.96,0,1,95936
-20,52,8.48,0,,,57,Downieville,2278,Month-to-Month,United States,6416-YJTTB,Stayed,0,1,Male,1,Fiber Optic,"39.578792, -120.780786",39.578792,-120.780786,0,79.5,0,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,404,0,Q3,0,4,0,California,0,0,0,11,795.65,0,93.28,0,888.93,1,1,95936
-56,29,5.81,0,,,72,Downieville,6254,Two Year,United States,3892-NXAZG,Stayed,1,1,Male,1,Fiber Optic,"39.578792, -120.780786",39.578792,-120.780786,1,114.05,1,1,4,Offer A,1,1,1,1,Credit Card,1,404,1,Q3,1,4,0,California,1,1,1,72,8289.2,0,418.32,0,8707.52,0,1,95936
-35,0,17.94,0,,,79,Downieville,3718,Month-to-Month,United States,7601-WFVZV,Joined,0,0,Male,0,,"39.578792, -120.780786",39.578792,-120.780786,0,19.55,0,0,0,Offer E,0,0,0,0,Credit Card,1,404,0,Q3,0,4,0,California,0,0,0,1,19.55,0,17.94,0,37.49,0,0,95936
-40,14,38.37,1,Competitor,Competitor had better devices,75,Rough And Ready,6216,Month-to-Month,United States,2834-SPCJV,Churned,0,0,Male,1,Fiber Optic,"39.225634, -121.156163",39.225634,-121.156163,1,84.1,0,0,1,,0,1,0,1,Bank Withdrawal,1,1601,0,Q3,1,1,0,California,0,0,1,52,4348.65,0,1995.24,0,6343.89,0,1,95975
-32,7,10.38,1,Price,Extra data charges,77,Rough And Ready,4390,Month-to-Month,United States,5419-JPRRN,Churned,0,1,Male,1,Fiber Optic,"39.225634, -121.156163",39.225634,-121.156163,0,101.45,1,0,0,,0,0,1,0,Bank Withdrawal,1,1601,0,Q3,0,1,0,California,1,1,1,1,101.45,0,10.38,0,111.83,0,1,95975
-52,28,17.01,0,,,70,Rough And Ready,2813,Month-to-Month,United States,2984-AFWNC,Joined,0,0,Female,1,Fiber Optic,"39.225634, -121.156163",39.225634,-121.156163,0,95.4,0,0,0,,1,0,0,0,Bank Withdrawal,1,1601,0,Q3,0,3,0,California,1,1,1,3,293.15,0,51.03,0,344.18,0,1,95975
-48,25,14.18,0,,,59,Rough And Ready,4544,Two Year,United States,0536-ESJEP,Stayed,0,0,Male,1,DSL,"39.225634, -121.156163",39.225634,-121.156163,1,74.55,0,0,8,,1,1,1,1,Bank Withdrawal,1,1601,0,Q3,1,4,0,California,1,1,1,54,4191.45,0,765.72,0,4957.17,0,1,95975
-22,76,35.04,1,Competitor,Competitor offered more data,94,Bieber,5922,One Year,United States,3523-QRQLL,Churned,0,0,Female,1,DSL,"41.083464, -121.107929",41.083464,-121.107929,1,69.5,0,0,1,,1,0,1,1,Bank Withdrawal,1,595,0,Q3,1,2,0,California,1,1,1,22,1498.2,0,770.88,49.57,2219.51,1,1,96009
-52,21,48.75,0,,,30,Bieber,5882,Two Year,United States,5193-QLVZB,Stayed,0,1,Male,1,Fiber Optic,"41.083464, -121.107929",41.083464,-121.107929,0,104.75,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,595,0,Q3,0,5,0,California,1,1,1,63,6536.5,0,3071.25,0,9607.75,0,1,96009
-50,8,0,0,,,59,Bieber,5622,One Year,United States,8190-ZTQFB,Stayed,0,1,Male,1,Cable,"41.083464, -121.107929",41.083464,-121.107929,0,51.35,0,0,0,,0,0,1,0,Bank Withdrawal,0,595,0,Q3,0,5,0,California,1,1,1,41,2075.1,80,0,0,2155.1,0,0,96009
-23,73,25.46,0,,,68,Bieber,5027,One Year,United States,4753-PADAS,Stayed,0,1,Female,1,Fiber Optic,"41.083464, -121.107929",41.083464,-121.107929,1,105.7,1,0,2,Offer A,1,0,1,1,Bank Withdrawal,1,595,0,Q3,1,4,0,California,1,1,1,67,6816.95,0,1705.82,0,8522.77,1,1,96009
-45,28,38.81,1,Attitude,Attitude of support person,80,Oak Run,5737,Month-to-Month,United States,0461-CVKMU,Churned,0,1,Female,1,Fiber Optic,"40.689243, -122.037023",40.689243,-122.037023,1,83.8,0,0,0,,1,0,0,1,Bank Withdrawal,1,829,1,Q3,0,1,0,California,0,0,0,23,1900.25,0,892.63,0,2792.88,0,1,96069
-49,22,26.14,1,Price,Lack of affordable download/upload speed,71,Oak Run,3065,Month-to-Month,United States,5909-ECHUI,Churned,0,0,Female,1,DSL,"40.689243, -122.037023",40.689243,-122.037023,0,56.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,829,0,Q3,0,1,0,California,1,1,0,1,56.25,0,26.14,0,82.39,0,1,96069
-41,0,39.04,0,,,63,Oak Run,5279,Month-to-Month,United States,0620-XEFWH,Stayed,1,0,Male,0,,"40.689243, -122.037023",40.689243,-122.037023,1,18.85,0,1,1,Offer E,0,0,0,1,Credit Card,1,829,0,Q3,1,4,0,California,0,0,0,4,84.2,0,156.16,0,240.36,0,0,96069
-59,16,0,0,,,78,Oak Run,5825,Month-to-Month,United States,2533-TIBIX,Stayed,1,0,Male,1,Cable,"40.689243, -122.037023",40.689243,-122.037023,1,30.2,0,2,8,,0,1,1,1,Bank Withdrawal,0,829,0,Q3,1,4,0,California,0,0,0,15,469.65,0,0,0,469.65,0,1,96069
-25,51,22.77,1,Dissatisfaction,Network reliability,78,Old Station,5698,Month-to-Month,United States,8806-EAGWC,Churned,0,0,Male,1,DSL,"40.656287, -121.428965",40.656287,-121.428965,0,55.15,0,0,0,Offer E,0,0,0,0,Credit Card,1,182,0,Q3,0,2,0,California,0,1,1,3,159.15,0,68.31,0,227.46,1,1,96071
-62,27,0,1,Competitor,Competitor had better devices,76,Old Station,2088,Month-to-Month,United States,8993-PHFWD,Churned,0,0,Female,1,DSL,"40.656287, -121.428965",40.656287,-121.428965,0,25.25,0,0,0,,0,0,0,0,Bank Withdrawal,0,182,0,Q3,0,1,0,California,0,0,0,3,58.9,0,0,0,58.9,0,1,96071
-27,59,21.83,1,Price,Long distance charges,69,Old Station,3584,Month-to-Month,United States,1309-BXVOQ,Churned,0,1,Male,1,Fiber Optic,"40.656287, -121.428965",40.656287,-121.428965,1,106.1,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,182,1,Q3,1,1,0,California,1,1,1,21,2249.95,0,458.43,0,2708.38,1,1,96071
-51,0,2.83,0,,,46,Old Station,4535,Two Year,United States,6485-QXWWE,Stayed,1,0,Female,0,,"40.656287, -121.428965",40.656287,-121.428965,0,26,1,3,0,Offer B,0,0,0,0,Bank Withdrawal,1,182,0,Q3,0,3,0,California,0,0,0,62,1638.7,0,175.46,0,1814.16,0,0,96071
-39,4,40.78,1,Price,Extra data charges,91,Whitmore,3358,Month-to-Month,United States,5498-TXHLF,Churned,0,1,Female,1,Fiber Optic,"40.637105, -121.906949",40.637105,-121.906949,1,87.45,1,0,1,,0,0,0,1,Bank Withdrawal,1,843,0,Q3,1,3,0,California,0,0,1,34,2874.15,0,1386.52,0,4260.67,0,1,96096
-40,10,9.53,0,,,75,Whitmore,4994,Two Year,United States,3399-BMLVW,Stayed,0,0,Male,1,DSL,"40.637105, -121.906949",40.637105,-121.906949,1,60.5,0,0,5,Offer B,1,1,0,1,Credit Card,1,843,1,Q3,1,3,0,California,0,0,0,51,3121.45,0,486.03,0,3607.48,0,1,96096
-61,30,21.84,0,,,25,Whitmore,4703,Two Year,United States,0562-FGDCR,Stayed,1,0,Female,1,DSL,"40.637105, -121.906949",40.637105,-121.906949,1,74.55,1,3,9,,1,1,0,1,Credit Card,1,843,1,Q3,1,3,0,California,0,0,1,72,5430.65,0,1572.48,0,7003.13,0,1,96096
-21,71,40.77,0,,,40,Whitmore,6116,Two Year,United States,3795-CAWEX,Stayed,1,1,Male,1,Fiber Optic,"40.637105, -121.906949",40.637105,-121.906949,1,116.55,1,2,5,Offer A,1,1,1,1,Credit Card,1,843,1,Q3,1,3,0,California,1,1,1,70,8152.3,0,2853.9,0,11006.2,1,1,96096
-36,16,11.24,1,Price,Price too high,73,Blairsden Graeagle,2663,Month-to-Month,United States,9722-UJOJR,Churned,0,0,Male,1,Fiber Optic,"39.783747, -120.661032",39.783747,-120.661032,1,70.75,0,0,1,,0,0,1,1,Bank Withdrawal,1,1839,0,Q3,1,1,0,California,0,0,0,29,1974.8,0,325.96,0,2300.76,0,1,96103
-31,0,36.52,0,,,73,Blairsden Graeagle,4136,Month-to-Month,United States,3374-PZLXD,Stayed,0,0,Male,0,,"39.783747, -120.661032",39.783747,-120.661032,0,19.7,0,0,0,Offer C,0,0,0,0,Credit Card,1,1839,0,Q3,0,3,0,California,0,0,0,34,675.6,0,1241.68,0,1917.28,0,0,96103
-48,0,39.87,0,,,35,Blairsden Graeagle,3195,Month-to-Month,United States,6040-CGACY,Stayed,0,0,Female,0,,"39.783747, -120.661032",39.783747,-120.661032,0,19.6,0,0,0,,0,0,0,0,Credit Card,1,1839,0,Q3,0,5,0,California,0,0,0,15,299.4,0,598.05,0,897.45,0,0,96103
-19,0,13.21,0,,,58,Blairsden Graeagle,3598,Two Year,United States,2229-DPMBI,Stayed,1,0,Female,0,,"39.783747, -120.661032",39.783747,-120.661032,1,19.5,0,2,10,,0,0,0,1,Credit Card,1,1839,0,Q3,1,5,0,California,0,0,0,8,162.15,0,105.68,0,267.83,1,0,96103
-31,28,9.81,1,Dissatisfaction,Service dissatisfaction,83,Eagleville,5574,Month-to-Month,United States,6772-KSATR,Churned,0,0,Male,1,Fiber Optic,"41.280341, -120.150381",41.280341,-120.150381,0,81.7,1,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,132,0,Q3,0,1,0,California,0,0,0,1,81.7,0,9.81,0,91.51,0,1,96110
-47,2,0,1,Price,Price too high,70,Eagleville,3351,Month-to-Month,United States,5378-IKEEG,Churned,0,0,Female,1,Cable,"41.280341, -120.150381",41.280341,-120.150381,0,35.75,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,132,0,Q3,0,3,0,California,0,0,1,1,35.75,0,0,0,35.75,0,1,96110
-51,27,0,0,,,22,Eagleville,4998,Month-to-Month,United States,6022-KOUQO,Joined,1,0,Female,1,Cable,"41.280341, -120.150381",41.280341,-120.150381,1,29.05,0,2,4,Offer E,0,0,0,1,Bank Withdrawal,0,132,1,Q3,1,4,0,California,0,0,0,2,44.75,0,0,0,44.75,0,1,96110
-39,0,12.68,0,,,24,Eagleville,5074,Month-to-Month,United States,2342-CKIAO,Joined,0,0,Female,0,,"41.280341, -120.150381",41.280341,-120.150381,0,20.3,0,0,0,,0,0,0,0,Credit Card,1,132,0,Q3,0,5,0,California,0,0,0,2,41.2,0,25.36,0,66.56,0,0,96110
-37,23,28.84,1,Attitude,Attitude of support person,91,Fort Bidwell,5647,Month-to-Month,United States,7112-OPOTK,Churned,0,0,Male,1,Fiber Optic,"41.932207, -120.135941",41.932207,-120.135941,0,68.25,0,0,0,,0,0,0,0,Bank Withdrawal,1,231,0,Q3,0,2,0,California,0,0,0,33,2171.15,0,951.72,0,3122.87,0,1,96112
-27,71,4.01,0,,,22,Fort Bidwell,4576,One Year,United States,5966-EMAZU,Stayed,0,1,Male,1,Fiber Optic,"41.932207, -120.135941",41.932207,-120.135941,1,108.5,1,0,1,Offer B,0,1,1,1,Credit Card,1,231,1,Q3,1,3,0,California,1,1,1,64,6880.85,0,256.64,0,7137.49,1,1,96112
-50,25,38.58,0,,,70,Fort Bidwell,6466,Two Year,United States,6953-PBDIN,Stayed,0,1,Male,1,DSL,"41.932207, -120.135941",41.932207,-120.135941,1,72.95,1,0,4,Offer A,1,0,0,1,Bank Withdrawal,1,231,1,Q3,1,4,0,California,0,0,1,70,5265.55,60,2700.6,0,8026.15,0,0,96112
-29,51,5.93,1,Other,Poor expertise of online support,73,Sierraville,4072,One Year,United States,5828-AVIPD,Churned,0,0,Male,1,Fiber Optic,"39.559709, -120.345639",39.559709,-120.345639,1,100.95,1,0,1,,0,0,1,1,Bank Withdrawal,1,227,1,Q3,1,3,0,California,1,1,1,19,1875.55,0,112.67,0,1988.22,1,1,96126
-56,27,37.72,1,Other,Don't know,74,Sierraville,2320,Month-to-Month,United States,5832-XKAES,Churned,0,0,Male,1,Fiber Optic,"39.559709, -120.345639",39.559709,-120.345639,0,69.8,0,0,0,Offer E,0,0,1,0,Credit Card,1,227,0,Q3,0,1,0,California,0,0,0,2,134.7,0,75.44,0,210.14,0,1,96126
-58,17,29.51,0,,,67,Sierraville,2754,One Year,United States,2988-PLAHS,Joined,0,1,Female,1,Cable,"39.559709, -120.345639",39.559709,-120.345639,0,69.95,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,227,0,Q3,0,5,0,California,1,1,1,3,220.45,30,88.53,0,338.98,0,0,96126
-24,0,49.51,0,,,69,Sierraville,4480,Month-to-Month,United States,9975-SKRNR,Joined,0,0,Male,0,,"39.559709, -120.345639",39.559709,-120.345639,0,18.9,0,0,0,Offer E,0,0,0,0,Credit Card,1,227,0,Q3,0,4,0,California,0,0,0,1,18.9,0,49.51,0,68.41,1,0,96126
-46,19,16.55,1,Other,Don't know,92,Westwood,4779,Month-to-Month,United States,1086-LXKFY,Churned,0,0,Female,1,Fiber Optic,"40.271535, -121.018087",40.271535,-121.018087,1,69.1,0,0,1,Offer E,0,0,1,1,Credit Card,1,4158,0,Q3,1,1,0,California,0,0,0,1,69.1,0,16.55,0,85.65,0,1,96137
-25,59,21.62,1,Dissatisfaction,Limited range of services,88,Westwood,3591,Month-to-Month,United States,2612-RRIDN,Churned,0,0,Male,1,Fiber Optic,"40.271535, -121.018087",40.271535,-121.018087,0,81,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,4158,0,Q3,0,2,0,California,0,1,1,4,340.85,50,86.48,0,477.33,1,0,96137
-46,0,5.69,0,,,59,Westwood,2712,Month-to-Month,United States,1498-DQNRX,Stayed,0,0,Female,0,,"40.271535, -121.018087",40.271535,-121.018087,1,19.85,0,0,0,,0,0,0,1,Mailed Check,1,4158,0,Q3,0,4,0,California,0,0,0,29,573.05,0,165.01,0,738.06,0,0,96137
-61,3,6.45,0,,,54,Westwood,5741,Two Year,United States,6169-PGNCD,Stayed,0,1,Female,1,DSL,"40.271535, -121.018087",40.271535,-121.018087,0,74.3,0,0,0,,1,1,1,0,Credit Card,1,4158,1,Q3,0,4,0,California,0,0,1,57,4166.35,0,367.65,0,4534,0,1,96137
-53,30,9.27,1,Dissatisfaction,Poor expertise of phone support,65,South Lake Tahoe,5387,One Year,United States,7774-OJSXI,Churned,0,1,Male,1,Fiber Optic,"38.911577, -120.106169",38.911577,-120.106169,0,103.45,1,0,0,,1,0,1,0,Bank Withdrawal,1,33038,0,Q3,0,3,0,California,1,1,1,31,3066.45,0,287.37,0,3353.82,0,1,96150
-47,6,1.13,1,Price,Price too high,80,South Lake Tahoe,5086,Month-to-Month,United States,9725-SCPZG,Churned,0,0,Male,1,Fiber Optic,"38.911577, -120.106169",38.911577,-120.106169,0,90.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,33038,0,Q3,0,3,0,California,1,1,1,1,90.85,0,1.13,0,91.98,0,1,96150
-46,30,0,1,Dissatisfaction,Service dissatisfaction,69,Los Angeles,3797,Month-to-Month,United States,5016-ETTFF,Churned,0,1,Male,1,DSL,"34.028331, -118.354338",34.028331,-118.354338,0,29.5,0,0,0,Offer D,0,0,0,0,Credit Card,0,46984,0,Q3,0,3,0,California,0,0,0,10,255.25,40,0,0,295.25,0,0,90016
-27,48,10.4,0,,,75,Los Angeles,5822,Month-to-Month,United States,5129-JLPIS,Stayed,0,1,Male,1,Fiber Optic,"34.028331, -118.354338",34.028331,-118.354338,0,105.5,0,0,0,,0,1,1,0,Bank Withdrawal,1,46984,1,Q3,0,3,0,California,1,1,1,25,2686.05,0,260,0,2946.05,1,1,90016
-41,0,15.86,0,,,37,Los Angeles,2653,Two Year,United States,8388-DMKAE,Stayed,0,0,Female,0,,"34.028331, -118.354338",34.028331,-118.354338,0,20.25,0,0,0,Offer E,0,0,0,0,Mailed Check,1,46984,0,Q3,0,5,0,California,0,0,0,8,174.65,0,126.88,0,301.53,0,0,90016
-23,48,0,0,,,26,Los Angeles,4665,One Year,United States,9795-VOWON,Stayed,0,0,Male,1,Cable,"34.028331, -118.354338",34.028331,-118.354338,0,24.35,0,0,0,Offer E,0,0,1,0,Credit Card,0,46984,0,Q3,0,4,0,California,0,0,0,7,150.85,0,0,0,150.85,1,1,90016
-64,10,26.93,1,Attitude,Attitude of support person,72,Los Angeles,3257,Month-to-Month,United States,3866-MDTUB,Churned,0,0,Female,1,DSL,"34.052842, -118.264495",34.052842,-118.264495,0,70.75,0,0,0,,0,1,1,0,Bank Withdrawal,1,20692,0,Q3,0,1,0,California,1,1,1,2,146.9,0,53.86,0,200.76,0,1,90017
-48,3,33.23,0,,,43,Los Angeles,5141,Two Year,United States,3655-SNQYZ,Stayed,0,1,Female,1,Fiber Optic,"34.052842, -118.264495",34.052842,-118.264495,1,113.25,1,0,7,Offer A,1,1,0,1,Credit Card,1,20692,1,Q3,1,4,0,California,1,1,1,69,7895.15,0,2292.87,0,10188.02,0,1,90017
-40,0,33.5,0,,,22,Los Angeles,4527,One Year,United States,4403-BWPAY,Stayed,0,0,Male,0,,"34.052842, -118.264495",34.052842,-118.264495,0,24.8,1,0,0,,0,0,1,0,Credit Card,1,20692,0,Q3,0,4,0,California,0,0,0,14,321.7,0,469,0,790.7,0,0,90017
-49,0,10.67,0,,,28,Los Angeles,2386,Month-to-Month,United States,1237-WIYYZ,Stayed,0,0,Female,0,,"34.052842, -118.264495",34.052842,-118.264495,0,19.55,0,0,0,Offer D,0,0,1,0,Credit Card,1,20692,0,Q3,0,4,0,California,0,0,0,18,389.25,0,192.06,0,581.31,0,0,90017
-39,21,48.22,1,Price,Extra data charges,73,Los Angeles,3017,Month-to-Month,United States,7593-XFKDI,Churned,0,0,Male,1,DSL,"34.085807, -118.206617",34.085807,-118.206617,0,46.3,0,0,0,,0,0,0,0,Credit Card,1,38415,0,Q3,0,1,0,California,0,0,0,1,46.3,0,48.22,0,94.52,0,1,90031
-36,28,10.92,0,,,21,Los Angeles,5974,Two Year,United States,5248-YGIJN,Stayed,0,1,Male,1,DSL,"34.085807, -118.206617",34.085807,-118.206617,1,90.25,1,0,9,,1,1,1,1,Credit Card,1,38415,1,Q3,1,3,0,California,1,1,1,72,6369.45,0,786.24,0,7155.69,0,1,90031
-64,0,32.93,0,,,78,Los Angeles,5623,One Year,United States,5451-MHQOF,Stayed,0,0,Male,0,,"34.085807, -118.206617",34.085807,-118.206617,1,24.45,1,0,7,,0,0,1,1,Mailed Check,1,38415,0,Q3,1,3,0,California,0,0,0,56,1431.65,0,1844.08,0,3275.73,0,0,90031
-27,26,22.08,0,,,80,Los Angeles,3048,Month-to-Month,United States,5236-XMZJY,Stayed,0,1,Female,1,Cable,"34.085807, -118.206617",34.085807,-118.206617,0,59.65,0,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,38415,0,Q3,0,3,0,California,0,0,0,42,2536.55,0,927.36,0,3463.91,1,1,90031
-42,26,26.37,0,,,36,Los Angeles,5496,One Year,United States,3468-DRVQJ,Stayed,1,0,Female,1,Cable,"34.085807, -118.206617",34.085807,-118.206617,1,70.3,1,1,5,,1,1,0,1,Bank Withdrawal,1,38415,0,Q3,1,4,0,California,0,0,1,10,676.15,0,263.7,0,939.85,0,1,90031
-28,85,29.24,1,Attitude,Attitude of support person,90,Los Angeles,4231,Month-to-Month,United States,6347-DCUIK,Churned,0,0,Male,1,Fiber Optic,"33.988543, -118.334081",33.988543,-118.334081,0,74.15,1,0,0,Offer D,0,0,1,0,Credit Card,1,44764,0,Q3,0,1,0,California,0,1,0,10,811.8,0,292.4,0,1104.2,1,1,90043
-53,7,26.17,0,,,22,Los Angeles,2392,One Year,United States,8865-TNMNX,Stayed,0,0,Male,1,DSL,"33.988543, -118.334081",33.988543,-118.334081,1,49.55,0,0,6,Offer D,1,0,0,1,Credit Card,1,44764,0,Q3,1,3,0,California,0,0,0,10,475.7,0,261.7,0,737.4,0,1,90043
-27,48,0,0,,,21,Los Angeles,4259,One Year,United States,1696-MZVAU,Stayed,0,0,Male,1,DSL,"33.988543, -118.334081",33.988543,-118.334081,1,25.25,0,0,8,,0,0,1,1,Credit Card,0,44764,0,Q3,1,3,0,California,0,0,0,39,947.75,0,0,0,947.75,1,1,90043
-56,3,45.67,0,,,75,Los Angeles,2831,Two Year,United States,3557-HTYWR,Stayed,0,0,Female,1,DSL,"33.988543, -118.334081",33.988543,-118.334081,0,74.05,1,0,0,,1,1,0,0,Credit Card,1,44764,1,Q3,0,4,0,California,1,1,0,47,3496.3,0,2146.49,0,5642.79,0,1,90043
-31,0,14.79,0,,,43,Los Angeles,2698,Month-to-Month,United States,2164-SOQXL,Stayed,1,0,Female,0,,"33.988543, -118.334081",33.988543,-118.334081,1,20.05,0,2,10,,0,0,0,1,Credit Card,1,44764,0,Q3,1,3,0,California,0,0,0,20,406.05,0,295.8,0,701.85,0,0,90043
-43,26,31.08,1,Dissatisfaction,Network reliability,84,Los Angeles,5286,Month-to-Month,United States,0897-FEGMU,Churned,0,1,Female,1,Fiber Optic,"34.072945, -118.37267",34.072945,-118.37267,1,99.5,1,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,21739,0,Q3,1,3,0,California,1,1,1,11,1056.95,0,341.88,0,1398.83,0,1,90048
-55,23,4.3,1,Competitor,Competitor offered more data,73,Los Angeles,4539,Month-to-Month,United States,8292-TYSPY,Churned,0,1,Male,1,Cable,"34.072945, -118.37267",34.072945,-118.37267,0,55,0,0,0,Offer D,0,0,1,0,Credit Card,1,21739,1,Q3,0,2,0,California,0,0,0,19,1046.5,30,81.7,0,1158.2,0,0,90048
-49,24,27.2,0,,,71,Los Angeles,6434,Month-to-Month,United States,3714-NTNFO,Stayed,0,0,Female,1,Fiber Optic,"34.072945, -118.37267",34.072945,-118.37267,0,84.5,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,21739,0,Q3,0,5,0,California,1,1,0,49,3906.7,0,1332.8,0,5239.5,0,1,90048
-58,30,6.33,0,,,64,Los Angeles,4626,Two Year,United States,3795-GWTRD,Stayed,0,1,Female,1,Cable,"34.072945, -118.37267",34.072945,-118.37267,1,75.55,0,0,7,,1,1,0,1,Credit Card,1,21739,1,Q3,1,4,0,California,0,0,1,63,4707.85,0,398.79,0,5106.64,0,1,90048
-35,14,0,0,,,67,Los Angeles,5463,Month-to-Month,United States,8799-OXZMD,Stayed,0,1,Female,1,DSL,"34.072945, -118.37267",34.072945,-118.37267,0,29.75,0,0,0,Offer C,0,0,1,0,Credit Card,0,21739,0,Q3,0,5,0,California,0,0,0,28,790.7,0,0,0,790.7,0,1,90048
-44,10,8.77,1,Other,Don't know,90,Los Angeles,4773,Month-to-Month,United States,7663-RGWBC,Churned,0,0,Male,1,DSL,"34.091829, -118.491244",34.091829,-118.491244,0,44.15,0,0,0,,0,0,1,0,Credit Card,1,33523,0,Q3,0,1,0,California,0,0,0,1,44.15,0,8.77,0,52.92,0,1,90049
-62,11,22.61,1,Competitor,Competitor offered higher download speeds,74,Los Angeles,3887,Month-to-Month,United States,1925-TIBLE,Churned,0,0,Female,1,Fiber Optic,"34.091829, -118.491244",34.091829,-118.491244,1,86.5,1,0,1,,0,0,1,1,Bank Withdrawal,1,33523,0,Q3,1,1,0,California,0,0,1,7,582.5,20,158.27,0,760.77,0,0,90049
-22,71,40.75,0,,,57,Los Angeles,3805,Month-to-Month,United States,5948-UJZLF,Joined,0,0,Male,1,DSL,"34.091829, -118.491244",34.091829,-118.491244,0,49.25,0,0,0,,1,0,0,0,Credit Card,1,33523,0,Q3,0,5,0,California,0,0,0,2,97,0,81.5,0,178.5,1,1,90049
-40,75,33.67,0,,,43,Los Angeles,5952,Two Year,United States,1298-PHBTI,Stayed,1,0,Male,1,Fiber Optic,"34.091829, -118.491244",34.091829,-118.491244,1,84.8,1,3,9,,1,0,1,1,Bank Withdrawal,1,33523,1,Q3,1,3,0,California,0,0,0,71,6152.4,0,2390.57,0,8542.97,0,1,90049
-19,59,0,0,,,73,Los Angeles,4479,Two Year,United States,0567-XRHCU,Stayed,1,1,Female,1,DSL,"34.091829, -118.491244",34.091829,-118.491244,1,43.95,0,1,7,,0,1,1,1,Credit Card,0,33523,0,Q3,1,3,0,California,1,1,0,69,2960.1,0,0,0,2960.1,1,1,90049
-22,27,31.03,1,Price,Price too high,91,Los Angeles,2318,Month-to-Month,United States,9124-LHCJQ,Churned,0,0,Female,1,Fiber Optic,"34.061918, -118.277939",34.061918,-118.277939,0,85.45,1,0,0,,0,0,1,0,Credit Card,1,44004,0,Q3,0,1,0,California,1,1,0,1,85.45,0,31.03,0,116.48,1,1,90057
-23,73,29.16,0,,,49,Los Angeles,4142,Two Year,United States,7639-LIAYI,Stayed,0,0,Male,1,Cable,"34.061918, -118.277939",34.061918,-118.277939,0,79.75,1,0,0,Offer B,0,1,1,0,Credit Card,1,44004,1,Q3,0,4,0,California,1,1,1,52,4217.8,0,1516.32,0,5734.12,1,1,90057
-27,0,6.61,0,,,72,Los Angeles,4342,Two Year,United States,6961-MJKBO,Stayed,0,0,Male,0,,"34.061918, -118.277939",34.061918,-118.277939,0,20.45,0,0,0,,0,0,0,0,Bank Withdrawal,1,44004,0,Q3,0,4,0,California,0,0,0,47,943,0,310.67,0,1253.67,1,0,90057
-41,21,8.6,0,,,55,Los Angeles,5455,Month-to-Month,United States,2067-QYTCF,Stayed,0,1,Female,1,Fiber Optic,"34.061918, -118.277939",34.061918,-118.277939,1,111.15,1,0,4,,1,0,1,1,Bank Withdrawal,1,44004,1,Q3,1,4,0,California,1,1,1,64,6953.4,0,550.4,0,7503.8,0,1,90057
-39,0,11.86,0,,,66,Los Angeles,5019,Two Year,United States,4779-ZGICK,Stayed,1,0,Male,0,,"34.061918, -118.277939",34.061918,-118.277939,1,23.55,1,1,0,Offer B,0,0,0,1,Credit Card,1,44004,0,Q3,0,3,0,California,0,0,0,48,1173.35,0,569.28,0,1742.63,0,0,90057
-57,16,1.21,1,Dissatisfaction,Limited range of services,91,Los Angeles,3769,Month-to-Month,United States,5519-YLDGW,Churned,0,1,Female,1,Fiber Optic,"34.052917, -118.255178",34.052917,-118.255178,1,103.9,1,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,21,0,Q3,1,1,0,California,1,1,1,21,2254.2,0,25.41,0,2279.61,0,1,90071
-57,0,6.17,1,Price,Long distance charges,91,Los Angeles,3799,Month-to-Month,United States,4140-WJAWW,Churned,0,0,Female,0,,"34.052917, -118.255178",34.052917,-118.255178,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,21,0,Q3,0,1,0,California,0,0,0,5,108.05,0,30.85,0,138.9,0,0,90071
-34,14,38.15,0,,,70,Los Angeles,4488,Month-to-Month,United States,0434-CSFON,Stayed,0,1,Female,1,Fiber Optic,"34.052917, -118.255178",34.052917,-118.255178,1,100.5,1,0,3,Offer B,0,0,1,1,Bank Withdrawal,1,21,0,Q3,1,3,0,California,1,1,1,47,4707.1,0,1793.05,0,6500.15,0,1,90071
-28,69,39.35,0,,,55,Los Angeles,5481,One Year,United States,6303-KFWSL,Stayed,0,0,Female,1,DSL,"34.052917, -118.255178",34.052917,-118.255178,0,55.25,1,0,0,,1,0,1,0,Bank Withdrawal,1,21,0,Q3,0,4,0,California,0,0,0,29,1620.2,0,1141.15,0,2761.35,1,1,90071
-22,27,23.95,0,,,47,Los Angeles,2511,Month-to-Month,United States,2832-KJCRD,Stayed,0,1,Female,1,Fiber Optic,"34.052917, -118.255178",34.052917,-118.255178,0,103.65,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,21,1,Q3,0,5,0,California,1,1,1,38,3988.5,140,910.1,0,5038.6,1,0,90071
-35,0,29.01,1,Attitude,Attitude of support person,69,Compton,5638,Month-to-Month,United States,4946-EDSEW,Churned,1,0,Female,0,,"33.885811, -118.206459",33.885811,-118.206459,1,19.25,0,3,1,Offer D,0,0,1,1,Credit Card,1,51387,0,Q3,1,1,0,California,0,0,0,11,180.3,0,319.11,0,499.41,0,0,90221
-57,11,15.92,1,Dissatisfaction,Service dissatisfaction,88,Compton,5963,Month-to-Month,United States,6653-CBBOM,Churned,0,0,Female,1,Fiber Optic,"33.885811, -118.206459",33.885811,-118.206459,0,70.3,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,51387,0,Q3,0,1,0,California,0,0,0,1,70.3,0,15.92,0,86.22,0,1,90221
-61,27,25.57,0,,,78,Compton,4984,Two Year,United States,3410-YOQBQ,Stayed,0,1,Female,1,DSL,"33.885811, -118.206459",33.885811,-118.206459,0,79.2,0,0,0,,1,0,0,0,Credit Card,1,51387,1,Q3,0,5,0,California,1,1,1,31,2497.2,70,792.67,0,3359.87,0,0,90221
-42,28,12.66,0,,,70,Compton,5653,Month-to-Month,United States,2081-VEYEH,Joined,0,1,Male,1,Fiber Optic,"33.885811, -118.206459",33.885811,-118.206459,0,107.95,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,51387,1,Q3,0,3,0,California,1,1,1,3,318.6,0,37.98,0,356.58,0,1,90221
-55,9,29.27,0,,,71,Compton,3566,One Year,United States,4186-ZBUEW,Stayed,0,0,Female,1,DSL,"33.885811, -118.206459",33.885811,-118.206459,0,70.7,1,0,0,Offer C,1,0,1,0,Credit Card,1,51387,1,Q3,0,3,0,California,1,1,0,36,2511.95,60,1053.72,0,3625.67,0,0,90221
-39,25,44.71,1,Attitude,Attitude of support person,89,Lawndale,2577,Month-to-Month,United States,7526-BEZQB,Churned,0,0,Male,1,Cable,"33.88856, -118.351813",33.88856,-118.351813,0,96.05,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,33300,0,Q3,0,1,0,California,1,1,1,12,1148.1,0,536.52,0,1684.62,0,1,90260
-56,21,29.04,1,Price,Lack of affordable download/upload speed,91,Lawndale,5082,Month-to-Month,United States,8943-URTMR,Churned,0,0,Female,1,Fiber Optic,"33.88856, -118.351813",33.88856,-118.351813,0,79.65,0,0,0,Offer E,0,0,1,0,Mailed Check,1,33300,0,Q3,0,2,0,California,0,0,1,2,152.7,0,58.08,0,210.78,0,1,90260
-23,41,0,0,,,28,Lawndale,3443,Month-to-Month,United States,8108-UXRQN,Stayed,1,0,Female,1,Cable,"33.88856, -118.351813",33.88856,-118.351813,1,50.55,0,1,1,,0,1,0,1,Bank Withdrawal,0,33300,0,Q3,1,3,0,California,1,1,1,11,565.35,0,0,0,565.35,1,1,90260
-46,0,5.02,0,,,59,Lawndale,5279,Month-to-Month,United States,1015-OWJKI,Joined,0,0,Male,0,,"33.88856, -118.351813",33.88856,-118.351813,0,19.05,0,0,0,,0,0,0,0,Credit Card,1,33300,0,Q3,0,4,0,California,0,0,0,1,19.05,0,5.02,0,24.07,0,0,90260
-20,52,20.41,0,,,46,Lawndale,5427,One Year,United States,8561-NMTBD,Stayed,1,1,Female,1,Fiber Optic,"33.88856, -118.351813",33.88856,-118.351813,1,112.35,1,3,3,,1,0,1,1,Credit Card,1,33300,1,Q3,1,4,0,California,1,1,1,67,7388.45,0,1367.47,0,8755.92,1,1,90260
-30,51,48.32,1,Dissatisfaction,Network reliability,72,Inglewood,5948,Month-to-Month,United States,4951-UKAAQ,Churned,0,0,Female,1,Fiber Optic,"33.975332, -118.355252",33.975332,-118.355252,0,88.95,1,0,0,,1,0,1,0,Bank Withdrawal,1,30779,0,Q3,0,1,0,California,1,1,0,4,355.2,40,193.28,0,588.48,0,0,90302
-62,0,28.3,0,,,66,Inglewood,4158,Two Year,United States,3212-KXOCR,Stayed,0,0,Male,0,,"33.975332, -118.355252",33.975332,-118.355252,0,21,0,0,0,,0,0,0,0,Bank Withdrawal,1,30779,0,Q3,0,4,0,California,0,0,0,52,1107.2,0,1471.6,0,2578.8,0,0,90302
-63,26,29.8,0,,,45,Inglewood,5306,Two Year,United States,4137-JOPHL,Stayed,0,1,Female,1,Fiber Optic,"33.975332, -118.355252",33.975332,-118.355252,0,89.7,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,30779,1,Q3,0,4,0,California,1,1,0,50,4304.5,0,1490,0,5794.5,0,1,90302
-45,27,17.41,0,,,45,Inglewood,6309,One Year,United States,6094-ZIVKX,Stayed,0,1,Female,1,Cable,"33.975332, -118.355252",33.975332,-118.355252,0,54.45,0,0,0,Offer A,0,1,1,0,Credit Card,1,30779,0,Q3,0,4,0,California,0,0,0,68,3674.95,0,1183.88,0,4858.83,0,1,90302
-55,0,2.38,0,,,80,Inglewood,4050,Month-to-Month,United States,7878-RTCZG,Joined,0,0,Female,0,,"33.975332, -118.355252",33.975332,-118.355252,0,19.9,0,0,0,,0,0,0,0,Credit Card,1,30779,0,Q3,0,4,0,California,0,0,0,1,19.9,0,2.38,0,22.28,0,0,90302
-23,82,47.68,1,Other,Don't know,65,Santa Monica,2755,Month-to-Month,United States,4918-QLLIW,Churned,0,0,Male,1,DSL,"34.005439, -118.477507",34.005439,-118.477507,0,53.4,0,0,0,,0,0,0,0,Credit Card,1,26099,0,Q3,0,2,0,California,0,1,1,3,188.7,0,143.04,0,331.74,1,1,90405
-50,13,0,1,Dissatisfaction,Lack of self-service on Website,67,Santa Monica,5632,Month-to-Month,United States,2911-UREFD,Churned,0,1,Female,1,DSL,"34.005439, -118.477507",34.005439,-118.477507,1,55.9,0,0,3,,0,1,0,1,Bank Withdrawal,0,26099,0,Q3,1,1,0,California,1,1,1,39,2184.35,0,0,0,2184.35,0,1,90405
-25,59,25.82,0,,,21,Santa Monica,4594,One Year,United States,6728-DKUCO,Stayed,0,0,Female,1,Fiber Optic,"34.005439, -118.477507",34.005439,-118.477507,1,104.15,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,26099,0,Q3,1,3,0,California,1,1,1,72,7303.05,0,1859.04,0,9162.09,1,1,90405
-49,0,2.83,0,,,63,Santa Monica,5740,Two Year,United States,5848-FHRFC,Stayed,0,0,Female,0,,"34.005439, -118.477507",34.005439,-118.477507,0,20.05,0,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,26099,0,Q3,0,4,0,California,0,0,0,68,1386.9,0,192.44,0,1579.34,0,0,90405
-29,41,44.43,0,,,80,Santa Monica,5985,Month-to-Month,United States,7315-WYOAW,Stayed,0,0,Male,1,Fiber Optic,"34.005439, -118.477507",34.005439,-118.477507,0,100.75,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,26099,1,Q3,0,3,0,California,1,1,1,13,1313.25,120,577.59,0,2010.84,1,0,90405
-42,5,44.24,1,Dissatisfaction,Product dissatisfaction,86,Torrance,4714,One Year,United States,1625-JAIIY,Churned,0,0,Female,1,Fiber Optic,"33.807882, -118.347957",33.807882,-118.347957,1,83,1,0,1,,0,0,1,1,Bank Withdrawal,1,34873,0,Q3,1,1,0,California,0,0,1,68,5685.8,0,3008.32,0,8694.12,0,1,90505
-35,5,33.84,0,,,28,Torrance,6078,One Year,United States,4549-ZDQYY,Stayed,0,1,Female,1,DSL,"33.807882, -118.347957",33.807882,-118.347957,0,57.95,0,0,0,,0,1,0,0,Credit Card,1,34873,1,Q3,0,3,0,California,0,0,0,52,3042.25,0,1759.68,0,4801.93,0,1,90505
-31,13,10.81,0,,,45,Torrance,4964,Month-to-Month,United States,6519-CFDBX,Joined,0,0,Female,1,Cable,"33.807882, -118.347957",33.807882,-118.347957,0,45.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,34873,0,Q3,0,3,0,California,0,0,0,2,80.95,0,21.62,0,102.57,0,1,90505
-47,17,16.48,0,,,80,Torrance,4631,Month-to-Month,United States,5018-LXQQG,Stayed,1,0,Female,1,DSL,"33.807882, -118.347957",33.807882,-118.347957,1,66.3,0,2,1,Offer C,0,1,0,1,Bank Withdrawal,1,34873,1,Q3,1,3,0,California,1,1,0,30,1923.5,0,494.4,0,2417.9,0,1,90505
-62,0,40.04,0,,,24,Torrance,4413,Two Year,United States,2509-TFPJU,Stayed,0,0,Male,0,,"33.807882, -118.347957",33.807882,-118.347957,1,25.75,1,0,1,,0,0,0,1,Credit Card,1,34873,0,Q3,1,5,0,California,0,0,0,72,1864.2,0,2882.88,0,4747.08,0,0,90505
-44,23,34.62,1,Price,Lack of affordable download/upload speed,66,Santa Fe Springs,4766,Month-to-Month,United States,2430-USGXP,Churned,0,1,Male,1,Fiber Optic,"33.933565, -118.062611",33.933565,-118.062611,1,101.05,1,0,1,,0,0,1,1,Bank Withdrawal,1,16271,0,Q3,1,1,0,California,1,1,1,24,2391.8,0,830.88,0,3222.68,0,1,90670
-46,0,1.86,0,,,59,Santa Fe Springs,5901,Two Year,United States,6734-PSBAW,Stayed,0,0,Male,0,,"33.933565, -118.062611",33.933565,-118.062611,1,23.55,1,0,1,Offer A,0,0,1,1,Bank Withdrawal,1,16271,0,Q3,1,3,0,California,0,0,0,72,1723.95,0,133.92,0,1857.87,0,0,90670
-36,12,46.78,0,,,52,Santa Fe Springs,2686,Month-to-Month,United States,5091-HFAZW,Joined,0,0,Female,1,Fiber Optic,"33.933565, -118.062611",33.933565,-118.062611,0,91.15,0,0,0,,1,1,1,0,Bank Withdrawal,1,16271,0,Q3,0,3,0,California,0,0,1,2,168.5,10,93.56,0,272.06,0,0,90670
-30,48,29.14,0,,,43,Santa Fe Springs,5807,Month-to-Month,United States,7136-IHZJA,Stayed,1,0,Female,1,DSL,"33.933565, -118.062611",33.933565,-118.062611,1,71.35,0,2,4,,1,1,1,1,Credit Card,1,16271,1,Q3,1,4,0,California,1,1,0,40,2847.2,0,1165.6,0,4012.8,0,1,90670
-24,51,48.08,0,,,38,Santa Fe Springs,4135,Two Year,United States,6365-HITVU,Stayed,1,1,Female,1,Cable,"33.933565, -118.062611",33.933565,-118.062611,1,87.25,0,2,5,,1,1,0,1,Credit Card,1,16271,1,Q3,1,4,0,California,1,1,1,71,6328.7,0,3413.68,0,9742.38,1,1,90670
-58,22,38.09,1,Dissatisfaction,Service dissatisfaction,82,Long Beach,4910,Month-to-Month,United States,0311-UNPFF,Churned,0,0,Female,1,Fiber Optic,"33.830099, -118.182239",33.830099,-118.182239,0,88.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,31556,0,Q3,0,2,0,California,1,1,1,26,2274.35,50,990.34,0,3314.69,0,0,90807
-60,14,48.93,1,Other,Don't know,91,Long Beach,2220,Month-to-Month,United States,9863-JZAIC,Churned,0,0,Male,1,Cable,"33.830099, -118.182239",33.830099,-118.182239,0,55,0,0,0,,0,0,0,0,Credit Card,1,31556,0,Q3,0,1,0,California,0,0,1,35,2010.55,0,1712.55,0,3723.1,0,1,90807
-29,0,5.52,0,,,43,Long Beach,4293,Month-to-Month,United States,3077-RSNTJ,Stayed,1,0,Female,0,,"33.830099, -118.182239",33.830099,-118.182239,1,19.7,0,3,9,,0,0,0,1,Credit Card,1,31556,0,Q3,1,3,0,California,0,0,0,6,113.5,0,33.12,0,146.62,1,0,90807
-48,0,34.79,0,,,45,Long Beach,3040,Two Year,United States,8966-KZXXA,Stayed,1,0,Male,0,,"33.830099, -118.182239",33.830099,-118.182239,1,25.1,1,1,9,,0,0,0,1,Credit Card,1,31556,0,Q3,1,3,0,California,0,0,0,36,930.95,0,1252.44,0,2183.39,0,0,90807
-22,41,17.3,0,,,61,Long Beach,5777,Month-to-Month,United States,8541-QVFKM,Stayed,0,0,Female,1,Fiber Optic,"33.830099, -118.182239",33.830099,-118.182239,0,73.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,31556,0,Q3,0,3,0,California,0,0,0,8,632.2,0,138.4,0,770.6,1,1,90807
-36,20,39.9,1,Other,Don't know,91,Pasadena,3443,Month-to-Month,United States,8229-TNIQA,Churned,0,0,Female,1,Cable,"34.13946, -118.166649",34.13946,-118.166649,0,45.3,0,0,0,Offer E,0,0,1,0,Credit Card,1,10253,0,Q3,0,2,0,California,0,0,0,4,196.95,0,159.6,0,356.55,0,1,91105
-19,59,11.24,1,Competitor,Competitor offered higher download speeds,87,Pasadena,5606,Month-to-Month,United States,5980-NOPLP,Churned,0,0,Female,1,Fiber Optic,"34.13946, -118.166649",34.13946,-118.166649,1,96.1,1,0,4,,0,0,1,1,Bank Withdrawal,1,10253,0,Q3,1,2,0,California,1,1,1,44,4364.1,0,494.56,0,4858.66,1,1,91105
-49,0,11.52,0,,,72,Pasadena,3421,Month-to-Month,United States,1744-JHKYS,Stayed,0,0,Female,0,,"34.13946, -118.166649",34.13946,-118.166649,1,24.7,1,0,5,Offer C,0,0,0,1,Bank Withdrawal,1,10253,0,Q3,1,4,0,California,0,0,0,34,780.2,0,391.68,0,1171.88,0,0,91105
-54,18,0,0,,,64,Pasadena,3937,Month-to-Month,United States,2959-EEXWB,Stayed,1,0,Female,1,DSL,"34.13946, -118.166649",34.13946,-118.166649,1,50.9,0,2,10,Offer B,0,1,1,1,Bank Withdrawal,0,10253,0,Q3,1,3,0,California,1,1,1,45,2333.85,0,0,0,2333.85,0,1,91105
-59,11,0,0,,,29,Pasadena,3461,Two Year,United States,9867-XOBQA,Stayed,1,1,Female,1,DSL,"34.13946, -118.166649",34.13946,-118.166649,0,53.15,0,1,0,,1,1,0,0,Credit Card,0,10253,1,Q3,0,4,0,California,0,0,1,21,1183.2,0,0,19.13,1164.07,0,1,91105
-63,5,14.21,1,Dissatisfaction,Service dissatisfaction,95,Canoga Park,2445,Month-to-Month,United States,5569-KGJHX,Churned,0,0,Female,1,Fiber Optic,"34.19829, -118.602203",34.19829,-118.602203,1,85.35,1,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,23519,0,Q3,1,3,0,California,0,0,1,9,754.65,50,127.89,0,932.54,0,0,91303
-24,51,48.1,0,,,23,Canoga Park,4106,One Year,United States,7100-FQPRV,Stayed,0,0,Male,1,DSL,"34.19829, -118.602203",34.19829,-118.602203,1,71.9,1,0,5,Offer B,0,1,1,1,Credit Card,1,23519,1,Q3,1,3,0,California,1,1,0,43,3173.35,0,2068.3,0,5241.65,1,1,91303
-61,6,10.36,0,,,28,Canoga Park,2185,Month-to-Month,United States,6959-GQEGV,Stayed,0,1,Male,1,DSL,"34.19829, -118.602203",34.19829,-118.602203,0,75.95,0,0,0,,0,1,1,0,Bank Withdrawal,1,23519,0,Q3,0,4,0,California,1,1,1,45,3273.8,0,466.2,0,3740,0,1,91303
-31,10,5.84,0,,,41,Canoga Park,3157,Month-to-Month,United States,3797-FKOGQ,Stayed,1,0,Male,1,Fiber Optic,"34.19829, -118.602203",34.19829,-118.602203,0,86.2,1,2,0,,0,0,0,0,Bank Withdrawal,1,23519,0,Q3,0,5,0,California,1,1,0,11,893.2,30,64.24,0,987.44,0,0,91303
-40,28,26.13,0,,,56,Canoga Park,2992,Month-to-Month,United States,7562-UXTPG,Stayed,0,0,Female,1,Fiber Optic,"34.19829, -118.602203",34.19829,-118.602203,0,70.15,0,0,0,,0,0,1,0,Credit Card,1,23519,0,Q3,0,4,0,California,0,0,0,13,886.7,0,339.69,8.53,1217.86,0,1,91303
-63,11,34,1,Dissatisfaction,Network reliability,68,Chatsworth,4673,Month-to-Month,United States,7730-IUTDZ,Churned,0,0,Male,1,Fiber Optic,"34.294142, -118.603883",34.294142,-118.603883,0,75.2,0,0,0,,0,1,1,0,Bank Withdrawal,1,35325,0,Q3,0,1,0,California,0,0,0,43,3198.6,0,1462,0,4660.6,0,1,91311
-33,0,25.57,0,,,28,Chatsworth,4149,Two Year,United States,2146-EGVDT,Stayed,0,0,Male,0,,"34.294142, -118.603883",34.294142,-118.603883,1,19.3,0,0,3,Offer B,0,0,0,1,Credit Card,1,35325,0,Q3,1,3,0,California,0,0,0,59,1192.7,0,1508.63,0,2701.33,0,0,91311
-62,0,17.17,0,,,43,Chatsworth,2916,One Year,United States,7369-TRPFD,Stayed,0,0,Male,0,,"34.294142, -118.603883",34.294142,-118.603883,0,18.8,0,0,0,Offer D,0,0,0,0,Credit Card,1,35325,0,Q3,0,3,0,California,0,0,0,19,279.2,0,326.23,0,605.43,0,0,91311
-38,0,32.86,0,,,26,Chatsworth,4158,Month-to-Month,United States,7017-VFULY,Joined,0,0,Female,0,,"34.294142, -118.603883",34.294142,-118.603883,1,20.1,0,0,9,,0,0,0,1,Bank Withdrawal,1,35325,0,Q3,1,3,0,California,0,0,0,2,43.15,0,65.72,0,108.87,0,0,91311
-50,25,24.73,0,,,70,Chatsworth,3027,Month-to-Month,United States,5626-MGTUK,Stayed,0,0,Female,1,Fiber Optic,"34.294142, -118.603883",34.294142,-118.603883,0,89.1,1,0,0,,0,1,1,0,Bank Withdrawal,1,35325,0,Q3,0,3,0,California,0,0,1,20,1879.25,30,494.6,15.43,2388.42,0,0,91311
-54,0,15.51,1,Dissatisfaction,Limited range of services,90,Encino,5527,Month-to-Month,United States,0426-TIRNE,Churned,0,0,Female,0,,"34.150354, -118.518292",34.150354,-118.518292,0,20.9,0,0,0,Offer E,0,0,0,0,Credit Card,1,27614,0,Q3,0,3,0,California,0,0,0,1,20.9,0,15.51,0,36.41,0,0,91316
-32,15,28.57,0,,,36,Encino,4382,Month-to-Month,United States,2604-IJPDU,Stayed,0,0,Female,1,Fiber Optic,"34.150354, -118.518292",34.150354,-118.518292,1,96.55,0,0,0,Offer D,1,1,1,1,Bank Withdrawal,1,27614,1,Q3,0,3,0,California,0,0,1,20,1901.65,0,571.4,0,2473.05,0,1,91316
-24,0,27.75,0,,,23,Encino,5366,Two Year,United States,1098-KFQEC,Stayed,1,0,Female,0,,"34.150354, -118.518292",34.150354,-118.518292,1,19.4,0,2,8,,0,0,0,1,Credit Card,1,27614,0,Q3,1,5,0,California,0,0,0,55,1083,0,1526.25,0,2609.25,1,0,91316
-57,0,2.46,0,,,40,Encino,3746,Month-to-Month,United States,5562-YJQGT,Joined,0,0,Female,0,,"34.150354, -118.518292",34.150354,-118.518292,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,27614,0,Q3,0,5,0,California,0,0,0,2,35.1,0,4.92,0,40.02,0,0,91316
-59,25,42.22,0,,,30,Encino,5884,One Year,United States,5681-LLOEI,Stayed,1,1,Male,1,Fiber Optic,"34.150354, -118.518292",34.150354,-118.518292,1,91.25,1,1,11,,0,1,1,1,Credit Card,1,27614,1,Q3,1,3,0,California,0,0,0,43,4013.8,0,1815.46,25.49,5803.77,0,1,91316
-35,0,5.74,1,Price,Long distance charges,82,Sherman Oaks,3438,Month-to-Month,United States,2332-EFBJY,Churned,0,0,Male,0,,"34.147149, -118.463365",34.147149,-118.463365,0,19.7,0,0,0,Offer D,0,0,1,0,Credit Card,1,22085,0,Q3,0,1,0,California,0,0,0,16,342.4,0,91.84,0,434.24,0,0,91403
-53,0,16.72,0,,,57,Sherman Oaks,4451,One Year,United States,5961-VUSRV,Stayed,0,0,Female,0,,"34.147149, -118.463365",34.147149,-118.463365,0,19.35,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,22085,0,Q3,0,5,0,California,0,0,0,12,219.35,0,200.64,0,419.99,0,0,91403
-21,85,20.93,0,,,72,Sherman Oaks,4977,One Year,United States,3946-JEWRQ,Stayed,0,0,Male,1,Fiber Optic,"34.147149, -118.463365",34.147149,-118.463365,1,95.2,1,0,1,,0,0,1,1,Credit Card,1,22085,0,Q3,1,5,0,California,1,1,1,47,4563,80,983.71,0,5626.71,1,0,91403
-38,28,0,0,,,40,Sherman Oaks,4146,Two Year,United States,0361-HJRDX,Stayed,0,1,Female,1,DSL,"34.147149, -118.463365",34.147149,-118.463365,0,64.35,0,0,0,Offer A,1,1,0,0,Credit Card,0,22085,1,Q3,0,3,0,California,1,1,1,68,4539.6,130,0,0,4669.6,0,0,91403
-48,0,43.71,0,,,64,Sherman Oaks,4254,Two Year,United States,9173-IVZVP,Stayed,1,0,Female,0,,"34.147149, -118.463365",34.147149,-118.463365,1,20.9,0,3,1,,0,0,0,1,Credit Card,1,22085,0,Q3,1,5,0,California,0,0,0,53,1146.05,0,2316.63,0,3462.68,0,0,91403
-57,3,7.62,1,Competitor,Competitor had better devices,91,Mira Loma,2504,Month-to-Month,United States,1670-SVOWZ,Churned,0,0,Female,1,Fiber Optic,"33.999992, -117.535395",33.999992,-117.535395,1,89.65,0,0,1,Offer D,1,0,1,1,Credit Card,1,18980,1,Q3,1,1,0,California,1,1,0,14,1208.35,120,106.68,0,1435.03,0,0,91752
-35,10,0,0,,,67,Mira Loma,2539,Two Year,United States,7605-BDWDC,Stayed,0,0,Female,1,DSL,"33.999992, -117.535395",33.999992,-117.535395,0,49.85,0,0,0,,1,1,1,0,Bank Withdrawal,0,18980,1,Q3,0,3,0,California,1,1,0,31,1520.1,0,0,0,1520.1,0,1,91752
-45,2,2.33,0,,,23,Mira Loma,2515,Month-to-Month,United States,3221-CJMSG,Stayed,0,0,Male,1,DSL,"33.999992, -117.535395",33.999992,-117.535395,0,51.1,0,0,0,,0,0,1,0,Credit Card,1,18980,1,Q3,0,5,0,California,0,0,0,24,1269.6,0,55.92,0,1325.52,0,1,91752
-55,0,1.48,0,,,52,Mira Loma,5370,Month-to-Month,United States,3976-NLDEZ,Joined,0,0,Male,0,,"33.999992, -117.535395",33.999992,-117.535395,0,20.6,0,0,0,Offer E,0,0,0,0,Credit Card,1,18980,0,Q3,0,3,0,California,0,0,0,1,20.6,0,1.48,0,22.08,0,0,91752
-60,30,29.23,0,,,57,Mira Loma,6212,Month-to-Month,United States,4070-OKWVH,Stayed,0,1,Female,1,Fiber Optic,"33.999992, -117.535395",33.999992,-117.535395,1,94.6,1,0,0,Offer B,1,0,0,1,Bank Withdrawal,1,18980,0,Q3,0,3,0,California,0,0,1,52,5025.8,0,1519.96,0,6545.76,0,1,91752
-30,85,13.04,1,Competitor,Competitor offered higher download speeds,75,Bonita,2899,Month-to-Month,United States,9540-JYROE,Churned,0,0,Male,1,Fiber Optic,"32.67117, -117.00232",32.67117,-117.00232,0,70.1,0,0,0,,0,0,1,0,Credit Card,1,17389,0,Q3,0,1,0,California,0,0,0,8,551.35,10,104.32,0,665.67,0,0,91902
-64,30,33.53,0,,,34,Bonita,2168,Month-to-Month,United States,9261-WDCAF,Joined,0,0,Male,1,DSL,"32.67117, -117.00232",32.67117,-117.00232,0,54.65,0,0,0,,0,0,0,0,Mailed Check,1,17389,0,Q3,0,5,0,California,1,1,0,3,189.1,0,100.59,0,289.69,0,1,91902
-32,0,26.85,0,,,67,Bonita,5219,Two Year,United States,5902-WBLSE,Stayed,1,0,Female,0,,"32.67117, -117.00232",32.67117,-117.00232,1,20.15,0,1,0,,0,0,1,1,Credit Card,1,17389,0,Q3,0,3,0,California,0,0,0,70,1411.2,0,1879.5,0,3290.7,0,0,91902
-49,2,48.72,0,,,79,Bonita,5157,Month-to-Month,United States,2363-BJLSL,Stayed,0,1,Male,1,DSL,"32.67117, -117.00232",32.67117,-117.00232,0,80.4,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,17389,1,Q3,0,5,0,California,1,1,1,62,4981.15,0,3020.64,0,8001.79,0,1,91902
-34,16,19.52,1,Competitor,Competitor made better offer,81,Guatay,3843,Month-to-Month,United States,1501-SGHBW,Churned,0,0,Male,1,Cable,"32.857946, -116.561917",32.857946,-116.561917,0,45.85,0,0,0,,0,0,0,0,Credit Card,1,796,0,Q3,0,1,0,California,0,0,0,2,81,0,39.04,0,120.04,0,1,91931
-25,41,40.78,1,Attitude,Attitude of support person,69,Guatay,3407,Month-to-Month,United States,1041-RXHRA,Churned,0,0,Female,1,Fiber Optic,"32.857946, -116.561917",32.857946,-116.561917,0,70.25,0,0,0,,0,0,0,0,Bank Withdrawal,1,796,0,Q3,0,3,0,California,0,1,0,41,2868.05,0,1671.98,0,4540.03,1,1,91931
-27,59,4.05,0,,,48,Guatay,4253,Month-to-Month,United States,8735-IJJEG,Stayed,0,1,Male,1,DSL,"32.857946, -116.561917",32.857946,-116.561917,1,50.2,0,0,6,,0,0,0,1,Credit Card,1,796,0,Q3,1,3,0,California,0,0,0,14,668.85,0,56.7,0,725.55,1,1,91931
-30,59,38.78,0,,,63,Guatay,2421,Month-to-Month,United States,8486-AYEQH,Stayed,0,0,Female,1,Fiber Optic,"32.857946, -116.561917",32.857946,-116.561917,0,76.05,1,0,0,,0,0,1,0,Bank Withdrawal,1,796,0,Q3,0,5,0,California,0,0,0,31,2227.8,0,1202.18,0,3429.98,0,1,91931
-64,5,36.17,1,Competitor,Competitor made better offer,96,La Mesa,4696,Month-to-Month,United States,3208-YPIOE,Churned,0,0,Male,1,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,0,75.25,1,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,24005,0,Q3,0,3,0,California,0,0,0,39,3017.65,0,1410.63,0,4428.28,0,1,91942
-44,13,1.27,0,,,55,La Mesa,3571,Month-to-Month,United States,2240-HSJQD,Stayed,1,0,Male,1,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,0,81.85,1,2,0,,1,0,1,0,Credit Card,1,24005,0,Q3,0,5,0,California,0,0,0,38,3141.7,0,48.26,0,3189.96,0,1,91942
-32,16,2.25,0,,,53,La Mesa,5513,Two Year,United States,0019-EFAEP,Stayed,0,1,Female,1,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,0,101.3,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,24005,0,Q3,0,3,0,California,0,0,1,72,7261.25,0,162,0,7423.25,0,1,91942
-26,85,16.76,0,,,44,La Mesa,4460,Month-to-Month,United States,2495-KZNFB,Stayed,0,0,Female,1,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,0,90.65,1,0,0,,0,1,1,0,Bank Withdrawal,1,24005,0,Q3,0,4,0,California,1,1,0,33,2989.6,0,553.08,0,3542.68,1,1,91942
-35,14,11.5,0,,,69,La Mesa,4867,Month-to-Month,United States,2215-ZAFGX,Stayed,0,0,Male,1,Fiber Optic,"32.782501, -117.01611",32.782501,-117.01611,0,85.5,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,24005,0,Q3,0,5,0,California,0,0,1,9,791.7,0,103.5,0,895.2,0,1,91942
-53,52,0,1,Dissatisfaction,Lack of self-service on Website,91,Carlsbad,2635,Month-to-Month,United States,2933-FILNV,Churned,1,0,Female,1,DSL,"33.098018, -117.258203",33.098018,-117.258203,1,24.4,0,3,0,,0,0,1,1,Credit Card,0,43161,0,Q3,0,3,0,California,0,0,0,2,36.55,0,0,0,36.55,0,1,92009
-61,4,0,0,,,39,Carlsbad,4173,Two Year,United States,5110-CHOPY,Stayed,0,1,Female,1,Cable,"33.098018, -117.258203",33.098018,-117.258203,0,53.6,0,0,0,,0,1,0,0,Bank Withdrawal,0,43161,0,Q3,0,3,0,California,1,1,1,60,3237.05,0,0,0,3237.05,0,1,92009
-64,0,11.47,0,,,23,Carlsbad,4554,Two Year,United States,7673-BQGKU,Stayed,1,0,Female,0,,"33.098018, -117.258203",33.098018,-117.258203,1,20.15,0,3,6,,0,0,0,1,Bank Withdrawal,1,43161,0,Q3,1,4,0,California,0,0,0,69,1337.5,0,791.43,0,2128.93,0,0,92009
-36,0,14.27,0,,,31,Carlsbad,3977,One Year,United States,6508-NJYRO,Stayed,0,0,Male,0,,"33.098018, -117.258203",33.098018,-117.258203,1,18.8,0,0,5,,0,0,0,1,Credit Card,1,43161,0,Q3,1,4,0,California,0,0,0,15,294.95,0,214.05,0,509,0,0,92009
-37,0,8.91,1,Attitude,Attitude of support person,91,Oceanside,3361,Month-to-Month,United States,4083-EUGRJ,Churned,0,0,Male,0,,"33.254497, -117.285879",33.254497,-117.285879,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,46893,0,Q3,0,1,0,California,0,0,0,9,178.5,0,80.19,0,258.69,0,0,92057
-58,7,5.55,0,,,53,Oceanside,4785,One Year,United States,3642-GKTCT,Stayed,0,1,Female,1,Fiber Optic,"33.254497, -117.285879",33.254497,-117.285879,0,115.1,1,0,0,Offer B,1,1,1,0,Credit Card,1,46893,1,Q3,0,4,0,California,1,1,1,61,6993.65,0,338.55,0,7332.2,0,1,92057
-25,59,0,0,,,22,Oceanside,5024,One Year,United States,2405-LBMUW,Stayed,1,0,Female,1,DSL,"33.254497, -117.285879",33.254497,-117.285879,1,50.7,0,1,1,Offer B,1,1,1,1,Bank Withdrawal,0,46893,1,Q3,1,4,0,California,1,1,0,61,3088.75,20,0,0,3108.75,1,0,92057
-38,2,15.62,1,Dissatisfaction,Product dissatisfaction,73,San Diego,3757,Month-to-Month,United States,6410-LEFEN,Churned,0,0,Female,1,DSL,"32.774046, -117.142454",32.774046,-117.142454,0,45.15,0,0,0,,0,0,0,0,Bank Withdrawal,1,11650,0,Q3,0,1,0,California,0,0,0,9,416.45,0,140.58,0,557.03,0,1,92108
-21,46,0,0,,,30,San Diego,4858,Two Year,United States,2535-PBCGC,Stayed,0,1,Female,1,Cable,"32.774046, -117.142454",32.774046,-117.142454,1,64.55,0,0,5,Offer A,1,1,0,1,Bank Withdrawal,0,11650,1,Q3,1,3,0,California,1,1,1,70,4504.9,0,0,46.06,4458.84,1,1,92108
-40,76,0,0,,,41,San Diego,5409,One Year,United States,6598-KELSS,Stayed,1,0,Male,1,DSL,"32.774046, -117.142454",32.774046,-117.142454,0,43.05,0,3,0,Offer B,1,1,1,0,Bank Withdrawal,0,11650,0,Q3,0,3,0,California,0,0,1,50,2208.05,0,0,0,2208.05,0,1,92108
-59,17,35.33,1,Competitor,Competitor had better devices,80,San Diego,5135,Month-to-Month,United States,3194-ORPIK,Churned,0,0,Female,1,Fiber Optic,"32.697098, -117.116587",32.697098,-117.116587,1,84.4,1,0,1,,0,0,1,1,Bank Withdrawal,1,47431,0,Q3,1,1,0,California,0,0,1,50,4116.15,0,1766.5,0,5882.65,0,1,92113
-52,13,47.82,1,Attitude,Attitude of support person,73,San Diego,3622,Month-to-Month,United States,8083-YTZES,Churned,0,0,Male,1,Fiber Optic,"32.697098, -117.116587",32.697098,-117.116587,0,74.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,47431,0,Q3,0,1,0,California,0,0,0,4,265.35,0,191.28,0,456.63,0,1,92113
-61,18,18.37,0,,,30,San Diego,5232,One Year,United States,0104-PPXDV,Stayed,0,1,Male,1,DSL,"32.697098, -117.116587",32.697098,-117.116587,1,50.3,0,0,10,,0,0,0,1,Credit Card,1,47431,0,Q3,1,5,0,California,0,0,0,58,2878.55,0,1065.46,10.23,3933.78,0,1,92113
-56,56,28.15,0,,,47,San Diego,4749,Month-to-Month,United States,4418-LZMSV,Stayed,1,1,Male,1,Cable,"32.697098, -117.116587",32.697098,-117.116587,1,61.8,0,3,8,,1,0,0,1,Bank Withdrawal,1,47431,1,Q3,1,3,0,California,0,0,0,13,750.1,0,365.95,0,1116.05,0,1,92113
-26,59,19.76,0,,,42,San Diego,4343,Two Year,United States,2498-XLDZR,Stayed,1,1,Female,1,DSL,"32.697098, -117.116587",32.697098,-117.116587,1,73.6,0,1,1,,1,1,0,1,Credit Card,1,47431,1,Q3,1,4,0,California,1,1,0,32,2316.85,0,632.32,12.66,2936.51,1,1,92113
-50,12,42.1,1,Dissatisfaction,Network reliability,95,San Diego,4596,One Year,United States,9378-FXTIZ,Churned,0,0,Female,1,DSL,"32.802959, -117.027095",32.802959,-117.027095,1,70.15,1,0,1,,0,0,1,1,Credit Card,1,21866,0,Q3,1,3,0,California,1,1,1,54,3715.65,0,2273.4,0,5989.05,0,1,92119
-60,10,34.72,0,,,28,San Diego,5101,One Year,United States,9571-EDEBV,Stayed,0,1,Male,1,Fiber Optic,"32.802959, -117.027095",32.802959,-117.027095,1,98.65,1,0,8,,0,0,1,1,Credit Card,1,21866,0,Q3,1,5,0,California,1,1,1,71,6962.85,0,2465.12,0,9427.97,0,1,92119
-28,85,10.4,0,,,59,San Diego,5211,One Year,United States,2546-KZAAT,Stayed,0,0,Male,1,DSL,"32.802959, -117.027095",32.802959,-117.027095,1,75.4,0,0,9,,1,1,1,1,Credit Card,1,21866,0,Q3,1,5,0,California,1,1,1,52,3865.45,0,540.8,0,4406.25,1,1,92119
-28,85,7.52,0,,,51,San Diego,3398,One Year,United States,7901-IIDQV,Stayed,0,0,Male,1,Cable,"32.802959, -117.027095",32.802959,-117.027095,0,54.6,1,0,0,,0,0,0,0,Bank Withdrawal,1,21866,1,Q3,0,3,0,California,0,0,0,24,1242.25,0,180.48,28.42,1394.31,1,1,92119
-22,59,6.41,0,,,48,San Diego,6489,Two Year,United States,5130-YPIRV,Stayed,0,1,Female,1,Cable,"32.802959, -117.027095",32.802959,-117.027095,1,72,0,0,1,Offer B,1,1,1,1,Credit Card,1,21866,0,Q3,1,4,0,California,0,0,1,62,4284.2,0,397.42,0,4681.62,1,1,92119
-64,16,18.79,1,Other,Don't know,66,San Diego,5545,Month-to-Month,United States,1723-HKXJQ,Churned,0,0,Male,1,Fiber Optic,"32.807867, -117.060993",32.807867,-117.060993,0,101.75,1,0,0,,1,0,1,0,Bank Withdrawal,1,25569,0,Q3,0,2,0,California,1,1,1,42,4273.45,0,789.18,0,5062.63,0,1,92120
-47,14,17.3,0,,,70,San Diego,6486,Two Year,United States,3520-FJGCV,Stayed,1,1,Male,1,Fiber Optic,"32.807867, -117.060993",32.807867,-117.060993,1,112.6,1,1,2,,1,1,1,1,Credit Card,1,25569,1,Q3,1,3,0,California,1,1,1,72,8126.65,0,1245.6,0,9372.25,0,1,92120
-42,20,1.76,0,,,43,San Diego,5298,Two Year,United States,0181-RITDD,Stayed,1,1,Male,1,Fiber Optic,"32.807867, -117.060993",32.807867,-117.060993,1,108.15,0,3,2,,1,1,0,1,Credit Card,1,25569,1,Q3,1,4,0,California,1,1,1,62,6825.65,0,109.12,0,6934.77,0,1,92120
-27,0,41.21,0,,,54,San Diego,3629,One Year,United States,2690-DVRVK,Stayed,1,0,Male,0,,"32.807867, -117.060993",32.807867,-117.060993,1,20.55,0,2,1,,0,0,0,1,Bank Withdrawal,1,25569,0,Q3,1,3,0,California,0,0,0,5,99.45,0,206.05,0,305.5,1,0,92120
-21,59,3.72,0,,,38,San Diego,2911,Month-to-Month,United States,2843-CQMEG,Stayed,0,0,Male,1,Cable,"32.807867, -117.060993",32.807867,-117.060993,0,49.7,0,0,0,Offer C,1,0,1,0,Mailed Check,1,25569,0,Q3,0,3,0,California,0,0,0,24,1218.25,0,89.28,0,1307.53,1,1,92120
-63,0,40.83,1,Price,Long distance charges,95,San Diego,4933,Month-to-Month,United States,1240-KNSEZ,Churned,0,0,Male,0,,"33.017518, -117.118456",33.017518,-117.118456,0,20.1,0,0,0,Offer E,0,0,1,0,Credit Card,1,20046,0,Q3,0,3,0,California,0,0,0,1,20.1,0,40.83,0,60.93,0,0,92127
-29,53,2.49,0,,,5,San Diego,2319,One Year,United States,7156-MXBJE,Stayed,0,1,Female,1,DSL,"33.017518, -117.118456",33.017518,-117.118456,0,85.1,1,0,0,,1,0,0,0,Credit Card,1,20046,1,Q3,0,3,0,California,1,1,1,43,3662.25,30,107.07,0,3799.32,1,0,92127
-33,0,32.86,0,,,39,San Diego,3573,One Year,United States,3778-FOAQW,Stayed,0,0,Female,0,,"33.017518, -117.118456",33.017518,-117.118456,1,20.15,0,0,1,Offer C,0,0,0,1,Credit Card,1,20046,0,Q3,1,3,0,California,0,0,0,24,456.85,0,788.64,0,1245.49,0,0,92127
-19,59,0,0,,,68,San Diego,4896,Two Year,United States,5583-EJXRD,Stayed,1,1,Male,1,Cable,"33.017518, -117.118456",33.017518,-117.118456,1,54.05,0,2,1,,1,1,1,1,Credit Card,0,20046,1,Q3,1,4,0,California,1,1,0,44,2375.2,0,0,47.45,2327.75,1,1,92127
-23,76,19.96,0,,,28,San Diego,2061,Month-to-Month,United States,6633-SYEUS,Stayed,0,1,Female,1,Fiber Optic,"33.017518, -117.118456",33.017518,-117.118456,0,83.2,0,0,0,,1,0,0,0,Bank Withdrawal,1,20046,1,Q3,0,3,0,California,0,0,0,23,2032.3,0,459.08,23.79,2467.59,1,1,92127
-64,26,0,1,Competitor,Competitor had better devices,91,San Diego,4800,Month-to-Month,United States,0836-SEYLU,Churned,0,0,Male,1,DSL,"33.000269, -117.072093",33.000269,-117.072093,1,40.65,0,0,2,Offer E,0,0,0,1,Mailed Check,0,42733,1,Q3,1,1,0,California,0,0,1,9,328.95,0,0,0,328.95,0,1,92128
-31,13,0,0,,,51,San Diego,4193,Month-to-Month,United States,6158-HDPXZ,Joined,0,0,Male,1,DSL,"33.000269, -117.072093",33.000269,-117.072093,0,25.35,0,0,0,,0,0,0,0,Credit Card,0,42733,0,Q3,0,4,0,California,0,0,0,1,25.35,0,0,0,25.35,0,1,92128
-64,0,39.49,0,,,38,San Diego,2722,Two Year,United States,4452-ROHMO,Stayed,0,0,Female,0,,"33.000269, -117.072093",33.000269,-117.072093,0,19.6,0,0,0,Offer D,0,0,0,0,Credit Card,1,42733,0,Q3,0,3,0,California,0,0,0,15,331.6,0,592.35,0,923.95,0,0,92128
-55,5,26.35,0,,,40,San Diego,5774,One Year,United States,4565-EVZMJ,Stayed,0,0,Female,1,Cable,"33.000269, -117.072093",33.000269,-117.072093,0,58.9,0,0,0,,1,1,1,0,Credit Card,1,42733,1,Q3,0,4,0,California,0,0,0,47,2813.05,0,1238.45,0,4051.5,0,1,92128
-20,51,0,0,,,65,San Diego,4242,Month-to-Month,United States,6447-GORXK,Stayed,1,0,Male,1,Cable,"33.000269, -117.072093",33.000269,-117.072093,0,25,0,3,0,Offer C,0,0,0,0,Credit Card,0,42733,0,Q3,0,4,0,California,0,0,0,31,789.2,0,0,22.4,766.8,1,1,92128
-56,20,43.95,1,Competitor,Competitor offered more data,71,Indio,2608,One Year,United States,6849-OYAMU,Churned,0,0,Male,1,Fiber Optic,"33.713891, -116.237257",33.713891,-116.237257,1,100,0,0,1,,1,0,0,1,Bank Withdrawal,1,56307,1,Q3,1,2,0,California,1,1,1,19,1888.65,0,835.05,0,2723.7,0,1,92201
-53,12,29.66,1,Attitude,Attitude of support person,95,Indio,5335,Month-to-Month,United States,3585-ISXZP,Churned,0,0,Female,1,Fiber Optic,"33.713891, -116.237257",33.713891,-116.237257,0,95.65,1,0,0,,0,0,0,0,Bank Withdrawal,1,56307,0,Q3,0,3,0,California,1,1,1,8,778.1,0,237.28,0,1015.38,0,1,92201
-26,30,5.6,0,,,55,Indio,4205,Month-to-Month,United States,8100-HZZLJ,Stayed,1,0,Female,1,Cable,"33.713891, -116.237257",33.713891,-116.237257,0,63.95,0,1,0,,1,1,1,0,Bank Withdrawal,1,56307,0,Q3,0,3,0,California,1,1,0,43,2737.05,0,240.8,0,2977.85,1,1,92201
-63,19,21.72,0,,,21,Indio,3409,Month-to-Month,United States,3370-GQEAL,Stayed,1,0,Male,1,Fiber Optic,"33.713891, -116.237257",33.713891,-116.237257,1,85.45,1,2,9,,0,0,0,1,Bank Withdrawal,1,56307,0,Q3,1,3,0,California,0,0,1,30,2509.95,120,651.6,23.13,3258.42,0,0,92201
-36,10,7.89,1,Competitor,Competitor offered more data,88,Palm Springs,5750,Month-to-Month,United States,6688-UZPWD,Churned,0,0,Female,1,Fiber Optic,"33.839989, -116.659215",33.839989,-116.659215,1,102,1,0,1,,1,0,1,1,Bank Withdrawal,1,24924,0,Q3,1,1,0,California,1,1,1,11,1145.35,0,86.79,0,1232.14,0,1,92262
-62,17,5.39,0,,,80,Palm Springs,3483,Month-to-Month,United States,5233-AOZUF,Stayed,0,0,Female,1,Fiber Optic,"33.839989, -116.659215",33.839989,-116.659215,1,74.95,1,0,3,,0,0,1,1,Bank Withdrawal,1,24924,0,Q3,1,5,0,California,0,0,0,29,2149.05,0,156.31,0,2305.36,0,1,92262
-57,0,21.14,0,,,50,Palm Springs,5203,One Year,United States,7061-OVMIM,Stayed,0,0,Female,0,,"33.839989, -116.659215",33.839989,-116.659215,1,19.55,0,0,1,,0,0,0,1,Bank Withdrawal,1,24924,0,Q3,1,3,0,California,0,0,0,30,608.5,0,634.2,0,1242.7,0,0,92262
-39,0,25.33,0,,,73,Palm Springs,3101,Month-to-Month,United States,9837-FWLCH,Stayed,1,0,Male,0,,"33.839989, -116.659215",33.839989,-116.659215,1,19.2,0,1,2,,0,0,1,1,Bank Withdrawal,1,24924,0,Q3,1,3,0,California,0,0,0,12,239,0,303.96,45.46,497.5,0,0,92262
-40,27,26.04,1,Dissatisfaction,Lack of self-service on Website,83,Big Bear City,5858,Month-to-Month,United States,2391-SOORI,Churned,1,0,Male,1,DSL,"34.278967, -116.773825",34.278967,-116.773825,0,49.35,0,1,0,Offer E,0,1,0,0,Bank Withdrawal,1,9899,0,Q3,0,1,0,California,0,0,0,4,219.65,0,104.16,0,323.81,0,1,92314
-59,15,14.65,0,,,32,Big Bear City,2962,Month-to-Month,United States,3577-AMVUX,Joined,0,1,Male,1,Cable,"34.278967, -116.773825",34.278967,-116.773825,0,55.05,0,0,0,,0,0,0,0,Credit Card,1,9899,1,Q3,0,4,0,California,0,0,0,1,55.05,0,14.65,0,69.7,0,1,92314
-40,0,18.95,0,,,27,Big Bear City,4263,Two Year,United States,8957-THMOA,Stayed,1,0,Female,0,,"34.278967, -116.773825",34.278967,-116.773825,0,20.15,0,3,0,,0,0,0,0,Credit Card,1,9899,0,Q3,0,3,0,California,0,0,0,50,970.85,0,947.5,0,1918.35,0,0,92314
-64,13,21.65,1,Dissatisfaction,Limited range of services,75,Calimesa,5644,Month-to-Month,United States,4806-HIPDW,Churned,0,0,Female,1,Fiber Optic,"33.982787, -117.057627",33.982787,-117.057627,1,68.95,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,7334,0,Q3,1,2,0,California,0,0,0,1,68.95,0,21.65,0,90.6,0,1,92320
-63,26,11.4,0,,,67,Calimesa,4488,One Year,United States,0206-TBWLC,Stayed,0,1,Female,1,Fiber Optic,"33.982787, -117.057627",33.982787,-117.057627,1,114.65,1,0,7,Offer B,1,1,1,1,Credit Card,1,7334,1,Q3,1,4,0,California,1,1,1,54,6049.5,0,615.6,0,6665.1,0,1,92320
-44,0,18.2,0,,,20,Calimesa,4333,Month-to-Month,United States,1057-FOGLZ,Stayed,0,0,Female,0,,"33.982787, -117.057627",33.982787,-117.057627,0,19.65,0,0,0,Offer D,0,0,0,0,Credit Card,1,7334,0,Q3,0,3,0,California,0,0,0,18,391.7,0,327.6,0,719.3,0,0,92320
-58,0,1.97,0,,,67,Calimesa,4064,Month-to-Month,United States,3936-QQFLL,Joined,0,0,Male,0,,"33.982787, -117.057627",33.982787,-117.057627,0,19.75,0,0,0,,0,0,0,0,Credit Card,1,7334,0,Q3,0,4,0,California,0,0,0,2,39.3,0,3.94,0,43.24,0,0,92320
-35,17,36.84,1,Price,Price too high,91,Green Valley Lake,4154,Month-to-Month,United States,7479-NITWS,Churned,0,1,Male,1,Fiber Optic,"34.244411, -117.072654",34.244411,-117.072654,0,89.35,1,0,0,,0,0,1,0,Credit Card,1,317,0,Q3,0,1,0,California,0,0,1,7,631.85,60,257.88,0,949.73,0,0,92341
-48,4,38.79,0,,,61,Green Valley Lake,5813,Month-to-Month,United States,8313-NDOIA,Stayed,0,1,Female,1,Fiber Optic,"34.244411, -117.072654",34.244411,-117.072654,0,104.15,1,0,0,,1,0,1,0,Bank Withdrawal,1,317,0,Q3,0,5,0,California,1,1,1,24,2494.65,40,930.96,0,3465.61,0,0,92341
-35,7,31.76,0,,,40,Green Valley Lake,3348,Month-to-Month,United States,7422-WNBTY,Stayed,0,1,Male,1,Fiber Optic,"34.244411, -117.072654",34.244411,-117.072654,1,93.35,1,0,5,,1,0,1,1,Bank Withdrawal,1,317,0,Q3,1,4,0,California,1,1,0,33,3092,0,1048.08,0,4140.08,0,1,92341
-60,13,32.43,1,Dissatisfaction,Product dissatisfaction,65,Hinkley,4167,Month-to-Month,United States,2959-MJHIC,Churned,0,0,Male,1,Fiber Optic,"34.983808, -117.239306",34.983808,-117.239306,1,80.35,0,0,3,,0,0,1,1,Bank Withdrawal,1,1933,0,Q3,1,1,0,California,0,0,1,4,307.4,0,129.72,0,437.12,0,1,92347
-61,28,4.53,0,,,28,Hinkley,4120,Month-to-Month,United States,1452-VOQCH,Joined,0,0,Male,1,Fiber Optic,"34.983808, -117.239306",34.983808,-117.239306,0,75.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,1933,0,Q3,0,3,0,California,0,0,0,1,75.1,0,4.53,0,79.63,0,1,92347
-58,0,40,0,,,70,Hinkley,3047,Two Year,United States,3373-DIUUN,Stayed,1,0,Male,0,,"34.983808, -117.239306",34.983808,-117.239306,1,21.25,0,3,6,,0,0,0,1,Credit Card,1,1933,0,Q3,1,3,0,California,0,0,0,30,711.9,0,1200,0,1911.9,0,0,92347
-40,20,38.32,0,,,65,Hinkley,5877,Month-to-Month,United States,1310-QRITU,Stayed,0,0,Female,1,DSL,"34.983808, -117.239306",34.983808,-117.239306,0,50.3,1,0,0,,0,0,1,0,Bank Withdrawal,1,1933,0,Q3,0,3,0,California,0,0,0,18,913.3,0,689.76,0,1603.06,0,1,92347
-56,0,15.79,1,Price,Long distance charges,94,San Bernardino,2279,One Year,United States,6598-RFFVI,Churned,0,0,Male,0,,"34.142747, -117.300864",34.142747,-117.300864,0,19.3,0,0,0,,0,0,0,0,Credit Card,1,24644,0,Q3,0,3,0,California,0,0,0,2,28.3,0,31.58,0,59.88,0,0,92405
-64,28,32.07,0,,,65,San Bernardino,2565,Month-to-Month,United States,9094-AZPHK,Stayed,0,0,Female,1,Fiber Optic,"34.142747, -117.300864",34.142747,-117.300864,0,100.15,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,24644,0,Q3,0,3,0,California,1,1,1,15,1415,0,481.05,0,1896.05,0,0,92405
-21,76,28.17,0,,,57,San Bernardino,5077,Two Year,United States,6288-CHQJB,Stayed,0,1,Female,1,DSL,"34.142747, -117.300864",34.142747,-117.300864,1,69.95,0,0,3,Offer B,0,1,0,1,Bank Withdrawal,1,24644,1,Q3,1,4,0,California,1,1,0,54,3871.85,0,1521.18,0,5393.03,1,1,92405
-62,0,32.05,0,,,54,San Bernardino,4673,Two Year,United States,2481-SBOYW,Stayed,1,0,Female,0,,"34.142747, -117.300864",34.142747,-117.300864,0,25,1,1,0,Offer B,0,0,1,0,Credit Card,1,24644,0,Q3,0,4,0,California,0,0,0,61,1498.35,0,1955.05,0,3453.4,0,0,92405
-46,7,36.65,1,Dissatisfaction,Network reliability,81,Irvine,4669,One Year,United States,2325-ZUSFD,Churned,0,0,Female,1,DSL,"33.720359, -117.733655",33.720359,-117.733655,1,70.1,0,0,1,Offer B,0,1,1,1,Bank Withdrawal,1,2762,0,Q3,1,1,0,California,1,1,1,57,3913.3,0,2089.05,0,6002.35,0,1,92602
-51,0,20.6,0,,,46,Irvine,4368,Two Year,United States,8067-NIOYM,Stayed,1,0,Female,0,,"33.720359, -117.733655",33.720359,-117.733655,1,21.1,0,3,9,Offer C,0,0,1,1,Credit Card,1,2762,0,Q3,1,5,0,California,0,0,0,24,490.65,0,494.4,0,985.05,0,0,92602
-38,19,42.16,0,,,55,Irvine,4478,Two Year,United States,2530-FMFXO,Stayed,1,1,Male,1,Fiber Optic,"33.720359, -117.733655",33.720359,-117.733655,1,103.2,1,1,3,Offer B,0,0,1,1,Bank Withdrawal,1,2762,1,Q3,1,3,0,California,1,1,1,56,5873.75,0,2360.96,0,8234.71,0,1,92602
-60,26,18.54,0,,,44,Irvine,5418,Two Year,United States,7609-YBPXG,Stayed,0,1,Male,1,DSL,"33.720359, -117.733655",33.720359,-117.733655,0,87.1,1,0,0,,0,1,0,0,Bank Withdrawal,1,2762,1,Q3,0,3,0,California,1,1,1,54,4735.2,80,1001.16,0,5816.36,0,0,92602
-50,30,33.65,1,Competitor,Competitor had better devices,71,Costa Mesa,4479,Month-to-Month,United States,0004-TLHLJ,Churned,0,1,Male,1,Fiber Optic,"33.645672, -117.922613",33.645672,-117.922613,0,73.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,62069,0,Q3,0,1,0,California,0,0,0,4,280.85,0,134.6,0,415.45,0,1,92627
-57,5,0,1,Other,Moved,67,Costa Mesa,5375,One Year,United States,7614-QVWQL,Churned,0,0,Male,1,DSL,"33.645672, -117.922613",33.645672,-117.922613,1,51.8,0,0,2,,1,0,1,1,Bank Withdrawal,0,62069,0,Q3,1,2,0,California,1,1,1,49,2541.25,50,0,0,2591.25,0,0,92627
-52,10,24.57,0,,,21,Costa Mesa,3880,Month-to-Month,United States,2782-LFZVW,Stayed,0,0,Female,1,Cable,"33.645672, -117.922613",33.645672,-117.922613,0,58.95,1,0,0,Offer D,0,0,1,0,Credit Card,1,62069,0,Q3,0,4,0,California,1,1,0,11,601.6,70,270.27,0,941.87,0,0,92627
-38,0,48.63,0,,,23,Costa Mesa,6473,One Year,United States,6922-NCEDI,Stayed,0,0,Male,0,,"33.645672, -117.922613",33.645672,-117.922613,0,21.2,0,0,0,Offer B,0,0,1,0,Mailed Check,1,62069,0,Q3,0,4,0,California,0,0,0,56,1238.65,0,2723.28,0,3961.93,0,0,92627
-39,24,27.99,1,Dissatisfaction,Product dissatisfaction,89,Huntington Beach,6424,Two Year,United States,5089-IFSDP,Churned,0,1,Female,1,Fiber Optic,"33.723579, -118.005441",33.723579,-118.005441,1,109.45,1,0,1,Offer B,1,1,1,1,Bank Withdrawal,1,58764,0,Q3,1,1,0,California,1,1,1,58,6144.55,0,1623.42,0,7767.97,0,1,92647
-59,12,3.54,0,,,43,Huntington Beach,2074,One Year,United States,7129-AZJDE,Stayed,1,0,Male,1,Fiber Optic,"33.723579, -118.005441",33.723579,-118.005441,1,78.95,0,1,1,Offer C,0,0,1,1,Bank Withdrawal,1,58764,0,Q3,1,3,0,California,1,1,0,34,2647.2,0,120.36,0,2767.56,0,1,92647
-21,69,7.67,0,,,72,Huntington Beach,5956,Month-to-Month,United States,8548-AWOFC,Stayed,0,0,Male,1,DSL,"33.723579, -118.005441",33.723579,-118.005441,1,63.85,1,0,4,,0,0,0,1,Bank Withdrawal,1,58764,1,Q3,1,3,0,California,1,1,0,66,4264.6,0,506.22,0,4770.82,1,1,92647
-48,11,0,0,,,33,Huntington Beach,4580,Month-to-Month,United States,4987-GQWPO,Stayed,0,0,Male,1,DSL,"33.723579, -118.005441",33.723579,-118.005441,0,25.1,0,0,0,,0,0,0,0,Credit Card,0,58764,0,Q3,0,4,0,California,0,0,0,17,382.8,0,0,0,382.8,0,1,92647
-21,82,11.73,1,Dissatisfaction,Service dissatisfaction,90,Silverado,3598,Month-to-Month,United States,4817-VYYWS,Churned,0,0,Female,1,Fiber Optic,"33.782346, -117.635263",33.782346,-117.635263,0,100.2,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,1859,0,Q3,0,1,0,California,1,1,1,30,2983.8,0,351.9,0,3335.7,1,1,92676
-39,13,9.98,1,Competitor,Competitor had better devices,83,Silverado,3865,Month-to-Month,United States,6923-EFPNL,Churned,0,0,Male,1,DSL,"33.782346, -117.635263",33.782346,-117.635263,0,51.75,1,0,0,,0,0,0,0,Credit Card,1,1859,0,Q3,0,1,0,California,0,0,0,4,201.1,0,39.92,0,241.02,0,1,92676
-53,25,14.43,0,,,70,Silverado,5800,One Year,United States,6815-ABQFQ,Stayed,0,0,Male,1,Fiber Optic,"33.782346, -117.635263",33.782346,-117.635263,1,107.25,1,0,1,,1,0,1,1,Bank Withdrawal,1,1859,1,Q3,1,3,0,California,1,1,1,56,6033.3,0,808.08,0,6841.38,0,1,92676
-58,0,15.71,0,,,80,Silverado,5039,One Year,United States,8076-FEZKJ,Stayed,0,0,Male,0,,"33.782346, -117.635263",33.782346,-117.635263,0,19.5,0,0,0,,0,0,0,0,Credit Card,1,1859,0,Q3,0,3,0,California,0,0,0,10,225.85,0,157.1,0,382.95,0,0,92676
-36,28,24.24,1,Attitude,Attitude of support person,90,Tustin,3531,Month-to-Month,United States,7359-PTSXY,Churned,0,0,Male,1,DSL,"33.735802, -117.818805",33.735802,-117.818805,0,45.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,55062,0,Q3,0,1,0,California,0,0,0,1,45.75,0,24.24,0,69.99,0,1,92780
-26,51,20.34,0,,,20,Tustin,4072,Two Year,United States,9548-LIGTA,Stayed,0,0,Male,1,Cable,"33.735802, -117.818805",33.735802,-117.818805,1,81.05,0,0,2,,1,1,1,1,Credit Card,1,55062,1,Q3,1,3,0,California,1,1,1,61,4747.65,0,1240.74,0,5988.39,1,0,92780
-54,0,27.93,0,,,72,Tustin,4801,One Year,United States,0788-DXBFY,Stayed,0,0,Male,0,,"33.735802, -117.818805",33.735802,-117.818805,1,19.55,0,0,3,Offer B,0,0,1,1,Bank Withdrawal,1,55062,0,Q3,1,3,0,California,0,0,0,58,1108.8,0,1619.94,0,2728.74,0,0,92780
-39,19,0,0,,,68,Tustin,4112,One Year,United States,2137-DQMEV,Stayed,1,0,Male,1,DSL,"33.735802, -117.818805",33.735802,-117.818805,1,44.8,0,2,1,Offer A,1,1,0,1,Credit Card,0,55062,0,Q3,1,3,0,California,0,0,1,68,2983.65,0,0,0,2983.65,0,1,92780
-41,29,25.24,1,Attitude,Attitude of support person,76,Anaheim,4251,Month-to-Month,United States,4503-BDXBD,Churned,0,0,Male,1,Fiber Optic,"33.850452, -117.726668",33.850452,-117.726668,0,74.95,0,0,0,,1,0,0,0,Bank Withdrawal,1,19629,0,Q3,0,1,0,California,0,0,0,11,815.5,0,277.64,0,1093.14,0,1,92808
-62,0,28.28,0,,,44,Anaheim,2400,Month-to-Month,United States,1423-BMPBQ,Joined,1,0,Female,0,,"33.850452, -117.726668",33.850452,-117.726668,1,19,0,1,1,Offer E,0,0,1,1,Credit Card,1,19629,0,Q3,1,4,0,California,0,0,0,1,19,0,28.28,0,47.28,0,0,92808
-28,26,18.84,0,,,44,Anaheim,2894,One Year,United States,9917-KWRBE,Stayed,0,1,Female,1,Cable,"33.850452, -117.726668",33.850452,-117.726668,1,78.35,1,0,8,Offer B,1,1,1,1,Credit Card,1,19629,0,Q3,1,3,0,California,0,0,1,41,3211.2,0,772.44,0,3983.64,1,1,92808
-37,0,37.4,0,,,61,Anaheim,2233,One Year,United States,4632-PAOYU,Stayed,1,0,Male,0,,"33.850452, -117.726668",33.850452,-117.726668,1,19.95,0,1,1,Offer D,0,0,0,1,Credit Card,1,19629,0,Q3,1,3,0,California,0,0,0,22,433.5,0,822.8,0,1256.3,0,0,92808
-57,11,31.13,1,Competitor,Competitor had better devices,90,Fullerton,4261,One Year,United States,3886-CERTZ,Churned,0,1,Female,1,Fiber Optic,"33.879983, -117.895482",33.879983,-117.895482,1,109.25,1,0,1,,1,0,1,1,Bank Withdrawal,1,34592,1,Q3,1,1,0,California,1,1,1,72,8109.8,0,2241.36,0,10351.16,0,1,92831
-56,10,46.24,0,,,43,Fullerton,6471,Two Year,United States,4568-KNYWR,Stayed,0,0,Male,1,Cable,"33.879983, -117.895482",33.879983,-117.895482,0,63.25,0,0,0,,1,1,1,0,Credit Card,1,34592,0,Q3,0,4,0,California,0,0,1,52,3342.45,130,2404.48,0,5876.93,0,0,92831
-50,14,2.7,0,,,23,Fullerton,3270,Month-to-Month,United States,1393-IMKZG,Joined,0,0,Female,1,Fiber Optic,"33.879983, -117.895482",33.879983,-117.895482,0,95.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,34592,1,Q3,0,4,0,California,1,1,1,1,95.85,0,2.7,0,98.55,0,1,92831
-41,23,3.2,0,,,31,Fullerton,5037,Two Year,United States,2990-OGYTD,Stayed,0,1,Female,1,DSL,"33.879983, -117.895482",33.879983,-117.895482,1,86.15,1,0,1,Offer A,1,0,0,1,Bank Withdrawal,1,34592,1,Q3,1,5,0,California,1,1,1,67,5883.85,0,214.4,0,6098.25,0,1,92831
-31,3,20.86,1,Other,Deceased,75,Corona,4028,Month-to-Month,United States,0991-BRRFB,Churned,0,0,Male,1,DSL,"33.762351, -117.488725",33.762351,-117.488725,0,49.4,0,0,0,,0,1,0,0,Bank Withdrawal,1,13188,0,Q3,0,1,0,California,0,0,0,18,874.8,0,375.48,0,1250.28,0,1,92883
-48,20,36.59,0,,,56,Corona,4138,One Year,United States,8672-OAUPW,Stayed,0,0,Male,1,DSL,"33.762351, -117.488725",33.762351,-117.488725,0,47.85,0,0,0,,0,0,0,0,Credit Card,1,13188,1,Q3,0,4,0,California,0,0,0,51,2356.75,0,1866.09,18.39,4204.45,0,1,92883
-31,0,11.46,0,,,23,Corona,4249,Two Year,United States,9030-QGZNL,Stayed,0,0,Female,0,,"33.762351, -117.488725",33.762351,-117.488725,0,20.85,0,0,0,,0,0,0,0,Credit Card,1,13188,0,Q3,0,5,0,California,0,0,0,8,161.65,0,91.68,0,253.33,0,0,92883
-35,0,32.54,0,,,75,Corona,5535,Month-to-Month,United States,4397-FRLTA,Stayed,0,0,Female,0,,"33.762351, -117.488725",33.762351,-117.488725,0,20.15,0,0,0,Offer E,0,0,0,0,Credit Card,1,13188,0,Q3,0,4,0,California,0,0,0,4,84.5,0,130.16,0,214.66,0,0,92883
-42,5,43.8,1,Other,Moved,71,Carpinteria,5617,Month-to-Month,United States,9025-AOMKI,Churned,0,0,Female,1,Fiber Optic,"34.441398, -119.513163",34.441398,-119.513163,0,93.55,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,17409,0,Q3,0,2,0,California,1,1,1,6,536.4,0,262.8,0,799.2,0,1,93013
-64,19,13.58,0,,,78,Carpinteria,3762,Month-to-Month,United States,9396-ZSFLL,Stayed,0,0,Female,1,DSL,"34.441398, -119.513163",34.441398,-119.513163,0,48.85,1,0,0,,0,0,0,0,Credit Card,1,17409,0,Q3,0,4,0,California,0,0,0,15,631.4,0,203.7,32.09,803.01,0,1,93013
-25,47,24.85,0,,,79,Carpinteria,6469,Two Year,United States,9239-GZHZE,Stayed,0,1,Female,1,Fiber Optic,"34.441398, -119.513163",34.441398,-119.513163,1,113.65,1,0,6,Offer A,1,1,1,1,Credit Card,1,17409,1,Q3,1,3,0,California,1,1,1,72,8124.2,0,1789.2,0,9913.4,1,1,93013
-36,5,27.88,0,,,24,Carpinteria,6432,One Year,United States,9107-UKCKY,Stayed,0,1,Male,1,DSL,"34.441398, -119.513163",34.441398,-119.513163,1,79.8,1,0,7,Offer B,1,0,1,1,Bank Withdrawal,1,17409,0,Q3,1,5,0,California,1,1,1,61,4914.8,70,1700.68,0,6685.48,0,0,93013
-23,58,27.44,1,Competitor,Competitor offered more data,90,Frazier Park,4163,Month-to-Month,United States,4587-VVTOX,Churned,0,1,Female,1,Fiber Optic,"34.907911, -119.234281",34.907911,-119.234281,1,105.3,1,0,1,Offer E,1,0,1,1,Bank Withdrawal,1,1526,0,Q3,1,1,0,California,1,1,1,6,545.2,0,164.64,0,709.84,1,1,93222
-37,0,11.75,0,,,65,Frazier Park,4517,Two Year,United States,5845-BZZIB,Stayed,1,0,Male,0,,"34.907911, -119.234281",34.907911,-119.234281,1,20.1,0,3,7,,0,0,0,1,Credit Card,1,1526,0,Q3,1,3,0,California,0,0,0,35,655.3,0,411.25,38.61,1027.94,0,0,93222
-40,23,31.41,0,,,31,Frazier Park,4078,One Year,United States,8402-EIVQS,Stayed,0,0,Male,1,Fiber Optic,"34.907911, -119.234281",34.907911,-119.234281,1,100.9,0,0,8,Offer A,1,1,1,1,Credit Card,1,1526,0,Q3,1,3,0,California,1,1,1,67,6733.15,0,2104.47,0,8837.62,0,1,93222
-51,12,19.63,0,,,43,Frazier Park,4977,One Year,United States,9705-ZJBCG,Stayed,1,0,Female,1,DSL,"34.907911, -119.234281",34.907911,-119.234281,1,54.15,0,1,5,Offer D,0,1,0,1,Bank Withdrawal,1,1526,1,Q3,1,3,0,California,0,0,0,13,701.05,0,255.19,0,956.24,0,1,93222
-61,0,19.75,1,Competitor,Competitor made better offer,94,Lemoore,4931,Two Year,United States,8515-OCTJS,Churned,0,0,Female,0,,"36.303666, -119.825657",36.303666,-119.825657,0,24.75,1,0,0,Offer C,0,0,0,0,Credit Card,1,30419,0,Q3,0,3,0,California,0,0,0,25,692.1,0,493.75,0,1185.85,0,0,93245
-22,58,0,0,,,42,Lemoore,5214,Month-to-Month,United States,5533-RJFTJ,Stayed,0,1,Male,1,Cable,"36.303666, -119.825657",36.303666,-119.825657,0,30.2,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,0,30419,0,Q3,0,4,0,California,0,0,0,49,1453.1,0,0,0,1453.1,1,1,93245
-44,19,38.48,0,,,65,Lemoore,2004,Month-to-Month,United States,7928-VJYAB,Stayed,1,0,Male,1,Fiber Optic,"36.303666, -119.825657",36.303666,-119.825657,1,90.6,0,1,9,Offer D,0,0,0,1,Bank Withdrawal,1,30419,0,Q3,1,5,0,California,1,1,1,11,1020.2,0,423.28,0,1443.48,0,1,93245
-26,73,34.49,0,,,67,Lemoore,3355,Month-to-Month,United States,9115-YQHGA,Stayed,0,0,Male,1,DSL,"36.303666, -119.825657",36.303666,-119.825657,0,51.1,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,30419,1,Q3,0,5,0,California,0,0,0,40,2092.9,0,1379.6,0,3472.5,1,1,93245
-64,7,0,1,Dissatisfaction,Lack of self-service on Website,85,Sequoia National Park,2846,Month-to-Month,United States,1334-FJSVR,Churned,0,0,Male,1,DSL,"36.527243, -118.594938",36.527243,-118.594938,0,24.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,56,0,Q3,0,1,0,California,0,0,0,1,24.25,0,0,0,24.25,0,1,93262
-64,19,1.59,0,,,55,Sequoia National Park,5602,Month-to-Month,United States,2826-UWHIS,Stayed,0,0,Male,1,Fiber Optic,"36.527243, -118.594938",36.527243,-118.594938,1,81.4,1,0,4,Offer B,1,0,0,1,Bank Withdrawal,1,56,0,Q3,1,5,0,California,0,0,0,45,3775.85,0,71.55,0,3847.4,0,1,93262
-56,0,3.6,0,,,78,Sequoia National Park,3428,One Year,United States,2809-ILCYT,Stayed,0,0,Female,0,,"36.527243, -118.594938",36.527243,-118.594938,1,26.8,1,0,10,,0,0,1,1,Credit Card,1,56,0,Q3,1,5,0,California,0,0,0,25,733.55,0,90,0,823.55,0,0,93262
-60,16,39.83,0,,,53,Sequoia National Park,5722,Month-to-Month,United States,2087-QAREY,Stayed,0,1,Female,1,Cable,"36.527243, -118.594938",36.527243,-118.594938,1,54.7,0,0,1,Offer D,1,0,1,1,Credit Card,1,56,0,Q3,1,3,0,California,0,0,0,22,1178.75,0,876.26,0,2055.01,0,1,93262
-60,5,44.28,1,Price,Long distance charges,91,Wasco,5392,Month-to-Month,United States,0618-XWMSS,Churned,0,0,Male,1,Fiber Optic,"35.652242, -119.4464",35.652242,-119.4464,0,74.9,0,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,22760,0,Q3,0,1,0,California,0,0,0,28,2068.55,0,1239.84,0,3308.39,0,1,93280
-55,22,29.06,0,,,43,Wasco,4258,One Year,United States,6663-JOCQO,Stayed,0,0,Male,1,DSL,"35.652242, -119.4464",35.652242,-119.4464,1,75.25,1,0,7,,1,1,1,1,Bank Withdrawal,1,22760,1,Q3,1,3,0,California,1,1,0,31,2344.5,0,900.86,1.99,3243.37,0,1,93280
-61,7,2.66,0,,,39,Wasco,4047,Month-to-Month,United States,2637-FKFSY,Joined,0,0,Female,1,DSL,"35.652242, -119.4464",35.652242,-119.4464,1,46.1,0,0,2,,0,0,1,1,Mailed Check,1,22760,0,Q3,1,4,0,California,0,0,0,3,130.15,0,7.98,0,138.13,0,1,93280
-29,53,31.88,0,,,53,Wasco,2333,Month-to-Month,United States,7502-BNYGS,Stayed,0,0,Female,1,DSL,"35.652242, -119.4464",35.652242,-119.4464,1,69.1,0,0,7,Offer B,1,0,1,1,Credit Card,1,22760,0,Q3,1,5,0,California,1,1,1,46,3168,0,1466.48,0,4634.48,1,1,93280
-21,0,20.26,1,Price,Price too high,67,Bakersfield,3162,Month-to-Month,United States,2565-JSLRY,Churned,0,0,Male,0,,"35.449881, -118.841442",35.449881,-118.841442,0,24.05,1,0,0,,0,0,1,0,Mailed Check,1,53481,0,Q3,0,2,0,California,0,0,0,1,24.05,0,20.26,0,44.31,1,0,93306
-52,6,41.21,0,,,65,Bakersfield,2332,Month-to-Month,United States,9450-TRJUU,Stayed,0,0,Male,1,Fiber Optic,"35.449881, -118.841442",35.449881,-118.841442,0,83.15,1,0,0,,0,0,0,0,Bank Withdrawal,1,53481,0,Q3,0,4,0,California,0,0,1,35,2848.45,0,1442.35,18.84,4271.96,0,1,93306
-60,26,49.63,0,,,51,Bakersfield,4203,Month-to-Month,United States,2789-HQBOU,Joined,0,0,Male,1,Fiber Optic,"35.449881, -118.841442",35.449881,-118.841442,0,80.35,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,53481,0,Q3,0,5,0,California,1,1,0,3,253.8,0,148.89,0,402.69,0,1,93306
-42,16,34.17,0,,,40,Bakersfield,4477,Month-to-Month,United States,3096-GKWEB,Stayed,0,0,Male,1,Fiber Optic,"35.449881, -118.841442",35.449881,-118.841442,1,94.75,1,0,1,,0,0,1,1,Bank Withdrawal,1,53481,0,Q3,1,4,0,California,1,1,1,18,1691.9,0,615.06,0,2306.96,0,1,93306
-47,0,34.57,1,Price,Long distance charges,76,Casmalia,2398,Month-to-Month,United States,4255-DDUOU,Churned,1,0,Female,0,,"34.866032, -120.536546",34.866032,-120.536546,1,20.5,0,3,0,,0,0,1,1,Mailed Check,1,210,0,Q3,0,1,0,California,0,0,0,1,20.5,0,34.57,0,55.07,0,0,93429
-51,28,37.04,0,,,26,Casmalia,2383,Month-to-Month,United States,9944-AEXBM,Stayed,0,0,Male,1,Fiber Optic,"34.866032, -120.536546",34.866032,-120.536546,0,85.65,1,0,0,,0,0,1,0,Bank Withdrawal,1,210,0,Q3,0,3,0,California,1,1,0,32,2664.3,0,1185.28,0,3849.58,0,1,93429
-38,14,36.54,0,,,59,Casmalia,5213,Two Year,United States,9570-KYEUA,Stayed,0,1,Male,1,Fiber Optic,"34.866032, -120.536546",34.866032,-120.536546,0,99.25,1,0,0,Offer B,0,1,0,0,Credit Card,1,210,1,Q3,0,4,0,California,1,1,0,64,6549.45,0,2338.56,0,8888.01,0,1,93429
-49,0,23.04,0,,,43,Casmalia,5018,One Year,United States,6260-XLACS,Stayed,0,0,Male,0,,"34.866032, -120.536546",34.866032,-120.536546,0,19.7,0,0,0,,0,0,0,0,Credit Card,1,210,0,Q3,0,3,0,California,0,0,0,4,117.8,0,92.16,0,209.96,0,0,93429
-51,29,7.26,1,Dissatisfaction,Network reliability,71,Guadalupe,5882,Month-to-Month,United States,2984-MIIZL,Churned,0,1,Male,1,Fiber Optic,"34.936, -120.594655",34.936,-120.594655,0,74.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,5726,0,Q3,0,1,0,California,0,0,0,4,321.9,0,29.04,0,350.94,0,1,93434
-24,0,46.76,0,,,36,Guadalupe,4446,Two Year,United States,8434-VGEQQ,Stayed,0,0,Male,0,,"34.936, -120.594655",34.936,-120.594655,1,20.55,0,0,0,Offer B,0,0,0,1,Credit Card,1,5726,0,Q3,0,4,0,California,0,0,0,61,1305.95,0,2852.36,0,4158.31,1,0,93434
-34,27,48.11,0,,,59,Guadalupe,5232,One Year,United States,5498-IBWPI,Stayed,1,0,Female,1,Cable,"34.936, -120.594655",34.936,-120.594655,1,49.4,0,2,1,Offer A,0,0,1,1,Credit Card,1,5726,1,Q3,1,3,0,California,0,0,0,66,3251.85,0,3175.26,0,6427.11,0,1,93434
-46,24,12.97,0,,,26,Guadalupe,3387,One Year,United States,2896-TBNBE,Stayed,0,1,Male,1,Fiber Optic,"34.936, -120.594655",34.936,-120.594655,1,80.8,0,0,5,Offer B,1,0,0,1,Bank Withdrawal,1,5726,0,Q3,1,3,0,California,0,0,0,40,3132.75,0,518.8,0,3651.55,0,1,93434
-34,21,43.26,1,Competitor,Competitor offered more data,90,Lake Hughes,3074,Month-to-Month,United States,3045-XETSH,Churned,0,1,Female,1,Fiber Optic,"34.659579, -118.584212",34.659579,-118.584212,0,94.85,1,0,0,,1,0,1,0,Bank Withdrawal,1,2771,0,Q3,0,3,0,California,1,1,0,10,953.45,0,432.6,0,1386.05,0,1,93532
-22,73,27.69,1,Attitude,Attitude of service provider,69,Lake Hughes,2541,Month-to-Month,United States,0363-QJVFX,Churned,0,0,Male,1,Fiber Optic,"34.659579, -118.584212",34.659579,-118.584212,0,108.15,1,0,0,Offer C,1,1,1,0,Credit Card,1,2771,1,Q3,0,1,0,California,1,1,1,32,3432.9,0,886.08,0,4318.98,1,1,93532
-41,25,9.6,0,,,49,Lake Hughes,5794,Two Year,United States,5684-FJVYR,Stayed,0,0,Female,1,Fiber Optic,"34.659579, -118.584212",34.659579,-118.584212,1,90.35,1,0,9,Offer A,1,1,1,1,Bank Withdrawal,1,2771,1,Q3,1,3,0,California,0,0,0,72,6563.4,0,691.2,0,7254.6,0,1,93532
-28,85,49.96,0,,,41,Lake Hughes,4104,Two Year,United States,6901-GOGZG,Stayed,1,1,Male,1,DSL,"34.659579, -118.584212",34.659579,-118.584212,0,84.95,1,1,0,Offer B,0,1,1,0,Bank Withdrawal,1,2771,1,Q3,0,3,0,California,1,1,1,60,4984.85,0,2997.6,0,7982.45,1,1,93532
-42,19,45.6,1,Competitor,Competitor had better devices,90,Palmdale,2881,Month-to-Month,United States,7683-CBDKJ,Churned,1,0,Male,1,Cable,"34.536232, -118.082935",34.536232,-118.082935,1,65.45,0,1,1,,1,1,1,1,Bank Withdrawal,1,67232,0,Q3,1,1,0,California,0,0,1,14,937.6,0,638.4,0,1576,0,1,93550
-32,11,45.35,0,,,70,Palmdale,3546,One Year,United States,3137-NYQQI,Stayed,0,0,Male,1,DSL,"34.536232, -118.082935",34.536232,-118.082935,1,64.8,0,0,2,Offer D,1,1,0,1,Credit Card,1,67232,0,Q3,1,4,0,California,1,1,0,17,1175.6,0,770.95,0,1946.55,0,1,93550
-19,58,0,0,,,69,Palmdale,6270,Month-to-Month,United States,3893-JRNFS,Stayed,0,1,Male,1,DSL,"34.536232, -118.082935",34.536232,-118.082935,0,39.9,0,0,0,,0,0,1,0,Bank Withdrawal,0,67232,0,Q3,0,4,0,California,1,1,0,68,2796.35,0,0,0,2796.35,1,1,93550
-22,0,43.69,0,,,78,Palmdale,5231,Two Year,United States,9648-BCHKM,Stayed,1,0,Female,0,,"34.536232, -118.082935",34.536232,-118.082935,1,24.65,1,3,9,,0,0,1,1,Credit Card,1,67232,0,Q3,1,3,0,California,0,0,0,18,471.35,0,786.42,0,1257.77,1,0,93550
-61,10,39.55,1,Competitor,Competitor offered higher download speeds,73,Valyermo,6452,One Year,United States,0112-QWPNC,Churned,0,1,Male,1,Cable,"34.39583, -117.734568",34.39583,-117.734568,1,84.35,1,0,1,Offer B,0,1,0,1,Bank Withdrawal,1,413,1,Q3,1,2,0,California,1,1,1,49,4059.35,0,1937.95,0,5997.3,0,1,93563
-20,48,41.15,0,,,51,Valyermo,4620,One Year,United States,3758-CKOQL,Stayed,0,1,Female,1,Fiber Optic,"34.39583, -117.734568",34.39583,-117.734568,1,107,1,0,7,Offer B,1,1,1,1,Credit Card,1,413,1,Q3,1,4,0,California,1,1,0,59,6152.3,0,2427.85,0,8580.15,1,0,93563
-35,24,47.06,0,,,70,Valyermo,5445,Two Year,United States,1821-BUCWY,Stayed,0,1,Male,1,Cable,"34.39583, -117.734568",34.39583,-117.734568,0,55.65,0,0,0,Offer C,0,1,1,0,Mailed Check,1,413,0,Q3,0,3,0,California,0,0,0,30,1653.85,0,1411.8,0,3065.65,0,1,93563
-45,19,2.75,0,,,52,Valyermo,6044,Two Year,United States,6408-WHTEF,Stayed,1,1,Male,1,DSL,"34.39583, -117.734568",34.39583,-117.734568,1,89.4,1,2,7,,1,1,1,1,Credit Card,1,413,1,Q3,1,3,0,California,1,1,1,72,6376.55,0,198,0,6574.55,0,1,93563
-23,59,0,1,Dissatisfaction,Lack of self-service on Website,66,Sanger,4917,Month-to-Month,United States,4628-CTTLA,Churned,0,0,Male,1,DSL,"36.819628, -119.440414",36.819628,-119.440414,0,39.3,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,0,28991,0,Q3,0,1,0,California,0,1,1,57,2111.45,80,0,0,2191.45,1,0,93657
-55,0,8.23,0,,,34,Sanger,6201,Two Year,United States,4335-BSMJS,Stayed,0,0,Female,0,,"36.819628, -119.440414",36.819628,-119.440414,0,25.8,1,0,0,,0,0,1,0,Credit Card,1,28991,0,Q3,0,3,0,California,0,0,0,62,1563.95,0,510.26,0,2074.21,0,0,93657
-41,7,48.37,0,,,70,Sanger,5345,Two Year,United States,9135-MGVPY,Stayed,0,1,Male,1,DSL,"36.819628, -119.440414",36.819628,-119.440414,1,84.7,0,0,10,,1,1,1,1,Credit Card,1,28991,1,Q3,1,3,0,California,1,1,1,69,5878.9,0,3337.53,0,9216.43,0,1,93657
-38,0,20.44,0,,,22,Sanger,6050,One Year,United States,1722-LDZJS,Stayed,1,0,Male,0,,"36.819628, -119.440414",36.819628,-119.440414,1,20.2,0,3,1,,0,0,0,1,Credit Card,1,28991,0,Q3,1,4,0,California,0,0,0,53,1068.15,0,1083.32,0,2151.47,0,0,93657
-64,22,8.31,1,Price,Extra data charges,70,Fresno,4203,Month-to-Month,United States,4822-YCXMX,Churned,0,0,Male,1,Fiber Optic,"36.78724, -119.827813",36.78724,-119.827813,0,84.8,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,35451,0,Q3,0,1,0,California,1,1,0,25,2043.45,0,207.75,0,2251.2,0,1,93705
-36,0,1.4,0,,,55,Fresno,2404,Two Year,United States,4625-LAMOB,Stayed,0,0,Male,0,,"36.78724, -119.827813",36.78724,-119.827813,0,20.4,0,0,0,,0,0,0,0,Credit Card,1,35451,0,Q3,0,5,0,California,0,0,0,44,905.55,0,61.6,0,967.15,0,0,93705
-37,0,5.95,0,,,69,Fresno,2127,Month-to-Month,United States,1552-TKMXS,Stayed,0,0,Female,0,,"36.78724, -119.827813",36.78724,-119.827813,1,20.35,0,0,0,Offer B,0,0,0,1,Credit Card,1,35451,0,Q3,0,3,0,California,0,0,0,42,869.9,0,249.9,0,1119.8,0,0,93705
-55,30,17.17,0,,,66,Fresno,4111,Month-to-Month,United States,7048-GXDAY,Stayed,0,0,Male,1,Fiber Optic,"36.78724, -119.827813",36.78724,-119.827813,0,106.4,1,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,35451,0,Q3,0,4,0,California,1,1,1,39,4040.65,0,669.63,0,4710.28,0,1,93705
-49,11,6.32,1,Dissatisfaction,Service dissatisfaction,87,Salinas,4160,Month-to-Month,United States,4229-CZMLL,Churned,0,0,Male,1,Fiber Optic,"36.64152, -121.622188",36.64152,-121.622188,0,74.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,35739,0,Q3,0,1,0,California,0,0,0,6,469.8,0,37.92,0,507.72,0,1,93901
-31,0,29.81,1,Attitude,Attitude of support person,66,Salinas,2843,Month-to-Month,United States,7854-EKTJL,Churned,1,0,Female,0,,"36.64152, -121.622188",36.64152,-121.622188,0,19.6,0,5,0,,0,0,1,0,Bank Withdrawal,1,35739,0,Q3,0,3,0,California,0,0,0,2,35.85,0,59.62,0,95.47,0,0,93901
-57,24,12.29,0,,,39,Salinas,5841,Two Year,United States,6007-TCTST,Stayed,1,1,Female,1,Fiber Optic,"36.64152, -121.622188",36.64152,-121.622188,1,115.8,1,2,9,,1,1,1,1,Bank Withdrawal,1,35739,1,Q3,1,3,0,California,1,1,1,72,8476.5,0,884.88,0,9361.38,0,1,93901
-35,0,31.33,0,,,21,Salinas,4467,One Year,United States,9067-YGSCA,Stayed,0,0,Female,0,,"36.64152, -121.622188",36.64152,-121.622188,0,26.05,1,0,0,,0,0,0,0,Credit Card,1,35739,0,Q3,0,5,0,California,0,0,0,70,1856.4,0,2193.1,0,4049.5,0,0,93901
-59,0,49.74,1,Attitude,Attitude of support person,78,Pacific Grove,5403,Month-to-Month,United States,9025-ZRPVR,Churned,0,0,Male,0,,"36.618337, -121.926417",36.618337,-121.926417,0,18.95,0,0,0,Offer E,0,0,1,0,Credit Card,1,15449,0,Q3,0,3,0,California,0,0,0,9,185.6,0,447.66,0,633.26,0,0,93950
-44,0,24.61,0,,,53,Pacific Grove,5263,Month-to-Month,United States,2732-ISEZX,Stayed,0,0,Female,0,,"36.618337, -121.926417",36.618337,-121.926417,0,20.5,0,0,0,,0,0,1,0,Credit Card,1,15449,0,Q3,0,3,0,California,0,0,0,5,104.3,0,123.05,0,227.35,0,0,93950
-39,20,49.41,0,,,32,Pacific Grove,4889,Month-to-Month,United States,4927-WWOOZ,Joined,0,1,Male,1,Fiber Optic,"36.618337, -121.926417",36.618337,-121.926417,1,91.45,1,0,0,,0,0,1,1,Bank Withdrawal,1,15449,0,Q3,0,5,0,California,0,0,1,2,171.45,10,98.82,0,280.27,0,0,93950
-43,0,33.92,0,,,44,Pacific Grove,5555,Month-to-Month,United States,9867-NNXLC,Stayed,0,0,Female,0,,"36.618337, -121.926417",36.618337,-121.926417,0,20.05,0,0,0,Offer D,0,0,1,0,Credit Card,1,15449,0,Q3,0,5,0,California,0,0,0,22,470.2,0,746.24,0,1216.44,0,0,93950
-31,10,0,1,Other,Don't know,82,Seaside,4429,Month-to-Month,United States,3285-UCQVC,Churned,0,0,Female,1,DSL,"36.625114, -121.823565",36.625114,-121.823565,0,28.6,0,0,0,,0,0,0,0,Credit Card,0,38244,1,Q3,0,2,0,California,0,0,0,37,973.55,0,0,0,973.55,0,1,93955
-30,52,23.63,1,Attitude,Attitude of support person,77,Seaside,3492,Month-to-Month,United States,9507-EXLTT,Churned,0,0,Female,1,Fiber Optic,"36.625114, -121.823565",36.625114,-121.823565,1,79.35,0,0,2,Offer E,0,0,1,1,Bank Withdrawal,1,38244,0,Q3,1,2,0,California,0,0,1,1,79.35,0,23.63,0,102.98,0,1,93955
-32,3,25.48,0,,,75,Seaside,4332,Two Year,United States,1937-OTUKY,Stayed,0,1,Female,1,Fiber Optic,"36.625114, -121.823565",36.625114,-121.823565,1,98.2,1,0,1,,0,1,1,1,Bank Withdrawal,1,38244,1,Q3,1,3,0,California,0,0,1,72,7015.9,0,1834.56,0,8850.46,0,1,93955
-43,56,31.86,0,,,73,Seaside,5052,One Year,United States,0661-KBKPA,Stayed,1,1,Male,1,DSL,"36.625114, -121.823565",36.625114,-121.823565,1,78.75,1,3,7,,0,0,1,1,Credit Card,1,38244,1,Q3,1,4,0,California,1,1,1,53,3942.45,0,1688.58,0,5631.03,0,1,93955
-51,12,21.91,1,Competitor,Competitor offered higher download speeds,88,San Francisco,4713,Month-to-Month,United States,3683-QKIUE,Churned,0,0,Female,1,DSL,"37.768881, -122.395521",37.768881,-122.395521,0,50.8,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,17372,1,Q3,0,2,0,California,0,0,0,6,288.05,0,131.46,0,419.51,0,1,94107
-29,53,41.92,0,,,54,San Francisco,4361,Two Year,United States,0835-JKADZ,Stayed,0,1,Female,1,Fiber Optic,"37.768881, -122.395521",37.768881,-122.395521,0,111.25,1,0,0,,1,0,1,0,Bank Withdrawal,1,17372,1,Q3,0,4,0,California,1,1,1,71,7984.15,0,2976.32,0,10960.47,1,1,94107
-43,17,15.73,0,,,74,San Francisco,4305,Two Year,United States,3230-JCNZS,Stayed,1,1,Female,1,Fiber Optic,"37.768881, -122.395521",37.768881,-122.395521,1,99,1,2,4,Offer A,1,1,1,1,Credit Card,1,17372,0,Q3,1,3,0,California,0,0,1,71,7061.65,0,1116.83,0,8178.48,0,1,94107
-35,0,11.77,0,,,56,San Francisco,5867,Month-to-Month,United States,2621-UDNLU,Joined,0,0,Female,0,,"37.768881, -122.395521",37.768881,-122.395521,1,20.85,0,0,9,,0,0,0,1,Credit Card,1,17372,0,Q3,1,3,0,California,0,0,0,3,72,0,35.31,0,107.31,0,0,94107
-59,14,23.89,1,Dissatisfaction,Product dissatisfaction,71,San Mateo,2632,Month-to-Month,United States,1567-DSCIC,Churned,0,1,Male,1,Fiber Optic,"37.590421, -122.306467",37.590421,-122.306467,0,94,1,0,0,,1,0,1,0,Bank Withdrawal,1,32488,0,Q3,0,1,0,California,0,0,1,8,773.65,0,191.12,0,964.77,0,1,94401
-40,5,31.09,0,,,45,San Mateo,2048,Two Year,United States,5709-LVOEQ,Stayed,0,1,Female,1,DSL,"37.590421, -122.306467",37.590421,-122.306467,1,80.85,0,0,8,,1,1,0,1,Mailed Check,1,32488,0,Q3,1,3,0,California,1,1,1,10,808.5,0,310.9,0,1119.4,0,1,94401
-52,6,20.9,0,,,48,San Mateo,2907,Month-to-Month,United States,5780-INQIK,Stayed,0,0,Female,1,DSL,"37.590421, -122.306467",37.590421,-122.306467,0,49.4,0,0,0,,0,0,0,0,Bank Withdrawal,1,32488,1,Q3,0,4,0,California,0,0,0,8,408.25,0,167.2,0,575.45,0,1,94401
-38,23,49.04,0,,,45,San Mateo,4292,Month-to-Month,United States,2709-UQGNP,Stayed,0,0,Male,1,Cable,"37.590421, -122.306467",37.590421,-122.306467,0,51.65,0,0,0,,0,1,1,0,Credit Card,1,32488,0,Q3,0,4,0,California,0,0,0,10,524.5,0,490.4,0,1014.9,0,1,94401
-20,82,41.22,1,Dissatisfaction,Network reliability,89,Calistoga,4800,One Year,United States,2157-MXBJS,Churned,0,1,Male,1,Cable,"38.629618, -122.593216",38.629618,-122.593216,1,75.3,1,0,1,Offer D,0,0,1,1,Credit Card,1,7384,0,Q3,1,3,0,California,1,1,1,13,989.45,0,535.86,0,1525.31,1,1,94515
-64,17,11.2,0,,,31,Calistoga,2934,Month-to-Month,United States,8584-KMVXD,Stayed,0,0,Female,1,Fiber Optic,"38.629618, -122.593216",38.629618,-122.593216,0,75.6,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,7384,0,Q3,0,3,0,California,0,0,0,8,535.55,10,89.6,0,635.15,0,0,94515
-56,5,48.37,0,,,69,Calistoga,4589,Two Year,United States,0164-APGRB,Stayed,0,1,Female,1,Fiber Optic,"38.629618, -122.593216",38.629618,-122.593216,0,114.9,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,7384,1,Q3,0,4,0,California,1,1,1,72,8496.7,0,3482.64,0,11979.34,0,1,94515
-54,9,42.95,0,,,57,Calistoga,4427,Month-to-Month,United States,0082-LDZUE,Joined,0,0,Male,1,DSL,"38.629618, -122.593216",38.629618,-122.593216,0,44.3,0,0,0,Offer E,0,0,1,0,Credit Card,1,7384,0,Q3,0,5,0,California,0,0,0,1,44.3,0,42.95,0,87.25,0,1,94515
-19,0,13.2,1,Dissatisfaction,Service dissatisfaction,79,Hayward,6484,Two Year,United States,1043-YCUTE,Churned,0,0,Male,0,,"37.639215, -122.037554",37.639215,-122.037554,1,25.15,1,0,1,Offer B,0,0,1,1,Credit Card,1,72993,0,Q3,1,3,0,California,0,0,0,56,1327.15,0,739.2,0,2066.35,1,0,94544
-48,28,18.2,0,,,61,Hayward,4846,Two Year,United States,3429-IFLEM,Stayed,0,1,Female,1,DSL,"37.639215, -122.037554",37.639215,-122.037554,0,77.35,0,0,0,Offer A,1,1,0,0,Credit Card,1,72993,1,Q3,0,3,0,California,0,0,1,71,5550.1,0,1292.2,0,6842.3,0,1,94544
-22,48,48.68,0,,,47,Hayward,5993,Month-to-Month,United States,7799-DSEWS,Stayed,0,1,Male,1,DSL,"37.639215, -122.037554",37.639215,-122.037554,0,68.35,0,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,72993,1,Q3,0,3,0,California,0,0,1,18,1299.8,0,876.24,0,2176.04,1,1,94544
-55,0,11.15,0,,,40,Hayward,6403,Two Year,United States,2236-HILPA,Stayed,1,0,Male,0,,"37.639215, -122.037554",37.639215,-122.037554,1,20.65,0,2,9,Offer B,0,0,0,1,Credit Card,1,72993,0,Q3,1,5,0,California,0,0,0,62,1218.45,0,691.3,0,1909.75,0,0,94544
-26,26,21.28,1,Dissatisfaction,Network reliability,78,Lafayette,3599,Month-to-Month,United States,1226-UDFZR,Churned,0,0,Female,1,Cable,"37.907777, -122.127161",37.907777,-122.127161,0,49.6,0,0,0,Offer E,1,0,1,0,Credit Card,1,23996,0,Q3,0,1,0,California,0,0,0,2,114.7,0,42.56,0,157.26,1,1,94549
-26,69,47.47,0,,,58,Lafayette,4474,Two Year,United States,0556-FJEGU,Stayed,0,1,Male,1,DSL,"37.907777, -122.127161",37.907777,-122.127161,0,70.1,0,0,0,Offer B,1,0,0,0,Bank Withdrawal,1,23996,1,Q3,0,4,0,California,0,0,1,58,4048.95,0,2753.26,0,6802.21,1,1,94549
-48,53,29.87,0,,,46,Lafayette,2814,Month-to-Month,United States,0820-FNRNX,Stayed,1,1,Male,1,DSL,"37.907777, -122.127161",37.907777,-122.127161,1,66.7,1,3,1,Offer D,1,0,1,1,Mailed Check,1,23996,1,Q3,1,3,0,California,0,0,0,17,1077.05,0,507.79,0,1584.84,0,1,94549
-44,0,25.4,0,,,22,Lafayette,6108,Two Year,United States,1830-IPXVJ,Stayed,1,0,Female,0,,"37.907777, -122.127161",37.907777,-122.127161,1,19.75,0,2,6,Offer B,0,0,0,1,Credit Card,1,23996,0,Q3,1,3,0,California,0,0,0,61,1311.6,0,1549.4,0,2861,0,0,94549
-44,14,40.26,1,Other,Moved,68,Oakland,3553,One Year,United States,3707-LRWZD,Churned,0,0,Female,1,Fiber Optic,"37.828416, -122.216005",37.828416,-122.216005,0,84.05,1,0,0,,0,0,0,0,Bank Withdrawal,1,36517,0,Q3,0,2,0,California,0,0,1,32,2781.85,0,1288.32,0,4070.17,0,1,94611
-25,52,19.23,1,Dissatisfaction,Poor expertise of online support,90,Oakland,3807,Month-to-Month,United States,1522-VVDMG,Churned,0,0,Male,1,Fiber Optic,"37.828416, -122.216005",37.828416,-122.216005,1,89.75,0,0,1,,1,0,1,1,Bank Withdrawal,1,36517,1,Q3,1,2,0,California,0,0,1,7,608.8,0,134.61,26.02,717.39,1,1,94611
-33,0,13.98,0,,,42,Oakland,5652,Month-to-Month,United States,9391-TTOYH,Stayed,0,0,Female,0,,"37.828416, -122.216005",37.828416,-122.216005,0,19.5,0,0,0,Offer D,0,0,1,0,Credit Card,1,36517,0,Q3,0,4,0,California,0,0,0,23,470.2,0,321.54,0,791.74,0,0,94611
-25,73,22.73,0,,,66,Oakland,4551,Month-to-Month,United States,4191-XOVOM,Stayed,0,0,Male,1,Fiber Optic,"37.828416, -122.216005",37.828416,-122.216005,0,105.4,1,0,0,Offer B,1,0,0,0,Bank Withdrawal,1,36517,1,Q3,0,4,0,California,1,1,1,63,6713.2,130,1431.99,0,8275.19,1,0,94611
-35,0,34.79,1,Competitor,Competitor made better offer,84,Bolinas,5890,Month-to-Month,United States,6121-VZNQB,Churned,0,0,Female,0,,"37.943087, -122.72379",37.943087,-122.72379,0,19.1,0,0,0,,0,0,1,0,Credit Card,1,1573,0,Q3,0,2,0,California,0,0,0,1,19.1,0,34.79,0,53.89,0,0,94924
-37,27,42.78,0,,,69,Bolinas,2237,One Year,United States,3354-OADJP,Stayed,0,0,Female,1,DSL,"37.943087, -122.72379",37.943087,-122.72379,0,54.25,0,0,0,,0,1,0,0,Bank Withdrawal,1,1573,1,Q3,0,3,0,California,0,0,0,8,447.75,0,342.24,0,789.99,0,1,94924
-21,58,0,0,,,45,Bolinas,5278,Two Year,United States,5472-CVMDX,Stayed,0,1,Female,1,DSL,"37.943087, -122.72379",37.943087,-122.72379,0,38.9,0,0,0,,0,1,0,0,Credit Card,0,1573,1,Q3,0,3,0,California,0,0,0,68,2719.2,0,0,0,2719.2,1,1,94924
-23,0,22.65,0,,,34,Bolinas,4279,One Year,United States,9503-XJUME,Stayed,1,0,Male,0,,"37.943087, -122.72379",37.943087,-122.72379,0,19.65,0,2,0,,0,0,0,0,Credit Card,1,1573,0,Q3,0,4,0,California,0,0,0,52,928.4,0,1177.8,0,2106.2,1,0,94924
-25,26,28.86,1,Competitor,Competitor had better devices,65,Capitola,3039,Month-to-Month,United States,8642-GVWRF,Churned,0,1,Female,1,Fiber Optic,"36.977025, -121.952864",36.977025,-121.952864,1,79.7,0,0,1,,1,0,0,1,Bank Withdrawal,1,9673,0,Q3,1,1,0,California,0,0,0,2,165,0,57.72,0,222.72,1,1,95010
-50,0,14.91,0,,,20,Capitola,3398,Two Year,United States,0301-KOBTQ,Stayed,0,0,Male,0,,"36.977025, -121.952864",36.977025,-121.952864,0,20.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,9673,0,Q3,0,5,0,California,0,0,0,32,614.45,0,477.12,9.73,1081.84,0,0,95010
-51,0,30.79,0,,,65,Capitola,4929,Month-to-Month,United States,9929-PLVPA,Stayed,1,0,Female,0,,"36.977025, -121.952864",36.977025,-121.952864,0,20.4,0,3,0,Offer E,0,0,0,0,Credit Card,1,9673,0,Q3,0,3,0,California,0,0,0,4,94.5,0,123.16,0,217.66,0,0,95010
-43,25,6.68,0,,,59,Capitola,4135,One Year,United States,8008-ESFLK,Stayed,0,1,Female,1,Fiber Optic,"36.977025, -121.952864",36.977025,-121.952864,1,110.5,0,0,1,,1,1,0,1,Bank Withdrawal,1,9673,1,Q3,1,3,0,California,1,1,1,53,5835.5,0,354.04,0,6189.54,0,1,95010
-28,48,8.8,1,Competitor,Competitor offered more data,69,Cupertino,5463,Two Year,United States,3400-ESFUW,Churned,0,0,Male,1,DSL,"37.306612, -122.080621",37.306612,-122.080621,1,57.55,0,0,1,Offer B,1,1,0,1,Bank Withdrawal,1,54431,1,Q3,1,1,0,California,0,0,0,55,3046.4,60,484,0,3590.4,1,0,95014
-21,48,16.78,1,Price,Price too high,73,Cupertino,5947,Two Year,United States,1555-DJEQW,Churned,0,1,Female,1,Fiber Optic,"37.306612, -122.080621",37.306612,-122.080621,1,114.2,1,0,1,Offer A,1,1,1,1,Bank Withdrawal,1,54431,1,Q3,1,1,0,California,1,1,1,70,7723.9,0,1174.6,48.54,8849.96,1,1,95014
-39,0,22.83,0,,,48,Cupertino,4950,Two Year,United States,4367-NUYAO,Stayed,1,0,Male,0,,"37.306612, -122.080621",37.306612,-122.080621,1,25.75,1,1,5,,0,0,0,1,Credit Card,1,54431,0,Q3,1,5,0,California,0,0,0,10,257.5,0,228.3,0,485.8,0,0,95014
-46,0,28.62,0,,,33,Cupertino,4032,Month-to-Month,United States,2371-JUNGC,Stayed,0,0,Male,0,,"37.306612, -122.080621",37.306612,-122.080621,0,20.25,0,0,0,Offer D,0,0,0,0,Credit Card,1,54431,0,Q3,0,4,0,California,0,0,0,11,208,0,314.82,0,522.82,0,0,95014
-42,27,37.2,1,Competitor,Competitor made better offer,86,Milpitas,4283,Month-to-Month,United States,5502-RLUYV,Churned,0,1,Female,1,Fiber Optic,"37.441931, -121.878502",37.441931,-121.878502,1,103.95,1,0,1,,1,0,1,1,Bank Withdrawal,1,62848,0,Q3,1,2,0,California,1,1,1,69,7446.9,0,2566.8,0,10013.7,0,1,95035
-30,27,3.69,0,,,77,Milpitas,4422,One Year,United States,5832-TRLPB,Stayed,0,1,Male,1,Cable,"37.441931, -121.878502",37.441931,-121.878502,0,75.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,62848,1,Q3,0,3,0,California,1,1,1,29,2243.9,0,107.01,2.24,2348.67,0,1,95035
-51,29,46.89,0,,,67,Milpitas,6103,Two Year,United States,2323-ARSVR,Stayed,0,1,Male,1,Fiber Optic,"37.441931, -121.878502",37.441931,-121.878502,1,111.05,0,0,8,,1,1,1,1,Bank Withdrawal,1,62848,1,Q3,1,3,0,California,1,1,1,67,7321.05,0,3141.63,0,10462.68,0,1,95035
-56,4,14.32,0,,,44,Milpitas,2731,Month-to-Month,United States,0708-LGSMF,Stayed,0,0,Male,1,DSL,"37.441931, -121.878502",37.441931,-121.878502,1,65.85,1,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,62848,0,Q3,1,3,0,California,1,1,0,13,902.25,0,186.16,0,1088.41,0,1,95035
-27,48,0,1,Price,Price too high,80,Santa Clara,3080,Month-to-Month,United States,9039-RBEEE,Churned,0,0,Male,1,Cable,"37.351214, -121.952417",37.351214,-121.952417,0,48.95,0,0,0,,1,1,1,0,Credit Card,0,36349,1,Q3,0,1,0,California,0,0,1,39,1880.85,0,0,0,1880.85,1,1,95050
-39,27,24.51,1,Dissatisfaction,Limited range of services,86,Santa Clara,4544,Month-to-Month,United States,9445-SZLCH,Churned,0,1,Female,1,Fiber Optic,"37.351214, -121.952417",37.351214,-121.952417,1,97.35,1,0,3,,1,0,1,1,Bank Withdrawal,1,36349,0,Q3,1,2,0,California,0,0,1,36,3457.9,0,882.36,4.96,4335.3,0,1,95050
-60,11,18.29,0,,,69,Santa Clara,6194,One Year,United States,9742-XOKTS,Stayed,1,0,Male,1,Fiber Optic,"37.351214, -121.952417",37.351214,-121.952417,1,89.55,1,1,10,Offer A,1,1,0,1,Bank Withdrawal,1,36349,1,Q3,1,3,0,California,0,0,0,67,6038.55,0,1225.43,33.76,7230.22,0,1,95050
-33,0,2.78,0,,,32,Santa Clara,2787,One Year,United States,1179-INLAT,Joined,0,0,Male,0,,"37.351214, -121.952417",37.351214,-121.952417,0,19.45,0,0,0,,0,0,1,0,Credit Card,1,36349,0,Q3,0,4,0,California,0,0,0,3,69.25,0,8.34,0,77.59,0,0,95050
-31,21,17.22,1,Dissatisfaction,Network reliability,88,San Jose,4026,One Year,United States,0378-XSZPU,Churned,0,1,Male,1,Cable,"37.311088, -121.961786",37.311088,-121.961786,1,60.3,0,0,1,Offer B,1,1,0,1,Credit Card,1,29914,0,Q3,1,2,0,California,0,0,0,58,3563.8,0,998.76,0,4562.56,0,1,95117
-33,9,47.89,0,,,61,San Jose,3981,Month-to-Month,United States,3312-UUMZW,Stayed,0,0,Male,1,Fiber Optic,"37.311088, -121.961786",37.311088,-121.961786,1,98.85,1,0,3,,1,0,1,1,Credit Card,1,29914,0,Q3,1,4,0,California,1,1,1,32,3145.9,0,1532.48,0,4678.38,0,1,95117
-37,29,46.44,0,,,45,San Jose,5189,One Year,United States,1229-RCALF,Stayed,0,1,Female,1,Fiber Optic,"37.311088, -121.961786",37.311088,-121.961786,1,115,1,0,1,,1,1,1,1,Bank Withdrawal,1,29914,1,Q3,1,4,0,California,1,1,1,64,7396.15,0,2972.16,0,10368.31,0,1,95117
-27,41,32.96,0,,,40,San Jose,4151,Two Year,United States,6013-BHCAW,Stayed,1,1,Male,1,DSL,"37.311088, -121.961786",37.311088,-121.961786,1,81,1,3,1,,0,0,1,1,Bank Withdrawal,1,29914,1,Q3,1,4,0,California,1,1,1,61,4976.15,0,2010.56,0,6986.71,1,1,95117
-56,57,0,1,Competitor,Competitor had better devices,96,San Jose,3001,Month-to-Month,United States,4729-XKASR,Churned,1,0,Male,1,DSL,"37.238758, -121.828375",37.238758,-121.828375,0,24.75,0,3,0,,0,0,0,0,Bank Withdrawal,0,59632,0,Q3,0,1,0,California,0,0,0,1,24.75,0,0,0,24.75,0,1,95123
-56,26,3.8,0,,,59,San Jose,5790,Month-to-Month,United States,1047-NNCBF,Stayed,0,0,Male,1,Fiber Optic,"37.238758, -121.828375",37.238758,-121.828375,0,70.55,0,0,0,,0,0,0,0,Credit Card,1,59632,0,Q3,0,3,0,California,0,0,0,20,1493.55,0,76,17.6,1551.95,0,0,95123
-49,16,43.01,0,,,35,San Jose,4188,Two Year,United States,3470-OBUET,Stayed,1,0,Female,1,Cable,"37.238758, -121.828375",37.238758,-121.828375,1,74,1,2,5,,1,1,0,1,Credit Card,1,59632,1,Q3,1,3,0,California,0,0,1,67,4868.4,0,2881.67,0,7750.07,0,1,95123
-55,19,19.25,0,,,36,San Jose,6354,One Year,United States,2580-ATZSQ,Stayed,1,1,Female,1,DSL,"37.238758, -121.828375",37.238758,-121.828375,1,61.35,0,2,0,Offer B,1,1,0,1,Bank Withdrawal,1,59632,0,Q3,0,3,0,California,0,0,0,65,3874.1,0,1251.25,0,5125.35,0,1,95123
-39,17,23.7,1,Dissatisfaction,Network reliability,69,Arnold,2806,Month-to-Month,United States,8280-MQRQN,Churned,0,1,Female,1,Cable,"38.32153, -120.236358",38.32153,-120.236358,0,50.45,0,0,0,Offer E,0,0,1,0,Mailed Check,1,5159,0,Q3,0,3,0,California,0,0,0,1,50.45,0,23.7,0,74.15,0,1,95223
-59,0,7.8,0,,,37,Arnold,5084,Month-to-Month,United States,8992-CEUEN,Joined,0,0,Female,0,,"38.32153, -120.236358",38.32153,-120.236358,0,18.85,0,0,0,,0,0,0,0,Bank Withdrawal,1,5159,0,Q3,0,4,0,California,0,0,0,1,18.85,0,7.8,0,26.65,0,0,95223
-44,0,6.71,0,,,41,Arnold,3678,Two Year,United States,1985-MBRYP,Stayed,0,0,Female,0,,"38.32153, -120.236358",38.32153,-120.236358,0,19.65,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,5159,0,Q3,0,3,0,California,0,0,0,43,779.25,0,288.53,0,1067.78,0,0,95223
-44,0,27.08,0,,,21,Arnold,5916,Month-to-Month,United States,6286-SUUWT,Joined,0,0,Male,0,,"38.32153, -120.236358",38.32153,-120.236358,0,19.95,0,0,0,Offer E,0,0,0,0,Credit Card,1,5159,0,Q3,0,4,0,California,0,0,0,1,19.95,0,27.08,0,47.03,0,0,95223
-25,30,49.7,1,Other,Don't know,71,Campo Seco,3498,Month-to-Month,United States,2037-SGXHH,Churned,0,1,Male,1,Fiber Optic,"38.233879, -120.861666",38.233879,-120.861666,1,94.65,1,0,1,,1,0,1,1,Bank Withdrawal,1,75,0,Q3,1,2,0,California,0,0,1,38,3624.3,0,1888.6,0,5512.9,1,1,95226
-48,0,20.11,0,,,67,Campo Seco,3043,Two Year,United States,8292-ITGYJ,Stayed,1,0,Female,0,,"38.233879, -120.861666",38.233879,-120.861666,1,24.65,1,1,7,Offer B,0,0,1,1,Bank Withdrawal,1,75,0,Q3,1,4,0,California,0,0,0,45,1138.8,0,904.95,0,2043.75,0,0,95226
-38,2,22.14,0,,,33,Campo Seco,5666,Two Year,United States,3259-QMXUN,Stayed,0,1,Male,1,DSL,"38.233879, -120.861666",38.233879,-120.861666,1,86.1,1,0,3,Offer B,1,1,1,1,Bank Withdrawal,1,75,0,Q3,1,3,0,California,1,1,1,58,4890.5,110,1284.12,0,6284.62,0,0,95226
-20,48,8.3,0,,,32,Campo Seco,3652,Month-to-Month,United States,5438-QMDDL,Stayed,0,0,Female,1,DSL,"38.233879, -120.861666",38.233879,-120.861666,1,59.8,0,0,3,,1,0,1,1,Credit Card,1,75,0,Q3,1,3,0,California,1,1,0,19,1130.85,0,157.7,0,1288.55,1,1,95226
-45,17,20.23,1,Other,Don't know,91,Clements,5797,Month-to-Month,United States,3178-FESZO,Churned,0,0,Female,1,Fiber Optic,"38.227285, -121.02789",38.227285,-121.02789,0,100.25,1,0,0,Offer E,1,0,1,0,Credit Card,1,722,0,Q3,0,1,0,California,1,1,1,1,100.25,0,20.23,0,120.48,0,1,95227
-55,9,33.37,0,,,67,Clements,5115,Two Year,United States,6870-ZWMNX,Stayed,0,1,Male,1,DSL,"38.227285, -121.02789",38.227285,-121.02789,1,76.1,1,0,4,Offer A,1,0,0,1,Credit Card,1,722,1,Q3,1,4,0,California,0,0,1,70,5264.25,110,2335.9,0,7710.15,0,0,95227
-47,0,49.16,0,,,29,Clements,5084,One Year,United States,1015-JPFYW,Stayed,1,0,Male,0,,"38.227285, -121.02789",38.227285,-121.02789,0,19.45,0,2,0,,0,0,0,0,Credit Card,1,722,0,Q3,0,3,0,California,0,0,0,7,136.75,0,344.12,0,480.87,0,0,95227
-50,20,33.66,0,,,31,Clements,4294,Month-to-Month,United States,9812-GHVRI,Stayed,0,0,Female,1,Fiber Optic,"38.227285, -121.02789",38.227285,-121.02789,0,83.85,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,722,0,Q3,0,4,0,California,1,1,0,40,3532.25,0,1346.4,0,4878.65,0,1,95227
-27,46,43.06,1,Competitor,Competitor had better devices,77,Lockeford,4669,Month-to-Month,United States,4806-KEXQR,Churned,0,0,Male,1,Fiber Optic,"38.166791, -121.14207",38.166791,-121.14207,0,79.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,3205,0,Q3,0,1,0,California,1,1,0,4,324.3,0,172.24,0,496.54,1,1,95237
-63,9,5.39,0,,,50,Lockeford,4910,One Year,United States,9359-UGBTK,Stayed,0,1,Female,1,Cable,"38.166791, -121.14207",38.166791,-121.14207,0,72.35,0,0,0,,0,1,1,0,Bank Withdrawal,1,3205,1,Q3,0,3,0,California,1,1,0,67,4991.5,0,361.13,0,5352.63,0,1,95237
-32,26,0,0,,,26,Lockeford,5453,Two Year,United States,7599-NTMDP,Stayed,1,0,Female,1,Cable,"38.166791, -121.14207",38.166791,-121.14207,1,48.7,0,2,6,Offer B,1,1,0,1,Bank Withdrawal,0,3205,1,Q3,1,3,0,California,0,0,1,62,3008.55,120,0,0,3128.55,0,0,95237
-60,27,36.49,0,,,55,Lockeford,4886,Two Year,United States,9924-JPRMC,Stayed,0,1,Male,1,Fiber Optic,"38.166791, -121.14207",38.166791,-121.14207,0,118.2,1,0,0,,1,1,1,0,Bank Withdrawal,1,3205,1,Q3,0,3,0,California,1,1,1,72,8547.15,0,2627.28,0,11174.43,0,1,95237
-57,23,21.82,1,Competitor,Competitor offered more data,66,Lathrop,2825,Month-to-Month,United States,9658-WYUFB,Churned,0,0,Female,1,Fiber Optic,"37.80821, -121.308401",37.80821,-121.308401,0,94.4,1,0,0,Offer D,1,1,1,0,Bank Withdrawal,1,10834,0,Q3,0,1,0,California,0,0,1,17,1617.5,0,370.94,0,1988.44,0,1,95330
-53,0,31.76,1,Competitor,Competitor made better offer,90,Lathrop,3864,Month-to-Month,United States,4903-UYAVB,Churned,0,0,Male,0,,"37.80821, -121.308401",37.80821,-121.308401,1,19.35,0,0,0,Offer E,0,0,0,1,Mailed Check,1,10834,0,Q3,0,1,0,California,0,0,0,5,126.05,0,158.8,0,284.85,0,0,95330
-53,4,21.15,0,,,38,Lathrop,2362,Month-to-Month,United States,7126-RBHSD,Stayed,0,0,Female,1,Fiber Optic,"37.80821, -121.308401",37.80821,-121.308401,1,78.9,1,0,1,Offer D,0,1,0,1,Bank Withdrawal,1,10834,0,Q3,1,3,0,California,0,0,0,17,1348.95,0,359.55,0,1708.5,0,1,95330
-44,19,37,0,,,43,Lathrop,5240,Two Year,United States,1897-OKVMW,Stayed,1,1,Female,1,DSL,"37.80821, -121.308401",37.80821,-121.308401,1,90.6,1,1,3,,1,1,1,1,Mailed Check,1,10834,1,Q3,1,4,0,California,1,1,1,64,5817.45,0,2368,0,8185.45,0,1,95330
-52,0,8.03,1,Price,Long distance charges,76,Modesto,4860,Month-to-Month,United States,3506-LCJDC,Churned,1,0,Male,0,,"37.612612, -121.108568",37.612612,-121.108568,1,19.95,0,3,1,,0,0,0,1,Bank Withdrawal,1,30668,0,Q3,1,1,0,California,0,0,0,1,19.95,0,8.03,0,27.98,0,0,95358
-42,19,22.03,1,Dissatisfaction,Network reliability,92,Modesto,2457,Month-to-Month,United States,6379-RXJRQ,Churned,0,0,Male,1,Fiber Optic,"37.612612, -121.108568",37.612612,-121.108568,1,70.1,0,0,1,,0,0,1,1,Bank Withdrawal,1,30668,0,Q3,1,2,0,California,0,0,0,10,659.65,0,220.3,34.69,845.26,0,1,95358
-42,0,19.7,0,,,60,Modesto,6393,Two Year,United States,0040-HALCW,Stayed,1,0,Male,0,,"37.612612, -121.108568",37.612612,-121.108568,1,20.4,0,3,3,,0,0,0,1,Credit Card,1,30668,0,Q3,1,4,0,California,0,0,0,54,1090.6,0,1063.8,0,2154.4,0,0,95358
-48,13,40.35,0,,,64,Modesto,3178,Month-to-Month,United States,5226-NOZFC,Stayed,0,0,Male,1,Fiber Optic,"37.612612, -121.108568",37.612612,-121.108568,0,85.75,0,0,0,,1,0,1,0,Bank Withdrawal,1,30668,0,Q3,0,3,0,California,0,0,1,26,2146.5,0,1049.1,0,3195.6,0,1,95358
-33,7,19.2,1,Dissatisfaction,Service dissatisfaction,76,Pinecrest,5338,Month-to-Month,United States,3934-HXCFZ,Churned,0,1,Male,1,Fiber Optic,"38.224869, -119.755729",38.224869,-119.755729,1,99.25,1,0,1,Offer D,1,1,1,1,Bank Withdrawal,1,235,0,Q3,1,1,0,California,0,0,1,23,2186.4,0,441.6,0,2628,0,1,95364
-47,25,49.13,1,Price,Lack of affordable download/upload speed,91,Pinecrest,5107,Month-to-Month,United States,0475-RIJEP,Churned,0,0,Male,1,Fiber Optic,"38.224869, -119.755729",38.224869,-119.755729,0,77.85,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,235,0,Q3,0,1,0,California,0,0,0,43,3365.85,0,2112.59,0,5478.44,0,1,95364
-47,5,47.45,0,,,63,Pinecrest,3921,Month-to-Month,United States,0872-JCPIB,Stayed,0,0,Male,1,DSL,"38.224869, -119.755729",38.224869,-119.755729,0,65.75,1,0,0,Offer D,0,1,0,0,Bank Withdrawal,1,235,0,Q3,0,4,0,California,1,1,0,17,1111.2,0,806.65,0,1917.85,0,1,95364
-47,0,13.95,0,,,24,Pinecrest,4650,Two Year,United States,8148-NLEGT,Stayed,1,0,Female,0,,"38.224869, -119.755729",38.224869,-119.755729,1,22.95,1,3,1,,0,0,0,1,Bank Withdrawal,1,235,0,Q3,1,5,0,California,0,0,0,42,1014.25,0,585.9,0,1600.15,0,0,95364
-42,21,42.83,1,Dissatisfaction,Limited range of services,65,Stevinson,2813,Month-to-Month,United States,2154-KVJFF,Churned,0,0,Female,1,Fiber Optic,"37.316807, -120.855753",37.316807,-120.855753,0,79.75,1,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,1960,0,Q3,0,3,0,California,0,0,0,15,1111.85,0,642.45,0,1754.3,0,1,95374
-56,10,44.81,0,,,53,Stevinson,5417,Month-to-Month,United States,2040-VZIKE,Stayed,0,0,Female,1,Fiber Optic,"37.316807, -120.855753",37.316807,-120.855753,1,100.85,1,0,3,,0,1,1,1,Mailed Check,1,1960,0,Q3,1,3,0,California,1,1,1,49,4847.35,0,2195.69,0,7043.04,0,1,95374
-23,41,40.06,0,,,71,Stevinson,2968,Month-to-Month,United States,2187-PKZAY,Stayed,0,0,Male,1,Fiber Optic,"37.316807, -120.855753",37.316807,-120.855753,0,79.95,0,0,0,,0,0,1,0,Bank Withdrawal,1,1960,0,Q3,0,5,0,California,1,1,0,12,1043.4,0,480.72,0,1524.12,1,1,95374
-40,3,6.6,0,,,26,Stevinson,5590,Month-to-Month,United States,3413-CSSTH,Stayed,0,1,Male,1,Cable,"37.316807, -120.855753",37.316807,-120.855753,0,55.7,1,0,0,,0,0,1,0,Bank Withdrawal,1,1960,0,Q3,0,4,0,California,0,0,0,41,2237.55,0,270.6,0,2508.15,0,1,95374
-64,22,39.74,1,Competitor,Competitor had better devices,91,Turlock,4664,Month-to-Month,United States,9647-ERGBE,Churned,0,1,Female,1,Fiber Optic,"37.474396, -120.875917",37.474396,-120.875917,1,100.05,1,0,1,,0,0,1,1,Bank Withdrawal,1,40545,0,Q3,1,1,0,California,1,1,1,30,3046.15,0,1192.2,0,4238.35,0,1,95380
-64,29,12.6,0,,,80,Turlock,2120,Month-to-Month,United States,0384-RVBPI,Stayed,0,1,Male,1,DSL,"37.474396, -120.875917",37.474396,-120.875917,0,64.4,0,0,0,Offer D,0,1,0,0,Credit Card,1,40545,0,Q3,0,3,0,California,1,1,0,20,1398.6,0,252,0,1650.6,0,1,95380
-36,0,26.83,0,,,26,Turlock,5434,Two Year,United States,7225-IILWY,Stayed,1,0,Male,0,,"37.474396, -120.875917",37.474396,-120.875917,1,25.75,1,1,10,,0,0,0,1,Mailed Check,1,40545,0,Q3,1,4,0,California,0,0,0,68,1686.15,0,1824.44,0,3510.59,0,0,95380
-30,0,2.87,0,,,32,Turlock,3899,Two Year,United States,0224-NIJLP,Stayed,1,0,Male,0,,"37.474396, -120.875917",37.474396,-120.875917,1,20.15,0,3,1,Offer E,0,0,0,1,Credit Card,1,40545,0,Q3,1,4,0,California,0,0,0,8,165.5,0,22.96,0,188.46,0,0,95380
-20,73,10.6,1,Competitor,Competitor had better devices,89,Vernalis,5641,Month-to-Month,United States,0378-TOVMS,Churned,0,0,Female,1,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,0,85.8,0,0,0,,0,0,0,0,Bank Withdrawal,1,274,1,Q3,0,1,0,California,1,1,0,3,272.2,0,31.8,0,304,1,1,95385
-24,69,35.77,1,Dissatisfaction,Product dissatisfaction,85,Vernalis,2734,Month-to-Month,United States,2867-UIMSS,Churned,0,0,Male,1,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,0,80.5,0,0,0,,0,0,0,0,Bank Withdrawal,1,274,0,Q3,0,1,0,California,1,1,0,1,80.5,0,35.77,0,116.27,1,1,95385
-58,11,20.93,0,,,35,Vernalis,5915,One Year,United States,4525-VZCZG,Stayed,1,0,Male,1,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,0,105.85,0,1,0,,1,1,1,0,Bank Withdrawal,1,274,1,Q3,0,4,0,California,1,1,1,54,5826.65,10,1130.22,0,6966.87,0,0,95385
-30,48,22.88,0,,,62,Vernalis,5926,Month-to-Month,United States,3170-GWYKC,Stayed,0,1,Female,1,Fiber Optic,"37.609095, -121.263381",37.609095,-121.263381,0,104.95,0,0,0,,0,1,1,0,Bank Withdrawal,1,274,1,Q3,0,4,0,California,1,1,1,60,6236.75,0,1372.8,0,7609.55,0,1,95385
-25,73,43.67,1,Competitor,Competitor had better devices,91,Santa Rosa,4273,Month-to-Month,United States,0318-QUUOB,Churned,0,0,Male,1,Fiber Optic,"38.488431, -122.752839",38.488431,-122.752839,1,80.55,0,0,1,,0,0,1,1,Bank Withdrawal,1,40270,0,Q3,1,1,0,California,0,1,1,1,80.55,0,43.67,0,124.22,1,0,95403
-43,0,17.64,0,,,58,Santa Rosa,3848,Month-to-Month,United States,2120-SMPEX,Stayed,0,0,Male,0,,"38.488431, -122.752839",38.488431,-122.752839,0,20.15,0,0,0,Offer C,0,0,1,0,Mailed Check,1,40270,0,Q3,0,5,0,California,0,0,0,25,536.35,0,441,0,977.35,0,0,95403
-32,0,39.61,0,,,51,Santa Rosa,2664,Month-to-Month,United States,2668-TZSPS,Joined,0,0,Male,0,,"38.488431, -122.752839",38.488431,-122.752839,0,20.45,0,0,0,,0,0,0,0,Mailed Check,1,40270,0,Q3,0,5,0,California,0,0,0,1,20.45,0,39.61,0,60.06,0,0,95403
-27,73,5.71,0,,,30,Santa Rosa,5798,Two Year,United States,2988-QRAJY,Stayed,0,1,Male,1,Fiber Optic,"38.488431, -122.752839",38.488431,-122.752839,0,110.05,1,0,0,Offer A,1,1,1,0,Credit Card,1,40270,0,Q3,0,3,0,California,1,1,1,69,7430.75,0,393.99,23.16,7801.58,1,1,95403
-26,59,5.16,1,Competitor,Competitor offered higher download speeds,87,Sonoma,3722,Month-to-Month,United States,3440-JPSCL,Churned,0,1,Female,1,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,0,99.95,0,0,0,,0,0,1,0,Mailed Check,1,34314,1,Q3,0,2,0,California,1,1,1,6,547.65,0,30.96,0,578.61,1,1,95476
-19,47,40.96,0,,,71,Sonoma,6060,Two Year,United States,3022-BEXHZ,Stayed,1,1,Male,1,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,1,111.2,1,1,6,,1,0,1,1,Bank Withdrawal,1,34314,1,Q3,1,4,0,California,1,1,1,67,7530.8,0,2744.32,0,10275.12,1,1,95476
-58,6,21.11,0,,,30,Sonoma,4990,Month-to-Month,United States,3987-KQDDU,Stayed,0,0,Male,1,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,0,75.6,0,0,0,,0,1,0,0,Bank Withdrawal,1,34314,0,Q3,0,3,0,California,0,0,0,9,661.55,0,189.99,0,851.54,0,1,95476
-39,14,6.97,0,,,36,Sonoma,5203,Month-to-Month,United States,7823-JSOAG,Joined,0,0,Male,1,Fiber Optic,"38.25485, -122.461799",38.25485,-122.461799,0,74.5,1,0,0,,0,0,0,0,Bank Withdrawal,1,34314,0,Q3,0,3,0,California,0,0,0,3,217.45,0,20.91,0,238.36,0,1,95476
-44,10,19.49,1,Competitor,Competitor offered more data,94,Hoopa,5811,Month-to-Month,United States,0325-XBFAC,Churned,0,1,Male,1,Fiber Optic,"41.163637, -123.704841",41.163637,-123.704841,0,94.7,0,0,0,,0,0,1,0,Bank Withdrawal,1,3041,0,Q3,0,1,0,California,1,1,1,8,740.3,80,155.92,0,976.22,0,0,95546
-42,76,43.37,0,,,52,Hoopa,5288,One Year,United States,8947-YRTDV,Stayed,1,1,Male,1,Fiber Optic,"41.163637, -123.704841",41.163637,-123.704841,1,94.8,0,3,1,,1,1,0,1,Credit Card,1,3041,0,Q3,1,4,0,California,1,1,0,32,3131.55,40,1387.84,0,4559.39,0,0,95546
-24,51,0,0,,,67,Hoopa,6412,Two Year,United States,9443-JUBUO,Stayed,1,1,Male,1,DSL,"41.163637, -123.704841",41.163637,-123.704841,1,65.25,0,3,9,Offer A,1,1,1,1,Credit Card,0,3041,1,Q3,1,4,0,California,1,1,1,72,4478.85,80,0,0,4558.85,1,0,95546
-44,0,46.64,0,,,68,Hoopa,3205,One Year,United States,5003-OKNNK,Stayed,1,0,Female,0,,"41.163637, -123.704841",41.163637,-123.704841,1,20.35,0,3,10,Offer D,0,0,0,1,Credit Card,1,3041,0,Q3,1,3,0,California,0,0,0,15,335.95,0,699.6,0,1035.55,0,0,95546
-54,0,28.73,1,Competitor,Competitor made better offer,84,Myers Flat,2865,Month-to-Month,United States,4760-XOHVN,Churned,1,0,Female,0,,"40.267158, -123.805913",40.267158,-123.805913,1,19.45,0,2,1,,0,0,0,1,Mailed Check,1,644,0,Q3,1,2,0,California,0,0,0,1,19.45,0,28.73,0,48.18,0,0,95554
-47,4,38.93,0,,,49,Myers Flat,5140,Month-to-Month,United States,6475-VHUIZ,Stayed,0,1,Female,1,Cable,"40.267158, -123.805913",40.267158,-123.805913,1,54.25,0,0,6,Offer D,0,0,0,1,Bank Withdrawal,1,644,1,Q3,1,5,0,California,0,0,0,23,1221.55,0,895.39,0,2116.94,0,1,95554
-39,0,6.75,0,,,42,Myers Flat,4118,Two Year,United States,5598-IKHQQ,Stayed,0,0,Female,0,,"40.267158, -123.805913",40.267158,-123.805913,0,25.45,1,0,0,Offer A,0,0,0,0,Credit Card,1,644,0,Q3,0,4,0,California,0,0,0,72,1866.45,0,486,0,2352.45,0,0,95554
-46,23,18.12,0,,,73,Myers Flat,4861,Month-to-Month,United States,2985-FMWYF,Stayed,0,0,Female,1,Fiber Optic,"40.267158, -123.805913",40.267158,-123.805913,0,93.5,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,644,0,Q3,0,3,0,California,1,1,1,23,2341.55,0,416.76,0,2758.31,0,1,95554
-38,4,38.8,1,Price,Price too high,85,Samoa,2485,Month-to-Month,United States,1853-UDXBW,Churned,0,0,Male,1,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,1,70,0,0,1,,0,0,1,1,Bank Withdrawal,1,395,0,Q3,1,2,0,California,0,0,0,1,70,0,38.8,0,108.8,0,1,95564
-22,71,30.09,0,,,67,Samoa,4891,Month-to-Month,United States,3733-LSYCE,Stayed,0,0,Female,1,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,1,75.35,0,0,6,,1,0,0,1,Bank Withdrawal,1,395,0,Q3,1,5,0,California,0,0,0,15,1114.55,0,451.35,0,1565.9,1,1,95564
-20,73,6.89,0,,,25,Samoa,6181,Two Year,United States,6295-OSINB,Stayed,0,1,Male,1,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,1,109.65,1,0,2,Offer A,1,1,1,1,Bank Withdrawal,1,395,0,Q3,1,4,0,California,1,1,1,72,7880.25,10,496.08,0,8386.33,1,0,95564
-62,75,17.29,0,,,64,Samoa,5434,One Year,United States,0327-WFZSY,Stayed,1,1,Male,1,Fiber Optic,"40.809636, -124.189977",40.809636,-124.189977,1,100,1,3,9,Offer C,0,0,0,1,Bank Withdrawal,1,395,0,Q3,1,3,0,California,1,1,1,39,3835.55,0,674.31,0,4509.86,0,1,95564
-21,59,20.03,1,Dissatisfaction,Lack of self-service on Website,90,Zenia,5829,Month-to-Month,United States,3540-RZJYU,Churned,0,0,Female,1,Fiber Optic,"40.170357, -123.417298",40.170357,-123.417298,0,86.2,0,0,0,,0,1,0,0,Bank Withdrawal,1,259,0,Q3,0,1,0,California,0,1,1,15,1270.2,100,300.45,0,1670.65,1,0,95595
-58,0,19.1,0,,,50,Zenia,2831,Two Year,United States,5469-NUJUR,Stayed,0,0,Male,0,,"40.170357, -123.417298",40.170357,-123.417298,0,19.95,0,0,0,,0,0,1,0,Credit Card,1,259,0,Q3,0,4,0,California,0,0,0,19,373.5,0,362.9,0,736.4,0,0,95595
-43,0,4.7,0,,,32,Zenia,2276,Month-to-Month,United States,1038-RQOST,Stayed,1,0,Male,0,,"40.170357, -123.417298",40.170357,-123.417298,1,20.6,0,2,6,Offer D,0,0,0,1,Credit Card,1,259,0,Q3,1,3,0,California,0,0,0,19,414.95,0,89.3,0,504.25,0,0,95595
-32,22,29.78,0,,,42,Zenia,5044,Two Year,United States,6308-CQRBU,Stayed,0,1,Female,1,Fiber Optic,"40.170357, -123.417298",40.170357,-123.417298,1,109.25,1,0,7,,1,0,0,1,Bank Withdrawal,1,259,1,Q3,1,3,0,California,1,1,1,71,7707.7,0,2114.38,0,9822.08,0,1,95595
-23,0,28.02,1,Dissatisfaction,Limited range of services,82,Clarksburg,2484,Month-to-Month,United States,0883-EIBTI,Churned,0,0,Female,0,,"38.384648, -121.578701",38.384648,-121.578701,0,19.5,0,0,0,,0,0,0,0,Mailed Check,1,1417,0,Q3,0,3,0,California,0,0,0,2,31.55,0,56.04,0,87.59,1,0,95612
-31,26,49.98,1,Dissatisfaction,Product dissatisfaction,87,Clarksburg,4406,One Year,United States,7055-VKGDA,Churned,0,0,Male,1,Fiber Optic,"38.384648, -121.578701",38.384648,-121.578701,0,105.4,0,0,0,Offer B,1,1,1,0,Credit Card,1,1417,1,Q3,0,1,0,California,1,1,1,54,5643.4,0,2698.92,0,8342.32,0,1,95612
-59,28,9.27,0,,,68,Clarksburg,5841,Month-to-Month,United States,0196-JTUQI,Stayed,0,0,Female,1,Fiber Optic,"38.384648, -121.578701",38.384648,-121.578701,0,75.2,1,0,0,,0,0,1,0,Credit Card,1,1417,0,Q3,0,5,0,California,0,0,0,9,633.85,0,83.43,0,717.28,0,1,95612
-31,0,46.49,0,,,53,Clarksburg,3731,One Year,United States,8084-OIVBS,Stayed,0,0,Female,0,,"38.384648, -121.578701",38.384648,-121.578701,0,20,0,0,0,Offer D,0,0,0,0,Credit Card,1,1417,0,Q3,0,4,0,California,0,0,0,11,211.95,0,511.39,0,723.34,0,0,95612
-58,12,43.28,1,Dissatisfaction,Service dissatisfaction,69,Galt,4243,Month-to-Month,United States,8443-WVPSS,Churned,0,0,Male,1,Fiber Optic,"38.274451, -121.259201",38.274451,-121.259201,1,99.85,0,0,5,,1,0,1,1,Bank Withdrawal,1,24194,1,Q3,1,1,0,California,1,1,1,10,990.9,0,432.8,0,1423.7,0,1,95632
-63,0,29.1,0,,,75,Galt,4840,Month-to-Month,United States,4291-HPAXL,Joined,1,0,Male,0,,"38.274451, -121.259201",38.274451,-121.259201,0,19.85,0,2,0,,0,0,0,0,Credit Card,1,24194,0,Q3,0,3,0,California,0,0,0,1,19.85,0,29.1,0,48.95,0,0,95632
-54,0,14.54,0,,,52,Galt,6066,Two Year,United States,6651-RLGGM,Stayed,1,0,Male,0,,"38.274451, -121.259201",38.274451,-121.259201,1,26.3,1,2,2,Offer A,0,0,0,1,Credit Card,1,24194,0,Q3,1,5,0,California,0,0,0,67,1688.9,0,974.18,0,2663.08,0,0,95632
-20,82,5.86,0,,,24,Galt,4190,Two Year,United States,6603-QWSPR,Stayed,0,1,Female,1,Fiber Optic,"38.274451, -121.259201",38.274451,-121.259201,0,104.4,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,24194,1,Q3,0,4,0,California,1,1,1,46,4904.2,0,269.56,0,5173.76,1,1,95632
-50,24,2.52,1,Attitude,Attitude of service provider,91,Hood,4254,One Year,United States,6305-YLBMM,Churned,0,1,Male,1,Fiber Optic,"38.375325, -121.507935",38.375325,-121.507935,0,104.05,0,0,0,,1,0,1,0,Bank Withdrawal,1,213,1,Q3,0,3,0,California,1,1,1,69,7262,0,173.88,0,7435.88,0,1,95639
-41,21,41.57,0,,,64,Hood,4000,One Year,United States,1131-SUEKT,Stayed,1,0,Male,1,Fiber Optic,"38.375325, -121.507935",38.375325,-121.507935,1,98.45,0,1,4,Offer B,1,0,1,1,Bank Withdrawal,1,213,1,Q3,1,3,0,California,1,1,1,61,6145.2,0,2535.77,0,8680.97,0,1,95639
-50,0,39.34,0,,,29,Hood,5347,Two Year,United States,5696-EXCYS,Stayed,0,0,Male,0,,"38.375325, -121.507935",38.375325,-121.507935,0,19.45,0,0,0,Offer D,0,0,0,0,Credit Card,1,213,0,Q3,0,4,0,California,0,0,0,17,369.05,0,668.78,0,1037.83,0,0,95639
-59,22,49.95,0,,,65,Hood,4133,Month-to-Month,United States,8647-SDTWQ,Stayed,1,0,Male,1,Fiber Optic,"38.375325, -121.507935",38.375325,-121.507935,1,74.3,1,2,4,Offer B,0,0,1,1,Bank Withdrawal,1,213,0,Q3,1,5,0,California,0,0,0,57,4018.35,70,2847.15,0,6935.5,0,0,95639
-56,11,4.8,1,Other,Deceased,66,Walnut Grove,5633,Month-to-Month,United States,4274-OWWYO,Churned,0,0,Male,1,Fiber Optic,"38.240419, -121.587535",38.240419,-121.587535,0,74.35,0,0,0,,1,0,1,0,Bank Withdrawal,1,2344,0,Q3,0,3,0,California,0,0,0,1,74.35,0,4.8,0,79.15,0,1,95690
-31,8,39.66,1,Competitor,Competitor had better devices,69,Walnut Grove,5996,Month-to-Month,United States,9894-EZEWG,Churned,0,0,Female,1,Fiber Optic,"38.240419, -121.587535",38.240419,-121.587535,0,74.3,0,0,0,Offer E,1,0,1,0,Credit Card,1,2344,0,Q3,0,1,0,California,0,0,0,1,74.3,0,39.66,0,113.96,0,1,95690
-59,0,30.1,0,,,38,Walnut Grove,6373,Two Year,United States,3498-LZGQZ,Stayed,1,0,Male,0,,"38.240419, -121.587535",38.240419,-121.587535,1,19.15,0,3,2,,0,0,1,1,Mailed Check,1,2344,0,Q3,1,5,0,California,0,0,0,63,1177.05,0,1896.3,0,3073.35,0,0,95690
-30,48,11.74,0,,,30,Walnut Grove,3413,Two Year,United States,9224-VTYID,Stayed,1,1,Male,1,DSL,"38.240419, -121.587535",38.240419,-121.587535,1,90.5,1,3,10,Offer B,1,1,1,1,Mailed Check,1,2344,1,Q3,1,3,0,California,1,1,1,47,4318.35,0,551.78,0,4870.13,0,1,95690
-42,9,35.7,1,Other,Moved,76,Emigrant Gap,2704,One Year,United States,4106-HADHQ,Churned,0,1,Male,1,DSL,"39.23754, -120.720196",39.23754,-120.720196,1,80,0,0,1,,0,1,0,1,Credit Card,1,185,1,Q3,1,1,0,California,1,1,1,39,3182.95,0,1392.3,0,4575.25,0,1,95715
-21,0,43.77,0,,,46,Emigrant Gap,4402,One Year,United States,6510-UPNKS,Stayed,0,0,Female,0,,"39.23754, -120.720196",39.23754,-120.720196,0,24.8,1,0,0,,0,0,0,0,Credit Card,1,185,0,Q3,0,3,0,California,0,0,0,23,615.35,0,1006.71,0,1622.06,1,0,95715
-59,3,9.85,0,,,42,Emigrant Gap,5233,One Year,United States,3401-URHDA,Stayed,0,0,Male,1,Cable,"39.23754, -120.720196",39.23754,-120.720196,0,59.9,1,0,0,,0,1,0,0,Credit Card,1,185,1,Q3,0,3,0,California,0,0,0,51,3043.6,0,502.35,0,3545.95,0,1,95715
-25,27,21.21,0,,,28,Emigrant Gap,5940,Two Year,United States,6656-GULJQ,Stayed,1,1,Male,1,DSL,"39.23754, -120.720196",39.23754,-120.720196,1,83.55,1,2,4,,0,1,1,1,Credit Card,1,185,1,Q3,1,3,0,California,1,1,1,72,6093.3,90,1527.12,0,7710.42,1,0,95715
-30,30,17.22,1,Other,Don't know,80,Elk Grove,5944,Month-to-Month,United States,0637-KVDLV,Churned,0,0,Male,1,Fiber Optic,"38.35363, -121.44195",38.35363,-121.44195,0,76.5,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,47065,0,Q3,0,1,0,California,0,0,0,2,162.45,0,34.44,0,196.89,0,1,95758
-60,12,47.34,1,Competitor,Competitor offered higher download speeds,81,Elk Grove,4072,Two Year,United States,3259-FDWOY,Churned,0,1,Male,1,Fiber Optic,"38.35363, -121.44195",38.35363,-121.44195,1,106,1,0,3,Offer A,1,0,1,1,Bank Withdrawal,1,47065,0,Q3,1,3,0,California,1,1,1,71,7723.7,0,3361.14,0,11084.84,0,1,95758
-31,19,7.99,0,,,29,Elk Grove,4811,One Year,United States,3253-HKOKL,Stayed,1,1,Female,1,Fiber Optic,"38.35363, -121.44195",38.35363,-121.44195,1,100.3,0,2,7,,0,1,0,1,Bank Withdrawal,1,47065,0,Q3,1,3,0,California,1,1,1,52,5244.45,0,415.48,0,5659.93,0,1,95758
-23,58,48.17,0,,,46,Elk Grove,5662,One Year,United States,1898-JSNDC,Stayed,0,0,Female,1,DSL,"38.35363, -121.44195",38.35363,-121.44195,0,58.6,0,0,0,Offer C,1,0,1,0,Credit Card,1,47065,0,Q3,0,4,0,California,0,0,1,39,2224.5,0,1878.63,0,4103.13,1,1,95758
-47,18,7.31,1,Competitor,Competitor offered more data,73,Woodland,4336,Month-to-Month,United States,6633-MPWBS,Churned,0,0,Male,1,DSL,"38.694081, -121.694431",38.694081,-121.694431,0,49.2,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,15022,1,Q3,0,1,0,California,0,0,0,5,216.9,0,36.55,0,253.45,0,1,95776
-43,16,26.04,1,Competitor,Competitor offered higher download speeds,90,Woodland,4412,Month-to-Month,United States,0807-ZABDG,Churned,1,0,Female,1,Cable,"38.694081, -121.694431",38.694081,-121.694431,0,55.1,0,2,0,Offer E,0,1,1,0,Mailed Check,1,15022,1,Q3,0,1,0,California,0,0,0,3,154.65,0,78.12,0,232.77,0,1,95776
-26,59,23.22,0,,,42,Woodland,3300,Month-to-Month,United States,3211-AAPKX,Stayed,0,0,Male,1,Fiber Optic,"38.694081, -121.694431",38.694081,-121.694431,0,98.55,1,0,0,,0,0,1,0,Mailed Check,1,15022,1,Q3,0,3,0,California,1,1,1,20,2031.95,0,464.4,0,2496.35,1,1,95776
-42,0,49.53,0,,,77,Woodland,3000,Month-to-Month,United States,2410-CIYFZ,Joined,1,0,Male,0,,"38.694081, -121.694431",38.694081,-121.694431,0,20.4,0,2,0,,0,0,0,0,Mailed Check,1,15022,0,Q3,0,3,0,California,0,0,0,2,42.9,0,99.06,0,141.96,0,0,95776
-26,85,23.63,1,Competitor,Competitor had better devices,88,Sacramento,5654,Month-to-Month,United States,1582-RAFML,Churned,0,0,Male,1,Cable,"38.625096, -121.383658",38.625096,-121.383658,0,60.1,1,0,0,Offer E,1,0,0,0,Mailed Check,1,35426,1,Q3,0,1,0,California,0,0,0,1,60.1,0,23.63,0,83.73,1,1,95821
-56,18,45.92,0,,,42,Sacramento,3949,Month-to-Month,United States,5899-OUVKV,Stayed,0,0,Male,1,Fiber Optic,"38.625096, -121.383658",38.625096,-121.383658,0,94.5,0,0,0,,1,0,1,0,Bank Withdrawal,1,35426,0,Q3,0,3,0,California,1,1,1,31,2979.2,0,1423.52,0,4402.72,0,1,95821
-36,8,44.11,0,,,54,Sacramento,2752,Month-to-Month,United States,4429-WYGFR,Stayed,0,0,Male,1,DSL,"38.625096, -121.383658",38.625096,-121.383658,0,49.15,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,35426,1,Q3,0,4,0,California,0,0,0,26,1237.3,0,1146.86,0,2384.16,0,1,95821
-39,0,14.97,0,,,74,Sacramento,5594,One Year,United States,3653-NCRDJ,Stayed,1,0,Male,0,,"38.625096, -121.383658",38.625096,-121.383658,1,19.2,0,1,10,,0,0,1,1,Credit Card,1,35426,0,Q3,1,4,0,California,0,0,0,43,776.25,0,643.71,9.48,1410.48,0,0,95821
-63,28,44.96,1,Competitor,Competitor offered more data,69,Sacramento,4811,Month-to-Month,United States,5480-TBGPH,Churned,0,1,Female,1,Fiber Optic,"38.687367, -121.34848",38.687367,-121.34848,1,99.3,0,0,0,,1,0,1,1,Credit Card,1,31373,0,Q3,0,3,0,California,1,1,1,24,2431.35,0,1079.04,0,3510.39,0,1,95842
-46,12,29.77,0,,,48,Sacramento,4821,Month-to-Month,United States,9777-WJJPR,Stayed,0,1,Male,1,Fiber Optic,"38.687367, -121.34848",38.687367,-121.34848,1,88.65,1,0,9,,0,0,0,1,Credit Card,1,31373,0,Q3,1,4,0,California,0,0,1,31,2683.2,0,922.87,0,3606.07,0,1,95842
-43,27,27.43,0,,,54,Sacramento,5596,Month-to-Month,United States,6692-YQHXC,Stayed,0,0,Male,1,Fiber Optic,"38.687367, -121.34848",38.687367,-121.34848,0,69.95,0,0,0,,0,0,1,0,Credit Card,1,31373,0,Q3,0,5,0,California,0,0,0,16,1205.5,0,438.88,0,1644.38,0,1,95842
-46,0,36.76,0,,,47,Sacramento,4982,Two Year,United States,6000-UKLWI,Stayed,0,0,Male,0,,"38.687367, -121.34848",38.687367,-121.34848,0,20.15,0,0,0,,0,0,0,0,Credit Card,1,31373,0,Q3,0,3,0,California,0,0,0,41,802.35,0,1507.16,29.95,2279.56,0,0,95842
-58,7,38.87,1,Competitor,Competitor offered more data,95,Browns Valley,3788,Month-to-Month,United States,8854-CCVSQ,Churned,0,0,Male,1,Fiber Optic,"39.292334, -121.320597",39.292334,-121.320597,0,80.65,1,0,0,,1,0,1,0,Bank Withdrawal,1,1477,0,Q3,0,2,0,California,0,0,0,18,1451.9,30,699.66,0,2181.56,0,0,95918
-53,15,0,0,,,30,Browns Valley,4969,Two Year,United States,9242-TKFSV,Stayed,0,1,Male,1,DSL,"39.292334, -121.320597",39.292334,-121.320597,1,65.1,0,0,7,Offer A,1,1,1,1,Credit Card,0,1477,1,Q3,1,4,0,California,1,1,1,72,4754.3,0,0,0,4754.3,0,1,95918
-19,41,0,0,,,69,Browns Valley,4042,One Year,United States,3181-VTHOE,Stayed,0,1,Male,1,DSL,"39.292334, -121.320597",39.292334,-121.320597,1,51.05,0,0,10,,1,0,1,1,Bank Withdrawal,0,1477,1,Q3,1,4,0,California,1,1,0,70,3635.15,120,0,0,3755.15,1,0,95918
-20,0,31.58,0,,,79,Browns Valley,5396,Two Year,United States,2995-YWTCD,Stayed,1,0,Female,0,,"39.292334, -121.320597",39.292334,-121.320597,1,24.9,1,1,1,,0,0,1,1,Bank Withdrawal,1,1477,0,Q3,1,3,0,California,0,0,0,19,467.7,0,600.02,0,1067.72,1,0,95918
-25,0,37.85,1,Price,Price too high,78,Crescent Mills,4166,One Year,United States,6532-YLWSI,Churned,0,0,Female,0,,"40.080342, -120.957805",40.080342,-120.957805,1,20.8,0,0,1,Offer B,0,0,0,1,Bank Withdrawal,1,178,0,Q3,1,3,0,California,0,0,0,53,1021.8,0,2006.05,0,3027.85,1,0,95934
-21,0,5.1,0,,,31,Crescent Mills,5750,Month-to-Month,United States,8605-ITULD,Joined,0,0,Female,0,,"40.080342, -120.957805",40.080342,-120.957805,0,19.55,0,0,0,,0,0,0,0,Credit Card,1,178,0,Q3,0,3,0,California,0,0,0,1,19.55,0,5.1,0,24.65,1,0,95934
-33,23,13.77,0,,,46,Crescent Mills,2862,Month-to-Month,United States,5924-IFQTT,Stayed,1,1,Male,1,DSL,"40.080342, -120.957805",40.080342,-120.957805,1,72.8,1,2,4,,1,0,1,1,Bank Withdrawal,1,178,1,Q3,1,4,0,California,0,0,1,13,930.05,0,179.01,0,1109.06,0,1,95934
-62,3,35.13,0,,,43,Crescent Mills,4807,One Year,United States,8782-NUUOL,Stayed,0,1,Male,1,DSL,"40.080342, -120.957805",40.080342,-120.957805,0,79,0,0,0,,0,1,0,0,Credit Card,1,178,1,Q3,0,3,0,California,1,1,1,60,4801.1,0,2107.8,0,6908.9,0,1,95934
-60,23,12.19,1,Dissatisfaction,Limited range of services,95,Maxwell,4739,Month-to-Month,United States,7270-BDIOA,Churned,0,0,Female,1,Fiber Optic,"39.281194, -122.226568",39.281194,-122.226568,0,90,1,0,0,,0,0,1,0,Bank Withdrawal,1,1146,1,Q3,0,2,0,California,0,0,1,22,1993.8,0,268.18,0,2261.98,0,1,95955
-22,41,18.04,0,,,20,Maxwell,5228,Two Year,United States,7898-PDWQE,Stayed,0,1,Male,1,DSL,"39.281194, -122.226568",39.281194,-122.226568,1,80.4,1,0,2,Offer A,1,1,0,1,Credit Card,1,1146,1,Q3,1,3,0,California,1,1,0,71,5727.15,0,1280.84,0,7007.99,1,1,95955
-54,4,13.76,0,,,77,Maxwell,3349,Month-to-Month,United States,6429-SHBCB,Stayed,0,0,Male,1,DSL,"39.281194, -122.226568",39.281194,-122.226568,0,69.6,1,0,0,Offer D,0,0,0,0,Mailed Check,1,1146,0,Q3,0,4,0,California,1,1,1,19,1394.55,0,261.44,0,1655.99,0,1,95955
-63,20,4.38,0,,,49,Maxwell,2643,Month-to-Month,United States,3094-JOJAI,Stayed,0,0,Male,1,Fiber Optic,"39.281194, -122.226568",39.281194,-122.226568,0,74.15,1,0,0,,0,0,0,0,Credit Card,1,1146,0,Q3,0,5,0,California,0,0,0,18,1387,0,78.84,0,1465.84,0,1,95955
-62,0,26.21,1,Price,Long distance charges,66,Olivehurst,6265,Two Year,United States,0607-DAAHE,Churned,0,0,Male,0,,"39.082568, -121.55325",39.082568,-121.55325,0,19.75,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,6439,0,Q3,0,3,0,California,0,0,0,53,1052.35,0,1389.13,0,2441.48,0,0,95961
-36,30,36.93,0,,,34,Olivehurst,4572,One Year,United States,1921-KYSAY,Stayed,0,1,Female,1,DSL,"39.082568, -121.55325",39.082568,-121.55325,0,68.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,6439,1,Q3,0,4,0,California,1,1,0,41,2877.05,0,1514.13,0,4391.18,0,1,95961
-23,42,18.03,0,,,80,Olivehurst,4781,Two Year,United States,5148-ORICT,Stayed,0,1,Female,1,Cable,"39.082568, -121.55325",39.082568,-121.55325,1,74.35,0,0,2,,1,1,1,1,Mailed Check,1,6439,1,Q3,1,3,0,California,1,1,0,64,4759.55,0,1153.92,0,5913.47,1,1,95961
-56,0,28.06,0,,,63,Olivehurst,4458,One Year,United States,0859-YGKFW,Stayed,1,0,Male,0,,"39.082568, -121.55325",39.082568,-121.55325,1,20.05,0,3,1,Offer D,0,0,0,1,Bank Withdrawal,1,6439,0,Q3,1,5,0,California,0,0,0,18,345.9,0,505.08,0,850.98,0,0,95961
-44,10,46.45,1,Other,Don't know,92,Bella Vista,5435,Month-to-Month,United States,5380-AFSSK,Churned,0,0,Female,1,Fiber Optic,"40.722733, -122.109666",40.722733,-122.109666,0,93.9,1,0,0,,0,0,1,0,Mailed Check,1,899,0,Q3,0,1,0,California,1,1,1,5,486.85,0,232.25,0,719.1,0,1,96008
-53,6,23.16,0,,,29,Bella Vista,4715,Month-to-Month,United States,3794-NFNCH,Stayed,0,1,Male,1,DSL,"40.722733, -122.109666",40.722733,-122.109666,1,50,0,0,10,Offer C,0,0,1,1,Credit Card,1,899,0,Q3,1,4,0,California,0,0,0,30,1474.9,0,694.8,0,2169.7,0,1,96008
-60,0,1.47,0,,,31,Bella Vista,4331,One Year,United States,4393-OBCRR,Joined,0,0,Female,0,,"40.722733, -122.109666",40.722733,-122.109666,0,20.25,0,0,0,,0,0,0,0,Mailed Check,1,899,0,Q3,0,3,0,California,0,0,0,3,71.2,0,4.41,0,75.61,0,0,96008
-34,4,0,0,,,25,Bella Vista,2991,Two Year,United States,9236-NDUCW,Stayed,0,0,Female,1,DSL,"40.722733, -122.109666",40.722733,-122.109666,0,35.1,0,0,0,Offer D,0,1,0,0,Credit Card,0,899,1,Q3,0,4,0,California,0,0,0,21,770.4,0,0,0,770.4,0,1,96008
-39,13,38.67,1,Dissatisfaction,Poor expertise of online support,83,Castella,5219,Month-to-Month,United States,8714-EUHJO,Churned,0,0,Female,1,Cable,"41.121108, -122.336613",41.121108,-122.336613,1,91.15,1,0,1,,1,0,1,1,Bank Withdrawal,1,228,0,Q3,1,2,0,California,1,1,0,31,2995.45,0,1198.77,0,4194.22,0,0,96017
-25,27,6.84,1,Competitor,Competitor had better devices,95,Castella,5458,Month-to-Month,United States,8708-XPXHZ,Churned,0,0,Female,1,Fiber Optic,"41.121108, -122.336613",41.121108,-122.336613,1,94.2,1,0,1,,0,0,1,1,Bank Withdrawal,1,228,0,Q3,1,1,0,California,1,1,1,42,4186.3,0,287.28,0,4473.58,1,1,96017
-58,2,28.52,0,,,24,Castella,3491,Two Year,United States,2245-ADZFJ,Stayed,0,0,Female,1,DSL,"41.121108, -122.336613",41.121108,-122.336613,1,80.55,1,0,9,Offer C,1,0,0,1,Bank Withdrawal,1,228,1,Q3,1,4,0,California,1,1,1,31,2471.6,0,884.12,0,3355.72,0,1,96017
-58,0,26.41,0,,,59,Castella,3200,One Year,United States,6772-WFQRD,Stayed,1,0,Male,0,,"41.121108, -122.336613",41.121108,-122.336613,0,20.4,0,3,0,Offer B,0,0,1,0,Bank Withdrawal,1,228,0,Q3,0,5,0,California,0,0,0,40,854.9,0,1056.4,32.55,1878.75,0,0,96017
-26,48,36.18,1,Competitor,Competitor offered higher download speeds,82,Happy Camp,2157,Month-to-Month,United States,1193-RTSLK,Churned,0,1,Female,1,Fiber Optic,"41.831901, -123.487478",41.831901,-123.487478,0,83.9,0,0,0,,1,1,1,0,Credit Card,1,1294,0,Q3,0,1,0,California,0,1,0,38,3233.6,0,1374.84,0,4608.44,1,1,96039
-42,3,18.97,1,Competitor,Competitor offered more data,82,Happy Camp,5585,One Year,United States,3190-XFANI,Churned,0,0,Male,1,Fiber Optic,"41.831901, -123.487478",41.831901,-123.487478,0,100.6,1,0,0,,0,0,1,0,Bank Withdrawal,1,1294,1,Q3,0,2,0,California,1,1,1,49,5069.65,0,929.53,0,5999.18,0,1,96039
-48,0,39.59,0,,,33,Happy Camp,4698,Two Year,United States,3070-FNFZQ,Stayed,1,0,Female,0,,"41.831901, -123.487478",41.831901,-123.487478,1,20.4,0,1,1,Offer D,0,0,0,1,Bank Withdrawal,1,1294,0,Q3,1,4,0,California,0,0,0,23,478.75,0,910.57,0,1389.32,0,0,96039
-56,17,5.08,0,,,26,Happy Camp,4370,Month-to-Month,United States,6817-WTYHE,Joined,0,0,Male,1,DSL,"41.831901, -123.487478",41.831901,-123.487478,0,44.9,0,0,0,,0,0,0,0,Bank Withdrawal,1,1294,0,Q3,0,4,0,California,0,0,0,2,111.05,0,10.16,0,121.21,0,1,96039
-23,69,44.11,1,Competitor,Competitor offered more data,75,Paynes Creek,4692,Month-to-Month,United States,3765-JXVKY,Churned,0,0,Female,1,Fiber Optic,"40.343213, -121.815412",40.343213,-121.815412,0,74.7,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,433,0,Q3,0,1,0,California,0,1,0,1,74.7,0,44.11,0,118.81,1,1,96075
-33,18,6.1,0,,,38,Paynes Creek,2613,Two Year,United States,5327-CNLUQ,Stayed,0,1,Male,1,Fiber Optic,"40.343213, -121.815412",40.343213,-121.815412,1,96.9,1,0,1,Offer B,1,1,1,1,Bank Withdrawal,1,433,0,Q3,1,4,0,California,0,0,1,48,4473.45,0,292.8,0,4766.25,0,1,96075
-30,59,5.74,0,,,41,Paynes Creek,2530,Month-to-Month,United States,4324-BZCKL,Stayed,1,1,Female,1,DSL,"40.343213, -121.815412",40.343213,-121.815412,1,55.55,0,2,6,,1,0,1,1,Credit Card,1,433,0,Q3,1,5,0,California,0,0,0,10,551.3,0,57.4,0,608.7,0,1,96075
-46,26,0,0,,,20,Paynes Creek,5063,Two Year,United States,4891-NLUBA,Stayed,1,1,Female,1,DSL,"40.343213, -121.815412",40.343213,-121.815412,1,61.45,0,3,8,Offer B,1,0,1,1,Bank Withdrawal,0,433,1,Q3,1,3,0,California,1,1,1,61,3751.15,0,0,0,3751.15,0,1,96075
-33,0,15.12,1,Price,Long distance charges,79,Susanville,4323,Month-to-Month,United States,1449-XQEMT,Churned,0,0,Male,0,,"40.559177, -120.612113",40.559177,-120.612113,0,19.8,0,0,0,Offer E,0,0,1,0,Mailed Check,1,19440,0,Q3,0,1,0,California,0,0,0,3,58.15,0,45.36,0,103.51,0,0,96130
-30,42,0,1,Attitude,Attitude of service provider,69,Susanville,6041,Month-to-Month,United States,4701-AHWMW,Churned,0,1,Male,1,DSL,"40.559177, -120.612113",40.559177,-120.612113,1,54.55,0,0,1,,0,0,1,1,Bank Withdrawal,0,19440,1,Q3,1,1,0,California,1,1,1,55,2978.3,50,0,0,3028.3,0,0,96130
-45,15,0,0,,,55,Susanville,5112,One Year,United States,4999-IEZLT,Stayed,0,0,Male,1,Cable,"40.559177, -120.612113",40.559177,-120.612113,0,29.45,0,0,0,,0,0,0,0,Credit Card,0,19440,1,Q3,0,3,0,California,0,0,0,66,1983.15,0,0,0,1983.15,0,1,96130
-33,10,18.72,0,,,27,Susanville,5984,Month-to-Month,United States,9626-VFRGG,Stayed,1,0,Female,1,Fiber Optic,"40.559177, -120.612113",40.559177,-120.612113,0,88.5,1,2,0,,1,0,1,0,Bank Withdrawal,1,19440,0,Q3,0,3,0,California,0,0,1,41,3645.05,0,767.52,0,4412.57,0,1,96130
-55,57,8.58,1,Dissatisfaction,Network reliability,69,Termo,5691,Month-to-Month,United States,2626-URJFX,Churned,1,0,Male,1,DSL,"41.027281, -120.669427",41.027281,-120.669427,1,50.9,1,3,1,Offer E,0,0,1,1,Bank Withdrawal,1,72,0,Q3,1,3,0,California,0,0,0,4,225.6,0,34.32,0,259.92,0,1,96132
-44,30,24.94,0,,,34,Termo,5045,Two Year,United States,8883-ANODQ,Stayed,1,1,Female,1,Fiber Optic,"41.027281, -120.669427",41.027281,-120.669427,1,84.4,1,1,3,,1,0,1,1,Credit Card,1,72,0,Q3,1,5,0,California,0,0,0,68,5746.75,0,1695.92,0,7442.67,0,1,96132
-46,26,0,0,,,70,Termo,3523,Month-to-Month,United States,7075-BNDVQ,Stayed,0,1,Female,1,DSL,"41.027281, -120.669427",41.027281,-120.669427,0,35,0,0,0,,0,1,0,0,Credit Card,0,72,0,Q3,0,4,0,California,0,0,0,4,135.75,50,0,0,185.75,0,0,96132
-27,0,9.19,0,,,32,Termo,5728,Month-to-Month,United States,8317-BVKSO,Stayed,0,0,Male,0,,"41.027281, -120.669427",41.027281,-120.669427,0,20.05,0,0,0,,0,0,1,0,Bank Withdrawal,1,72,0,Q3,0,5,0,California,0,0,0,14,299.3,0,128.66,0,427.96,1,0,96132
-55,27,40.17,1,Competitor,Competitor had better devices,91,Carnelian Bay,4997,Month-to-Month,United States,4735-ASGMA,Churned,0,1,Male,1,Fiber Optic,"39.227434, -120.091806",39.227434,-120.091806,0,98.35,1,0,0,,0,0,1,0,Bank Withdrawal,1,1943,0,Q3,0,1,0,California,1,1,1,26,2515.3,0,1044.42,0,3559.72,0,1,96140
-26,52,43.56,1,Other,Don't know,75,Carnelian Bay,2973,Month-to-Month,United States,0023-XUOPT,Churned,0,1,Female,1,Fiber Optic,"39.227434, -120.091806",39.227434,-120.091806,1,94.1,1,0,1,,1,0,0,1,Bank Withdrawal,1,1943,0,Q3,1,1,0,California,0,0,1,13,1215.6,0,566.28,0,1781.88,1,1,96140
-56,22,6.99,0,,,76,Carnelian Bay,3347,Month-to-Month,United States,9469-WEJBT,Stayed,0,1,Male,1,Fiber Optic,"39.227434, -120.091806",39.227434,-120.091806,1,90.35,0,0,4,,0,0,1,1,Bank Withdrawal,1,1943,1,Q3,1,3,0,California,1,1,0,37,3419.3,150,258.63,0,3827.93,0,0,96140
-39,23,49.12,0,,,24,Carnelian Bay,6087,Two Year,United States,4900-MSOMT,Stayed,1,1,Female,1,DSL,"39.227434, -120.091806",39.227434,-120.091806,1,80.2,1,3,7,,1,1,0,1,Bank Withdrawal,1,1943,1,Q3,1,4,0,California,0,0,1,72,5714.2,0,3536.64,0,9250.84,0,1,96140
-55,14,21.81,1,Price,Extra data charges,90,Kings Beach,2140,Month-to-Month,United States,6892-EZDTG,Churned,0,0,Female,1,Fiber Optic,"39.246654, -120.029273",39.246654,-120.029273,1,91.65,1,0,1,Offer E,1,0,1,1,Bank Withdrawal,1,4806,0,Q3,1,2,0,California,0,0,1,4,365.4,0,87.24,0,452.64,0,1,96143
-57,25,14.49,0,,,35,Kings Beach,5631,One Year,United States,2581-VKIRT,Stayed,0,0,Female,1,Cable,"39.246654, -120.029273",39.246654,-120.029273,1,65.5,1,0,6,,1,1,0,1,Mailed Check,1,4806,1,Q3,1,3,0,California,0,0,0,59,3801.3,0,854.91,0,4656.21,0,1,96143
-33,0,25.8,0,,,30,Kings Beach,4596,Month-to-Month,United States,1336-EZFZY,Stayed,0,0,Female,0,,"39.246654, -120.029273",39.246654,-120.029273,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,4806,0,Q3,0,4,0,California,0,0,0,4,83.3,0,103.2,0,186.5,0,0,96143
-51,23,29.42,0,,,52,Kings Beach,2004,Month-to-Month,United States,4657-FWVFY,Stayed,1,1,Female,1,Fiber Optic,"39.246654, -120.029273",39.246654,-120.029273,1,96.35,1,2,4,,1,0,1,1,Credit Card,1,4806,0,Q3,1,5,0,California,0,0,1,40,3915.4,0,1176.8,0,5092.2,0,1,96143
-38,6,0,1,Competitor,Competitor had better devices,82,Los Angeles,4883,Month-to-Month,United States,8008-HAWED,Churned,0,1,Male,1,Cable,"34.127194, -118.295647",34.127194,-118.295647,0,50.75,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,0,48727,0,Q3,0,1,0,California,1,1,1,14,712.75,10,0,0,722.75,0,0,90027
-33,25,13.61,1,Competitor,Competitor had better devices,69,Los Angeles,2016,Month-to-Month,United States,4415-IJZTP,Churned,0,0,Female,1,Fiber Optic,"34.127194, -118.295647",34.127194,-118.295647,0,74.5,1,0,0,,0,0,1,0,Bank Withdrawal,1,48727,0,Q3,0,1,0,California,0,0,0,1,74.5,0,13.61,0,88.11,0,1,90027
-25,27,19.41,0,,,65,Los Angeles,2725,Month-to-Month,United States,6865-JZNKO,Stayed,0,0,Female,1,Cable,"34.127194, -118.295647",34.127194,-118.295647,0,55.3,0,0,0,,1,1,1,0,Bank Withdrawal,1,48727,0,Q3,0,4,0,California,0,0,0,30,1530.6,0,582.3,0,2112.9,1,1,90027
-58,0,31.73,0,,,52,Los Angeles,2882,Two Year,United States,3283-WCWXT,Stayed,1,0,Male,0,,"34.127194, -118.295647",34.127194,-118.295647,1,25.4,1,3,8,Offer E,0,0,0,1,Mailed Check,1,48727,0,Q3,1,3,0,California,0,0,0,6,153.3,0,190.38,0,343.68,0,0,90027
-42,17,35.96,0,,,67,Los Angeles,3740,Month-to-Month,United States,5366-OBVMR,Stayed,0,0,Female,1,DSL,"34.127194, -118.295647",34.127194,-118.295647,1,50.3,0,0,4,Offer D,0,0,1,1,Credit Card,1,48727,1,Q3,1,3,0,California,0,0,0,18,908.75,0,647.28,0,1556.03,0,1,90027
-53,17,16.58,1,Dissatisfaction,Network reliability,91,El Segundo,3469,Month-to-Month,United States,6101-IMRMM,Churned,0,1,Male,1,Fiber Optic,"33.917145, -118.401554",33.917145,-118.401554,0,94.5,0,0,0,Offer E,0,0,0,0,Mailed Check,1,16041,0,Q3,0,2,0,California,1,1,1,6,575.45,10,99.48,0,684.93,0,0,90245
-51,56,39.55,0,,,54,El Segundo,5613,Month-to-Month,United States,5630-AHZIL,Joined,1,0,Female,1,DSL,"33.917145, -118.401554",33.917145,-118.401554,0,64.5,0,3,0,Offer E,0,1,1,0,Bank Withdrawal,1,16041,1,Q3,0,3,0,California,1,1,0,3,177.4,60,118.65,0,356.05,0,0,90245
-62,8,5.56,0,,,45,El Segundo,3712,Month-to-Month,United States,1958-RNRKS,Stayed,0,0,Male,1,DSL,"33.917145, -118.401554",33.917145,-118.401554,1,49.9,1,0,4,,0,0,0,1,Bank Withdrawal,1,16041,0,Q3,1,4,0,California,0,0,0,30,1441.95,100,166.8,0,1708.75,0,0,90245
-35,26,35.06,0,,,50,El Segundo,6297,Two Year,United States,5766-FTRTS,Stayed,0,1,Male,1,DSL,"33.917145, -118.401554",33.917145,-118.401554,1,84.45,0,0,8,Offer A,1,1,0,1,Credit Card,1,16041,1,Q3,1,3,0,California,1,1,1,72,6033.1,0,2524.32,0,8557.42,0,1,90245
-47,20,3.08,0,,,56,El Segundo,4452,Two Year,United States,9589-ABEPT,Stayed,0,0,Male,1,Fiber Optic,"33.917145, -118.401554",33.917145,-118.401554,1,92.45,1,0,9,,1,0,1,1,Credit Card,1,16041,1,Q3,1,3,0,California,0,0,1,69,6460.55,0,212.52,0,6673.07,0,1,90245
-48,0,43.52,1,Price,Price too high,91,Topanga,3061,Month-to-Month,United States,2955-PSXOE,Churned,0,0,Female,0,,"34.115192, -118.61017",34.115192,-118.61017,0,20.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,5451,0,Q3,0,2,0,California,0,0,0,1,20.2,0,43.52,0,63.72,0,0,90290
-50,14,41.78,0,,,38,Topanga,5261,Month-to-Month,United States,6067-NGCEU,Stayed,0,1,Female,1,Fiber Optic,"34.115192, -118.61017",34.115192,-118.61017,0,111.05,1,0,0,,1,1,1,0,Credit Card,1,5451,0,Q3,0,4,0,California,1,1,1,65,7107,0,2715.7,0,9822.7,0,1,90290
-58,0,48.56,0,,,59,Topanga,4681,Two Year,United States,2418-TPEUN,Stayed,1,0,Female,0,,"34.115192, -118.61017",34.115192,-118.61017,1,19.8,0,1,2,Offer B,0,0,1,1,Credit Card,1,5451,0,Q3,1,3,0,California,0,0,0,56,1119.9,0,2719.36,0,3839.26,0,0,90290
-45,5,15.65,0,,,77,Topanga,4113,Two Year,United States,1642-HMARX,Stayed,0,1,Female,1,DSL,"34.115192, -118.61017",34.115192,-118.61017,1,91.7,1,0,10,Offer A,1,1,1,1,Bank Withdrawal,1,5451,1,Q3,1,3,0,California,1,1,1,68,6424.7,0,1064.2,0,7488.9,0,1,90290
-39,13,7.73,0,,,50,Topanga,3411,One Year,United States,0516-OOHAR,Stayed,1,1,Male,1,Fiber Optic,"34.115192, -118.61017",34.115192,-118.61017,1,100.35,0,2,8,,1,0,0,1,Bank Withdrawal,1,5451,0,Q3,1,3,0,California,1,1,1,28,2799,0,216.44,0,3015.44,0,1,90290
-30,52,23.51,1,Dissatisfaction,Product dissatisfaction,83,Venice,5602,Two Year,United States,7762-URZQH,Churned,0,1,Male,1,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,1,106.05,1,0,0,,0,1,1,1,Credit Card,1,31021,0,Q3,0,2,0,California,1,1,1,66,6981.35,0,1551.66,0,8533.01,0,1,90291
-52,12,24.53,0,,,54,Venice,5781,Two Year,United States,9848-JQJTX,Stayed,0,1,Male,1,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,0,100.9,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,31021,0,Q3,0,3,0,California,1,1,1,72,7459.05,0,1766.16,0,9225.21,0,1,90291
-25,51,48.52,0,,,20,Venice,5567,Two Year,United States,3963-RYFNS,Stayed,0,1,Female,1,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,0,116.45,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,31021,1,Q3,0,4,0,California,1,1,1,72,8013.55,90,3493.44,0,11596.99,1,0,90291
-60,19,18.26,0,,,57,Venice,4804,One Year,United States,3096-WPXBT,Stayed,1,1,Female,1,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,1,100.7,1,1,5,Offer B,1,1,1,1,Credit Card,1,31021,0,Q3,1,3,0,California,1,1,0,61,6018.65,90,1113.86,0,7222.51,0,0,90291
-45,28,28.04,0,,,63,Venice,5968,Month-to-Month,United States,2027-CWDNU,Stayed,1,0,Male,1,Fiber Optic,"33.991782, -118.479229",33.991782,-118.479229,1,85.6,0,3,1,,0,0,1,1,Bank Withdrawal,1,31021,1,Q3,1,4,0,California,1,1,0,18,1601.5,0,504.72,0,2106.22,0,1,90291
-34,8,0,1,Other,Don't know,86,Torrance,3620,Month-to-Month,United States,5673-TIYIB,Churned,0,1,Male,1,DSL,"33.833181, -118.292062",33.833181,-118.292062,0,40.4,0,0,0,Offer E,1,0,1,0,Credit Card,0,17058,1,Q3,0,3,0,California,0,0,0,2,77.15,0,0,0,77.15,0,1,90502
-55,24,16.29,1,Dissatisfaction,Lack of self-service on Website,69,Torrance,5657,Month-to-Month,United States,9850-OWRHQ,Churned,0,0,Female,1,Fiber Optic,"33.833181, -118.292062",33.833181,-118.292062,1,74.1,1,0,1,,0,0,1,1,Credit Card,1,17058,0,Q3,1,1,0,California,0,0,0,3,228,0,48.87,0,276.87,0,1,90502
-50,7,41.22,0,,,53,Torrance,5845,One Year,United States,8597-CWYHH,Stayed,0,0,Male,1,Fiber Optic,"33.833181, -118.292062",33.833181,-118.292062,0,94.35,1,0,0,,0,0,0,0,Credit Card,1,17058,0,Q3,0,3,0,California,1,1,1,43,3921.3,0,1772.46,0,5693.76,0,1,90502
-46,6,10.33,0,,,41,Torrance,4322,One Year,United States,2511-MORQY,Stayed,0,1,Male,1,DSL,"33.833181, -118.292062",33.833181,-118.292062,1,54.9,1,0,4,Offer B,0,0,0,1,Bank Withdrawal,1,17058,0,Q3,1,4,0,California,0,0,0,50,2614.1,0,516.5,0,3130.6,0,1,90502
-49,53,42.55,0,,,61,Torrance,5613,Two Year,United States,4854-SSLTN,Joined,1,0,Male,1,DSL,"33.833181, -118.292062",33.833181,-118.292062,1,59.5,0,4,8,Offer E,1,1,0,1,Mailed Check,1,17058,1,Q3,1,4,0,California,0,0,0,2,130.5,0,85.1,0,215.6,0,1,90502
-40,15,29.63,1,Competitor,Competitor had better devices,70,Long Beach,4238,Month-to-Month,United States,4759-TRPLW,Churned,0,0,Male,1,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,0,70.4,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,425,0,Q3,0,1,0,California,0,0,0,1,70.4,0,29.63,0,100.03,0,1,90822
-63,10,27.04,0,,,22,Long Beach,5156,Month-to-Month,United States,8992-VONJD,Stayed,1,0,Female,1,DSL,"33.778436, -118.118648",33.778436,-118.118648,0,56,0,1,0,,1,1,1,0,Bank Withdrawal,1,425,0,Q3,0,3,0,California,0,0,0,13,764.55,0,351.52,0,1116.07,0,1,90822
-33,5,28.83,0,,,37,Long Beach,5228,One Year,United States,2085-BOJKI,Stayed,0,1,Male,1,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,1,96.65,0,0,1,Offer D,0,0,1,1,Bank Withdrawal,1,425,0,Q3,1,5,0,California,1,1,1,17,1588.25,0,490.11,0,2078.36,0,1,90822
-64,9,12.03,0,,,56,Long Beach,4283,Month-to-Month,United States,0410-IPFTY,Stayed,0,0,Female,1,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,1,83.85,0,0,1,Offer C,1,0,1,1,Bank Withdrawal,1,425,0,Q3,1,3,0,California,1,1,0,31,2674.15,0,372.93,11.37,3035.71,0,1,90822
-58,16,33.37,0,,,47,Long Beach,6009,Two Year,United States,9739-JLPQJ,Stayed,1,1,Female,1,Fiber Optic,"33.778436, -118.118648",33.778436,-118.118648,1,117.5,1,1,9,,1,1,0,1,Credit Card,1,425,1,Q3,1,4,0,California,1,1,1,72,8670.1,0,2402.64,47.55,11025.19,0,1,90822
-24,85,36.14,1,Competitor,Competitor offered higher download speeds,75,Duarte,5651,One Year,United States,8563-IIOXK,Churned,0,0,Male,1,DSL,"34.145695, -117.95982",34.145695,-117.95982,1,49.75,0,0,4,Offer E,0,1,1,1,Bank Withdrawal,1,27414,0,Q3,1,1,0,California,0,1,0,7,331.3,0,252.98,0,584.28,1,1,91010
-46,14,46.21,1,Dissatisfaction,Poor expertise of phone support,83,Duarte,3818,One Year,United States,7931-PXHFC,Churned,0,1,Male,1,Cable,"34.145695, -117.95982",34.145695,-117.95982,0,62.3,0,0,0,,0,0,1,0,Credit Card,1,27414,1,Q3,0,3,0,California,1,1,0,38,2354.8,0,1755.98,0,4110.78,0,1,91010
-21,0,1.92,0,,,29,Duarte,4047,One Year,United States,2907-ILJBN,Stayed,0,0,Female,0,,"34.145695, -117.95982",34.145695,-117.95982,1,20.6,0,0,7,,0,0,0,1,Credit Card,1,27414,0,Q3,1,3,0,California,0,0,0,11,233.9,0,21.12,0,255.02,1,0,91010
-33,0,35.88,0,,,44,Duarte,4629,Month-to-Month,United States,1663-MHLHE,Joined,0,0,Male,0,,"34.145695, -117.95982",34.145695,-117.95982,0,19.2,0,0,0,,0,0,0,0,Credit Card,1,27414,0,Q3,0,3,0,California,0,0,0,1,19.2,0,35.88,0,55.08,0,0,91010
-37,0,34.28,0,,,43,Duarte,2004,Month-to-Month,United States,0247-SLUJI,Joined,1,0,Male,0,,"34.145695, -117.95982",34.145695,-117.95982,1,19.7,0,3,2,,0,0,0,1,Credit Card,1,27414,0,Q3,1,5,0,California,0,0,0,1,19.7,0,34.28,0,53.98,0,0,91010
-55,4,0,1,Competitor,Competitor had better devices,94,Pasadena,4549,Month-to-Month,United States,4625-EWPTF,Churned,0,0,Male,1,Cable,"34.165383, -118.123752",34.165383,-118.123752,0,30.45,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,0,38460,0,Q3,0,1,0,California,0,0,0,8,226.45,0,0,0,226.45,0,0,91104
-61,0,35.97,0,,,77,Pasadena,5358,One Year,United States,5918-VUKWP,Stayed,0,0,Female,0,,"34.165383, -118.123752",34.165383,-118.123752,0,20.55,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,38460,0,Q3,0,3,0,California,0,0,0,32,654.55,0,1151.04,0,1805.59,0,0,91104
-52,2,19.84,0,,,70,Pasadena,6358,Month-to-Month,United States,6908-VVYHM,Stayed,0,0,Male,1,Fiber Optic,"34.165383, -118.123752",34.165383,-118.123752,1,90.65,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,38460,0,Q3,1,5,0,California,1,1,0,65,5931,110,1289.6,0,7330.6,0,0,91104
-43,12,48.88,0,,,47,Pasadena,3127,One Year,United States,7673-LPRNY,Stayed,0,1,Female,1,DSL,"34.165383, -118.123752",34.165383,-118.123752,0,78.55,1,0,0,,0,1,1,0,Bank Withdrawal,1,38460,0,Q3,0,3,0,California,1,1,1,23,1843.05,0,1124.24,19.63,2947.66,0,1,91104
-64,21,2.95,0,,,60,Pasadena,4467,Month-to-Month,United States,1596-OQSPS,Stayed,0,0,Female,1,DSL,"34.165383, -118.123752",34.165383,-118.123752,0,51.1,0,0,0,,1,0,0,0,Bank Withdrawal,1,38460,0,Q3,0,4,0,California,0,0,0,11,531.15,0,32.45,0,563.6,0,1,91104
-21,42,39.21,1,Competitor,Competitor made better offer,75,Woodland Hills,3949,Month-to-Month,United States,0947-IDHRQ,Churned,0,0,Female,1,Fiber Optic,"34.178068, -118.615714",34.178068,-118.615714,0,80.3,0,0,0,,0,0,1,0,Mailed Check,1,36123,0,Q3,0,2,0,California,0,1,1,7,526.7,10,274.47,0,811.17,1,0,91367
-51,16,41.57,0,,,33,Woodland Hills,5256,Two Year,United States,2040-LDIWQ,Stayed,0,1,Male,1,DSL,"34.178068, -118.615714",34.178068,-118.615714,1,84.2,1,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,36123,1,Q3,1,5,0,California,1,1,1,65,5324.5,0,2702.05,0,8026.55,0,1,91367
-50,4,16.34,0,,,31,Woodland Hills,3173,Month-to-Month,United States,3566-HJGPK,Joined,0,0,Male,1,DSL,"34.178068, -118.615714",34.178068,-118.615714,0,45.55,0,0,0,Offer E,0,0,1,0,Mailed Check,1,36123,0,Q3,0,4,0,California,0,0,0,1,45.55,0,16.34,0,61.89,0,1,91367
-31,0,43.68,0,,,24,Woodland Hills,5137,One Year,United States,0969-RGKCU,Stayed,1,0,Male,0,,"34.178068, -118.615714",34.178068,-118.615714,1,19.8,0,1,1,,0,0,0,1,Credit Card,1,36123,0,Q3,1,4,0,California,0,0,0,37,677.05,0,1616.16,29.21,2264,0,0,91367
-49,0,27.04,0,,,76,Woodland Hills,3027,Month-to-Month,United States,7976-CICYS,Stayed,0,0,Male,0,,"34.178068, -118.615714",34.178068,-118.615714,0,20.7,0,0,0,,0,0,1,0,Credit Card,1,36123,0,Q3,0,4,0,California,0,0,0,4,83.75,0,108.16,0,191.91,0,0,91367
-58,30,29,1,Price,Long distance charges,85,Rancho Cucamonga,2656,Month-to-Month,United States,8382-SHQEH,Churned,0,0,Female,1,Fiber Optic,"34.133809, -117.523724",34.133809,-117.523724,1,84.9,1,0,1,,0,0,1,1,Bank Withdrawal,1,12937,0,Q3,1,1,0,California,1,1,0,8,764.95,0,232,0,996.95,0,1,91739
-19,52,0,0,,,56,Rancho Cucamonga,4478,Two Year,United States,4111-BNXIF,Stayed,0,1,Female,1,DSL,"34.133809, -117.523724",34.133809,-117.523724,1,59.55,0,0,1,,1,0,1,1,Bank Withdrawal,0,12937,1,Q3,1,4,0,California,1,1,1,67,4103.9,0,0,0,4103.9,1,1,91739
-44,13,3.34,0,,,47,Rancho Cucamonga,3601,Month-to-Month,United States,2272-UOINI,Stayed,0,0,Female,1,Cable,"34.133809, -117.523724",34.133809,-117.523724,0,78.5,0,0,0,Offer E,1,1,1,0,Bank Withdrawal,1,12937,1,Q3,0,4,0,California,1,1,1,7,571.05,0,23.38,0,594.43,0,1,91739
-27,0,47.65,0,,,58,Rancho Cucamonga,2176,Two Year,United States,5171-EPLKN,Stayed,0,0,Male,0,,"34.133809, -117.523724",34.133809,-117.523724,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,12937,0,Q3,0,4,0,California,0,0,0,27,470,0,1286.55,0,1756.55,1,0,91739
-35,13,44.72,0,,,76,Rancho Cucamonga,4077,One Year,United States,0657-DOGUM,Stayed,0,0,Female,1,DSL,"34.133809, -117.523724",34.133809,-117.523724,1,60.6,1,0,1,Offer B,0,1,1,1,Bank Withdrawal,1,12937,1,Q3,1,4,0,California,0,0,0,48,2985.25,100,2146.56,0,5231.81,0,0,91739
-49,22,48.89,1,Dissatisfaction,Lack of self-service on Website,88,San Diego,4248,Month-to-Month,United States,1213-NGCUN,Churned,0,0,Female,1,DSL,"32.805518, -117.169052",32.805518,-117.169052,0,49.65,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,46828,1,Q3,0,2,0,California,0,0,0,6,267.35,0,293.34,0,560.69,0,1,92111
-22,0,19.85,1,Attitude,Attitude of support person,84,San Diego,3731,Month-to-Month,United States,4745-LSPLO,Churned,0,0,Male,0,,"32.805518, -117.169052",32.805518,-117.169052,0,20.5,0,0,0,,0,0,0,0,Credit Card,1,46828,0,Q3,0,2,0,California,0,0,0,1,20.5,0,19.85,0,40.35,1,0,92111
-64,2,10.26,0,,,69,San Diego,5584,Two Year,United States,5229-DTFYB,Stayed,0,0,Female,1,Fiber Optic,"32.805518, -117.169052",32.805518,-117.169052,0,98.8,0,0,0,,1,0,1,0,Bank Withdrawal,1,46828,1,Q3,0,4,0,California,1,1,1,41,3959.15,0,420.66,27.09,4352.72,0,1,92111
-63,0,33.71,0,,,30,San Diego,3086,One Year,United States,7328-OWMOM,Stayed,0,0,Female,0,,"32.805518, -117.169052",32.805518,-117.169052,0,20.1,0,0,0,Offer C,0,0,0,0,Credit Card,1,46828,0,Q3,0,3,0,California,0,0,0,31,589.25,0,1045.01,0,1634.26,0,0,92111
-50,6,44.06,0,,,31,San Diego,5295,Two Year,United States,1545-JFUML,Stayed,0,1,Male,1,Fiber Optic,"32.805518, -117.169052",32.805518,-117.169052,1,99,1,0,5,,1,1,1,1,Bank Withdrawal,1,46828,0,Q3,1,3,0,California,0,0,1,71,6994.6,40,3128.26,0,10162.86,0,0,92111
-19,82,0,1,Competitor,Competitor had better devices,93,San Diego,5024,Month-to-Month,United States,2894-QOJRX,Churned,0,0,Female,1,Cable,"32.827238, -117.089287",32.827238,-117.089287,1,34,0,0,1,Offer C,0,0,1,1,Bank Withdrawal,0,30206,0,Q3,1,1,0,California,0,0,1,25,853,0,0,0,853,1,1,92124
-45,19,20.53,0,,,68,San Diego,5926,One Year,United States,2805-EDJPQ,Stayed,0,1,Female,1,Fiber Optic,"32.827238, -117.089287",32.827238,-117.089287,1,99.75,1,0,9,,1,0,1,1,Credit Card,1,30206,1,Q3,1,4,0,California,1,1,0,56,5608.4,0,1149.68,0,6758.08,0,1,92124
-63,14,31.83,0,,,33,San Diego,4055,Two Year,United States,1488-PBLJN,Stayed,1,1,Female,1,Fiber Optic,"32.827238, -117.089287",32.827238,-117.089287,1,116.85,1,1,1,Offer A,1,1,1,1,Bank Withdrawal,1,30206,1,Q3,1,3,0,California,1,1,1,72,8477.7,0,2291.76,0,10769.46,0,1,92124
-60,9,0,0,,,57,San Diego,5565,Month-to-Month,United States,6656-JWRQX,Joined,0,0,Female,1,DSL,"32.827238, -117.089287",32.827238,-117.089287,0,30.55,0,0,0,,0,0,0,0,Credit Card,0,30206,1,Q3,0,4,0,California,0,0,0,1,30.55,40,0,0,70.55,0,0,92124
-36,16,37.37,0,,,80,San Diego,5227,Month-to-Month,United States,5568-DMXZS,Stayed,0,0,Female,1,Cable,"32.827238, -117.089287",32.827238,-117.089287,0,65.45,0,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,30206,1,Q3,0,5,0,California,0,0,1,8,554.45,0,298.96,0,853.41,0,1,92124
-57,24,42.67,1,Dissatisfaction,Product dissatisfaction,85,San Bernardino,5591,Two Year,United States,3512-IZIKN,Churned,0,1,Female,1,DSL,"34.183286, -117.221722",34.183286,-117.221722,1,65.3,1,0,1,Offer A,0,1,0,1,Credit Card,1,53636,1,Q3,1,1,0,California,0,0,0,70,4759.75,0,2986.9,0,7746.65,0,1,92404
-62,20,44,0,,,50,San Bernardino,6202,Two Year,United States,7971-HLVXI,Stayed,1,0,Male,1,Fiber Optic,"34.183286, -117.221722",34.183286,-117.221722,1,84.5,1,2,4,Offer A,0,0,1,1,Credit Card,1,53636,0,Q3,1,5,0,California,1,1,0,72,6130.85,0,3168,0,9298.85,0,1,92404
-55,0,44.12,0,,,71,San Bernardino,2219,Two Year,United States,8612-GXIDD,Stayed,1,0,Male,0,,"34.183286, -117.221722",34.183286,-117.221722,1,25.4,1,3,8,Offer D,0,0,1,1,Bank Withdrawal,1,53636,0,Q3,1,3,0,California,0,0,0,12,313,0,529.44,0,842.44,0,0,92404
-56,0,40.74,0,,,63,San Bernardino,2788,Month-to-Month,United States,0310-VQXAM,Stayed,0,0,Male,0,,"34.183286, -117.221722",34.183286,-117.221722,0,19.85,0,0,0,,0,0,0,0,Credit Card,1,53636,0,Q3,0,3,0,California,0,0,0,9,178.8,0,366.66,0,545.46,0,0,92404
-43,0,17.25,1,Dissatisfaction,Service dissatisfaction,69,San Bernardino,5717,Month-to-Month,United States,6141-OOXUQ,Churned,0,0,Male,0,,"34.122501, -117.320138",34.122501,-117.320138,0,19.65,0,0,0,Offer E,0,0,0,0,Mailed Check,1,23146,0,Q3,0,2,0,California,0,0,0,1,19.65,0,17.25,0,36.9,0,0,92411
-42,76,40.73,0,,,20,San Bernardino,4046,Two Year,United States,3552-CTCYF,Stayed,1,1,Male,1,Fiber Optic,"34.122501, -117.320138",34.122501,-117.320138,1,104.8,1,3,4,Offer B,1,0,1,1,Bank Withdrawal,1,23146,0,Q3,1,5,0,California,1,1,1,63,6597.25,0,2565.99,0,9163.24,0,1,92411
-55,15,30.88,0,,,51,San Bernardino,3302,One Year,United States,4223-BKEOR,Stayed,0,1,Female,1,DSL,"34.122501, -117.320138",34.122501,-117.320138,0,64.85,0,0,0,Offer D,0,1,0,0,Mailed Check,1,23146,0,Q3,0,3,0,California,1,1,0,21,1336.8,0,648.48,0,1985.28,0,1,92411
-36,8,19,0,,,47,San Bernardino,4099,Month-to-Month,United States,4280-DLSHD,Stayed,0,1,Male,1,Cable,"34.122501, -117.320138",34.122501,-117.320138,1,54.75,0,0,10,Offer E,1,0,1,1,Credit Card,1,23146,0,Q3,1,3,0,California,0,0,0,8,445.85,0,152,0,597.85,0,1,92411
-25,51,22.3,1,Dissatisfaction,Lack of self-service on Website,79,Riverside,4261,Month-to-Month,United States,7503-ZGUZJ,Churned,0,0,Male,1,Fiber Optic,"33.920907, -117.489426",33.920907,-117.489426,0,84.65,1,0,0,,0,0,1,0,Mailed Check,1,38446,0,Q3,0,1,0,California,0,0,1,1,84.65,40,22.3,0,146.95,1,0,92505
-31,0,17.81,0,,,46,Riverside,2968,Month-to-Month,United States,6579-JPICP,Joined,0,0,Male,0,,"33.920907, -117.489426",33.920907,-117.489426,0,20.4,0,0,0,,0,0,0,0,Mailed Check,1,38446,0,Q3,0,5,0,California,0,0,0,1,20.4,0,17.81,0,38.21,0,0,92505
-39,13,36.84,0,,,43,Riverside,6494,One Year,United States,8894-JVDCV,Stayed,0,1,Female,1,Fiber Optic,"33.920907, -117.489426",33.920907,-117.489426,0,115.05,1,0,0,Offer B,1,1,1,0,Credit Card,1,38446,1,Q3,0,4,0,California,1,1,1,62,7133.45,0,2284.08,0,9417.53,0,1,92505
-48,13,25.69,0,,,33,Riverside,3286,Month-to-Month,United States,2800-QQUSO,Stayed,0,0,Male,1,Fiber Optic,"33.920907, -117.489426",33.920907,-117.489426,0,100.3,1,0,0,,0,0,1,0,Bank Withdrawal,1,38446,1,Q3,0,5,0,California,1,1,1,42,4222.95,0,1078.98,0,5301.93,0,1,92505
-46,16,0,1,Other,Don't know,90,Lake Elsinore,5131,Month-to-Month,United States,8718-PTMEZ,Churned,0,0,Female,1,Cable,"33.655421, -117.391751",33.655421,-117.391751,0,31.05,0,0,0,,1,0,1,0,Bank Withdrawal,0,38519,0,Q3,0,2,0,California,0,0,0,13,347.25,0,0,0,347.25,0,1,92530
-64,13,22.41,0,,,22,Lake Elsinore,4022,One Year,United States,4374-YMUSQ,Stayed,0,1,Male,1,Fiber Optic,"33.655421, -117.391751",33.655421,-117.391751,0,116.25,1,0,0,Offer C,1,1,0,0,Credit Card,1,38519,1,Q3,0,3,0,California,1,1,1,34,3899.05,0,761.94,0,4660.99,0,1,92530
-19,51,29.13,0,,,57,Lake Elsinore,5617,Month-to-Month,United States,0248-IPDFW,Joined,0,0,Female,1,Cable,"33.655421, -117.391751",33.655421,-117.391751,0,50.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,38519,0,Q3,0,4,0,California,0,0,0,1,50.1,0,29.13,0,79.23,1,1,92530
-43,22,15.6,0,,,65,Lake Elsinore,5739,Month-to-Month,United States,9773-PEQBZ,Stayed,0,0,Male,1,Fiber Optic,"33.655421, -117.391751",33.655421,-117.391751,0,79.85,1,0,0,,1,0,0,0,Bank Withdrawal,1,38519,0,Q3,0,5,0,California,0,0,0,10,797.25,0,156,0,953.25,0,1,92530
-43,16,6.7,1,Other,Don't know,84,San Jacinto,5282,Month-to-Month,United States,1114-CENIM,Churned,1,0,Male,1,Cable,"33.806708, -117.02007",33.806708,-117.02007,0,55,1,2,0,,1,0,1,0,Credit Card,1,4456,0,Q3,0,1,0,California,0,0,0,54,3092.65,0,361.8,0,3454.45,0,1,92582
-34,0,38.96,0,,,56,San Jacinto,4996,Month-to-Month,United States,7531-GQHME,Stayed,0,0,Male,0,,"33.806708, -117.02007",33.806708,-117.02007,0,20.05,0,0,0,Offer D,0,0,0,0,Credit Card,1,4456,0,Q3,0,4,0,California,0,0,0,12,265.45,0,467.52,0,732.97,0,0,92582
-28,82,15.25,0,,,54,San Jacinto,3796,Month-to-Month,United States,3995-WFCSM,Joined,0,1,Female,1,DSL,"33.806708, -117.02007",33.806708,-117.02007,0,60.85,0,0,0,,0,0,0,0,Bank Withdrawal,1,4456,0,Q3,0,5,0,California,1,1,0,2,111.4,0,30.5,0,141.9,1,1,92582
-24,85,39.61,0,,,33,San Jacinto,5091,Two Year,United States,9065-ZCPQX,Stayed,0,1,Male,1,DSL,"33.806708, -117.02007",33.806708,-117.02007,1,78.85,1,0,2,Offer A,1,1,0,1,Bank Withdrawal,1,4456,1,Q3,1,3,0,California,1,1,0,72,5763.15,0,2851.92,0,8615.07,1,1,92582
-35,6,32.31,1,Other,Moved,81,Capistrano Beach,4437,Month-to-Month,United States,8837-VVWLQ,Churned,0,0,Female,1,Fiber Optic,"33.458754, -117.665104",33.458754,-117.665104,0,84.95,0,0,0,,0,1,0,0,Bank Withdrawal,1,7465,0,Q3,0,1,0,California,0,0,1,8,668.4,0,258.48,0,926.88,0,1,92624
-32,11,46.87,0,,,45,Capistrano Beach,5251,One Year,United States,8905-IAZPF,Stayed,0,0,Female,1,Fiber Optic,"33.458754, -117.665104",33.458754,-117.665104,1,95.65,0,0,4,,1,0,1,1,Credit Card,1,7465,0,Q3,1,3,0,California,1,1,1,69,6744.2,0,3234.03,0,9978.23,0,1,92624
-32,30,15.12,0,,,33,Capistrano Beach,4753,Two Year,United States,5003-XZWWO,Stayed,0,1,Male,1,DSL,"33.458754, -117.665104",33.458754,-117.665104,1,84.2,1,0,4,,1,0,0,1,Credit Card,1,7465,1,Q3,1,4,0,California,1,1,1,71,5956.85,0,1073.52,0,7030.37,0,1,92624
-21,26,18.42,0,,,75,Capistrano Beach,4235,Month-to-Month,United States,1194-HVAIF,Stayed,0,0,Female,1,Fiber Optic,"33.458754, -117.665104",33.458754,-117.665104,1,95,1,0,1,Offer C,0,0,0,1,Credit Card,1,7465,0,Q3,1,4,0,California,1,1,1,27,2462.55,0,497.34,0,2959.89,1,1,92624
-34,6,2.24,1,Competitor,Competitor offered higher download speeds,96,Mission Viejo,3208,Month-to-Month,United States,2619-WFQWU,Churned,0,0,Female,1,Fiber Optic,"33.60693, -117.644253",33.60693,-117.644253,0,70.15,0,0,0,,0,0,1,0,Mailed Check,1,46227,0,Q3,0,3,0,California,0,0,0,1,70.15,0,2.24,0,72.39,0,1,92692
-23,30,2.12,0,,,28,Mission Viejo,3707,One Year,United States,6967-QIQRV,Stayed,1,0,Male,1,Fiber Optic,"33.60693, -117.644253",33.60693,-117.644253,1,101.9,0,1,8,,0,1,0,1,Bank Withdrawal,1,46227,1,Q3,1,3,0,California,1,1,1,15,1667.25,120,31.8,0,1819.05,1,0,92692
-40,23,38.22,0,,,72,Mission Viejo,5770,Two Year,United States,5494-WOZRZ,Stayed,0,1,Female,1,DSL,"33.60693, -117.644253",33.60693,-117.644253,1,82,0,0,0,,0,1,1,1,Credit Card,1,46227,1,Q3,0,3,0,California,1,1,1,71,5999.85,0,2713.62,0,8713.47,0,1,92692
-58,11,0,0,,,69,Mission Viejo,4897,One Year,United States,1099-BTKWT,Stayed,0,1,Female,1,DSL,"33.60693, -117.644253",33.60693,-117.644253,1,54.4,0,0,8,Offer A,0,1,1,1,Bank Withdrawal,0,46227,0,Q3,1,4,0,California,1,1,1,68,3723.65,0,0,25.62,3698.03,0,1,92692
-40,7,30.18,1,Price,Price too high,86,Garden Grove,4330,Month-to-Month,United States,0329-GTIAJ,Churned,0,0,Female,1,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,0,97.9,0,0,0,,1,0,1,0,Bank Withdrawal,1,23481,1,Q3,0,3,0,California,1,1,1,3,315.3,0,90.54,0,405.84,0,1,92844
-52,20,24.73,0,,,66,Garden Grove,5393,Month-to-Month,United States,0215-BQKGS,Stayed,0,1,Male,1,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,0,84.3,0,0,0,Offer C,1,1,1,0,Credit Card,1,23481,0,Q3,0,4,0,California,0,0,0,30,2438.6,130,741.9,0,3310.5,0,0,92844
-51,6,14.69,0,,,34,Garden Grove,5268,Two Year,United States,6050-FFXES,Stayed,0,1,Female,1,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,1,105.35,1,0,3,,0,0,0,1,Bank Withdrawal,1,23481,1,Q3,1,5,0,California,1,1,1,69,7240.65,50,1013.61,0,8304.26,0,0,92844
-53,10,36.82,0,,,65,Garden Grove,4017,Two Year,United States,8015-IHCGW,Stayed,1,1,Female,1,Fiber Optic,"33.766476, -117.969795",33.766476,-117.969795,1,115.5,1,1,1,Offer A,1,1,1,1,Bank Withdrawal,1,23481,1,Q3,1,4,0,California,1,1,1,72,8425.15,0,2651.04,42.29,11033.9,0,1,92844
-62,22,48.22,1,Dissatisfaction,Product dissatisfaction,79,Orange,4629,Month-to-Month,United States,6629-CZTTH,Churned,0,0,Male,1,Cable,"33.828779, -117.848299",33.828779,-117.848299,0,55.7,0,0,0,,0,0,1,0,Credit Card,1,18058,0,Q3,0,1,0,California,1,1,0,1,55.7,0,48.22,0,103.92,0,1,92865
-22,59,13.31,0,,,46,Orange,5707,Month-to-Month,United States,5172-MIGPM,Stayed,0,0,Male,1,Cable,"33.828779, -117.848299",33.828779,-117.848299,0,65.55,1,0,0,,0,0,0,0,Credit Card,1,18058,1,Q3,0,4,0,California,1,1,0,4,237.2,0,53.24,0,290.44,1,1,92865
-38,12,47.61,0,,,75,Orange,5541,Month-to-Month,United States,5527-ACHSO,Stayed,0,0,Female,1,DSL,"33.828779, -117.848299",33.828779,-117.848299,0,70.5,0,0,0,,0,0,0,0,Credit Card,1,18058,1,Q3,0,3,0,California,1,1,1,11,829.3,0,523.71,0,1353.01,0,1,92865
-60,30,21.71,0,,,59,Orange,4469,Two Year,United States,2773-OVBPK,Stayed,0,1,Male,1,Fiber Optic,"33.828779, -117.848299",33.828779,-117.848299,1,111.3,1,0,1,Offer A,1,0,1,1,Bank Withdrawal,1,18058,1,Q3,1,3,0,California,1,1,1,67,7567.2,0,1454.57,36.66,8985.11,0,1,92865
-61,3,30.88,1,Dissatisfaction,Service dissatisfaction,75,Orange,5067,Month-to-Month,United States,5364-EVNIB,Churned,0,1,Male,1,Fiber Optic,"33.787796, -117.875928",33.787796,-117.875928,0,79.8,0,0,0,,1,0,1,0,Bank Withdrawal,1,23172,0,Q3,0,2,0,California,0,0,0,13,973.45,0,401.44,0,1374.89,0,1,92868
-21,82,38.32,0,,,70,Orange,2893,Month-to-Month,United States,5839-SUYVZ,Stayed,0,0,Male,1,Fiber Optic,"33.787796, -117.875928",33.787796,-117.875928,0,74.55,0,0,0,,0,0,1,0,Credit Card,1,23172,1,Q3,0,3,0,California,0,0,0,16,1170.5,0,613.12,0,1783.62,1,1,92868
-47,0,23.25,0,,,31,Orange,5384,One Year,United States,1813-JLKWR,Stayed,0,0,Female,0,,"33.787796, -117.875928",33.787796,-117.875928,1,19.8,0,0,7,,0,0,0,1,Bank Withdrawal,1,23172,0,Q3,1,5,0,California,0,0,0,64,1336.65,0,1488,0,2824.65,0,0,92868
-44,0,44.54,0,,,64,Orange,4985,Month-to-Month,United States,4803-LBYPN,Stayed,1,0,Male,0,,"33.787796, -117.875928",33.787796,-117.875928,1,20.8,0,1,1,Offer C,0,0,0,1,Credit Card,1,23172,0,Q3,1,3,0,California,0,0,0,34,635.9,0,1514.36,46.07,2104.19,0,0,92868
-60,8,4.18,1,Dissatisfaction,Lack of self-service on Website,90,Santa Barbara,5338,Month-to-Month,United States,1660-HSOOQ,Churned,0,1,Male,1,DSL,"34.037342, -119.80079",34.037342,-119.80079,0,49.65,0,0,0,,0,0,1,0,Credit Card,1,25771,0,Q3,0,3,0,California,0,0,0,1,49.65,40,4.18,0,93.83,0,0,93105
-41,9,26.96,0,,,50,Santa Barbara,6046,Two Year,United States,1775-KWJKQ,Stayed,0,1,Male,1,DSL,"34.037342, -119.80079",34.037342,-119.80079,1,89.85,1,0,5,,1,1,0,1,Credit Card,1,25771,1,Q3,1,4,0,California,1,1,1,72,6562.9,0,1941.12,12.55,8491.47,0,1,93105
-20,69,33.28,0,,,36,Santa Barbara,4648,Month-to-Month,United States,8963-JLGJT,Joined,1,1,Male,1,Cable,"34.037342, -119.80079",34.037342,-119.80079,0,55.9,0,1,0,Offer E,0,1,0,0,Credit Card,1,25771,0,Q3,0,4,0,California,0,1,0,3,157.55,0,99.84,0,257.39,1,1,93105
-45,24,32.31,0,,,40,Santa Barbara,4366,Month-to-Month,United States,0701-TJSEF,Stayed,0,1,Male,1,Cable,"34.037342, -119.80079",34.037342,-119.80079,0,68.25,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,25771,1,Q3,0,3,0,California,1,1,0,9,576.95,0,290.79,0,867.74,0,1,93105
-22,52,6.54,1,Dissatisfaction,Poor expertise of phone support,83,Corcoran,4207,Month-to-Month,United States,1794-HBQTJ,Churned,0,0,Female,1,Cable,"36.04533, -119.532424",36.04533,-119.532424,0,48.6,0,0,0,Offer E,0,1,1,0,Credit Card,1,23506,0,Q3,0,1,0,California,0,0,0,1,48.6,0,6.54,0,55.14,1,1,93212
-25,58,14.32,0,,,27,Corcoran,4706,One Year,United States,2391-IPLOP,Stayed,0,1,Male,1,Cable,"36.04533, -119.532424",36.04533,-119.532424,1,69.65,1,0,6,Offer B,0,0,1,1,Bank Withdrawal,1,23506,1,Q3,1,4,0,California,0,0,1,50,3442.15,0,716,0,4158.15,1,1,93212
-58,5,13.03,0,,,48,Corcoran,4975,Two Year,United States,6177-PEVRA,Stayed,0,0,Female,1,DSL,"36.04533, -119.532424",36.04533,-119.532424,0,55.5,0,0,0,,1,1,0,0,Credit Card,1,23506,0,Q3,0,4,0,California,0,0,0,48,2627.35,0,625.44,0,3252.79,0,1,93212
-40,2,39.35,0,,,49,Corcoran,4408,Two Year,United States,5915-ANOEI,Stayed,0,1,Male,1,DSL,"36.04533, -119.532424",36.04533,-119.532424,1,79.15,1,0,1,,1,1,0,1,Credit Card,1,23506,1,Q3,1,4,0,California,0,0,1,70,5536.5,0,2754.5,0,8291,0,1,93212
-29,47,26.03,1,Attitude,Attitude of support person,83,Farmersville,5189,Month-to-Month,United States,4818-DRBQT,Churned,0,0,Male,1,Fiber Optic,"36.29878, -119.201028",36.29878,-119.201028,1,80.15,1,0,1,Offer C,1,0,1,1,Bank Withdrawal,1,8644,0,Q3,1,3,0,California,0,0,0,29,2265.25,0,754.87,0,3020.12,1,1,93223
-64,0,9.84,0,,,66,Farmersville,5208,Month-to-Month,United States,1140-UKVZG,Stayed,0,0,Female,0,,"36.29878, -119.201028",36.29878,-119.201028,0,24.8,1,0,0,Offer D,0,0,0,0,Credit Card,1,8644,0,Q3,0,5,0,California,0,0,0,17,475.25,0,167.28,37.06,605.47,0,0,93223
-28,52,42.74,0,,,39,Farmersville,5789,Month-to-Month,United States,4947-DSMXK,Stayed,1,0,Male,1,Fiber Optic,"36.29878, -119.201028",36.29878,-119.201028,1,97.7,1,2,9,,1,0,1,1,Bank Withdrawal,1,8644,0,Q3,1,3,0,California,1,1,1,34,3410,0,1453.16,0,4863.16,1,1,93223
-35,22,2.72,0,,,29,Farmersville,4004,Two Year,United States,2019-HDCZY,Stayed,0,1,Male,1,Fiber Optic,"36.29878, -119.201028",36.29878,-119.201028,1,102.6,1,0,4,,0,0,0,1,Bank Withdrawal,1,8644,0,Q3,1,5,0,California,1,1,1,63,6296.75,0,171.36,0,6468.11,0,1,93223
-39,13,35.18,1,Competitor,Competitor had better devices,65,Lebec,3972,Month-to-Month,United States,6424-ELEYH,Churned,0,0,Female,1,Fiber Optic,"34.845861, -118.885163",34.845861,-118.885163,1,74.75,1,0,1,Offer E,0,0,1,1,Credit Card,1,1247,0,Q3,1,1,0,California,0,0,0,3,229.5,0,105.54,0,335.04,0,1,93243
-48,4,12.5,0,,,21,Lebec,3319,Month-to-Month,United States,2800-VEQXM,Joined,0,1,Female,1,Fiber Optic,"34.845861, -118.885163",34.845861,-118.885163,0,74.75,0,0,0,,0,0,1,0,Mailed Check,1,1247,0,Q3,0,3,0,California,0,0,0,3,238.1,0,37.5,38.84,236.76,0,1,93243
-23,0,33.65,0,,,35,Lebec,5616,Two Year,United States,6770-UAYGJ,Stayed,1,0,Female,0,,"34.845861, -118.885163",34.845861,-118.885163,1,25.25,1,2,8,,0,0,0,1,Credit Card,1,1247,0,Q3,1,3,0,California,0,0,0,49,1211.65,0,1648.85,0,2860.5,1,0,93243
-46,14,11.45,0,,,62,Lebec,5133,Month-to-Month,United States,2920-RNCEZ,Joined,1,0,Male,1,Fiber Optic,"34.845861, -118.885163",34.845861,-118.885163,1,69.95,0,1,10,,0,0,1,1,Credit Card,1,1247,0,Q3,1,3,0,California,0,0,0,1,69.95,0,11.45,0,81.4,0,1,93243
-33,0,7.49,1,Attitude,Attitude of service provider,73,Richgrove,4633,Month-to-Month,United States,2320-JRSDE,Churned,1,0,Female,0,,"35.809921, -119.127437",35.809921,-119.127437,1,19.9,0,1,1,,0,0,1,1,Bank Withdrawal,1,2956,0,Q3,1,3,0,California,0,0,0,1,19.9,0,7.49,0,27.39,0,0,93261
-57,22,47.5,0,,,77,Richgrove,3449,Month-to-Month,United States,5760-IFJOZ,Joined,0,1,Male,1,Fiber Optic,"35.809921, -119.127437",35.809921,-119.127437,0,107.95,1,0,0,,1,0,0,0,Mailed Check,1,2956,0,Q3,0,4,0,California,1,1,1,3,313.6,0,142.5,0,456.1,0,1,93261
-52,19,9.31,0,,,48,Richgrove,2434,Month-to-Month,United States,1104-FEJAM,Stayed,1,0,Male,1,DSL,"35.809921, -119.127437",35.809921,-119.127437,1,64.4,1,2,2,,1,0,0,1,Bank Withdrawal,1,2956,0,Q3,1,3,0,California,1,1,0,28,1802.15,0,260.68,0,2062.83,0,1,93261
-36,0,4.89,0,,,60,Richgrove,4155,Two Year,United States,9365-CSLBQ,Stayed,1,0,Male,0,,"35.809921, -119.127437",35.809921,-119.127437,0,24.35,1,3,0,,0,0,0,0,Credit Card,1,2956,0,Q3,0,4,0,California,0,0,0,71,1654.6,0,347.19,0,2001.79,0,0,93261
-53,14,35.15,1,Other,Don't know,83,Tulare,5973,Month-to-Month,United States,9444-JTXHZ,Churned,0,1,Male,1,Fiber Optic,"36.185471, -119.375243",36.185471,-119.375243,1,76.2,0,0,1,,0,0,0,1,Bank Withdrawal,1,56101,0,Q3,1,3,0,California,0,0,0,1,76.2,50,35.15,0,161.35,0,0,93274
-42,14,0,0,,,51,Tulare,6290,One Year,United States,0946-FKYTX,Stayed,0,0,Male,1,Cable,"36.185471, -119.375243",36.185471,-119.375243,0,30.1,0,0,0,Offer B,1,0,0,0,Mailed Check,0,56101,0,Q3,0,3,0,California,0,0,0,52,1623.4,0,0,11.72,1611.68,0,1,93274
-43,22,0,0,,,21,Tulare,5269,One Year,United States,0234-TEVTT,Stayed,1,1,Female,1,DSL,"36.185471, -119.375243",36.185471,-119.375243,1,45,0,3,3,,0,1,0,1,Credit Card,0,56101,0,Q3,1,3,0,California,1,1,0,48,2196.3,0,0,0,2196.3,0,1,93274
-44,10,16.93,0,,,45,Tulare,4180,Two Year,United States,2987-BJXIK,Stayed,0,1,Female,1,DSL,"36.185471, -119.375243",36.185471,-119.375243,0,84.7,1,0,0,,1,1,0,0,Credit Card,1,56101,0,Q3,0,4,0,California,1,1,1,70,5991.05,0,1185.1,0,7176.15,0,1,93274
-63,2,26.09,1,Attitude,Attitude of support person,92,Visalia,3735,Month-to-Month,United States,7638-QVMVY,Churned,0,0,Female,1,Fiber Optic,"36.37559, -119.211689",36.37559,-119.211689,0,79,0,0,0,,0,0,1,0,Bank Withdrawal,1,30395,0,Q3,0,2,0,California,0,0,1,7,522.95,0,182.63,0,705.58,0,1,93292
-31,24,8.51,0,,,35,Visalia,4461,Two Year,United States,9548-ZMVTX,Stayed,1,1,Male,1,Fiber Optic,"36.37559, -119.211689",36.37559,-119.211689,1,90.45,1,3,7,Offer A,1,0,0,1,Bank Withdrawal,1,30395,1,Q3,1,3,0,California,0,0,0,72,6565.85,0,612.72,0,7178.57,0,1,93292
-62,27,7.48,0,,,38,Visalia,4221,Two Year,United States,7446-KQISO,Stayed,1,1,Male,1,Fiber Optic,"36.37559, -119.211689",36.37559,-119.211689,1,109.75,1,3,2,,1,0,1,1,Bank Withdrawal,1,30395,1,Q3,1,3,0,California,1,1,1,45,4900.65,0,336.6,0,5237.25,0,1,93292
-27,59,23,1,Competitor,Competitor had better devices,89,Bakersfield,4133,Month-to-Month,United States,3244-DCJWY,Churned,0,0,Female,1,Fiber Optic,"35.392599, -119.245341",35.392599,-119.245341,0,70.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,40836,0,Q3,0,1,0,California,0,0,0,1,70.25,0,23,0,93.25,1,1,93312
-19,76,43.29,0,,,75,Bakersfield,4372,Two Year,United States,7596-ZYWBB,Stayed,0,0,Female,1,DSL,"35.392599, -119.245341",35.392599,-119.245341,0,59.6,0,0,0,Offer B,1,1,1,0,Mailed Check,1,40836,1,Q3,0,4,0,California,0,0,0,65,3739.8,120,2813.85,0,6673.65,1,0,93312
-54,0,3.28,0,,,28,Bakersfield,4888,One Year,United States,6974-DAFLI,Stayed,0,0,Female,0,,"35.392599, -119.245341",35.392599,-119.245341,1,19.7,0,0,8,Offer B,0,0,0,1,Bank Withdrawal,1,40836,0,Q3,1,3,0,California,0,0,0,55,1140.05,0,180.4,0,1320.45,0,0,93312
-29,0,45.91,0,,,21,Bakersfield,2152,Month-to-Month,United States,3727-JEZTU,Joined,0,0,Female,0,,"35.392599, -119.245341",35.392599,-119.245341,0,20.4,0,0,0,,0,0,0,0,Credit Card,1,40836,0,Q3,0,5,0,California,0,0,0,1,20.4,0,45.91,0,66.31,1,0,93312
-64,16,43.48,1,Attitude,Attitude of service provider,93,Lompoc,4531,Month-to-Month,United States,4797-AXPXK,Churned,1,0,Female,1,DSL,"34.601055, -120.382917",34.601055,-120.382917,0,60,0,2,0,Offer E,1,1,1,0,Bank Withdrawal,1,51737,1,Q3,0,1,0,California,0,0,0,1,60,10,43.48,0,113.48,0,0,93436
-32,0,15.16,0,,,56,Lompoc,3954,Month-to-Month,United States,9101-NTIXF,Joined,0,0,Male,0,,"34.601055, -120.382917",34.601055,-120.382917,0,19.4,0,0,0,Offer E,0,0,0,0,Credit Card,1,51737,0,Q3,0,5,0,California,0,0,0,2,50.6,0,30.32,0,80.92,0,0,93436
-43,13,15.94,0,,,70,Lompoc,5879,Two Year,United States,0266-GMEAO,Stayed,1,1,Male,1,Fiber Optic,"34.601055, -120.382917",34.601055,-120.382917,1,114.3,1,1,1,,1,1,1,1,Credit Card,1,51737,1,Q3,1,3,0,California,1,1,1,72,8058.55,0,1147.68,0,9206.23,0,1,93436
-48,21,27.24,1,Attitude,Attitude of service provider,87,Solvang,5102,Month-to-Month,United States,0156-FVPTA,Churned,0,0,Male,1,DSL,"34.624399, -120.137875",34.624399,-120.137875,1,54.2,0,0,1,Offer D,0,1,1,1,Bank Withdrawal,1,7958,1,Q3,1,2,0,California,0,0,0,22,1152.7,0,599.28,0,1751.98,0,1,93463
-38,13,35.75,0,,,40,Solvang,3286,Two Year,United States,4381-MHQDC,Stayed,0,1,Female,1,DSL,"34.624399, -120.137875",34.624399,-120.137875,0,65,1,0,0,Offer B,0,1,1,0,Credit Card,1,7958,1,Q3,0,3,0,California,0,0,0,47,2879.9,0,1680.25,0,4560.15,0,0,93463
-38,27,25.41,0,,,77,Solvang,2927,Month-to-Month,United States,3771-PZOBW,Stayed,0,1,Male,1,Fiber Optic,"34.624399, -120.137875",34.624399,-120.137875,0,90.7,1,0,0,Offer D,0,0,1,0,Credit Card,1,7958,0,Q3,0,4,0,California,0,0,1,20,1781.35,0,508.2,0,2289.55,0,1,93463
-53,24,9.28,0,,,32,Solvang,4032,Two Year,United States,2126-GSEGL,Stayed,0,1,Female,1,DSL,"34.624399, -120.137875",34.624399,-120.137875,1,84.8,1,0,7,,1,0,1,1,Bank Withdrawal,1,7958,1,Q3,1,4,0,California,1,1,1,70,5917.55,120,649.6,0,6687.15,0,0,93463
-45,3,42.65,1,Attitude,Attitude of support person,77,Mojave,3796,Month-to-Month,United States,0654-HMSHN,Churned,0,1,Male,1,Fiber Optic,"35.097323, -118.171288",35.097323,-118.171288,1,104.4,1,0,1,Offer D,1,0,0,1,Bank Withdrawal,1,4882,0,Q3,1,2,0,California,1,1,1,21,2157.95,0,895.65,0,3053.6,0,1,93501
-44,10,41.34,0,,,38,Mojave,5466,One Year,United States,8231-BSWXX,Stayed,0,0,Male,1,Fiber Optic,"35.097323, -118.171288",35.097323,-118.171288,0,79.05,1,0,0,Offer A,1,0,1,0,Credit Card,1,4882,0,Q3,0,4,0,California,0,0,0,71,5552.5,0,2935.14,0,8487.64,0,1,93501
-64,22,18.42,0,,,42,Mojave,5790,Month-to-Month,United States,0440-QEXBZ,Stayed,0,0,Female,1,DSL,"35.097323, -118.171288",35.097323,-118.171288,0,50.15,1,0,0,Offer B,0,0,1,0,Credit Card,1,4882,0,Q3,0,3,0,California,0,0,0,44,2139.1,0,810.48,0,2949.58,0,1,93501
-56,0,47.26,1,Price,Long distance charges,90,Badger,3618,Month-to-Month,United States,5049-GLYVG,Churned,0,0,Male,0,,"36.64545, -118.924982",36.64545,-118.924982,0,20.6,0,0,0,Offer E,0,0,0,0,Credit Card,1,273,0,Q3,0,1,0,California,0,0,0,1,20.6,0,47.26,0,67.86,0,0,93603
-54,53,36.19,0,,,41,Badger,3519,Month-to-Month,United States,0285-INHLN,Stayed,1,0,Male,1,DSL,"36.64545, -118.924982",36.64545,-118.924982,1,54.75,0,6,5,,1,1,1,1,Credit Card,1,273,0,Q3,1,3,0,California,0,0,0,27,1510.3,0,977.13,0,2487.43,0,1,93603
-44,0,30.34,0,,,31,Badger,4943,Month-to-Month,United States,1465-WCZVT,Joined,1,0,Female,0,,"36.64545, -118.924982",36.64545,-118.924982,1,19.65,0,3,1,,0,0,0,1,Credit Card,1,273,0,Q3,1,4,0,California,0,0,0,3,60.65,0,91.02,0,151.67,0,0,93603
-21,59,22.41,0,,,79,Badger,4288,Two Year,United States,2235-EZAIK,Stayed,0,1,Female,1,DSL,"36.64545, -118.924982",36.64545,-118.924982,1,79.2,1,0,9,Offer A,1,1,0,1,Credit Card,1,273,1,Q3,1,4,0,California,0,0,1,72,5401.9,20,1613.52,0,7035.42,1,0,93603
-29,71,4.48,1,Attitude,Attitude of service provider,73,Riverdale,2767,One Year,United States,2237-ZFSMY,Churned,0,1,Female,1,Fiber Optic,"36.452211, -119.94575",36.452211,-119.94575,0,95.55,0,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,5729,1,Q3,0,1,0,California,0,1,1,39,3692.85,0,174.72,0,3867.57,1,1,93656
-38,5,13.96,0,,,42,Riverdale,3099,Month-to-Month,United States,0295-QVKPB,Stayed,0,1,Male,1,DSL,"36.452211, -119.94575",36.452211,-119.94575,0,63.95,0,0,0,Offer E,0,0,1,0,Credit Card,1,5729,1,Q3,0,4,0,California,0,0,1,5,318.1,0,69.8,0,387.9,0,1,93656
-46,13,43.57,0,,,23,Riverdale,4754,Two Year,United States,0320-DWVTU,Stayed,0,1,Female,1,Fiber Optic,"36.452211, -119.94575",36.452211,-119.94575,0,99.5,0,0,0,Offer B,1,1,0,0,Credit Card,1,5729,1,Q3,0,3,0,California,1,1,0,53,5424.25,0,2309.21,0,7733.46,0,1,93656
-48,0,22.47,0,,,79,Riverdale,4262,Two Year,United States,8626-XHBIE,Stayed,1,0,Male,0,,"36.452211, -119.94575",36.452211,-119.94575,0,24.8,1,3,0,Offer B,0,0,1,0,Credit Card,1,5729,0,Q3,0,3,0,California,0,0,0,56,1424.2,0,1258.32,0,2682.52,0,0,93656
-57,19,18.84,1,Attitude,Attitude of support person,89,Carmel By The Sea,4207,Month-to-Month,United States,3422-LYEPQ,Churned,0,0,Male,1,Fiber Optic,"36.554618, -121.922239",36.554618,-121.922239,1,71,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,2966,0,Q3,1,2,0,California,0,0,0,1,71,0,18.84,0,89.84,0,1,93921
-22,71,48.36,0,,,33,Carmel By The Sea,5965,Two Year,United States,8374-UULRV,Stayed,0,0,Male,1,DSL,"36.554618, -121.922239",36.554618,-121.922239,0,86.05,1,0,0,,1,1,0,0,Credit Card,1,2966,1,Q3,0,4,0,California,1,1,1,72,6309.65,20,3481.92,0,9811.57,1,0,93921
-42,24,5.68,0,,,64,Carmel By The Sea,5718,Two Year,United States,9405-GPBBG,Stayed,0,1,Female,1,Fiber Optic,"36.554618, -121.922239",36.554618,-121.922239,0,110.5,1,0,0,,1,0,1,0,Credit Card,1,2966,1,Q3,0,5,0,California,1,1,1,64,7069.25,60,363.52,0,7492.77,0,0,93921
-24,76,49.61,0,,,79,Carmel By The Sea,4705,One Year,United States,5049-MUBWG,Stayed,0,0,Male,1,DSL,"36.554618, -121.922239",36.554618,-121.922239,0,75,0,0,0,,0,1,0,0,Bank Withdrawal,1,2966,1,Q3,0,3,0,California,1,1,1,26,1908.35,0,1289.86,0,3198.21,1,1,93921
-29,52,7.14,1,Attitude,Attitude of service provider,82,Greenfield,4067,Month-to-Month,United States,4361-JEIVL,Churned,1,0,Male,1,DSL,"36.248708, -121.386617",36.248708,-121.386617,0,44.4,0,3,0,Offer E,0,0,1,0,Bank Withdrawal,1,14204,0,Q3,0,3,0,California,0,1,0,1,44.4,0,7.14,0,51.54,1,1,93927
-53,11,30.82,0,,,42,Greenfield,6249,Two Year,United States,9777-IQHWP,Stayed,1,1,Male,1,Fiber Optic,"36.248708, -121.386617",36.248708,-121.386617,1,93.4,1,1,2,,0,1,0,1,Bank Withdrawal,1,14204,0,Q3,1,3,0,California,1,1,0,64,5822.3,0,1972.48,0,7794.78,0,1,93927
-19,0,40.76,0,,,78,Greenfield,4203,Two Year,United States,9565-AXSMR,Stayed,1,0,Male,0,,"36.248708, -121.386617",36.248708,-121.386617,1,19.2,0,3,10,,0,0,0,1,Credit Card,1,14204,0,Q3,1,5,0,California,0,0,0,52,1054.75,0,2119.52,0,3174.27,1,0,93927
-37,12,43.37,0,,,47,Greenfield,2684,Month-to-Month,United States,9741-YLNTD,Stayed,0,0,Male,1,Fiber Optic,"36.248708, -121.386617",36.248708,-121.386617,0,87.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,14204,1,Q3,0,3,0,California,1,1,0,6,522.35,0,260.22,0,782.57,0,1,93927
-31,10,37.76,1,Other,Moved,81,Sunnyvale,2928,Month-to-Month,United States,4512-ZUIYL,Churned,0,0,Female,1,Fiber Optic,"37.421633, -122.009613",37.421633,-122.009613,0,70,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,16985,0,Q3,0,3,0,California,0,0,0,2,153.05,0,75.52,0,228.57,0,1,94089
-60,18,45.25,0,,,51,Sunnyvale,4219,Two Year,United States,0379-DJQHR,Stayed,0,1,Male,1,DSL,"37.421633, -122.009613",37.421633,-122.009613,1,81.35,0,0,1,,1,1,0,1,Credit Card,1,16985,0,Q3,1,3,0,California,1,1,1,67,5398.6,0,3031.75,0,8430.35,0,1,94089
-49,15,22.8,0,,,44,Sunnyvale,3289,Month-to-Month,United States,8868-GAGIO,Stayed,0,1,Male,1,Fiber Optic,"37.421633, -122.009613",37.421633,-122.009613,1,84.55,1,0,8,,0,1,1,1,Credit Card,1,16985,0,Q3,1,3,0,California,0,0,0,45,3713.95,0,1026,0,4739.95,0,1,94089
-23,42,0,0,,,63,Sunnyvale,5683,One Year,United States,9955-QOPOY,Stayed,0,1,Male,1,DSL,"37.421633, -122.009613",37.421633,-122.009613,1,60.8,0,0,7,,1,0,1,1,Credit Card,0,16985,1,Q3,1,4,0,California,1,1,1,69,4263.4,0,0,0,4263.4,1,1,94089
-34,0,40.05,1,Other,Moved,83,San Francisco,2102,Month-to-Month,United States,0568-ONFPC,Churned,1,0,Male,0,,"37.720498, -122.443119",37.720498,-122.443119,1,25.9,1,1,1,Offer E,0,0,1,1,Bank Withdrawal,1,73117,0,Q3,1,1,0,California,0,0,0,5,135,0,200.25,0,335.25,0,0,94112
-22,0,28.06,0,,,62,San Francisco,6499,Two Year,United States,6024-RUGGH,Stayed,1,0,Male,0,,"37.720498, -122.443119",37.720498,-122.443119,1,25.2,1,2,1,,0,0,1,1,Bank Withdrawal,1,73117,0,Q3,1,3,0,California,0,0,0,72,1798.9,0,2020.32,0,3819.22,1,0,94112
-52,26,10.11,0,,,26,San Francisco,4921,Two Year,United States,3227-WLKLI,Stayed,1,1,Female,1,Cable,"37.720498, -122.443119",37.720498,-122.443119,1,91.55,1,3,1,,1,1,0,1,Bank Withdrawal,1,73117,1,Q3,1,3,0,California,1,1,1,65,5963.95,0,657.15,0,6621.1,0,1,94112
-26,0,45.13,0,,,54,San Francisco,4868,Month-to-Month,United States,9027-YFHQJ,Stayed,0,0,Male,0,,"37.720498, -122.443119",37.720498,-122.443119,0,25.05,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,73117,0,Q3,0,5,0,California,0,0,0,7,152.95,0,315.91,0,468.86,1,0,94112
-53,9,49.63,1,Competitor,Competitor offered higher download speeds,69,Palo Alto,5732,Month-to-Month,United States,8610-WFCJF,Churned,0,0,Female,1,Fiber Optic,"37.45809, -122.115398",37.45809,-122.115398,1,95.6,1,0,2,,0,0,1,1,Bank Withdrawal,1,45499,0,Q3,1,1,0,California,1,1,1,49,4783.5,0,2431.87,0,7215.37,0,1,94303
-54,0,2.61,0,,,42,Palo Alto,4035,Two Year,United States,5787-KXGIY,Stayed,0,0,Male,0,,"37.45809, -122.115398",37.45809,-122.115398,1,19.3,0,0,3,,0,0,0,1,Credit Card,1,45499,0,Q3,1,3,0,California,0,0,0,72,1304.8,0,187.92,0,1492.72,0,0,94303
-47,20,40.16,0,,,64,Palo Alto,5912,Month-to-Month,United States,3969-JQABI,Stayed,0,0,Female,1,DSL,"37.45809, -122.115398",37.45809,-122.115398,1,65.25,0,0,0,,1,1,1,1,Credit Card,1,45499,0,Q3,0,3,0,California,0,0,1,58,3791.6,110,2329.28,0,6230.88,0,0,94303
-58,0,38.84,0,,,48,Palo Alto,2732,Month-to-Month,United States,2542-HYGIQ,Joined,0,0,Female,0,,"37.45809, -122.115398",37.45809,-122.115398,0,19.95,0,0,0,,0,0,0,0,Credit Card,1,45499,0,Q3,0,5,0,California,0,0,0,1,19.95,0,38.84,0,58.79,0,0,94303
-52,23,0,1,Competitor,Competitor offered more data,80,Angwin,3627,Month-to-Month,United States,0117-LFRMW,Churned,1,1,Male,1,DSL,"38.542448, -122.419923",38.542448,-122.419923,1,40.2,0,1,1,,1,1,0,1,Bank Withdrawal,0,3641,0,Q3,1,2,0,California,0,0,0,37,1448.8,0,0,0,1448.8,0,1,94508
-62,76,42.35,0,,,57,Angwin,5795,Month-to-Month,United States,6353-BRMMA,Stayed,1,0,Female,1,Fiber Optic,"38.542448, -122.419923",38.542448,-122.419923,1,104.1,1,3,3,Offer B,1,1,1,1,Bank Withdrawal,1,3641,0,Q3,1,4,0,California,1,1,1,54,5645.8,0,2286.9,0,7932.7,0,1,94508
-63,30,35.72,0,,,25,Angwin,2845,One Year,United States,5837-LXSDN,Stayed,1,0,Female,1,Cable,"38.542448, -122.419923",38.542448,-122.419923,1,58.85,0,3,1,,1,0,1,1,Credit Card,1,3641,0,Q3,1,4,0,California,0,0,1,21,1215.45,0,750.12,0,1965.57,0,1,94508
-63,20,2.8,0,,,63,Angwin,6161,Month-to-Month,United States,1020-JPQOW,Stayed,0,1,Female,1,Fiber Optic,"38.542448, -122.419923",38.542448,-122.419923,1,90.55,1,0,1,,1,0,0,1,Bank Withdrawal,1,3641,1,Q3,1,4,0,California,0,0,0,56,5116.6,40,156.8,0,5313.4,0,0,94508
-45,0,11.25,1,Competitor,Competitor made better offer,91,Clayton,5418,Month-to-Month,United States,4786-UKSNZ,Churned,0,0,Male,0,,"37.881842, -121.848111",37.881842,-121.848111,0,20.2,0,0,0,Offer E,0,0,0,0,Credit Card,1,14239,0,Q3,0,2,0,California,0,0,0,1,20.2,0,11.25,0,31.45,0,0,94517
-62,15,37.11,0,,,62,Clayton,2729,Month-to-Month,United States,8467-WYNSR,Stayed,0,0,Male,1,DSL,"37.881842, -121.848111",37.881842,-121.848111,0,55.1,0,0,0,,0,1,0,0,Mailed Check,1,14239,1,Q3,0,3,0,California,0,0,0,22,1253.15,0,816.42,0,2069.57,0,1,94517
-33,12,10.67,0,,,53,Clayton,4847,Month-to-Month,United States,6481-ESCNL,Stayed,0,1,Female,1,Fiber Optic,"37.881842, -121.848111",37.881842,-121.848111,0,100.55,1,0,0,,0,0,0,0,Bank Withdrawal,1,14239,0,Q3,0,4,0,California,1,1,1,29,2878.75,0,309.43,0,3188.18,0,1,94517
-44,0,14.15,0,,,76,Clayton,6170,Two Year,United States,8207-VVMYB,Stayed,0,0,Female,0,,"37.881842, -121.848111",37.881842,-121.848111,1,26,1,0,1,,0,0,1,1,Bank Withdrawal,1,14239,0,Q3,1,4,0,California,0,0,0,70,2006.95,0,990.5,0,2997.45,0,0,94517
-57,22,42.58,1,Other,Don't know,94,Oakland,4149,One Year,United States,9033-EOXWV,Churned,0,0,Female,1,DSL,"37.739113, -122.175602",37.739113,-122.175602,0,74.05,1,0,0,,0,0,0,0,Credit Card,1,31392,1,Q3,0,3,0,California,1,1,1,12,872.65,0,510.96,48.61,1335,0,1,94603
-41,3,30.8,0,,,66,Oakland,5017,Month-to-Month,United States,7426-RHZGU,Stayed,0,0,Male,1,Fiber Optic,"37.739113, -122.175602",37.739113,-122.175602,0,95.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,31392,1,Q3,0,3,0,California,1,1,1,9,827.45,0,277.2,0,1104.65,0,1,94603
-19,59,15.76,0,,,27,Oakland,4262,One Year,United States,6242-SGYTS,Stayed,1,0,Male,1,Fiber Optic,"37.739113, -122.175602",37.739113,-122.175602,1,94.95,1,3,6,Offer B,1,1,1,1,Credit Card,1,31392,0,Q3,1,4,0,California,0,1,1,62,5791.85,0,977.12,0,6768.97,1,1,94603
-42,22,47.43,0,,,55,Oakland,6487,Two Year,United States,8413-YNHNV,Stayed,0,1,Male,1,DSL,"37.739113, -122.175602",37.739113,-122.175602,0,90.65,1,0,0,,1,1,0,0,Credit Card,1,31392,1,Q3,0,3,0,California,1,1,1,69,6322.1,0,3272.67,0,9594.77,0,1,94603
-27,59,20.44,1,Competitor,Competitor offered higher download speeds,73,Richmond,2827,Month-to-Month,United States,8063-RJYNF,Churned,0,0,Male,1,Fiber Optic,"37.921034, -122.341798",37.921034,-122.341798,0,94.25,0,0,0,,0,1,1,0,Bank Withdrawal,1,39089,0,Q3,0,1,0,California,1,1,1,16,1483.25,140,327.04,0,1950.29,1,0,94804
-39,0,49.13,0,,,48,Richmond,6025,Two Year,United States,1767-CJKBA,Stayed,0,0,Male,0,,"37.921034, -122.341798",37.921034,-122.341798,0,25.1,1,0,0,Offer A,0,0,0,0,Credit Card,1,39089,0,Q3,0,4,0,California,0,0,0,66,1697.7,0,3242.58,0,4940.28,0,0,94804
-26,59,45.24,0,,,66,Richmond,2448,Month-to-Month,United States,5213-TWWJU,Stayed,0,1,Male,1,Fiber Optic,"37.921034, -122.341798",37.921034,-122.341798,0,91,0,0,0,,0,0,0,0,Bank Withdrawal,1,39089,1,Q3,0,3,0,California,1,1,0,28,2626.15,0,1266.72,0,3892.87,1,1,94804
-34,16,32.11,0,,,23,Richmond,4487,One Year,United States,6992-TKNYO,Stayed,0,1,Male,1,DSL,"37.921034, -122.341798",37.921034,-122.341798,1,69,1,0,2,Offer C,0,0,0,1,Credit Card,1,39089,1,Q3,1,4,0,California,1,1,0,38,2669.45,0,1220.18,0,3889.63,0,1,94804
-34,28,8.59,1,Competitor,Competitor had better devices,78,Rohnert Park,4458,Month-to-Month,United States,3727-RJMEO,Churned,0,0,Male,1,Fiber Optic,"38.34719, -122.697822",38.34719,-122.697822,1,82.85,1,0,3,,0,0,1,1,Bank Withdrawal,1,42544,0,Q3,1,1,0,California,0,0,1,6,460.25,0,51.54,48.95,462.84,0,1,94928
-31,21,21.38,0,,,39,Rohnert Park,5806,One Year,United States,0810-DHDBD,Stayed,0,1,Female,1,Cable,"38.34719, -122.697822",38.34719,-122.697822,0,74,1,0,0,,0,1,0,0,Credit Card,1,42544,1,Q3,0,3,0,California,0,0,1,52,3877.65,0,1111.76,0,4989.41,0,1,94928
-27,0,27.47,0,,,64,Rohnert Park,3300,Month-to-Month,United States,8150-QUDFX,Joined,0,0,Male,0,,"38.34719, -122.697822",38.34719,-122.697822,0,19.85,0,0,0,Offer E,0,0,0,0,Credit Card,1,42544,0,Q3,0,3,0,California,0,0,0,2,51.6,0,54.94,0,106.54,1,0,94928
-23,51,48.49,0,,,28,Rohnert Park,2422,Month-to-Month,United States,1518-OMDIK,Stayed,0,0,Male,1,DSL,"38.34719, -122.697822",38.34719,-122.697822,1,44.55,0,0,6,Offer C,0,0,1,1,Credit Card,1,42544,0,Q3,1,4,0,California,0,0,0,33,1462.6,0,1600.17,0,3062.77,1,1,94928
-24,73,21.74,1,Competitor,Competitor offered higher download speeds,65,Olema,4454,One Year,United States,4250-ZBWLV,Churned,0,1,Male,1,Fiber Optic,"38.052209, -122.775567",38.052209,-122.775567,0,108.45,1,0,0,Offer A,1,0,0,0,Bank Withdrawal,1,248,1,Q3,0,3,0,California,1,1,1,68,7176.55,0,1478.32,9.68,8645.19,1,1,94950
-49,0,45.28,0,,,29,Olema,2403,One Year,United States,6100-FJZDG,Stayed,0,0,Male,0,,"38.052209, -122.775567",38.052209,-122.775567,1,20.05,0,0,10,,0,0,1,1,Bank Withdrawal,1,248,0,Q3,1,5,0,California,0,0,0,26,505.9,0,1177.28,0,1683.18,0,0,94950
-47,8,0,0,,,59,Olema,5369,Month-to-Month,United States,5133-VRSAB,Stayed,0,0,Male,1,Cable,"38.052209, -122.775567",38.052209,-122.775567,0,29.35,0,0,0,Offer E,0,1,0,0,Credit Card,0,248,0,Q3,0,4,0,California,0,0,0,8,216.45,10,0,0,226.45,0,0,94950
-50,26,31.34,0,,,74,Olema,5554,Two Year,United States,6741-QRLUP,Stayed,0,1,Female,1,DSL,"38.052209, -122.775567",38.052209,-122.775567,0,80.3,1,0,0,,1,1,1,0,Credit Card,1,248,1,Q3,0,3,0,California,1,1,0,63,4995.35,0,1974.42,0,6969.77,0,1,94950
-57,18,18.26,1,Competitor,Competitor offered more data,87,Woodacre,4306,Month-to-Month,United States,1871-MOWRM,Churned,0,0,Male,1,Fiber Optic,"38.005839, -122.638155",38.005839,-122.638155,1,80.85,0,0,3,,0,1,0,1,Bank Withdrawal,1,1449,1,Q3,1,1,0,California,0,0,0,12,866.45,0,219.12,23.72,1061.85,0,1,94973
-62,19,0,0,,,55,Woodacre,4574,Two Year,United States,7771-ZONAT,Stayed,0,1,Male,1,DSL,"38.005839, -122.638155",38.005839,-122.638155,0,56.75,0,0,0,,0,0,0,0,Bank Withdrawal,0,1449,1,Q3,0,4,0,California,1,1,1,22,1304.85,0,0,0,1304.85,0,1,94973
-28,0,47.96,0,,,32,Woodacre,4803,One Year,United States,4636-TVXVG,Stayed,1,0,Male,0,,"38.005839, -122.638155",38.005839,-122.638155,1,19.95,0,2,9,,0,0,0,1,Bank Withdrawal,1,1449,0,Q3,1,4,0,California,0,0,0,62,1244.8,0,2973.52,0,4218.32,1,0,94973
-27,47,1.03,0,,,64,Woodacre,4868,One Year,United States,0853-NWIFK,Stayed,0,0,Female,1,Fiber Optic,"38.005839, -122.638155",38.005839,-122.638155,0,100.3,0,0,0,,1,1,1,0,Bank Withdrawal,1,1449,0,Q3,0,3,0,California,1,1,1,45,4483.95,0,46.35,0,4530.3,1,1,94973
-64,12,0,1,Competitor,Competitor offered more data,92,Aptos,4044,Month-to-Month,United States,2027-OAQQC,Churned,0,1,Female,1,DSL,"37.013471, -121.877877",37.013471,-121.877877,0,49.05,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,0,24227,0,Q3,0,1,0,California,1,1,1,43,2076.2,0,0,20.29,2055.91,0,1,95003
-31,0,18.81,0,,,52,Aptos,2810,Month-to-Month,United States,2111-DWYHN,Joined,0,0,Male,0,,"37.013471, -121.877877",37.013471,-121.877877,0,21.1,0,0,0,,0,0,0,0,Credit Card,1,24227,0,Q3,0,5,0,California,0,0,0,1,21.1,0,18.81,0,39.91,0,0,95003
-42,0,8.55,0,,,56,Aptos,2924,Two Year,United States,9392-XBGTD,Stayed,1,0,Male,0,,"37.013471, -121.877877",37.013471,-121.877877,0,20.6,0,2,0,,0,0,0,0,Credit Card,1,24227,0,Q3,0,4,0,California,0,0,0,27,581.85,0,230.85,0,812.7,0,0,95003
-57,0,7.91,0,,,71,Aptos,5972,One Year,United States,6980-CDGFC,Stayed,0,0,Female,0,,"37.013471, -121.877877",37.013471,-121.877877,1,20.85,0,0,5,Offer A,0,0,1,1,Bank Withdrawal,1,24227,0,Q3,1,5,0,California,0,0,0,67,1327.4,0,529.97,0,1857.37,0,0,95003
-34,18,0,1,Competitor,Competitor had better devices,69,Watsonville,4954,Month-to-Month,United States,7568-PODML,Churned,0,0,Male,1,DSL,"36.931654, -121.752383",36.931654,-121.752383,0,45.3,0,0,0,,0,0,1,0,Mailed Check,0,81141,0,Q3,0,1,0,California,1,1,1,1,45.3,0,0,0,45.3,0,1,95076
-24,0,36.5,0,,,66,Watsonville,5294,Two Year,United States,9397-TZSHA,Stayed,0,0,Female,0,,"36.931654, -121.752383",36.931654,-121.752383,0,24.6,1,0,0,Offer A,0,0,0,0,Credit Card,1,81141,0,Q3,0,5,0,California,0,0,0,69,1678.05,0,2518.5,28.42,4168.13,1,0,95076
-28,0,31.53,0,,,79,Watsonville,2194,One Year,United States,9534-NSXEM,Stayed,0,0,Male,0,,"36.931654, -121.752383",36.931654,-121.752383,0,20.65,0,0,0,Offer C,0,0,1,0,Credit Card,1,81141,0,Q3,0,3,0,California,0,0,0,26,595.5,0,819.78,0,1415.28,1,0,95076
-40,0,32.22,0,,,48,Watsonville,4163,One Year,United States,8042-RNLKO,Stayed,0,0,Male,0,,"36.931654, -121.752383",36.931654,-121.752383,0,25.45,1,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,81141,0,Q3,0,3,0,California,0,0,0,66,1699.15,0,2126.52,0,3825.67,0,0,95076
-61,2,26.05,1,Competitor,Competitor had better devices,87,San Jose,4493,Month-to-Month,United States,5349-IECLD,Churned,0,1,Male,1,Fiber Optic,"37.284265, -121.827673",37.284265,-121.827673,0,94.95,0,0,0,,0,0,0,0,Bank Withdrawal,1,57748,0,Q3,0,1,0,California,1,1,1,2,178.1,0,52.1,0,230.2,0,1,95111
-38,25,0,0,,,32,San Jose,5544,Two Year,United States,0343-QLUZP,Stayed,0,1,Male,1,DSL,"37.284265, -121.827673",37.284265,-121.827673,0,39.6,0,0,0,Offer B,1,1,0,0,Bank Withdrawal,0,57748,0,Q3,0,3,0,California,0,0,0,60,2424.5,0,0,38.46,2386.04,0,1,95111
-21,51,4.94,0,,,23,San Jose,3847,Two Year,United States,8929-KSWIH,Stayed,0,1,Male,1,Fiber Optic,"37.284265, -121.827673",37.284265,-121.827673,0,99.3,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,57748,1,Q3,0,4,0,California,1,1,1,25,2513.5,0,123.5,0,2637,1,1,95111
-38,0,8.68,0,,,39,San Jose,2143,Month-to-Month,United States,5372-FBKBN,Stayed,1,0,Female,0,,"37.284265, -121.827673",37.284265,-121.827673,0,20.75,0,2,0,Offer D,0,0,0,0,Credit Card,1,57748,0,Q3,0,3,0,California,0,0,0,21,452.2,0,182.28,0,634.48,0,0,95111
-35,8,48.42,1,Competitor,Competitor offered more data,90,Groveland,5932,Month-to-Month,United States,4009-ALQFH,Churned,0,1,Female,1,Fiber Optic,"37.902968, -119.667544",37.902968,-119.667544,0,99.5,0,0,0,,1,0,1,0,Bank Withdrawal,1,3680,0,Q3,0,3,0,California,1,1,1,25,2369.05,0,1210.5,19.5,3560.05,0,1,95321
-47,26,4.34,0,,,35,Groveland,2709,One Year,United States,6807-SIWJI,Stayed,0,0,Male,1,Fiber Optic,"37.902968, -119.667544",37.902968,-119.667544,0,104.85,1,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,3680,0,Q3,0,4,0,California,1,1,1,38,3887.25,0,164.92,0,4052.17,0,1,95321
-19,30,0,0,,,30,Groveland,2682,Month-to-Month,United States,1215-VFYVK,Stayed,0,1,Female,1,Cable,"37.902968, -119.667544",37.902968,-119.667544,0,48.25,0,0,0,Offer E,0,1,0,0,Mailed Check,0,3680,1,Q3,0,3,0,California,1,1,0,4,202.25,10,0,0,212.25,1,0,95321
-46,26,13.72,0,,,43,Groveland,5828,Month-to-Month,United States,0225-ZORZP,Joined,0,0,Male,1,Fiber Optic,"37.902968, -119.667544",37.902968,-119.667544,0,84.3,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,3680,0,Q3,0,5,0,California,1,1,0,3,235.05,0,41.16,0,276.21,0,1,95321
-40,7,40.76,1,Competitor,Competitor made better offer,75,Jamestown,5497,Month-to-Month,United States,7562-GSUHK,Churned,0,1,Female,1,Fiber Optic,"37.84771, -120.486589",37.84771,-120.486589,0,93.2,0,0,0,,1,0,1,0,Credit Card,1,9559,0,Q3,0,1,0,California,1,1,0,16,1573.7,0,652.16,35.7,2190.16,0,1,95327
-58,21,42.85,0,,,38,Jamestown,5012,Two Year,United States,0455-ENTCR,Stayed,0,0,Male,1,DSL,"37.84771, -120.486589",37.84771,-120.486589,1,85.25,1,0,1,,1,1,0,1,Bank Withdrawal,1,9559,1,Q3,1,4,0,California,1,1,1,66,5538.35,0,2828.1,0,8366.45,0,1,95327
-33,53,2.31,0,,,52,Jamestown,3607,One Year,United States,7508-KBIMB,Stayed,1,1,Male,1,Cable,"37.84771, -120.486589",37.84771,-120.486589,1,56.25,0,3,7,,0,1,1,1,Credit Card,1,9559,0,Q3,1,4,0,California,0,0,0,24,1454.25,0,55.44,0,1509.69,0,1,95327
-37,19,43.08,0,,,28,Jamestown,4079,One Year,United States,2830-LEWOA,Stayed,1,1,Male,1,Fiber Optic,"37.84771, -120.486589",37.84771,-120.486589,1,103.9,0,1,3,Offer B,1,0,0,1,Credit Card,1,9559,1,Q3,1,5,0,California,1,1,1,61,6449.15,0,2627.88,0,9077.03,0,1,95327
-29,0,32.01,1,Price,Price too high,93,Livingston,2158,Month-to-Month,United States,6776-TLWOI,Churned,0,0,Male,0,,"37.361987, -120.748394",37.361987,-120.748394,0,19.85,0,0,0,Offer E,0,0,0,0,Mailed Check,1,12672,0,Q3,0,1,0,California,0,0,0,3,64.55,0,96.03,0,160.58,1,0,95334
-20,48,17.14,0,,,70,Livingston,5007,Month-to-Month,United States,6789-HJBWG,Stayed,0,0,Female,1,DSL,"37.361987, -120.748394",37.361987,-120.748394,0,49.4,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,12672,0,Q3,0,3,0,California,0,0,0,12,611.65,90,205.68,0,907.33,1,0,95334
-24,48,15.29,0,,,49,Livingston,5687,One Year,United States,0233-FTHAV,Stayed,0,1,Female,1,Fiber Optic,"37.361987, -120.748394",37.361987,-120.748394,0,79.2,1,0,0,,0,0,1,0,Bank Withdrawal,1,12672,0,Q3,0,3,0,California,0,0,0,60,4765,0,917.4,0,5682.4,1,1,95334
-60,0,26.98,0,,,20,Livingston,5374,Two Year,United States,6917-FIJHC,Stayed,0,0,Female,0,,"37.361987, -120.748394",37.361987,-120.748394,1,26,1,0,8,Offer A,0,0,1,1,Credit Card,1,12672,0,Q3,1,4,0,California,0,0,0,72,1776,0,1942.56,0,3718.56,0,0,95334
-49,5,19.98,1,Dissatisfaction,Service dissatisfaction,83,Modesto,5533,Month-to-Month,United States,2868-MZAGQ,Churned,0,0,Male,1,Fiber Optic,"37.639029, -120.964772",37.639029,-120.964772,0,79.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,27135,0,Q3,0,1,0,California,1,1,0,1,79.25,0,19.98,0,99.23,0,1,95354
-25,52,8.95,0,,,71,Modesto,4704,Month-to-Month,United States,4291-SHSBH,Stayed,0,0,Male,1,Fiber Optic,"37.639029, -120.964772",37.639029,-120.964772,0,69.55,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,27135,0,Q3,0,3,0,California,0,0,0,7,521.35,0,62.65,0,584,1,1,95354
-53,11,3.03,0,,,59,Modesto,2624,Month-to-Month,United States,1564-HJUVY,Stayed,0,0,Male,1,DSL,"37.639029, -120.964772",37.639029,-120.964772,0,63.75,0,0,0,,1,0,1,0,Bank Withdrawal,1,27135,1,Q3,0,5,0,California,0,0,1,4,226.2,0,12.12,0,238.32,0,1,95354
-59,53,44.61,0,,,43,Modesto,5341,Two Year,United States,4077-HWUYD,Stayed,1,1,Male,1,DSL,"37.639029, -120.964772",37.639029,-120.964772,1,87.55,1,3,1,,1,1,1,1,Bank Withdrawal,1,27135,1,Q3,1,4,0,California,1,1,1,72,6463.15,0,3211.92,0,9675.07,0,1,95354
-42,17,19.02,1,Price,Price too high,90,Tuolumne,3344,One Year,United States,4789-KWMXN,Churned,0,1,Male,1,Fiber Optic,"37.939768, -120.188002",37.939768,-120.188002,1,110.85,1,0,1,Offer B,0,1,1,1,Credit Card,1,3979,1,Q3,1,1,0,California,1,1,1,47,5275.8,0,893.94,4.93,6164.81,0,1,95379
-54,13,1.09,0,,,76,Tuolumne,3760,Month-to-Month,United States,0178-SZBHO,Stayed,1,0,Male,1,Fiber Optic,"37.939768, -120.188002",37.939768,-120.188002,1,87.2,1,1,7,,1,0,0,1,Bank Withdrawal,1,3979,0,Q3,1,3,0,California,0,0,1,47,4017.45,0,51.23,0,4068.68,0,1,95379
-42,17,13.56,0,,,80,Tuolumne,2775,Month-to-Month,United States,6652-YFFJO,Stayed,0,0,Female,1,Cable,"37.939768, -120.188002",37.939768,-120.188002,0,64.9,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,3979,0,Q3,0,5,0,California,1,1,1,11,716.1,0,149.16,0,865.26,0,1,95379
-32,17,49.19,0,,,45,Tuolumne,5289,Month-to-Month,United States,2607-FBDFF,Joined,0,0,Male,1,DSL,"37.939768, -120.188002",37.939768,-120.188002,0,49,0,0,0,,0,0,0,0,Credit Card,1,3979,1,Q3,0,3,0,California,0,0,0,1,49,0,49.19,0,98.19,0,1,95379
-34,14,17.57,1,Other,Don't know,74,Annapolis,5353,One Year,United States,8559-CIZFV,Churned,0,0,Male,1,Cable,"38.731055, -123.316553",38.731055,-123.316553,1,77.5,1,0,1,Offer D,1,1,0,1,Mailed Check,1,747,1,Q3,1,2,0,California,0,0,1,21,1625,80,368.97,18.39,2055.58,0,0,95412
-63,20,47.48,0,,,22,Annapolis,5915,Month-to-Month,United States,9408-HRXRK,Stayed,1,0,Female,1,Fiber Optic,"38.731055, -123.316553",38.731055,-123.316553,1,105.15,1,1,9,,1,1,1,1,Bank Withdrawal,1,747,0,Q3,1,4,0,California,1,1,1,45,4730.9,0,2136.6,0,6867.5,0,1,95412
-21,52,0,0,,,48,Annapolis,3909,Two Year,United States,6505-OZNPG,Stayed,0,1,Female,1,Cable,"38.731055, -123.316553",38.731055,-123.316553,0,63.4,0,0,0,,1,1,1,0,Mailed Check,0,747,1,Q3,0,4,0,California,1,1,1,6,348.8,10,0,0,358.8,1,0,95412
-37,0,2.57,0,,,36,Annapolis,5098,Two Year,United States,4625-XMOYM,Stayed,1,0,Female,0,,"38.731055, -123.316553",38.731055,-123.316553,1,26.25,1,1,8,,0,0,1,1,Bank Withdrawal,1,747,0,Q3,1,4,0,California,0,0,0,72,1988.05,0,185.04,0,2173.09,0,0,95412
-25,73,8.95,1,Attitude,Attitude of service provider,65,Graton,5672,Month-to-Month,United States,2575-GFSOE,Churned,0,0,Female,1,Fiber Optic,"38.434362, -122.86891",38.434362,-122.86891,1,69,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,1,390,0,Q3,1,2,0,California,0,1,0,7,506.9,0,62.65,0,569.55,1,1,95444
-47,20,6.59,0,,,26,Graton,4222,Two Year,United States,2612-PHGOX,Stayed,0,1,Male,1,Cable,"38.434362, -122.86891",38.434362,-122.86891,1,76.1,1,0,4,,1,0,1,1,Bank Withdrawal,1,390,1,Q3,1,4,0,California,0,0,1,64,4818.8,0,421.76,0,5240.56,0,1,95444
-22,27,0,0,,,29,Graton,4283,Two Year,United States,1936-CZAKF,Stayed,0,0,Male,1,Cable,"38.434362, -122.86891",38.434362,-122.86891,1,49.65,0,0,8,,1,0,0,1,Credit Card,0,390,0,Q3,1,4,0,California,1,1,1,49,2409.9,0,0,0,2409.9,1,1,95444
-51,28,43.49,0,,,33,Graton,5456,Month-to-Month,United States,0599-XNYDO,Stayed,0,0,Female,1,Fiber Optic,"38.434362, -122.86891",38.434362,-122.86891,1,69.8,0,0,0,,0,0,1,1,Bank Withdrawal,1,390,0,Q3,0,5,0,California,0,0,0,20,1540.35,0,869.8,0,2410.15,0,1,95444
-27,52,29.69,1,Attitude,Attitude of service provider,72,Hopland,4662,Month-to-Month,United States,2842-JTCCU,Churned,0,0,Male,1,Cable,"38.93706, -123.118111",38.93706,-123.118111,0,46.05,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,1373,0,Q3,0,3,0,California,0,1,0,2,80.35,10,59.38,0,149.73,1,0,95449
-34,25,0,0,,,28,Hopland,5183,One Year,United States,4598-ZADCK,Stayed,0,1,Female,1,DSL,"38.93706, -123.118111",38.93706,-123.118111,0,53.6,0,0,0,,1,1,1,0,Bank Withdrawal,0,1373,1,Q3,0,3,0,California,0,0,1,53,2879.2,0,0,0,2879.2,0,1,95449
-55,24,27.17,0,,,67,Hopland,4980,Month-to-Month,United States,4402-FTBXC,Stayed,0,1,Male,1,Fiber Optic,"38.93706, -123.118111",38.93706,-123.118111,0,89.8,0,0,0,,0,1,0,0,Credit Card,1,1373,0,Q3,0,3,0,California,0,0,1,54,4667,0,1467.18,0,6134.18,0,1,95449
-64,0,3.69,0,,,43,Hopland,3962,Month-to-Month,United States,8746-OQQRW,Stayed,0,0,Male,0,,"38.93706, -123.118111",38.93706,-123.118111,0,25.25,1,0,0,Offer E,0,0,0,0,Credit Card,1,1373,0,Q3,0,5,0,California,0,0,0,4,101.9,0,14.76,0,116.66,0,0,95449
-59,30,7.99,1,Other,Moved,65,Navarro,2578,Month-to-Month,United States,6521-YYTYI,Churned,0,0,Male,1,Fiber Optic,"39.182916, -123.552571",39.182916,-123.552571,0,93.3,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,148,0,Q3,0,3,0,California,1,1,1,1,93.3,0,7.99,0,101.29,0,1,95463
-50,0,41.19,0,,,59,Navarro,6144,Two Year,United States,8711-LOBKY,Stayed,1,0,Male,0,,"39.182916, -123.552571",39.182916,-123.552571,1,19.85,0,1,2,,0,0,0,1,Credit Card,1,148,0,Q3,1,3,0,California,0,0,0,59,1188.25,0,2430.21,0,3618.46,0,0,95463
-42,29,32.78,0,,,52,Navarro,3655,Month-to-Month,United States,3352-ALMCK,Stayed,0,1,Male,1,Fiber Optic,"39.182916, -123.552571",39.182916,-123.552571,0,102.65,1,0,0,,1,0,1,0,Credit Card,1,148,0,Q3,0,4,0,California,1,1,1,40,4108.15,0,1311.2,0,5419.35,0,1,95463
-41,22,10.34,0,,,76,Navarro,4639,Month-to-Month,United States,2105-PHWON,Stayed,0,1,Female,1,Fiber Optic,"39.182916, -123.552571",39.182916,-123.552571,1,95,1,0,1,,0,0,1,1,Credit Card,1,148,1,Q3,1,3,0,California,1,1,0,33,3008.15,60,341.22,0,3409.37,0,0,95463
-43,25,17.37,1,Competitor,Competitor had better devices,84,Burnt Ranch,3706,Month-to-Month,United States,0328-GRPMV,Churned,0,0,Female,1,Fiber Optic,"40.854512, -123.450097",40.854512,-123.450097,0,70.1,0,0,0,,0,0,1,0,Bank Withdrawal,1,485,0,Q3,0,1,0,California,0,0,0,1,70.1,0,17.37,0,87.47,0,1,95527
-32,26,0,0,,,71,Burnt Ranch,3844,One Year,United States,3941-XTSKM,Stayed,0,1,Male,1,DSL,"40.854512, -123.450097",40.854512,-123.450097,1,45.1,0,0,6,,1,0,1,1,Credit Card,0,485,0,Q3,1,4,0,California,1,1,0,42,2049.05,0,0,0,2049.05,0,1,95527
-57,0,25.69,0,,,43,Burnt Ranch,5854,One Year,United States,4707-YNOQA,Stayed,1,0,Female,0,,"40.854512, -123.450097",40.854512,-123.450097,1,25.6,1,1,6,,0,0,1,1,Credit Card,1,485,0,Q3,1,4,0,California,0,0,0,34,917.15,0,873.46,0,1790.61,0,0,95527
-45,26,15.23,0,,,30,Burnt Ranch,4675,Two Year,United States,9499-XPZXM,Stayed,0,0,Female,1,DSL,"40.854512, -123.450097",40.854512,-123.450097,1,64.75,1,0,7,,1,1,0,1,Bank Withdrawal,1,485,1,Q3,1,3,0,California,0,0,0,72,4804.75,0,1096.56,0,5901.31,0,1,95527
-36,20,14.3,1,Competitor,Competitor offered higher download speeds,85,Petrolia,5869,Month-to-Month,United States,3223-WZWJM,Churned,0,0,Male,1,Fiber Optic,"40.274302, -124.210902",40.274302,-124.210902,0,83.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,300,0,Q3,0,1,0,California,1,1,0,26,2254.2,0,371.8,0,2626,0,1,95558
-19,52,0,0,,,45,Petrolia,3513,Month-to-Month,United States,7537-RBWEA,Joined,0,0,Female,1,Cable,"40.274302, -124.210902",40.274302,-124.210902,0,25.15,0,0,0,,0,0,1,0,Credit Card,0,300,0,Q3,0,5,0,California,0,0,0,1,25.15,0,0,0,25.15,1,1,95558
-57,27,31.33,0,,,57,Petrolia,4444,Two Year,United States,4674-HGNUA,Stayed,1,1,Male,1,Cable,"40.274302, -124.210902",40.274302,-124.210902,1,89.9,1,3,6,Offer A,1,1,0,1,Credit Card,1,300,1,Q3,1,3,0,California,1,1,1,71,6457.15,0,2224.43,0,8681.58,0,1,95558
-42,0,3.01,0,,,29,Petrolia,3556,Two Year,United States,9068-FHQHD,Stayed,1,0,Female,0,,"40.274302, -124.210902",40.274302,-124.210902,1,20.15,0,3,1,,0,0,0,1,Bank Withdrawal,1,300,0,Q3,1,5,0,California,0,0,0,40,777.35,0,120.4,0,897.75,0,0,95558
-63,18,37.43,1,Competitor,Competitor had better devices,66,Cool,3790,Month-to-Month,United States,0754-UKWQP,Churned,0,1,Male,1,Fiber Optic,"38.880622, -120.973865",38.880622,-120.973865,0,95.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,3674,0,Q3,0,1,0,California,1,1,1,2,197.7,0,74.86,0,272.56,0,1,95614
-28,59,22.36,0,,,74,Cool,2319,Month-to-Month,United States,7130-YXBRO,Stayed,0,1,Male,1,Fiber Optic,"38.880622, -120.973865",38.880622,-120.973865,1,111.45,1,0,9,Offer B,1,1,1,1,Bank Withdrawal,1,3674,0,Q3,1,3,0,California,1,1,1,48,5315.1,0,1073.28,0,6388.38,1,1,95614
-41,0,3.39,0,,,53,Cool,2371,Month-to-Month,United States,8896-BQTTI,Joined,0,0,Male,0,,"38.880622, -120.973865",38.880622,-120.973865,0,25,1,0,0,Offer E,0,0,1,0,Credit Card,1,3674,0,Q3,0,3,0,California,0,0,0,1,25,0,3.39,0,28.39,0,0,95614
-30,51,33.24,0,,,46,Cool,5650,Two Year,United States,9415-ZNBSX,Stayed,1,1,Female,1,DSL,"38.880622, -120.973865",38.880622,-120.973865,1,89,1,1,3,,1,1,1,1,Bank Withdrawal,1,3674,1,Q3,1,3,0,California,1,1,1,70,6293.2,0,2326.8,0,8620,0,1,95614
-54,26,6.78,1,Price,Price too high,69,Kirkwood,2008,Month-to-Month,United States,9330-IJWIO,Churned,0,0,Female,1,Fiber Optic,"38.631489, -120.015167",38.631489,-120.015167,0,100.35,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,129,0,Q3,0,1,0,California,1,1,1,13,1358.85,0,88.14,34.09,1412.9,0,1,95646
-43,21,19.04,0,,,75,Kirkwood,3262,Two Year,United States,9432-RUVSL,Stayed,0,1,Female,1,Fiber Optic,"38.631489, -120.015167",38.631489,-120.015167,0,102.5,0,0,0,Offer B,0,1,1,0,Credit Card,1,129,1,Q3,0,3,0,California,1,1,1,48,4904.25,0,913.92,0,5818.17,0,1,95646
-20,0,36.78,0,,,40,Kirkwood,2433,One Year,United States,8512-WIWYV,Stayed,0,0,Male,0,,"38.631489, -120.015167",38.631489,-120.015167,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,129,0,Q3,0,5,0,California,0,0,0,32,707.5,0,1176.96,0,1884.46,1,0,95646
-52,0,26.9,0,,,40,Kirkwood,2822,Month-to-Month,United States,2832-SCUCO,Joined,0,0,Female,0,,"38.631489, -120.015167",38.631489,-120.015167,0,19.9,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,129,0,Q3,0,4,0,California,0,0,0,2,57.4,0,53.8,0,111.2,0,0,95646
-44,0,26.37,1,Price,Long distance charges,67,Rescue,3830,Month-to-Month,United States,8073-IJDCM,Churned,0,0,Female,0,,"38.724322, -120.991237",38.724322,-120.991237,0,20.3,0,0,0,Offer E,0,0,1,0,Mailed Check,1,3815,0,Q3,0,3,0,California,0,0,0,1,20.3,0,26.37,0,46.67,0,0,95672
-38,0,6.52,0,,,78,Rescue,2416,Two Year,United States,1970-KKFWL,Stayed,0,0,Female,0,,"38.724322, -120.991237",38.724322,-120.991237,0,23.3,1,0,0,,0,0,0,0,Bank Withdrawal,1,3815,0,Q3,0,3,0,California,0,0,0,35,797.1,0,228.2,0,1025.3,0,0,95672
-53,28,44.49,0,,,60,Rescue,4022,Two Year,United States,0263-FJTQO,Stayed,1,0,Male,1,Cable,"38.724322, -120.991237",38.724322,-120.991237,1,70.5,1,2,10,Offer B,0,1,1,1,Credit Card,1,3815,1,Q3,1,4,0,California,0,0,1,50,3486.65,0,2224.5,0,5711.15,0,1,95672
-59,53,18.99,0,,,72,Rescue,4173,Two Year,United States,5181-OABFK,Stayed,1,1,Female,1,Cable,"38.724322, -120.991237",38.724322,-120.991237,1,61.3,0,3,7,,1,1,1,1,Credit Card,1,3815,0,Q3,1,3,0,California,0,0,0,56,3346.8,0,1063.44,0,4410.24,0,1,95672
-41,24,14.12,1,Dissatisfaction,Poor expertise of online support,90,Sutter Creek,4880,Month-to-Month,United States,2869-ADAWR,Churned,0,0,Female,1,Fiber Optic,"38.432145, -120.77069",38.432145,-120.77069,0,89.3,1,0,0,Offer B,1,0,1,0,Credit Card,1,4610,0,Q3,0,2,0,California,0,0,1,45,4016.85,0,635.4,44.63,4607.62,0,1,95685
-27,59,45.62,0,,,27,Sutter Creek,3715,Month-to-Month,United States,5302-BDJNT,Stayed,0,1,Male,1,Fiber Optic,"38.432145, -120.77069",38.432145,-120.77069,0,95.5,1,0,0,,0,0,0,0,Bank Withdrawal,1,4610,1,Q3,0,3,0,California,0,0,1,35,3418.2,0,1596.7,0,5014.9,1,1,95685
-37,21,39.85,0,,,52,Sutter Creek,4525,Month-to-Month,United States,5652-MSDEY,Stayed,0,0,Female,1,Fiber Optic,"38.432145, -120.77069",38.432145,-120.77069,0,75.75,1,0,0,,0,0,1,0,Mailed Check,1,4610,0,Q3,0,5,0,California,0,0,0,10,777.3,0,398.5,0,1175.8,0,1,95685
-21,0,19.15,0,,,71,Sutter Creek,3585,One Year,United States,3556-BVQGL,Stayed,0,0,Female,0,,"38.432145, -120.77069",38.432145,-120.77069,1,20,0,0,2,Offer D,0,0,1,1,Credit Card,1,4610,0,Q3,1,5,0,California,0,0,0,20,416.45,0,383,0,799.45,1,0,95685
-40,21,29.92,1,Competitor,Competitor offered higher download speeds,77,Wilton,4745,Month-to-Month,United States,0637-UBJRP,Churned,0,0,Male,1,Fiber Optic,"38.392559, -121.225093",38.392559,-121.225093,1,84.05,0,0,5,Offer D,0,1,0,1,Bank Withdrawal,1,5889,0,Q3,1,1,0,California,1,1,0,13,1095.3,0,388.96,23.97,1460.29,0,1,95693
-56,15,33.25,0,,,54,Wilton,4203,Two Year,United States,3870-SPZSI,Stayed,1,1,Female,1,Fiber Optic,"38.392559, -121.225093",38.392559,-121.225093,1,113.05,1,2,4,Offer A,1,1,1,1,Credit Card,1,5889,1,Q3,1,5,0,California,1,1,1,70,7869.05,0,2327.5,0,10196.55,0,1,95693
-42,23,39.11,0,,,49,Wilton,3682,Month-to-Month,United States,4504-YOULA,Stayed,1,0,Female,1,DSL,"38.392559, -121.225093",38.392559,-121.225093,1,59.45,1,3,0,Offer C,1,1,1,1,Credit Card,1,5889,0,Q3,0,3,0,California,0,0,0,35,2136.9,0,1368.85,0,3505.75,0,1,95693
-57,15,0,0,,,33,Wilton,4700,Two Year,United States,2192-CKRLV,Stayed,0,1,Female,1,DSL,"38.392559, -121.225093",38.392559,-121.225093,1,49.2,0,0,2,Offer A,1,1,1,1,Bank Withdrawal,0,5889,0,Q3,1,3,0,California,1,1,0,72,3580.95,0,0,0,3580.95,0,1,95693
-31,0,22.12,1,Price,Long distance charges,92,Kyburz,3663,Month-to-Month,United States,1963-VAUKV,Churned,0,0,Female,0,,"38.766036, -120.209673",38.766036,-120.209673,0,20.4,0,0,0,Offer E,0,0,0,0,Mailed Check,1,183,0,Q3,0,3,0,California,0,0,0,1,20.4,0,22.12,0,42.52,0,0,95720
-49,0,17.92,0,,,75,Kyburz,5876,Month-to-Month,United States,9046-DQMTP,Stayed,0,0,Male,0,,"38.766036, -120.209673",38.766036,-120.209673,0,20.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,183,0,Q3,0,3,0,California,0,0,0,35,739.9,0,627.2,0,1367.1,0,0,95720
-40,0,48.61,0,,,70,Kyburz,4004,One Year,United States,8631-XVRZL,Stayed,0,0,Male,0,,"38.766036, -120.209673",38.766036,-120.209673,0,20.15,0,0,0,Offer E,0,0,1,0,Mailed Check,1,183,0,Q3,0,4,0,California,0,0,0,9,163.7,0,437.49,0,601.19,0,0,95720
-51,30,25.9,0,,,62,Kyburz,5907,Two Year,United States,3050-RLLXC,Stayed,1,1,Female,1,Cable,"38.766036, -120.209673",38.766036,-120.209673,1,81.25,1,2,10,Offer B,1,1,0,1,Credit Card,1,183,1,Q3,1,4,0,California,0,0,1,56,4620.4,0,1450.4,0,6070.8,0,1,95720
-51,9,46.92,1,Competitor,Competitor offered more data,80,Sacramento,3590,Month-to-Month,United States,7739-LAXOG,Churned,0,1,Female,1,Fiber Optic,"38.590035, -121.412455",38.590035,-121.412455,1,91.05,1,0,1,,0,0,1,1,Bank Withdrawal,1,30715,0,Q3,1,1,0,California,1,1,0,32,2954.5,70,1501.44,0,4525.94,0,0,95825
-53,11,42.45,0,,,63,Sacramento,5106,One Year,United States,6362-QHAFM,Stayed,0,1,Male,1,Fiber Optic,"38.590035, -121.412455",38.590035,-121.412455,1,108.3,1,0,1,,0,0,1,1,Bank Withdrawal,1,30715,1,Q3,1,3,0,California,1,1,1,42,4586.15,0,1782.9,0,6369.05,0,1,95825
-52,0,47.82,0,,,40,Sacramento,4246,Two Year,United States,4521-WFJAI,Stayed,0,0,Male,0,,"38.590035, -121.412455",38.590035,-121.412455,0,25.95,1,0,0,,0,0,1,0,Bank Withdrawal,1,30715,0,Q3,0,3,0,California,0,0,0,56,1444.05,0,2677.92,0,4121.97,0,0,95825
-22,0,19.04,0,,,41,Sacramento,4275,Two Year,United States,8224-KDLKN,Stayed,1,0,Male,0,,"38.590035, -121.412455",38.590035,-121.412455,1,25,1,2,3,Offer A,0,0,0,1,Bank Withdrawal,1,30715,0,Q3,1,4,0,California,0,0,0,72,1738.9,0,1370.88,0,3109.78,1,0,95825
-51,15,0,1,Competitor,Competitor offered more data,66,Sacramento,4481,Two Year,United States,6034-ZRYCV,Churned,0,1,Female,1,Cable,"38.691607, -121.602284",38.691607,-121.602284,1,54.2,0,0,1,Offer A,1,0,1,1,Bank Withdrawal,0,264,0,Q3,1,3,0,California,1,1,1,72,3937.45,0,0,0,3937.45,0,1,95837
-35,16,24.35,0,,,58,Sacramento,6468,One Year,United States,9480-BQJEI,Stayed,0,0,Male,1,Fiber Optic,"38.691607, -121.602284",38.691607,-121.602284,0,92.3,1,0,0,,1,1,1,0,Bank Withdrawal,1,264,0,Q3,0,4,0,California,1,1,0,62,5731.45,0,1509.7,0,7241.15,0,1,95837
-23,0,45.12,0,,,45,Sacramento,4106,Two Year,United States,3148-AOIQT,Stayed,0,0,Female,0,,"38.691607, -121.602284",38.691607,-121.602284,1,24.95,1,0,10,,0,0,1,1,Credit Card,1,264,0,Q3,1,3,0,California,0,0,0,69,1718.35,0,3113.28,0,4831.63,1,0,95837
-47,19,14.48,0,,,71,Sacramento,5846,One Year,United States,5795-BKOYE,Stayed,1,1,Female,1,DSL,"38.691607, -121.602284",38.691607,-121.602284,1,59.1,0,1,5,Offer A,1,0,0,1,Bank Withdrawal,1,264,1,Q3,1,4,0,California,0,0,0,69,4134.7,0,999.12,0,5133.82,0,1,95837
-41,23,42.92,1,Dissatisfaction,Network reliability,81,Gridley,3486,Month-to-Month,United States,8761-NSOBC,Churned,0,0,Male,1,Fiber Optic,"39.346898, -121.759537",39.346898,-121.759537,0,100.55,0,0,0,,1,0,0,0,Bank Withdrawal,1,9763,1,Q3,0,2,0,California,1,1,1,44,4398.15,0,1888.48,0,6286.63,0,1,95948
-19,26,2.76,0,,,28,Gridley,4911,Month-to-Month,United States,1769-GRUIK,Stayed,0,0,Female,1,Fiber Optic,"39.346898, -121.759537",39.346898,-121.759537,0,71.1,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,9763,0,Q3,0,5,0,California,0,0,0,18,1247.75,150,49.68,0,1447.43,1,0,95948
-50,0,30.28,0,,,65,Gridley,2692,Month-to-Month,United States,9467-ROOLM,Stayed,0,0,Female,0,,"39.346898, -121.759537",39.346898,-121.759537,0,19.05,0,0,0,Offer C,0,0,0,0,Mailed Check,1,9763,0,Q3,0,5,0,California,0,0,0,25,461.3,0,757,0,1218.3,0,0,95948
-46,28,36.68,0,,,53,Gridley,4231,Two Year,United States,8144-DGHXP,Stayed,0,1,Female,1,DSL,"39.346898, -121.759537",39.346898,-121.759537,0,80.6,0,0,0,,0,1,0,0,Bank Withdrawal,1,9763,1,Q3,0,4,0,California,1,1,1,54,4299.95,140,1980.72,0,6420.67,0,0,95948
-49,6,18.34,1,Price,Lack of affordable download/upload speed,77,Orland,5764,Month-to-Month,United States,9223-UCPVT,Churned,0,1,Female,1,Fiber Optic,"39.748037, -122.302169",39.748037,-122.302169,0,94.4,0,0,0,,0,0,0,0,Bank Withdrawal,1,13706,0,Q3,0,3,0,California,1,1,1,1,94.4,0,18.34,0,112.74,0,1,95963
-28,48,46.9,0,,,61,Orland,4847,One Year,United States,2924-KHUVI,Stayed,0,0,Male,1,Fiber Optic,"39.748037, -122.302169",39.748037,-122.302169,1,100.55,1,0,7,,0,1,1,1,Bank Withdrawal,1,13706,0,Q3,1,3,0,California,1,1,1,56,5514.95,0,2626.4,0,8141.35,1,1,95963
-45,19,5.51,0,,,51,Orland,4172,One Year,United States,4578-PHJYZ,Stayed,1,1,Male,1,Cable,"39.748037, -122.302169",39.748037,-122.302169,1,68.75,0,2,9,,1,0,1,1,Bank Withdrawal,1,13706,1,Q3,1,3,0,California,0,0,1,52,3482.85,0,286.52,16.86,3752.51,0,1,95963
-20,30,0,0,,,27,Orland,6445,One Year,United States,9200-NLNPD,Stayed,0,1,Male,1,DSL,"39.748037, -122.302169",39.748037,-122.302169,1,54.05,0,0,10,,0,0,1,1,Bank Withdrawal,0,13706,1,Q3,1,4,0,California,1,1,1,56,2959.8,40,0,0,2999.8,1,0,95963
-41,27,8.31,1,Dissatisfaction,Product dissatisfaction,91,Taylorsville,3365,Month-to-Month,United States,0488-GSLFR,Churned,0,0,Female,1,Fiber Optic,"40.053684, -120.743116",40.053684,-120.743116,0,69.5,0,0,0,,0,0,1,0,Bank Withdrawal,1,513,0,Q3,0,1,0,California,0,0,0,1,69.5,0,8.31,0,77.81,0,1,95983
-64,0,8.54,0,,,40,Taylorsville,2847,Month-to-Month,United States,4881-GQJTW,Stayed,0,0,Male,0,,"40.053684, -120.743116",40.053684,-120.743116,0,19.6,0,0,0,Offer D,0,0,0,0,Credit Card,1,513,0,Q3,0,4,0,California,0,0,0,14,300.4,0,119.56,0,419.96,0,0,95983
-56,18,13.41,0,,,24,Taylorsville,4264,Two Year,United States,5197-LQXXH,Stayed,0,1,Female,1,DSL,"40.053684, -120.743116",40.053684,-120.743116,1,83.3,1,0,9,,1,0,1,1,Credit Card,1,513,1,Q3,1,4,0,California,1,1,1,71,5894.5,0,952.11,37.44,6809.17,0,1,95983
-19,85,28.05,0,,,63,Taylorsville,4855,Month-to-Month,United States,0584-BJQGZ,Stayed,0,1,Female,1,Cable,"40.053684, -120.743116",40.053684,-120.743116,0,78.35,1,0,0,,1,1,1,0,Bank Withdrawal,1,513,1,Q3,0,4,0,California,0,0,1,25,1837.9,0,701.25,0,2539.15,1,1,95983
-37,20,3.65,1,Other,Don't know,73,Cassel,5989,Month-to-Month,United States,5708-EVONK,Churned,0,0,Female,1,Fiber Optic,"40.936285, -121.572692",40.936285,-121.572692,1,93.4,1,0,1,,1,1,1,1,Bank Withdrawal,1,344,0,Q3,1,1,0,California,1,1,0,58,5435.6,0,211.7,0,5647.3,0,1,96016
-61,0,4.79,0,,,61,Cassel,3403,Two Year,United States,6518-KZXCB,Stayed,0,0,Male,0,,"40.936285, -121.572692",40.936285,-121.572692,0,25.25,1,0,0,Offer D,0,0,0,0,Credit Card,1,344,0,Q3,0,4,0,California,0,0,0,22,566.5,0,105.38,0,671.88,0,0,96016
-49,24,38.28,0,,,42,Cassel,6247,Two Year,United States,5879-HMFFH,Stayed,0,1,Female,1,DSL,"40.936285, -121.572692",40.936285,-121.572692,1,88.05,1,0,1,,1,1,0,1,Bank Withdrawal,1,344,1,Q3,1,4,0,California,1,1,1,72,6520.8,0,2756.16,29.11,9247.85,0,1,96016
-61,8,4.76,0,,,36,Cassel,4337,Two Year,United States,0868-VJRDR,Stayed,0,0,Male,1,Fiber Optic,"40.936285, -121.572692",40.936285,-121.572692,1,104.05,0,0,1,,1,1,1,1,Credit Card,1,344,1,Q3,1,4,0,California,1,1,1,64,6605.55,0,304.64,0,6910.19,0,1,96016
-53,22,0,1,Competitor,Competitor offered higher download speeds,81,Dunsmuir,2796,Month-to-Month,United States,7016-BPGEU,Churned,0,0,Female,1,Cable,"41.212695, -122.392067",41.212695,-122.392067,0,25.1,0,0,0,,0,0,1,0,Credit Card,0,2602,0,Q3,0,1,0,California,0,0,0,29,712.85,0,0,0,712.85,0,1,96025
-52,0,25.92,0,,,61,Dunsmuir,5994,Month-to-Month,United States,9818-XQCUV,Joined,0,0,Female,0,,"41.212695, -122.392067",41.212695,-122.392067,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,2602,0,Q3,0,3,0,California,0,0,0,2,45.3,0,51.84,0,97.14,0,0,96025
-63,0,3.84,0,,,70,Dunsmuir,4828,One Year,United States,4359-INNWN,Stayed,0,0,Female,0,,"41.212695, -122.392067",41.212695,-122.392067,0,20.05,0,0,0,Offer D,0,0,0,0,Credit Card,1,2602,0,Q3,0,4,0,California,0,0,0,17,337.9,0,65.28,43.68,359.5,0,0,96025
-60,0,29.64,0,,,68,Dunsmuir,4937,Two Year,United States,8727-JQFHV,Stayed,1,0,Male,0,,"41.212695, -122.392067",41.212695,-122.392067,1,20.75,0,2,8,,0,0,0,1,Credit Card,1,2602,0,Q3,1,3,0,California,0,0,0,57,1123.15,0,1689.48,0,2812.63,0,0,96025
-22,52,34.4,1,Competitor,Competitor offered higher download speeds,65,Etna,3913,Month-to-Month,United States,6876-ADESB,Churned,1,1,Male,1,Cable,"41.405193, -123.008567",41.405193,-123.008567,0,48.95,0,2,0,,0,0,0,0,Bank Withdrawal,1,2156,0,Q3,0,1,0,California,0,1,0,1,48.95,0,34.4,0,83.35,1,1,96027
-40,13,0,0,,,61,Etna,4003,One Year,United States,7338-ERIVA,Stayed,0,0,Male,1,DSL,"41.405193, -123.008567",41.405193,-123.008567,0,45.05,0,0,0,Offer C,0,1,0,0,Bank Withdrawal,0,2156,1,Q3,0,3,0,California,0,0,1,39,1790.6,0,0,0,1790.6,0,1,96027
-41,27,39.22,0,,,31,Etna,2478,Month-to-Month,United States,0585-EGDDA,Stayed,0,1,Male,1,Fiber Optic,"41.405193, -123.008567",41.405193,-123.008567,1,80,0,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,2156,0,Q3,1,3,0,California,0,0,0,40,3168.75,0,1568.8,41.74,4695.81,0,1,96027
-50,3,27.16,0,,,75,Etna,4068,One Year,United States,9475-NNDGC,Stayed,0,1,Male,1,Fiber Optic,"41.405193, -123.008567",41.405193,-123.008567,1,113.15,1,0,8,,1,0,1,1,Bank Withdrawal,1,2156,1,Q3,1,3,0,California,1,1,1,71,7953.25,0,1928.36,0,9881.61,0,1,96027
-46,2,16.14,1,Dissatisfaction,Service dissatisfaction,91,Mcarthur,3280,Month-to-Month,United States,5712-PTIWW,Churned,0,1,Male,1,Fiber Optic,"41.10831, -121.360362",41.10831,-121.360362,0,79.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,1554,1,Q3,0,2,0,California,0,0,0,2,152.45,0,32.28,0,184.73,0,1,96056
-62,11,39.72,0,,,26,Mcarthur,4775,One Year,United States,5127-BZENZ,Stayed,0,0,Female,1,DSL,"41.10831, -121.360362",41.10831,-121.360362,1,65.2,1,0,1,Offer B,0,1,0,1,Bank Withdrawal,1,1554,0,Q3,1,3,0,California,0,0,1,56,3512.15,0,2224.32,0,5736.47,0,1,96056
-51,0,30.41,0,,,42,Mcarthur,4642,Two Year,United States,8173-RXAYP,Stayed,1,0,Female,0,,"41.10831, -121.360362",41.10831,-121.360362,1,19.7,0,1,8,,0,0,0,1,Credit Card,1,1554,0,Q3,1,4,0,California,0,0,0,24,452.55,0,729.84,0,1182.39,0,0,96056
-29,0,16.2,0,,,46,Mcarthur,2750,One Year,United States,2673-ZALNP,Stayed,0,0,Female,0,,"41.10831, -121.360362",41.10831,-121.360362,0,19.9,0,0,0,Offer E,0,0,0,0,Credit Card,1,1554,0,Q3,0,3,0,California,0,0,0,7,173.15,0,113.4,0,286.55,1,0,96056
-29,52,44.86,1,Dissatisfaction,Lack of self-service on Website,74,Mill Creek,4938,Month-to-Month,United States,3315-TOTBP,Churned,0,0,Male,1,Fiber Optic,"40.331975, -121.460674",40.331975,-121.460674,0,76,1,0,0,Offer D,0,0,1,0,Mailed Check,1,78,0,Q3,0,1,0,California,0,1,0,15,1130.85,0,672.9,0,1803.75,1,1,96061
-55,53,18.42,0,,,80,Mill Creek,6391,Two Year,United States,3766-EJLFL,Stayed,1,1,Female,1,Fiber Optic,"40.331975, -121.460674",40.331975,-121.460674,1,109.05,1,3,1,,0,1,1,1,Bank Withdrawal,1,78,1,Q3,1,4,0,California,1,1,1,68,7508.55,0,1252.56,0,8761.11,0,1,96061
-40,0,12.71,0,,,37,Mill Creek,4184,Two Year,United States,7850-THJMU,Stayed,1,0,Female,0,,"40.331975, -121.460674",40.331975,-121.460674,1,19.65,0,2,4,,0,0,0,1,Credit Card,1,78,0,Q3,1,4,0,California,0,0,0,26,494.9,0,330.46,0,825.36,0,0,96061
-25,52,24.33,0,,,27,Mill Creek,4700,Month-to-Month,United States,3162-ZJZFU,Stayed,1,0,Male,1,Fiber Optic,"40.331975, -121.460674",40.331975,-121.460674,1,92.55,0,2,5,,1,0,1,1,Bank Withdrawal,1,78,1,Q3,1,3,0,California,0,0,1,53,4779.45,0,1289.49,0,6068.94,1,1,96061
-62,28,12.4,1,Price,Price too high,91,Platina,3052,Month-to-Month,United States,2856-HYAPG,Churned,0,0,Female,1,Fiber Optic,"40.367964, -122.937379",40.367964,-122.937379,0,68.65,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,215,0,Q3,0,2,0,California,0,0,0,1,68.65,0,12.4,0,81.05,0,1,96076
-53,0,44.19,0,,,44,Platina,4430,Two Year,United States,7552-KEYGT,Stayed,0,0,Male,0,,"40.367964, -122.937379",40.367964,-122.937379,1,19.55,0,0,1,Offer C,0,0,0,1,Bank Withdrawal,1,215,0,Q3,1,4,0,California,0,0,0,27,520.55,0,1193.13,0,1713.68,0,0,96076
-34,0,26.11,0,,,23,Platina,3971,One Year,United States,6924-TDGMT,Stayed,0,0,Male,0,,"40.367964, -122.937379",40.367964,-122.937379,1,20.55,0,0,6,,0,0,1,1,Credit Card,1,215,0,Q3,1,5,0,California,0,0,0,11,184.95,0,287.21,0,472.16,0,0,96076
-45,4,30.18,0,,,42,Platina,5128,Month-to-Month,United States,5092-STPKP,Stayed,0,0,Female,1,DSL,"40.367964, -122.937379",40.367964,-122.937379,0,56.35,0,0,0,,0,1,0,0,Credit Card,1,215,1,Q3,0,4,0,California,0,0,0,24,1381.2,0,724.32,0,2105.52,0,1,96076
-57,6,23.35,1,Attitude,Attitude of support person,84,Wendel,2248,Month-to-Month,United States,9210-IAHGH,Churned,0,0,Female,1,DSL,"40.345949, -120.081187",40.345949,-120.081187,0,70.75,0,0,0,Offer E,0,0,1,0,Credit Card,1,162,1,Q3,0,1,0,California,1,1,1,7,450.8,0,163.45,0,614.25,0,1,96136
-48,26,12.02,0,,,76,Wendel,5993,Two Year,United States,5980-BDHPY,Stayed,0,1,Male,1,Cable,"40.345949, -120.081187",40.345949,-120.081187,1,87.1,1,0,5,,1,1,1,1,Bank Withdrawal,1,162,1,Q3,1,3,0,California,1,1,1,72,6230.1,0,865.44,0,7095.54,0,1,96136
-37,29,44.78,0,,,75,Wendel,4421,Month-to-Month,United States,2041-JIJCI,Stayed,0,0,Female,1,Cable,"40.345949, -120.081187",40.345949,-120.081187,0,64,1,0,0,,1,0,1,0,Bank Withdrawal,1,162,0,Q3,0,5,0,California,1,1,0,5,370.25,0,223.9,0,594.15,0,1,96136
-55,0,3.87,0,,,24,Wendel,4328,Two Year,United States,1223-UNPKS,Stayed,1,0,Male,0,,"40.345949, -120.081187",40.345949,-120.081187,1,20.05,0,1,4,,0,0,0,1,Credit Card,1,162,0,Q3,1,4,0,California,0,0,0,20,400,0,77.4,0,477.4,0,0,96136
-46,15,0,1,Attitude,Attitude of support person,84,Homewood,2613,Month-to-Month,United States,4592-IWTJI,Churned,1,0,Female,1,Cable,"39.117018, -120.212535",39.117018,-120.212535,1,29.7,0,2,1,Offer E,0,1,0,1,Credit Card,0,858,0,Q3,1,1,0,California,0,0,0,3,91.7,0,0,0,91.7,0,1,96141
-34,16,4.82,0,,,66,Homewood,5394,Month-to-Month,United States,2229-VWQJH,Stayed,0,1,Female,1,DSL,"39.117018, -120.212535",39.117018,-120.212535,0,49.3,0,0,0,,0,0,1,0,Credit Card,1,858,0,Q3,0,5,0,California,0,0,0,24,1233.25,0,115.68,0,1348.93,0,1,96141
-57,10,38.96,0,,,66,Homewood,2328,Month-to-Month,United States,3446-QDSZF,Stayed,0,0,Female,1,DSL,"39.117018, -120.212535",39.117018,-120.212535,0,55.5,0,0,0,Offer E,0,0,0,0,Credit Card,1,858,0,Q3,0,4,0,California,0,0,1,4,227.35,0,155.84,0,383.19,0,1,96141
-40,23,45.41,1,Competitor,Competitor offered more data,81,West Hollywood,3246,Month-to-Month,United States,0872-NXJYS,Churned,0,0,Female,1,Fiber Optic,"34.093781, -118.381061",34.093781,-118.381061,0,79.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,20408,0,Q3,0,1,0,California,1,1,0,9,723.4,0,408.69,0,1132.09,0,1,90069
-40,21,9.47,0,,,53,West Hollywood,4708,Two Year,United States,5954-BDFSG,Stayed,0,1,Female,1,Fiber Optic,"34.093781, -118.381061",34.093781,-118.381061,0,107.5,1,0,0,,0,0,1,0,Credit Card,1,20408,1,Q3,0,3,0,California,1,1,1,72,7853.7,60,681.84,0,8595.54,0,0,90069
-19,0,24.72,0,,,56,West Hollywood,4412,Two Year,United States,9964-WBQDJ,Stayed,0,0,Female,0,,"34.093781, -118.381061",34.093781,-118.381061,1,24.4,1,0,1,Offer A,0,0,1,1,Credit Card,1,20408,0,Q3,1,5,0,California,0,0,0,71,1725.4,0,1755.12,0,3480.52,1,0,90069
-27,69,0,0,,,75,West Hollywood,4133,Two Year,United States,3474-BAFSJ,Stayed,0,1,Male,1,DSL,"34.093781, -118.381061",34.093781,-118.381061,1,57.5,0,0,2,,1,0,1,1,Bank Withdrawal,0,20408,1,Q3,1,4,0,California,1,1,1,57,3265.95,150,0,0,3415.95,1,0,90069
-32,27,45.28,0,,,55,West Hollywood,5567,Month-to-Month,United States,0708-SJDIS,Stayed,0,0,Female,1,Cable,"34.093781, -118.381061",34.093781,-118.381061,0,65,1,0,0,Offer C,0,0,0,0,Credit Card,1,20408,1,Q3,0,5,0,California,0,0,1,34,2157.5,0,1539.52,0,3697.02,0,1,90069
-38,9,41.83,1,Dissatisfaction,Service dissatisfaction,75,Hawaiian Gardens,5763,Month-to-Month,United States,5515-AKOAJ,Churned,0,0,Female,1,Fiber Optic,"33.830431, -118.074071",33.830431,-118.074071,0,100.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,14852,1,Q3,0,1,0,California,1,1,1,54,5440.9,0,2258.82,0,7699.72,0,1,90716
-23,0,36.24,0,,,51,Hawaiian Gardens,4557,Two Year,United States,3774-VBNXY,Stayed,0,0,Female,0,,"33.830431, -118.074071",33.830431,-118.074071,1,20.2,0,0,1,,0,0,0,1,Credit Card,1,14852,0,Q3,1,5,0,California,0,0,0,64,1277.75,0,2319.36,0,3597.11,1,0,90716
-45,9,0,0,,,78,Hawaiian Gardens,4778,Month-to-Month,United States,2586-CWXVV,Stayed,0,0,Male,1,Cable,"33.830431, -118.074071",33.830431,-118.074071,1,30.4,0,0,9,Offer B,1,0,0,1,Bank Withdrawal,0,14852,0,Q3,1,4,0,California,0,0,0,54,1621.35,0,0,0,1621.35,0,1,90716
-34,16,49.58,0,,,48,Hawaiian Gardens,4522,One Year,United States,4086-ATNFV,Stayed,1,1,Female,1,Cable,"33.830431, -118.074071",33.830431,-118.074071,1,60.8,0,1,7,Offer C,1,1,1,1,Mailed Check,1,14852,0,Q3,1,4,0,California,0,0,0,34,2042.05,0,1685.72,0,3727.77,0,1,90716
-49,13,17.77,0,,,33,Hawaiian Gardens,6138,Two Year,United States,2676-SSLTO,Stayed,0,0,Male,1,DSL,"33.830431, -118.074071",33.830431,-118.074071,0,66.15,1,0,0,,0,0,1,0,Bank Withdrawal,1,14852,1,Q3,0,3,0,California,0,0,1,49,3199,0,870.73,0,4069.73,0,1,90716
-44,16,9.77,1,Other,Don't know,84,Long Beach,4455,Month-to-Month,United States,5295-PCJOO,Churned,1,0,Male,1,Cable,"33.864622, -118.179626",33.864622,-118.179626,0,49.4,0,2,0,,0,1,1,0,Bank Withdrawal,1,91664,0,Q3,0,1,0,California,0,0,0,4,184.4,10,39.08,0,233.48,0,0,90805
-27,48,5.77,0,,,41,Long Beach,5192,One Year,United States,1679-JRFBR,Stayed,0,1,Female,1,Fiber Optic,"33.864622, -118.179626",33.864622,-118.179626,1,108.15,1,0,4,Offer A,1,1,1,1,Credit Card,1,91664,0,Q3,1,4,0,California,1,1,1,70,7930.55,0,403.9,0,8334.45,1,1,90805
-39,0,9.66,0,,,74,Long Beach,5099,Month-to-Month,United States,6016-LVTJQ,Stayed,1,0,Female,0,,"33.864622, -118.179626",33.864622,-118.179626,1,20.65,0,1,7,,0,0,0,1,Credit Card,1,91664,0,Q3,1,3,0,California,0,0,0,34,716.4,0,328.44,0,1044.84,0,0,90805
-21,41,8.71,0,,,61,Long Beach,6322,Two Year,United States,0436-TWFFZ,Stayed,0,1,Female,1,DSL,"33.864622, -118.179626",33.864622,-118.179626,0,85.25,1,0,0,Offer A,0,1,1,0,Mailed Check,1,91664,1,Q3,0,4,0,California,1,1,1,67,5714.2,0,583.57,1.31,6296.46,1,1,90805
-44,2,42.26,0,,,47,Long Beach,4790,Month-to-Month,United States,7811-JIVPF,Stayed,0,1,Female,1,Cable,"33.864622, -118.179626",33.864622,-118.179626,0,49.7,0,0,0,,0,0,0,0,Credit Card,1,91664,0,Q3,0,5,0,California,0,0,0,23,1081.25,150,971.98,0,2203.23,0,0,90805
-50,21,0,1,Competitor,Competitor had better devices,78,Glendale,2933,Month-to-Month,United States,5204-QZXPU,Churned,0,1,Male,1,DSL,"34.13658, -118.245839",34.13658,-118.245839,0,39.65,0,0,0,,0,0,1,0,Bank Withdrawal,0,41390,0,Q3,0,1,0,California,0,0,1,19,733.35,0,0,0,733.35,0,1,91205
-35,30,48.85,0,,,26,Glendale,5344,One Year,United States,5524-KHNJP,Stayed,0,1,Male,1,Cable,"34.13658, -118.245839",34.13658,-118.245839,1,74.75,0,0,7,Offer C,0,1,0,1,Credit Card,1,41390,0,Q3,1,3,0,California,1,1,1,33,2453.3,0,1612.05,0,4065.35,0,1,91205
-25,52,40.63,0,,,63,Glendale,5669,Month-to-Month,United States,8356-WUAOJ,Joined,0,0,Female,1,DSL,"34.13658, -118.245839",34.13658,-118.245839,1,45,0,0,7,Offer E,0,0,1,1,Bank Withdrawal,1,41390,0,Q3,1,5,0,California,0,0,0,1,45,10,40.63,0,95.63,1,0,91205
-22,0,2.44,0,,,71,Glendale,4529,Two Year,United States,9257-AZMTZ,Stayed,1,0,Female,0,,"34.13658, -118.245839",34.13658,-118.245839,1,20.1,0,1,10,,0,0,0,1,Bank Withdrawal,1,41390,0,Q3,1,4,0,California,0,0,0,52,1078.75,0,126.88,17.05,1188.58,1,0,91205
-33,0,22.3,0,,,57,Glendale,6019,Two Year,United States,5549-ZGHFB,Stayed,1,0,Male,0,,"34.13658, -118.245839",34.13658,-118.245839,1,24.95,1,1,3,,0,0,0,1,Credit Card,1,41390,0,Q3,1,5,0,California,0,0,0,50,1261.45,0,1115,0,2376.45,0,0,91205
-59,23,5.63,1,Competitor,Competitor offered higher download speeds,84,Winnetka,5887,One Year,United States,1113-IUJYX,Churned,0,0,Female,1,Fiber Optic,"34.209532, -118.577563",34.209532,-118.577563,1,105.95,0,0,3,,1,1,0,1,Credit Card,1,43857,1,Q3,1,1,0,California,1,1,1,14,1348.9,0,78.82,0,1427.72,0,1,91306
-38,0,5.27,0,,,72,Winnetka,5325,Two Year,United States,2984-RGEYA,Stayed,0,0,Female,0,,"34.209532, -118.577563",34.209532,-118.577563,1,19.75,0,0,9,Offer A,0,0,0,1,Bank Withdrawal,1,43857,0,Q3,1,4,0,California,0,0,0,69,1375.4,0,363.63,0,1739.03,0,0,91306
-49,4,16.06,0,,,64,Winnetka,6432,One Year,United States,1265-HVPZB,Stayed,0,1,Male,1,DSL,"34.209532, -118.577563",34.209532,-118.577563,1,66.4,0,0,3,,1,1,0,1,Credit Card,1,43857,0,Q3,1,3,0,California,0,0,1,59,3958.2,0,947.54,0,4905.74,0,1,91306
-53,26,17.3,0,,,64,Winnetka,4815,Month-to-Month,United States,5201-FRKKS,Stayed,0,0,Male,1,Fiber Optic,"34.209532, -118.577563",34.209532,-118.577563,0,74.3,0,0,0,Offer C,0,1,0,0,Bank Withdrawal,1,43857,0,Q3,0,4,0,California,0,0,0,25,1952.25,0,432.5,40.54,2344.21,0,1,91306
-31,20,30.44,0,,,80,Winnetka,6300,Two Year,United States,6196-HBOBZ,Stayed,0,1,Male,1,Fiber Optic,"34.209532, -118.577563",34.209532,-118.577563,1,99.35,1,0,9,,1,1,1,1,Bank Withdrawal,1,43857,0,Q3,1,4,0,California,0,0,1,65,6347.55,0,1978.6,0,8326.15,0,1,91306
-40,20,0,1,Competitor,Competitor offered more data,65,San Fernando,4526,Month-to-Month,United States,8992-JQYUN,Churned,0,1,Male,1,DSL,"34.286131, -118.435969",34.286131,-118.435969,1,50.35,0,0,1,Offer E,0,0,1,1,Bank Withdrawal,0,33389,0,Q3,1,1,0,California,1,1,1,1,50.35,0,0,0,50.35,0,1,91340
-55,22,31.93,0,,,26,San Fernando,5566,Month-to-Month,United States,7018-WBJNK,Stayed,1,0,Male,1,Fiber Optic,"34.286131, -118.435969",34.286131,-118.435969,0,78.3,0,3,0,Offer D,0,0,1,0,Credit Card,1,33389,0,Q3,0,3,0,California,0,0,1,13,1033.95,150,415.09,0,1599.04,0,0,91340
-35,0,14.91,0,,,24,San Fernando,3392,Two Year,United States,5296-BFCYD,Stayed,1,0,Male,0,,"34.286131, -118.435969",34.286131,-118.435969,1,20.1,0,2,4,,0,0,1,1,Mailed Check,1,33389,0,Q3,1,5,0,California,0,0,0,46,936.85,0,685.86,0,1622.71,0,0,91340
-20,0,41.94,0,,,25,San Fernando,4987,Month-to-Month,United States,4558-CGYCZ,Stayed,0,0,Male,0,,"34.286131, -118.435969",34.286131,-118.435969,0,19.75,0,0,0,,0,0,0,0,Credit Card,1,33389,0,Q3,0,3,0,California,0,0,0,4,78.3,0,167.76,0,246.06,1,0,91340
-48,3,34.75,0,,,62,San Fernando,2062,Month-to-Month,United States,5928-QLDHB,Stayed,0,0,Male,1,Fiber Optic,"34.286131, -118.435969",34.286131,-118.435969,0,76.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,33389,0,Q3,0,5,0,California,0,0,0,9,684.85,0,312.75,0,997.6,0,1,91340
-61,27,0,1,Competitor,Competitor made better offer,66,North Hills,6347,Two Year,United States,0617-AQNWT,Churned,0,1,Female,1,DSL,"34.238802, -118.482296",34.238802,-118.482296,1,47.85,0,0,5,,0,1,0,1,Bank Withdrawal,0,57017,1,Q3,1,1,0,California,1,1,0,64,3147.5,0,0,0,3147.5,0,1,91343
-64,13,42.29,0,,,52,North Hills,3118,One Year,United States,7674-YTAFD,Stayed,0,0,Female,1,Fiber Optic,"34.238802, -118.482296",34.238802,-118.482296,0,79.95,0,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,57017,1,Q3,0,3,0,California,0,0,0,33,2684.85,0,1395.57,0,4080.42,0,1,91343
-22,71,34.31,0,,,50,North Hills,5657,Two Year,United States,9359-JANWS,Stayed,0,1,Female,1,DSL,"34.238802, -118.482296",34.238802,-118.482296,1,58.9,0,0,5,,0,1,0,1,Credit Card,1,57017,1,Q3,1,4,0,California,0,0,0,65,3857.1,0,2230.15,0,6087.25,1,1,91343
-44,13,15.76,0,,,21,North Hills,2451,Month-to-Month,United States,8710-YGLWG,Joined,0,0,Male,1,DSL,"34.238802, -118.482296",34.238802,-118.482296,0,44.9,0,0,0,Offer E,0,0,1,0,Credit Card,1,57017,0,Q3,0,3,0,California,0,0,0,1,44.9,0,15.76,0,60.66,0,1,91343
-64,27,8.4,0,,,80,North Hills,2496,Month-to-Month,United States,0696-UKTOX,Stayed,1,0,Male,1,Cable,"34.238802, -118.482296",34.238802,-118.482296,0,54.15,0,1,0,,1,0,0,0,Bank Withdrawal,1,57017,1,Q3,0,4,0,California,0,0,0,23,1312.45,40,193.2,0,1545.65,0,0,91343
-36,25,23.24,1,Competitor,Competitor had better devices,96,Rancho Cucamonga,4793,Month-to-Month,United States,2685-SREOM,Churned,0,1,Female,1,Fiber Optic,"34.10097, -117.57882",34.10097,-117.57882,1,89.1,1,0,1,,0,0,1,1,Bank Withdrawal,1,51970,0,Q3,1,1,0,California,1,1,0,25,2368.4,0,581,0,2949.4,0,1,91730
-27,46,21.07,0,,,68,Rancho Cucamonga,5561,One Year,United States,4075-JFPGR,Stayed,0,1,Female,1,Fiber Optic,"34.10097, -117.57882",34.10097,-117.57882,1,93.5,0,0,2,Offer B,1,1,1,1,Bank Withdrawal,1,51970,0,Q3,1,3,0,California,0,0,1,51,4619.55,0,1074.57,0,5694.12,1,1,91730
-57,11,34.97,0,,,73,Rancho Cucamonga,4528,Two Year,United States,1951-IEYXM,Stayed,0,1,Male,1,Cable,"34.10097, -117.57882",34.10097,-117.57882,1,90.6,1,0,1,,1,1,1,1,Credit Card,1,51970,1,Q3,1,3,0,California,1,1,1,72,6441.85,0,2517.84,0,8959.69,0,1,91730
-48,13,28.5,0,,,49,Rancho Cucamonga,4668,Month-to-Month,United States,1077-HUUJM,Stayed,1,0,Female,1,Fiber Optic,"34.10097, -117.57882",34.10097,-117.57882,0,71.05,0,1,0,Offer E,0,0,1,0,Bank Withdrawal,1,51970,0,Q3,0,5,0,California,0,0,0,7,472.65,10,199.5,0,682.15,0,0,91730
-35,30,38.43,0,,,27,Rancho Cucamonga,3183,Two Year,United States,7349-ALMUX,Stayed,0,1,Male,1,Cable,"34.10097, -117.57882",34.10097,-117.57882,0,65.6,0,0,0,,1,1,0,0,Bank Withdrawal,1,51970,1,Q3,0,4,0,California,0,0,0,37,2313.8,0,1421.91,0,3735.71,0,1,91730
-64,25,21.52,1,Attitude,Attitude of service provider,91,Montclair,4620,Month-to-Month,United States,4501-EQDRN,Churned,0,0,Female,1,Fiber Optic,"34.072121, -117.698319",34.072121,-117.698319,0,69.7,0,0,0,,0,0,0,0,Bank Withdrawal,1,34447,0,Q3,0,2,0,California,0,0,0,1,69.7,0,21.52,0,91.22,0,1,91763
-30,0,8.21,0,,,59,Montclair,5409,Two Year,United States,7014-ZZXAW,Stayed,0,0,Female,0,,"34.072121, -117.698319",34.072121,-117.698319,1,24.25,1,0,1,,0,0,1,1,Credit Card,1,34447,0,Q3,1,5,0,California,0,0,0,71,1732.95,0,582.91,0,2315.86,0,0,91763
-33,24,30.06,0,,,60,Montclair,6354,Two Year,United States,6732-VAILE,Stayed,0,1,Male,1,Cable,"34.072121, -117.698319",34.072121,-117.698319,1,85.95,1,0,10,,1,0,1,1,Credit Card,1,34447,1,Q3,1,5,0,California,1,1,1,70,5931.75,0,2104.2,0,8035.95,0,1,91763
-27,0,15.85,0,,,41,Montclair,3948,Month-to-Month,United States,6506-EYCNH,Stayed,1,0,Female,0,,"34.072121, -117.698319",34.072121,-117.698319,1,19.55,0,3,9,,0,0,1,1,Bank Withdrawal,1,34447,0,Q3,1,4,0,California,0,0,0,28,543.8,0,443.8,0,987.6,1,0,91763
-35,12,17.49,0,,,29,Montclair,4750,One Year,United States,5376-PCKNB,Stayed,1,1,Male,1,Fiber Optic,"34.072121, -117.698319",34.072121,-117.698319,1,104.45,1,1,5,Offer A,1,0,1,1,Credit Card,1,34447,0,Q3,1,5,0,California,1,1,1,72,7459,130,1259.28,0,8848.28,0,0,91763
-55,20,14.51,1,Attitude,Attitude of service provider,87,West Covina,4914,Month-to-Month,United States,5876-HZVZM,Churned,1,0,Female,1,Cable,"34.024405, -117.898722",34.024405,-117.898722,1,55.9,0,3,1,Offer E,1,1,0,1,Credit Card,1,31622,0,Q3,1,1,0,California,0,0,0,6,365.35,30,87.06,0,482.41,0,0,91792
-64,5,19.72,0,,,41,West Covina,2031,One Year,United States,6202-DYYFX,Stayed,0,0,Female,1,Fiber Optic,"34.024405, -117.898722",34.024405,-117.898722,0,76,1,0,0,Offer D,0,0,1,0,Credit Card,1,31622,0,Q3,0,4,0,California,0,0,0,22,1783.6,0,433.84,0,2217.44,0,1,91792
-21,0,42.23,0,,,55,West Covina,2816,Two Year,United States,0854-UYHZD,Stayed,1,0,Female,0,,"34.024405, -117.898722",34.024405,-117.898722,1,19.55,0,3,1,,0,0,0,1,Mailed Check,1,31622,0,Q3,1,4,0,California,0,0,0,13,265.3,0,548.99,0,814.29,1,0,91792
-21,59,30.67,0,,,20,West Covina,2425,Month-to-Month,United States,8734-FNWVH,Stayed,1,0,Male,1,DSL,"34.024405, -117.898722",34.024405,-117.898722,1,59.7,1,1,6,,0,0,0,1,Bank Withdrawal,1,31622,0,Q3,1,5,0,California,1,1,0,31,1825.5,0,950.77,0,2776.27,1,1,91792
-47,26,27.65,0,,,40,West Covina,5151,One Year,United States,7753-USQYQ,Stayed,0,0,Male,1,Cable,"34.024405, -117.898722",34.024405,-117.898722,0,64.2,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,31622,1,Q3,0,3,0,California,1,1,0,55,3627.3,0,1520.75,0,5148.05,0,0,91792
-40,27,41.02,1,Competitor,Competitor had better devices,70,Imperial Beach,2688,Month-to-Month,United States,1750-CSKKM,Churned,1,0,Male,1,DSL,"32.579134, -117.119009",32.579134,-117.119009,0,55.35,0,3,0,Offer E,0,0,0,0,Bank Withdrawal,1,26662,0,Q3,0,1,0,California,0,0,1,9,449.75,0,369.18,0,818.93,0,1,91932
-34,23,46.4,0,,,50,Imperial Beach,3314,One Year,United States,0895-LMRSF,Stayed,0,0,Male,1,Cable,"32.579134, -117.119009",32.579134,-117.119009,0,64.9,0,0,0,,0,0,1,0,Bank Withdrawal,1,26662,0,Q3,0,4,0,California,1,1,1,23,1509.8,130,1067.2,0,2707,0,0,91932
-28,48,38.71,0,,,73,Imperial Beach,3186,Month-to-Month,United States,0564-MUUQK,Stayed,1,1,Female,1,Fiber Optic,"32.579134, -117.119009",32.579134,-117.119009,1,95.5,1,2,5,,0,0,1,1,Bank Withdrawal,1,26662,1,Q3,1,3,0,California,1,1,0,20,1916.2,0,774.2,0,2690.4,1,1,91932
-40,0,24.16,0,,,34,Imperial Beach,3854,Month-to-Month,United States,9313-CDOGY,Stayed,1,0,Male,0,,"32.579134, -117.119009",32.579134,-117.119009,1,19.6,0,2,3,,0,0,0,1,Bank Withdrawal,1,26662,0,Q3,1,3,0,California,0,0,0,38,717.3,0,918.08,0,1635.38,0,0,91932
-47,24,15.66,1,Attitude,Attitude of service provider,81,Spring Valley,3824,One Year,United States,8267-ZNYVZ,Churned,0,1,Female,1,Fiber Optic,"32.726627, -116.994608",32.726627,-116.994608,1,103.75,0,0,1,,0,1,1,1,Bank Withdrawal,1,56100,1,Q3,1,1,0,California,1,1,1,33,3361.05,100,516.78,0,3977.83,0,0,91977
-34,0,9.44,0,,,66,Spring Valley,4745,Month-to-Month,United States,1098-TDVUQ,Joined,0,0,Female,0,,"32.726627, -116.994608",32.726627,-116.994608,0,19.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,56100,0,Q3,0,3,0,California,0,0,0,1,19.25,0,9.44,0,28.69,0,0,91977
-21,30,41.94,0,,,62,Spring Valley,3515,One Year,United States,3511-APPBJ,Stayed,0,1,Male,1,Fiber Optic,"32.726627, -116.994608",32.726627,-116.994608,0,99.95,0,0,0,,0,1,1,0,Credit Card,1,56100,0,Q3,0,3,0,California,1,1,1,23,2292.75,0,964.62,0,3257.37,1,1,91977
-22,59,0,0,,,44,Spring Valley,5717,Two Year,United States,8039-EQPIM,Stayed,0,1,Male,1,DSL,"32.726627, -116.994608",32.726627,-116.994608,1,60.25,0,0,7,,0,1,0,1,Bank Withdrawal,0,56100,1,Q3,1,3,0,California,1,1,1,69,4055.5,120,0,0,4175.5,1,0,91977
-28,76,35.67,0,,,31,Spring Valley,3483,One Year,United States,2027-DNKIV,Stayed,1,1,Male,1,DSL,"32.726627, -116.994608",32.726627,-116.994608,1,58.75,0,3,1,,0,1,1,1,Credit Card,1,56100,1,Q3,1,4,0,California,0,0,0,37,2203.1,0,1319.79,0,3522.89,1,1,91977
-33,29,15.02,1,Attitude,Attitude of support person,78,Encinitas,2270,Month-to-Month,United States,5570-PTWEH,Churned,0,0,Female,1,Fiber Optic,"33.054579, -117.25665",33.054579,-117.25665,1,75.15,1,0,1,,0,0,1,1,Credit Card,1,47126,0,Q3,1,2,0,California,0,0,0,3,216.75,0,45.06,0,261.81,0,1,92024
-40,26,27.46,0,,,31,Encinitas,2269,Month-to-Month,United States,8705-WZCYL,Joined,0,0,Male,1,DSL,"33.054579, -117.25665",33.054579,-117.25665,0,44.8,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,47126,0,Q3,0,4,0,California,0,0,0,1,44.8,0,27.46,0,72.26,0,1,92024
-25,47,1.58,0,,,65,Encinitas,4028,Month-to-Month,United States,0396-UKGAI,Stayed,1,0,Male,1,DSL,"33.054579, -117.25665",33.054579,-117.25665,0,55.3,0,3,0,Offer D,1,0,1,0,Bank Withdrawal,1,47126,1,Q3,0,4,0,California,0,1,0,23,1284.2,0,36.34,0,1320.54,1,1,92024
-36,11,13.94,0,,,67,Encinitas,5012,Month-to-Month,United States,1061-PNTHC,Stayed,1,1,Female,1,Fiber Optic,"33.054579, -117.25665",33.054579,-117.25665,1,109.6,1,2,5,Offer B,0,1,1,1,Credit Card,1,47126,1,Q3,1,3,0,California,1,1,1,56,5953,0,780.64,0,6733.64,0,1,92024
-34,3,29.59,1,Competitor,Competitor had better devices,91,Poway,4794,Two Year,United States,6797-LNAQX,Churned,0,0,Male,1,Fiber Optic,"32.984395, -117.013454",32.984395,-117.013454,1,98.3,1,0,1,Offer A,1,0,0,1,Bank Withdrawal,1,47969,0,Q3,1,2,0,California,1,1,1,70,6859.5,20,2071.3,0,8950.8,0,0,92064
-63,2,21.82,0,,,46,Poway,5531,Two Year,United States,2088-IEBAU,Stayed,0,1,Female,1,DSL,"32.984395, -117.013454",32.984395,-117.013454,0,88.15,1,0,0,,1,1,1,0,Bank Withdrawal,1,47969,1,Q3,0,3,0,California,1,1,1,68,6148.45,0,1483.76,36.29,7595.92,0,1,92064
-59,24,0,0,,,46,Poway,4577,Two Year,United States,9885-MFVSU,Stayed,0,0,Female,1,DSL,"32.984395, -117.013454",32.984395,-117.013454,1,46.35,0,0,7,Offer C,0,1,1,1,Credit Card,0,47969,1,Q3,1,4,0,California,0,0,1,35,1662.05,140,0,0,1802.05,0,0,92064
-58,13,7.51,0,,,60,Poway,4517,Two Year,United States,0487-CRLZF,Stayed,0,1,Female,1,DSL,"32.984395, -117.013454",32.984395,-117.013454,0,74.45,0,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,47969,1,Q3,0,5,0,California,1,1,1,49,3721.9,0,367.99,0,4089.89,0,1,92064
-29,48,25.71,0,,,54,Poway,3957,One Year,United States,2242-MFOTG,Stayed,0,0,Male,1,Fiber Optic,"32.984395, -117.013454",32.984395,-117.013454,0,80.1,1,0,0,,0,1,0,0,Bank Withdrawal,1,47969,0,Q3,0,4,0,California,0,0,0,33,2603.3,0,848.43,0,3451.73,1,1,92064
-20,47,5.19,1,Attitude,Attitude of support person,89,Solana Beach,4956,Month-to-Month,United States,6394-MFYNG,Churned,0,1,Female,1,Fiber Optic,"33.001813, -117.263628",33.001813,-117.263628,0,107.4,1,0,0,,1,0,1,0,Bank Withdrawal,1,12173,0,Q3,0,2,0,California,1,1,1,48,5121.3,0,249.12,0,5370.42,1,1,92075
-39,0,6.61,0,,,25,Solana Beach,3972,One Year,United States,5924-SNGKP,Stayed,0,0,Female,0,,"33.001813, -117.263628",33.001813,-117.263628,0,20.25,0,0,0,,0,0,1,0,Credit Card,1,12173,0,Q3,0,4,0,California,0,0,0,41,865,0,271.01,46.78,1089.23,0,0,92075
-21,58,2.12,0,,,59,Solana Beach,4792,Two Year,United States,9993-LHIEB,Stayed,0,1,Male,1,Cable,"33.001813, -117.263628",33.001813,-117.263628,1,67.85,0,0,5,Offer A,0,1,0,1,Credit Card,1,12173,1,Q3,1,3,0,California,1,1,0,67,4627.65,0,142.04,0,4769.69,1,1,92075
-21,59,19.9,0,,,22,Solana Beach,5692,One Year,United States,9419-IPPBE,Stayed,1,1,Female,1,Fiber Optic,"33.001813, -117.263628",33.001813,-117.263628,1,90.15,1,3,4,Offer B,0,0,1,1,Bank Withdrawal,1,12173,0,Q3,1,3,0,California,1,1,0,51,4554.85,0,1014.9,0,5569.75,1,1,92075
-55,29,17.73,1,Attitude,Attitude of support person,74,San Diego,2325,Month-to-Month,United States,8155-IBNHG,Churned,0,0,Female,1,Fiber Optic,"32.747484, -117.166877",32.747484,-117.166877,1,75.4,1,0,1,,0,0,1,1,Credit Card,1,30202,0,Q3,1,3,0,California,0,0,0,24,1747.85,0,425.52,0,2173.37,0,1,92103
-40,0,44.68,0,,,36,San Diego,3753,Two Year,United States,8450-LUGUK,Stayed,1,0,Female,0,,"32.747484, -117.166877",32.747484,-117.166877,1,24.1,1,1,5,,0,0,1,1,Bank Withdrawal,1,30202,0,Q3,1,4,0,California,0,0,0,37,861.85,0,1653.16,0,2515.01,0,0,92103
-64,0,10.94,0,,,55,San Diego,5974,Two Year,United States,0704-VCUMB,Stayed,0,0,Female,0,,"32.747484, -117.166877",32.747484,-117.166877,1,20.25,0,0,1,,0,0,0,1,Credit Card,1,30202,0,Q3,1,3,0,California,0,0,0,61,1278.8,0,667.34,5.15,1940.99,0,0,92103
-49,28,32.02,1,Other,Moved,65,Beaumont,2517,One Year,United States,4174-LPGTI,Churned,0,0,Female,1,DSL,"33.946982, -116.977672",33.946982,-116.977672,1,66.5,0,0,1,,1,0,1,1,Bank Withdrawal,1,17721,1,Q3,1,3,0,California,1,1,0,41,2728.6,0,1312.82,0,4041.42,0,1,92223
-50,16,44.92,0,,,63,Beaumont,4751,Month-to-Month,United States,8782-LKFPK,Stayed,0,1,Male,1,Fiber Optic,"33.946982, -116.977672",33.946982,-116.977672,0,90.4,1,0,0,,0,0,1,0,Credit Card,1,17721,0,Q3,0,4,0,California,1,1,0,44,4063,0,1976.48,0,6039.48,0,1,92223
-30,30,28.58,0,,,23,Beaumont,5007,Two Year,United States,7398-HPYZQ,Stayed,0,1,Male,1,Cable,"33.946982, -116.977672",33.946982,-116.977672,1,90.55,1,0,2,Offer A,1,1,0,1,Bank Withdrawal,1,17721,1,Q3,1,4,0,California,1,1,1,71,6404,0,2029.18,0,8433.18,0,1,92223
-23,73,24.28,0,,,22,Beaumont,2301,Month-to-Month,United States,7159-FVYPK,Joined,1,1,Female,1,DSL,"33.946982, -116.977672",33.946982,-116.977672,1,69.15,1,3,3,,1,0,1,1,Bank Withdrawal,1,17721,0,Q3,1,3,0,California,0,0,1,3,235,0,72.84,0,307.84,1,0,92223
-20,52,4.76,0,,,26,Beaumont,4633,Two Year,United States,6283-GITPX,Stayed,1,1,Male,1,DSL,"33.946982, -116.977672",33.946982,-116.977672,0,76.9,0,3,0,Offer A,1,1,1,0,Credit Card,1,17721,1,Q3,0,3,0,California,0,0,1,71,5522.7,0,337.96,0,5860.66,1,1,92223
-63,16,46.57,1,Other,Moved,73,Calipatria,5585,Month-to-Month,United States,6304-IJFSQ,Churned,0,0,Male,1,Cable,"33.143826, -115.497485",33.143826,-115.497485,0,49.9,0,0,0,,1,0,1,0,Credit Card,1,7857,0,Q3,0,3,0,California,0,0,0,3,130.1,0,139.71,0,269.81,0,1,92233
-47,0,32.03,0,,,21,Calipatria,3245,Month-to-Month,United States,9967-ATRFS,Stayed,0,0,Female,0,,"33.143826, -115.497485",33.143826,-115.497485,0,19.9,0,0,0,,0,0,0,0,Credit Card,1,7857,0,Q3,0,5,0,California,0,0,0,19,367.55,0,608.57,0,976.12,0,0,92233
-30,42,23.92,0,,,33,Calipatria,4803,Two Year,United States,7519-JTWQH,Stayed,0,1,Female,1,Fiber Optic,"33.143826, -115.497485",33.143826,-115.497485,0,110.5,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,7857,1,Q3,0,4,0,California,1,1,1,69,7455.45,0,1650.48,0,9105.93,0,1,92233
-25,82,48.49,0,,,54,Calipatria,4444,Month-to-Month,United States,4821-SJHJV,Stayed,1,0,Female,1,Fiber Optic,"33.143826, -115.497485",33.143826,-115.497485,1,89.6,1,3,6,,0,1,0,1,Bank Withdrawal,1,7857,0,Q3,1,4,0,California,0,0,1,32,2901.8,0,1551.68,0,4453.48,1,1,92233
-24,27,37.97,0,,,51,Calipatria,6082,Two Year,United States,5375-XLDOF,Stayed,1,1,Male,1,Fiber Optic,"33.143826, -115.497485",33.143826,-115.497485,1,114.35,1,3,7,Offer A,1,1,1,1,Bank Withdrawal,1,7857,1,Q3,1,4,0,California,1,1,1,69,7665.8,10,2619.93,0,10295.73,1,0,92233
-28,59,18.03,1,Competitor,Competitor had better devices,90,Imperial,5730,Month-to-Month,United States,5482-NUPNA,Churned,0,0,Female,1,Cable,"32.858595, -115.662709",32.858595,-115.662709,0,60.4,0,0,0,,1,1,1,0,Credit Card,1,14546,1,Q3,0,1,0,California,0,0,0,4,272.15,0,72.12,0,344.27,1,1,92251
-49,14,44.79,0,,,77,Imperial,5160,One Year,United States,3067-SVMTC,Stayed,0,0,Female,1,Cable,"32.858595, -115.662709",32.858595,-115.662709,1,55.9,0,0,9,,0,1,0,1,Bank Withdrawal,1,14546,1,Q3,1,3,0,California,0,0,0,68,3848.8,20,3045.72,0,6914.52,0,0,92251
-30,73,5.97,0,,,33,Imperial,5093,Month-to-Month,United States,1216-BGTSP,Stayed,0,1,Male,1,Fiber Optic,"32.858595, -115.662709",32.858595,-115.662709,0,108.45,1,0,0,,0,1,1,0,Credit Card,1,14546,1,Q3,0,3,0,California,1,1,1,45,4964.7,0,268.65,0,5233.35,0,1,92251
-49,0,28.19,0,,,54,Imperial,6058,Two Year,United States,9537-JALFH,Stayed,1,0,Male,0,,"32.858595, -115.662709",32.858595,-115.662709,1,19.9,0,2,10,Offer A,0,0,0,1,Bank Withdrawal,1,14546,0,Q3,1,3,0,California,0,0,0,69,1356.7,0,1945.11,0,3301.81,0,0,92251
-64,26,37.68,1,Competitor,Competitor had better devices,82,Ocotillo,3463,Month-to-Month,United States,1122-JWTJW,Churned,1,0,Male,1,Fiber Optic,"32.698964, -115.886656",32.698964,-115.886656,1,70.65,0,2,1,,0,0,1,1,Credit Card,1,471,0,Q3,1,1,0,California,0,0,0,1,70.65,0,37.68,0,108.33,0,1,92259
-51,0,20.77,0,,,61,Ocotillo,6141,Two Year,United States,7996-MHXLW,Stayed,0,0,Female,0,,"32.698964, -115.886656",32.698964,-115.886656,0,25.15,1,0,0,Offer A,0,0,1,0,Credit Card,1,471,0,Q3,0,5,0,California,0,0,0,66,1683.6,0,1370.82,0,3054.42,0,0,92259
-32,12,49.4,0,,,39,Ocotillo,4665,Two Year,United States,7306-YDSOI,Stayed,1,1,Male,1,DSL,"32.698964, -115.886656",32.698964,-115.886656,1,59.75,0,1,4,Offer A,1,1,1,1,Bank Withdrawal,1,471,0,Q3,1,3,0,California,0,0,0,69,4069.9,0,3408.6,0,7478.5,0,1,92259
-58,16,8.39,0,,,80,Ocotillo,5979,Two Year,United States,8232-CTLKO,Stayed,1,0,Female,1,DSL,"32.698964, -115.886656",32.698964,-115.886656,1,59.75,0,2,9,Offer A,0,1,1,1,Bank Withdrawal,1,471,0,Q3,1,3,0,California,0,0,1,66,3996.8,0,553.74,0,4550.54,0,1,92259
-44,23,9.6,1,Competitor,Competitor offered higher download speeds,69,Palm Springs,4581,One Year,United States,1699-HPSBG,Churned,0,0,Male,1,Cable,"33.745746, -116.514215",33.745746,-116.514215,0,59.8,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,18884,1,Q3,0,3,0,California,0,0,1,12,727.8,0,115.2,0,843,0,1,92264
-21,52,1.51,0,,,28,Palm Springs,4899,Month-to-Month,United States,5973-EJGDP,Stayed,0,1,Male,1,Fiber Optic,"33.745746, -116.514215",33.745746,-116.514215,0,87.35,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,18884,1,Q3,0,5,0,California,0,0,0,51,4473,0,77.01,0,4550.01,1,0,92264
-26,76,23.54,0,,,78,Palm Springs,3818,Month-to-Month,United States,5153-RTHKF,Stayed,0,0,Female,1,Fiber Optic,"33.745746, -116.514215",33.745746,-116.514215,0,85.35,1,0,0,,0,0,0,0,Bank Withdrawal,1,18884,0,Q3,0,5,0,California,0,0,1,34,2896.6,0,800.36,0,3696.96,1,0,92264
-34,25,10.06,0,,,66,Palm Springs,4825,Month-to-Month,United States,0655-YDGFJ,Stayed,0,1,Male,1,DSL,"33.745746, -116.514215",33.745746,-116.514215,0,48.95,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,18884,0,Q3,0,3,0,California,0,0,0,29,1323.7,0,291.74,0,1615.44,0,1,92264
-19,0,36.75,0,,,68,Palm Springs,2864,Month-to-Month,United States,9860-LISIZ,Stayed,0,0,Female,0,,"33.745746, -116.514215",33.745746,-116.514215,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,18884,0,Q3,0,5,0,California,0,0,0,34,673.2,0,1249.5,0,1922.7,1,0,92264
-42,8,0,0,,,51,Los Angeles,2013,Month-to-Month,United States,6713-OKOMC,Stayed,0,0,Female,1,DSL,"34.008293, -118.346766",34.008293,-118.346766,0,29.75,0,0,0,Offer D,0,1,0,0,Mailed Check,0,30852,0,Q3,0,3,0,California,0,0,0,10,301.9,0,0,0,301.9,0,1,90008
-35,10,11.12,0,,,61,Los Angeles,5540,Two Year,United States,3500-NSDOA,Stayed,0,0,Male,1,Cable,"34.008293, -118.346766",34.008293,-118.346766,1,70.8,1,0,1,,1,0,0,1,Credit Card,1,30852,1,Q3,1,4,0,California,1,1,0,68,4859.95,0,756.16,0,5616.11,0,1,90008
-62,23,0,0,,,26,Los Angeles,2469,Month-to-Month,United States,6137-MFAJN,Stayed,0,0,Female,1,Cable,"34.008293, -118.346766",34.008293,-118.346766,0,44.8,0,0,0,,1,1,1,0,Bank Withdrawal,0,30852,0,Q3,0,3,0,California,0,0,1,48,2104.55,0,0,0,2104.55,0,1,90008
-55,28,14.14,0,,,51,Los Angeles,4795,Two Year,United States,8313-AFGBW,Stayed,0,1,Male,1,DSL,"34.008293, -118.346766",34.008293,-118.346766,1,73.6,0,0,10,Offer B,1,0,0,1,Bank Withdrawal,1,30852,0,Q3,1,4,0,California,1,1,1,47,3522.65,0,664.58,0,4187.23,0,1,90008
-34,29,27.64,0,,,56,Los Angeles,4738,Month-to-Month,United States,8344-WFMFH,Stayed,1,0,Male,1,Cable,"34.008293, -118.346766",34.008293,-118.346766,0,50.1,0,2,0,Offer E,1,0,1,0,Bank Withdrawal,1,30852,0,Q3,0,4,0,California,0,0,0,9,484.05,0,248.76,0,732.81,0,1,90008
-30,73,6.49,0,,,57,Los Angeles,5982,Month-to-Month,United States,4183-MYFRB,Stayed,0,1,Female,1,Fiber Optic,"34.029043, -118.239504",34.029043,-118.239504,0,90.05,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,1,3012,0,Q3,0,3,0,California,1,1,0,21,1862.9,30,136.29,0,2029.19,0,0,90021
-40,19,39.45,0,,,80,Los Angeles,4663,One Year,United States,1442-OKRJE,Stayed,1,1,Male,1,Fiber Optic,"34.029043, -118.239504",34.029043,-118.239504,1,103.15,0,2,7,,1,1,1,1,Bank Withdrawal,1,3012,0,Q3,1,4,0,California,1,1,1,66,7031.3,0,2603.7,0,9635,0,1,90021
-27,0,26.09,0,,,54,Los Angeles,4476,Month-to-Month,United States,4203-QGNZA,Stayed,1,0,Female,0,,"34.029043, -118.239504",34.029043,-118.239504,0,20.25,0,3,0,,0,0,0,0,Credit Card,1,3012,0,Q3,0,5,0,California,0,0,0,28,535.35,0,730.52,0,1265.87,1,0,90021
-38,22,16.5,0,,,45,Los Angeles,4655,Two Year,United States,4822-LPTYJ,Stayed,0,1,Male,1,Fiber Optic,"34.029043, -118.239504",34.029043,-118.239504,1,103.75,1,0,8,,1,0,1,1,Bank Withdrawal,1,3012,0,Q3,1,4,0,California,1,1,1,72,7346.2,130,1188,0,8664.2,0,0,90021
-29,0,31.43,0,,,57,Los Angeles,5757,One Year,United States,1074-WVEVG,Stayed,0,0,Female,0,,"34.029043, -118.239504",34.029043,-118.239504,1,20.35,0,0,6,,0,0,0,1,Credit Card,1,3012,0,Q3,1,5,0,California,0,0,0,59,1267,0,1854.37,0,3121.37,1,0,90021
-46,13,40.21,0,,,66,Los Angeles,3213,One Year,United States,6827-IEAUQ,Stayed,0,1,Female,1,DSL,"34.051809, -118.383843",34.051809,-118.383843,1,66.15,0,0,5,,1,1,0,1,Credit Card,1,27799,1,Q3,1,3,0,California,0,0,0,27,1874.45,0,1085.67,0,2960.12,0,1,90035
-52,19,38.82,0,,,74,Los Angeles,5879,Month-to-Month,United States,4422-QVIJA,Stayed,1,0,Female,1,DSL,"34.051809, -118.383843",34.051809,-118.383843,0,50.15,1,1,0,,0,0,0,0,Mailed Check,1,27799,0,Q3,0,3,0,California,0,0,0,35,1655.35,130,1358.7,0,3144.05,0,0,90035
-62,0,3.18,0,,,36,Los Angeles,5153,Two Year,United States,8380-MQINP,Stayed,1,0,Female,0,,"34.051809, -118.383843",34.051809,-118.383843,1,20.3,0,1,3,,0,0,0,1,Credit Card,1,27799,0,Q3,1,5,0,California,0,0,0,55,1079.05,0,174.9,0,1253.95,0,0,90035
-42,0,1.75,0,,,39,Los Angeles,3656,One Year,United States,1439-LCGVL,Stayed,0,0,Female,0,,"34.051809, -118.383843",34.051809,-118.383843,1,19.2,0,0,10,Offer C,0,0,0,1,Credit Card,1,27799,0,Q3,1,3,0,California,0,0,0,26,459.6,0,45.5,0,505.1,0,0,90035
-42,19,0,0,,,45,Los Angeles,3240,One Year,United States,3315-IKYZQ,Stayed,1,1,Male,1,DSL,"34.051809, -118.383843",34.051809,-118.383843,1,50.8,0,1,2,Offer C,0,1,0,1,Credit Card,0,27799,1,Q3,1,4,0,California,0,0,1,28,1386.8,0,0,0,1386.8,0,1,90035
-36,17,12.82,0,,,70,Los Angeles,4595,Two Year,United States,4671-VJLCL,Stayed,0,1,Female,1,DSL,"34.108455, -118.362081",34.108455,-118.362081,0,79.85,1,0,0,Offer B,1,1,1,0,Credit Card,1,49839,1,Q3,0,3,0,California,0,0,1,63,4861.45,0,807.66,0,5669.11,0,1,90046
-49,28,48.45,0,,,77,Los Angeles,5276,One Year,United States,4906-ZHGPK,Stayed,0,0,Male,1,DSL,"34.108455, -118.362081",34.108455,-118.362081,1,70.7,1,0,3,,1,0,1,1,Bank Withdrawal,1,49839,1,Q3,1,3,0,California,0,0,1,54,3770,0,2616.3,0,6386.3,0,1,90046
-32,0,18.91,0,,,46,Los Angeles,4076,Two Year,United States,6923-AQONU,Stayed,1,0,Male,0,,"34.108455, -118.362081",34.108455,-118.362081,1,20.9,0,1,1,Offer D,0,0,0,1,Credit Card,1,49839,0,Q3,1,3,0,California,0,0,0,23,454,0,434.93,0,888.93,0,0,90046
-44,0,7.14,0,,,43,Los Angeles,5293,Two Year,United States,1699-TLDLZ,Stayed,1,0,Female,0,,"34.108455, -118.362081",34.108455,-118.362081,1,19.7,0,2,10,Offer D,0,0,0,1,Credit Card,1,49839,0,Q3,1,3,0,California,0,0,0,16,301.55,0,114.24,0,415.79,0,0,90046
-48,2,13.74,0,,,65,Los Angeles,3152,Month-to-Month,United States,2038-YSEZE,Stayed,0,0,Female,1,DSL,"34.108455, -118.362081",34.108455,-118.362081,0,67.45,1,0,0,Offer C,1,1,0,0,Credit Card,1,49839,1,Q3,0,3,0,California,0,0,0,29,1801.1,0,398.46,0,2199.56,0,1,90046
-36,17,0,0,,,29,Bell,6091,Two Year,United States,0526-SXDJP,Stayed,0,1,Male,1,Cable,"33.970343, -118.171368",33.970343,-118.171368,1,42.1,0,0,7,Offer A,1,1,0,1,Bank Withdrawal,0,105285,0,Q3,1,4,0,California,0,0,0,72,2962,0,0,0,2962,0,1,90201
-40,29,20.29,0,,,33,Bell,5395,One Year,United States,8932-CZHRQ,Stayed,0,1,Male,1,DSL,"33.970343, -118.171368",33.970343,-118.171368,0,76.75,1,0,0,Offer A,1,1,0,0,Credit Card,1,105285,0,Q3,0,4,0,California,1,1,0,68,5233.25,0,1379.72,0,6612.97,0,1,90201
-27,52,36.69,0,,,46,Bell,2510,One Year,United States,1855-AGAWH,Stayed,0,1,Male,1,Fiber Optic,"33.970343, -118.171368",33.970343,-118.171368,1,93.8,0,0,2,,0,0,1,1,Bank Withdrawal,1,105285,0,Q3,1,4,0,California,1,1,1,31,2939.8,0,1137.39,0,4077.19,1,1,90201
-53,0,48.04,0,,,33,Bell,5451,Two Year,United States,6928-ONTRW,Stayed,1,0,Female,0,,"33.970343, -118.171368",33.970343,-118.171368,1,19.7,0,1,9,,0,0,0,1,Credit Card,1,105285,0,Q3,1,3,0,California,0,0,0,72,1379.8,0,3458.88,0,4838.68,0,0,90201
-25,59,5.59,0,,,44,Bell,2342,Two Year,United States,4075-WKNIU,Stayed,1,1,Female,1,DSL,"33.970343, -118.171368",33.970343,-118.171368,1,73.35,1,3,6,Offer E,1,0,0,1,Credit Card,1,105285,1,Q3,1,4,0,California,0,0,1,10,733.5,0,55.9,0,789.4,1,1,90201
-32,30,39.52,0,,,61,Compton,3817,One Year,United States,8627-ZYGSZ,Stayed,0,0,Male,1,Fiber Optic,"33.88151, -118.234451",33.88151,-118.234451,1,78.9,1,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,47305,0,Q3,1,5,0,California,0,0,0,47,3650.35,0,1857.44,0,5507.79,0,1,90220
-38,0,25.62,0,,,70,Compton,2093,One Year,United States,7279-NMVJC,Stayed,0,0,Female,0,,"33.88151, -118.234451",33.88151,-118.234451,0,19.9,0,0,0,,0,0,0,0,Bank Withdrawal,1,47305,0,Q3,0,4,0,California,0,0,0,17,323.15,0,435.54,0,758.69,0,0,90220
-40,25,0,0,,,54,Compton,4116,Month-to-Month,United States,5307-UVGNB,Stayed,1,1,Female,1,Cable,"33.88151, -118.234451",33.88151,-118.234451,1,48.7,0,3,5,,1,1,1,1,Bank Withdrawal,0,47305,0,Q3,1,4,0,California,1,1,0,53,2495.2,0,0,0,2495.2,0,1,90220
-36,57,28.47,0,,,61,Compton,5737,Two Year,United States,2599-CIPQE,Stayed,1,1,Male,1,Fiber Optic,"33.88151, -118.234451",33.88151,-118.234451,1,109.3,0,3,4,,1,1,0,1,Credit Card,1,47305,1,Q3,1,3,0,California,1,1,1,71,7782.85,70,2021.37,0,9874.22,0,0,90220
-54,0,1.41,0,,,33,Compton,5508,Month-to-Month,United States,6258-NGCNG,Stayed,0,0,Male,0,,"33.88151, -118.234451",33.88151,-118.234451,0,23.5,1,0,0,Offer E,0,0,0,0,Credit Card,1,47305,0,Q3,0,4,0,California,0,0,0,7,173,0,9.87,0,182.87,0,0,90220
-62,18,38.78,0,,,43,Gardena,5614,Month-to-Month,United States,5590-ZSKRV,Stayed,1,0,Female,1,DSL,"33.90139, -118.315697",33.90139,-118.315697,1,54.65,0,1,1,Offer E,1,1,0,1,Credit Card,1,26442,0,Q3,1,3,0,California,0,0,0,8,482.25,0,310.24,0,792.49,0,1,90249
-30,48,13.8,0,,,67,Gardena,5519,One Year,United States,8226-BXGES,Stayed,0,1,Male,1,Fiber Optic,"33.90139, -118.315697",33.90139,-118.315697,1,89.45,1,0,5,Offer B,1,1,0,1,Bank Withdrawal,1,26442,0,Q3,1,3,0,California,0,0,0,64,5692.65,0,883.2,0,6575.85,0,1,90249
-57,5,38.21,0,,,48,Gardena,5556,One Year,United States,8879-ZKJOF,Stayed,0,1,Female,1,DSL,"33.90139, -118.315697",33.90139,-118.315697,0,79.85,0,0,0,,0,1,1,0,Bank Withdrawal,1,26442,1,Q3,0,4,0,California,1,1,1,41,3320.75,0,1566.61,0,4887.36,0,1,90249
-43,0,23.97,0,,,25,Gardena,2742,Month-to-Month,United States,7298-IZWLY,Joined,0,0,Female,0,,"33.90139, -118.315697",33.90139,-118.315697,0,19.4,0,0,0,,0,0,1,0,Credit Card,1,26442,0,Q3,0,4,0,California,0,0,0,1,19.4,0,23.97,0,43.37,0,0,90249
-42,22,6.49,0,,,44,Gardena,2036,Month-to-Month,United States,7605-SNLQG,Stayed,0,1,Female,1,DSL,"33.90139, -118.315697",33.90139,-118.315697,1,50.25,0,0,6,Offer B,0,0,1,1,Credit Card,1,26442,0,Q3,1,4,0,California,0,0,0,45,2221.55,0,292.05,0,2513.6,0,1,90249
-30,69,4.81,0,,,69,Manhattan Beach,3540,Month-to-Month,United States,4445-ZJNMU,Stayed,0,0,Male,1,Fiber Optic,"33.889632, -118.39737",33.889632,-118.39737,0,99.3,1,0,0,Offer E,1,0,1,0,Credit Card,1,33758,0,Q3,0,3,0,California,1,1,1,9,918.75,0,43.29,0,962.04,0,1,90266
-61,24,31.43,0,,,58,Manhattan Beach,5014,Month-to-Month,United States,8887-IPQNC,Stayed,0,0,Female,1,DSL,"33.889632, -118.39737",33.889632,-118.39737,1,44.25,0,0,4,,0,0,1,1,Credit Card,1,33758,0,Q3,1,5,0,California,0,0,0,7,313.45,0,220.01,0,533.46,0,0,90266
-31,14,36.12,0,,,61,Manhattan Beach,3530,Month-to-Month,United States,9617-INGJY,Joined,0,0,Male,1,Fiber Optic,"33.889632, -118.39737",33.889632,-118.39737,0,70.6,0,0,0,,0,0,1,0,Credit Card,1,33758,0,Q3,0,3,0,California,0,0,0,1,70.6,0,36.12,0,106.72,0,1,90266
-27,0,46.47,0,,,40,Manhattan Beach,4147,One Year,United States,4092-OFQZS,Stayed,0,0,Male,0,,"33.889632, -118.39737",33.889632,-118.39737,1,20.65,0,0,8,Offer D,0,0,0,1,Credit Card,1,33758,0,Q3,1,3,0,California,0,0,0,20,417.5,0,929.4,0,1346.9,1,0,90266
-20,59,0,0,,,46,Manhattan Beach,4284,Month-to-Month,United States,7895-VONWT,Stayed,0,1,Female,1,Cable,"33.889632, -118.39737",33.889632,-118.39737,0,48.25,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,0,33758,0,Q3,0,5,0,California,1,1,1,25,1293.8,0,0,0,1293.8,1,1,90266
-51,30,24.53,0,,,39,Maywood,5255,One Year,United States,4808-YNLEU,Stayed,0,0,Female,1,DSL,"33.988572, -118.186565",33.988572,-118.186565,1,62.15,0,0,1,Offer C,0,1,1,1,Bank Withdrawal,1,28094,0,Q3,1,4,0,California,0,0,1,35,2215.45,0,858.55,0,3074,0,1,90270
-43,20,11.72,0,,,38,Maywood,4958,One Year,United States,8646-JCOMS,Stayed,0,1,Female,1,Fiber Optic,"33.988572, -118.186565",33.988572,-118.186565,1,90.55,1,0,6,Offer A,1,0,1,1,Bank Withdrawal,1,28094,1,Q3,1,5,0,California,0,0,0,66,6130.95,0,773.52,0,6904.47,0,1,90270
-29,0,48.87,0,,,65,Maywood,4838,One Year,United States,0621-TSSMU,Stayed,0,0,Male,0,,"33.988572, -118.186565",33.988572,-118.186565,1,19.95,0,0,0,,0,0,0,1,Credit Card,1,28094,0,Q3,0,5,0,California,0,0,0,56,1126.75,0,2736.72,0,3863.47,1,0,90270
-33,0,13.13,0,,,27,Maywood,4464,One Year,United States,1561-BWHIN,Stayed,1,0,Male,0,,"33.988572, -118.186565",33.988572,-118.186565,1,19.8,0,1,1,Offer D,0,0,0,1,Credit Card,1,28094,0,Q3,1,5,0,California,0,0,0,19,344.5,0,249.47,0,593.97,0,0,90270
-32,14,37.28,0,,,64,Maywood,4457,Two Year,United States,4526-RMTLL,Stayed,1,0,Male,1,DSL,"33.988572, -118.186565",33.988572,-118.186565,1,76.15,1,1,0,Offer E,1,1,1,1,Credit Card,1,28094,1,Q3,0,4,0,California,1,1,0,8,645.8,0,298.24,0,944.04,0,1,90270
-56,0,30.47,0,,,80,Palos Verdes Peninsula,5480,Two Year,United States,2796-NNUFI,Stayed,0,0,Female,0,,"33.788208, -118.404955",33.788208,-118.404955,1,19.95,0,0,1,,0,0,1,1,Credit Card,1,24979,0,Q3,1,5,0,California,0,0,0,46,927.1,0,1401.62,0,2328.72,0,0,90274
-61,0,1.89,0,,,72,Palos Verdes Peninsula,5918,Month-to-Month,United States,1222-KJNZD,Stayed,1,0,Male,0,,"33.788208, -118.404955",33.788208,-118.404955,1,20.4,0,1,2,Offer B,0,0,1,1,Bank Withdrawal,1,24979,0,Q3,1,3,0,California,0,0,0,40,745.3,0,75.6,0,820.9,0,0,90274
-44,25,22.65,0,,,44,Palos Verdes Peninsula,5040,One Year,United States,7636-PEPNS,Stayed,1,0,Female,1,Cable,"33.788208, -118.404955",33.788208,-118.404955,1,44.1,0,3,7,,0,0,1,1,Credit Card,1,24979,0,Q3,1,4,0,California,0,0,0,58,2413.05,150,1313.7,0,3876.75,0,0,90274
-53,3,49.66,0,,,68,Palos Verdes Peninsula,2429,Month-to-Month,United States,9927-DSWDF,Stayed,0,0,Male,1,Fiber Optic,"33.788208, -118.404955",33.788208,-118.404955,1,104.6,0,0,1,Offer D,1,1,1,1,Bank Withdrawal,1,24979,1,Q3,1,3,0,California,1,1,1,22,2180.55,0,1092.52,0,3273.07,0,1,90274
-40,20,39.13,0,,,56,Palos Verdes Peninsula,3787,Month-to-Month,United States,4566-NECEV,Stayed,0,1,Male,1,Fiber Optic,"33.788208, -118.404955",33.788208,-118.404955,0,96.55,1,0,0,,1,0,0,0,Bank Withdrawal,1,24979,0,Q3,0,3,0,California,1,1,0,5,500.1,0,195.65,0,695.75,0,1,90274
-47,22,0,0,,,62,Rancho Palos Verdes,3664,Month-to-Month,United States,3016-KSVCP,Stayed,0,0,Male,1,DSL,"33.753146, -118.367459",33.753146,-118.367459,1,33.75,0,0,4,Offer C,0,0,0,1,Credit Card,0,41263,0,Q3,1,3,0,California,0,0,1,29,1009.25,0,0,0,1009.25,0,1,90275
-24,48,25.71,0,,,39,Rancho Palos Verdes,3360,Month-to-Month,United States,0106-GHRQR,Stayed,0,1,Male,1,DSL,"33.753146, -118.367459",33.753146,-118.367459,0,71.4,1,0,0,,1,0,1,0,Bank Withdrawal,1,41263,0,Q3,0,5,0,California,1,1,0,16,1212.1,0,411.36,0,1623.46,1,1,90275
-54,28,34.62,0,,,40,Rancho Palos Verdes,4697,Two Year,United States,4683-WYDOU,Stayed,0,1,Male,1,Fiber Optic,"33.753146, -118.367459",33.753146,-118.367459,1,107.6,1,0,8,,0,0,1,1,Bank Withdrawal,1,41263,1,Q3,1,4,0,California,1,1,1,62,6912.7,0,2146.44,0,9059.14,0,1,90275
-63,6,13.14,0,,,31,Rancho Palos Verdes,3999,Month-to-Month,United States,9500-LTVBP,Stayed,0,0,Female,1,Fiber Optic,"33.753146, -118.367459",33.753146,-118.367459,0,80.05,1,0,0,Offer C,0,0,0,0,Credit Card,1,41263,1,Q3,0,5,0,California,0,0,0,35,2835.9,0,459.9,0,3295.8,0,1,90275
-59,18,6.74,0,,,78,Rancho Palos Verdes,2655,One Year,United States,8080-POTJR,Stayed,0,1,Female,1,DSL,"33.753146, -118.367459",33.753146,-118.367459,0,79.3,1,0,0,Offer C,0,1,1,0,Credit Card,1,41263,0,Q3,0,3,0,California,1,1,1,30,2427.1,0,202.2,0,2629.3,0,1,90275
-50,26,4.85,0,,,26,Playa Del Rey,4117,One Year,United States,9803-FTJCG,Stayed,0,0,Male,1,DSL,"33.947305, -118.439841",33.947305,-118.439841,1,66.85,1,0,1,Offer A,1,1,1,1,Credit Card,1,11264,1,Q3,1,4,0,California,0,0,0,71,4748.7,0,344.35,0,5093.05,0,1,90293
-58,0,32.72,0,,,40,Playa Del Rey,4212,Two Year,United States,8540-ZQGEA,Stayed,0,0,Female,0,,"33.947305, -118.439841",33.947305,-118.439841,1,20.05,0,0,1,Offer B,0,0,0,1,Credit Card,1,11264,0,Q3,1,5,0,California,0,0,0,54,1102.4,0,1766.88,0,2869.28,0,0,90293
-19,73,2.26,0,,,72,Playa Del Rey,4612,Month-to-Month,United States,5950-AAAGJ,Stayed,0,0,Male,1,Fiber Optic,"33.947305, -118.439841",33.947305,-118.439841,0,84.3,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,11264,0,Q3,0,3,0,California,0,0,1,18,1537.9,0,40.68,0,1578.58,1,1,90293
-58,28,34.07,0,,,75,Playa Del Rey,4403,Month-to-Month,United States,3255-GRXMG,Stayed,1,0,Male,1,DSL,"33.947305, -118.439841",33.947305,-118.439841,0,45.65,0,2,0,Offer D,0,0,1,0,Credit Card,1,11264,0,Q3,0,5,0,California,0,0,0,18,747.2,40,613.26,0,1400.46,0,0,90293
-63,19,35.23,0,,,51,Playa Del Rey,5096,One Year,United States,9912-OMZDS,Stayed,1,1,Female,1,Fiber Optic,"33.947305, -118.439841",33.947305,-118.439841,1,106.15,1,1,1,Offer B,1,0,1,1,Bank Withdrawal,1,11264,0,Q3,1,5,0,California,1,1,1,59,6256.2,0,2078.57,0,8334.77,0,1,90293
-34,21,3.95,0,,,63,Santa Monica,4741,One Year,United States,7123-WQUHX,Stayed,0,1,Male,1,Fiber Optic,"34.015481, -118.493231",34.015481,-118.493231,0,95,1,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,5221,1,Q3,0,5,0,California,0,0,1,38,3605.6,0,150.1,0,3755.7,0,1,90401
-56,30,38.33,0,,,77,Santa Monica,5974,One Year,United States,3658-QQJYD,Stayed,0,0,Male,1,Cable,"34.015481, -118.493231",34.015481,-118.493231,0,74.3,0,0,0,Offer B,1,1,1,0,Credit Card,1,5221,0,Q3,0,4,0,California,1,1,1,62,4698.05,0,2376.46,0,7074.51,0,1,90401
-23,0,31.79,0,,,69,Santa Monica,5772,One Year,United States,6447-EGDIV,Stayed,0,0,Female,0,,"34.015481, -118.493231",34.015481,-118.493231,0,20.95,0,0,0,,0,0,0,0,Mailed Check,1,5221,0,Q3,0,4,0,California,0,0,0,31,683.25,0,985.49,0,1668.74,1,0,90401
-37,13,10.74,0,,,71,Santa Monica,4864,Month-to-Month,United States,1376-HHBDV,Stayed,0,0,Female,1,DSL,"34.015481, -118.493231",34.015481,-118.493231,0,48.8,0,0,0,Offer C,0,1,1,0,Credit Card,1,5221,0,Q3,0,3,0,California,0,0,0,30,1536.75,0,322.2,0,1858.95,0,1,90401
-19,27,44.66,0,,,50,Santa Monica,3442,One Year,United States,4342-HFXWS,Stayed,1,1,Female,1,DSL,"34.015481, -118.493231",34.015481,-118.493231,1,69.7,0,1,6,Offer B,0,1,0,1,Bank Withdrawal,1,5221,1,Q3,1,3,0,California,0,0,1,48,3023.65,0,2143.68,0,5167.33,1,1,90401
-36,12,26.55,0,,,65,Whittier,3826,Month-to-Month,United States,5712-AHQNN,Stayed,0,1,Female,1,Fiber Optic,"34.007353, -118.033683",34.007353,-118.033683,0,91.65,0,0,0,,1,0,1,0,Bank Withdrawal,1,32050,0,Q3,0,5,0,California,0,0,1,43,3954.1,0,1141.65,0,5095.75,0,1,90601
-35,21,12.15,0,,,62,Whittier,5113,Two Year,United States,3902-MIVLE,Stayed,0,1,Male,1,DSL,"34.007353, -118.033683",34.007353,-118.033683,1,75.7,1,0,3,Offer B,0,1,0,1,Credit Card,1,32050,1,Q3,1,3,0,California,1,1,0,63,4676.7,0,765.45,0,5442.15,0,1,90601
-41,29,27.07,0,,,36,Whittier,5796,Month-to-Month,United States,0603-OLQDC,Stayed,1,0,Male,1,Cable,"34.007353, -118.033683",34.007353,-118.033683,0,69.85,0,1,0,Offer D,0,1,1,0,Mailed Check,1,32050,0,Q3,0,3,0,California,1,1,1,12,837.5,0,324.84,0,1162.34,0,1,90601
-44,0,14.91,0,,,53,Whittier,4030,Two Year,United States,6892-BOGQE,Stayed,0,0,Female,0,,"34.007353, -118.033683",34.007353,-118.033683,1,20.9,0,0,0,Offer A,0,0,1,1,Bank Withdrawal,1,32050,0,Q3,0,4,0,California,0,0,0,71,1493.2,0,1058.61,0,2551.81,0,0,90601
-63,24,38.83,0,,,48,Whittier,5568,Two Year,United States,9530-GRMJG,Stayed,1,1,Male,1,DSL,"34.007353, -118.033683",34.007353,-118.033683,1,84.1,1,3,4,,1,0,1,1,Bank Withdrawal,1,32050,1,Q3,1,4,0,California,1,1,1,70,5979.7,0,2718.1,0,8697.8,0,1,90601
-38,12,33.3,0,,,22,Whittier,4648,Month-to-Month,United States,3071-VBYPO,Joined,1,0,Male,1,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,1,89.85,0,2,1,Offer E,1,1,0,1,Bank Withdrawal,1,37887,0,Q3,1,3,0,California,0,0,1,3,248.4,0,99.9,0,348.3,0,1,90604
-57,9,9.44,0,,,24,Whittier,4144,Two Year,United States,3669-WHAFY,Stayed,0,1,Female,1,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,1,115.15,1,0,7,Offer A,1,1,1,1,Credit Card,1,37887,1,Q3,1,3,0,California,1,1,1,71,8078.1,0,670.24,0,8748.34,0,1,90604
-56,56,20.32,0,,,30,Whittier,5817,Two Year,United States,1063-DHQJF,Stayed,1,0,Male,1,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,1,92.15,0,3,2,Offer A,1,0,1,1,Mailed Check,1,37887,1,Q3,1,3,0,California,0,0,1,69,6480.9,0,1402.08,0,7882.98,0,1,90604
-32,9,38.89,0,,,70,Whittier,3514,Month-to-Month,United States,1746-TGTWV,Joined,0,1,Male,1,Fiber Optic,"33.929704, -118.01208",33.929704,-118.01208,1,75.35,0,0,1,Offer E,0,0,0,1,Credit Card,1,37887,0,Q3,1,5,0,California,0,0,0,1,75.35,0,38.89,0,114.24,0,1,90604
-61,0,30.25,0,,,38,Whittier,2942,Two Year,United States,2068-WWXQZ,Stayed,0,0,Male,0,,"33.929704, -118.01208",33.929704,-118.01208,0,20.05,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,37887,0,Q3,0,5,0,California,0,0,0,46,902,0,1391.5,0,2293.5,0,0,90604
-31,0,7.72,0,,,47,Cypress,5346,Month-to-Month,United States,2928-HLDBA,Stayed,0,0,Female,0,,"33.818477, -118.038307",33.818477,-118.038307,0,20.7,0,0,0,Offer E,0,0,0,0,Credit Card,1,47344,0,Q3,0,5,0,California,0,0,0,6,112.75,0,46.32,0,159.07,0,0,90630
-51,0,46.61,0,,,27,Cypress,6303,Two Year,United States,2007-QVGAW,Stayed,1,0,Female,0,,"33.818477, -118.038307",33.818477,-118.038307,1,19.35,0,1,10,Offer A,0,0,1,1,Bank Withdrawal,1,47344,0,Q3,1,4,0,California,0,0,0,68,1292.65,0,3169.48,0,4462.13,0,0,90630
-56,24,12.94,0,,,54,Cypress,5195,One Year,United States,0369-ZGOVK,Stayed,1,0,Female,1,Fiber Optic,"33.818477, -118.038307",33.818477,-118.038307,1,70.4,0,2,6,Offer C,0,0,1,1,Bank Withdrawal,1,47344,0,Q3,1,3,0,California,0,0,0,28,1992.2,0,362.32,0,2354.52,0,1,90630
-38,0,35.26,0,,,60,Cypress,3973,Two Year,United States,8314-HTWVE,Stayed,1,0,Female,0,,"33.818477, -118.038307",33.818477,-118.038307,1,19.85,0,1,2,Offer E,0,0,0,1,Credit Card,1,47344,0,Q3,1,3,0,California,0,0,0,7,144.15,0,246.82,0,390.97,0,0,90630
-45,25,34.13,0,,,27,Cypress,4499,Two Year,United States,2256-YLYLP,Stayed,1,1,Male,1,DSL,"33.818477, -118.038307",33.818477,-118.038307,1,72.95,0,1,4,,0,0,1,1,Bank Withdrawal,1,47344,1,Q3,1,4,0,California,1,1,1,68,4953.25,0,2320.84,0,7274.09,0,1,90630
-59,18,47.64,0,,,32,Norwalk,5087,Two Year,United States,4622-YNKIJ,Stayed,0,0,Male,1,Fiber Optic,"33.905963, -118.08263",33.905963,-118.08263,0,88.95,0,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,103214,1,Q3,0,3,0,California,0,0,1,33,3027.65,0,1572.12,0,4599.77,0,1,90650
-37,11,3.25,0,,,26,Norwalk,2885,Month-to-Month,United States,2155-AMQRX,Stayed,0,0,Female,1,Cable,"33.905963, -118.08263",33.905963,-118.08263,0,54.9,1,0,0,,0,0,1,0,Credit Card,1,103214,1,Q3,0,3,0,California,0,0,0,28,1505.15,0,91,0,1596.15,0,1,90650
-49,0,30.31,0,,,29,Norwalk,4670,One Year,United States,7872-BAAZR,Stayed,1,0,Female,0,,"33.905963, -118.08263",33.905963,-118.08263,1,19.55,0,1,10,Offer B,0,0,0,1,Bank Withdrawal,1,103214,0,Q3,1,5,0,California,0,0,0,53,1007.9,0,1606.43,0,2614.33,0,0,90650
-61,16,31.69,0,,,27,Norwalk,4590,Two Year,United States,5707-ZMDJP,Stayed,1,0,Male,1,DSL,"33.905963, -118.08263",33.905963,-118.08263,1,69.7,0,2,3,,1,1,1,1,Credit Card,1,103214,1,Q3,1,4,0,California,0,0,1,53,3729.6,0,1679.57,0,5409.17,0,1,90650
-59,9,18.51,0,,,77,Norwalk,5578,Month-to-Month,United States,4011-ARPHK,Stayed,0,0,Male,1,DSL,"33.905963, -118.08263",33.905963,-118.08263,0,50.35,0,0,0,,0,1,0,0,Credit Card,1,103214,0,Q3,0,3,0,California,0,0,0,27,1411.35,150,499.77,0,2061.12,0,0,90650
-37,22,24.04,0,,,29,Lakewood,2221,Month-to-Month,United States,7850-VWJUU,Stayed,0,0,Female,1,Fiber Optic,"33.841027, -118.078097",33.841027,-118.078097,0,75,0,0,0,,0,1,1,0,Bank Withdrawal,1,20890,0,Q3,0,4,0,California,0,0,0,23,1778.5,0,552.92,0,2331.42,0,1,90715
-54,0,23.28,0,,,77,Lakewood,6064,Two Year,United States,7416-CKTEP,Stayed,0,0,Female,0,,"33.841027, -118.078097",33.841027,-118.078097,1,19.6,0,0,10,Offer B,0,0,1,1,Bank Withdrawal,1,20890,0,Q3,1,4,0,California,0,0,0,57,1134.25,0,1326.96,0,2461.21,0,0,90715
-43,20,41.71,0,,,66,Lakewood,6009,Two Year,United States,3508-VLHCZ,Stayed,1,1,Female,1,Cable,"33.841027, -118.078097",33.841027,-118.078097,1,90.55,1,3,10,Offer A,1,1,1,1,Credit Card,1,20890,1,Q3,1,4,0,California,1,1,1,71,6239.05,0,2961.41,0,9200.46,0,1,90715
-30,0,5.84,0,,,75,Lakewood,4484,Month-to-Month,United States,5774-XZTQC,Stayed,1,0,Female,0,,"33.841027, -118.078097",33.841027,-118.078097,1,20.45,0,1,3,Offer E,0,0,0,1,Credit Card,1,20890,0,Q3,1,4,0,California,0,0,0,7,150.75,0,40.88,0,191.63,0,0,90715
-56,7,11.22,0,,,60,Lakewood,4941,One Year,United States,6500-JVEGC,Stayed,0,1,Male,1,Fiber Optic,"33.841027, -118.078097",33.841027,-118.078097,0,101.35,1,0,0,,1,1,0,0,Bank Withdrawal,1,20890,0,Q3,0,4,0,California,0,0,1,68,7110.75,0,762.96,0,7873.71,0,1,90715
-56,13,13.2,0,,,59,Surfside,5878,Two Year,United States,5716-EZXZN,Stayed,0,0,Female,1,Fiber Optic,"33.728273, -118.085304",33.728273,-118.085304,1,99.05,1,0,5,,1,1,1,1,Credit Card,1,174,1,Q3,1,3,0,California,0,0,1,65,6416.7,0,858,0,7274.7,0,1,90743
-35,0,9.27,0,,,78,Surfside,3986,Two Year,United States,0839-QNXME,Stayed,0,0,Female,0,,"33.728273, -118.085304",33.728273,-118.085304,0,19.4,0,0,0,,0,0,0,0,Credit Card,1,174,0,Q3,0,3,0,California,0,0,0,30,578.5,0,278.1,0,856.6,0,0,90743
-53,20,8.16,0,,,31,Surfside,4415,One Year,United States,5473-KHBPS,Stayed,1,1,Female,1,Fiber Optic,"33.728273, -118.085304",33.728273,-118.085304,1,95.7,1,3,8,Offer B,1,0,1,1,Credit Card,1,174,0,Q3,1,3,0,California,0,0,1,52,4976.15,0,424.32,0,5400.47,0,1,90743
-29,59,38.78,0,,,25,Surfside,2754,Month-to-Month,United States,6591-QGOYB,Stayed,0,1,Male,1,Fiber Optic,"33.728273, -118.085304",33.728273,-118.085304,0,106.65,1,0,0,,1,1,1,0,Bank Withdrawal,1,174,1,Q3,0,3,0,California,0,0,1,17,1672.1,0,659.26,0,2331.36,1,1,90743
-25,76,7.31,0,,,53,Surfside,6494,One Year,United States,4114-QMKVN,Stayed,1,0,Female,1,DSL,"33.728273, -118.085304",33.728273,-118.085304,1,68.75,1,1,7,,1,1,0,1,Bank Withdrawal,1,174,0,Q3,1,3,0,California,1,1,0,56,3815.4,110,409.36,0,4334.76,1,0,90743
-51,23,43.2,0,,,62,Long Beach,5769,Two Year,United States,9073-ZZIAY,Stayed,0,1,Male,1,DSL,"33.802664, -118.179971",33.802664,-118.179971,1,86.1,0,0,2,,1,1,0,1,Bank Withdrawal,1,49647,1,Q3,1,4,0,California,1,1,1,62,5215.25,0,2678.4,0,7893.65,0,1,90806
-25,48,32.67,0,,,74,Long Beach,6330,Two Year,United States,7860-KSUGX,Stayed,0,1,Male,1,Cable,"33.802664, -118.179971",33.802664,-118.179971,1,64.45,1,0,1,Offer A,1,1,0,1,Credit Card,1,49647,0,Q3,1,3,0,California,0,0,0,72,4720,0,2352.24,0,7072.24,1,1,90806
-57,0,33.02,0,,,23,Long Beach,5279,Month-to-Month,United States,8566-YPRGL,Joined,0,0,Female,0,,"33.802664, -118.179971",33.802664,-118.179971,0,19.5,0,0,0,Offer E,0,0,1,0,Credit Card,1,49647,0,Q3,0,4,0,California,0,0,0,1,19.5,0,33.02,0,52.52,0,0,90806
-59,30,26.91,0,,,53,Long Beach,5500,Two Year,United States,7113-HIPFI,Stayed,1,1,Male,1,Cable,"33.802664, -118.179971",33.802664,-118.179971,1,65.85,0,2,10,Offer A,1,1,0,1,Credit Card,1,49647,1,Q3,1,3,0,California,0,0,0,66,4097.05,0,1776.06,0,5873.11,0,1,90806
-36,0,7.76,0,,,52,Long Beach,4590,Month-to-Month,United States,2369-FEVNO,Joined,0,0,Male,0,,"33.802664, -118.179971",33.802664,-118.179971,0,19.9,0,0,0,,0,0,1,0,Credit Card,1,49647,0,Q3,0,3,0,California,0,0,0,1,19.9,0,7.76,0,27.66,0,0,90806
-54,8,15.67,0,,,43,Arcadia,3056,Month-to-Month,United States,4482-EWFMI,Joined,0,0,Female,1,Fiber Optic,"34.137319, -118.029837",34.137319,-118.029837,0,69.7,0,0,0,,0,0,1,0,Bank Withdrawal,1,30028,0,Q3,0,5,0,California,0,0,0,2,135.2,0,31.34,0,166.54,0,1,91006
-44,0,4.71,0,,,24,Arcadia,5104,Two Year,United States,5442-PPTJY,Stayed,1,0,Male,0,,"34.137319, -118.029837",34.137319,-118.029837,1,19.7,0,3,7,Offer D,0,0,0,1,Credit Card,1,30028,0,Q3,1,4,0,California,0,0,0,12,258.35,0,56.52,0,314.87,0,0,91006
-49,0,27.93,0,,,52,Arcadia,4185,Two Year,United States,9430-NKQLY,Stayed,1,0,Male,0,,"34.137319, -118.029837",34.137319,-118.029837,1,25.1,1,2,7,Offer A,0,0,1,1,Credit Card,1,30028,0,Q3,1,3,0,California,0,0,0,72,1790.8,0,2010.96,46.81,3754.95,0,0,91006
-60,13,20.58,0,,,25,Arcadia,2219,Month-to-Month,United States,7621-VPNET,Stayed,0,1,Female,1,Fiber Optic,"34.137319, -118.029837",34.137319,-118.029837,1,85.9,1,0,8,,0,0,1,1,Credit Card,1,30028,1,Q3,1,3,0,California,0,0,0,42,3729.75,0,864.36,0,4594.11,0,1,91006
-35,53,41.93,0,,,50,Arcadia,5775,Month-to-Month,United States,3855-ONCAR,Stayed,1,0,Female,1,Fiber Optic,"34.137319, -118.029837",34.137319,-118.029837,1,78.9,0,3,9,,0,0,1,1,Credit Card,1,30028,0,Q3,1,4,0,California,0,0,1,4,299.75,0,167.72,37.01,430.46,0,1,91006
-19,59,0,0,,,55,La Crescenta,3108,Month-to-Month,United States,8167-GJLRN,Joined,0,0,Male,1,DSL,"34.239636, -118.245259",34.239636,-118.245259,0,30.4,0,0,0,,0,0,0,0,Bank Withdrawal,0,29110,1,Q3,0,4,0,California,0,0,0,3,82.15,0,0,0,82.15,1,1,91214
-24,0,9.75,0,,,63,La Crescenta,3808,Two Year,United States,9350-ZXYJC,Stayed,0,0,Female,0,,"34.239636, -118.245259",34.239636,-118.245259,0,25.3,1,0,0,Offer E,0,0,1,0,Credit Card,1,29110,0,Q3,0,3,0,California,0,0,0,4,116.95,0,39,0,155.95,1,0,91214
-19,48,29.61,0,,,66,La Crescenta,3678,One Year,United States,4682-BLBUC,Stayed,0,1,Male,1,DSL,"34.239636, -118.245259",34.239636,-118.245259,1,70.95,0,0,1,,1,0,1,1,Bank Withdrawal,1,29110,1,Q3,1,5,0,California,0,0,1,44,3250.45,0,1302.84,24.92,4528.37,1,1,91214
-32,23,33.07,0,,,68,La Crescenta,4567,One Year,United States,5204-HMGYF,Stayed,1,1,Female,1,DSL,"34.239636, -118.245259",34.239636,-118.245259,1,87.2,0,2,4,,1,1,1,1,Credit Card,1,29110,1,Q3,1,3,0,California,1,1,1,49,4345,0,1620.43,0,5965.43,0,1,91214
-51,19,20.1,0,,,76,La Crescenta,4026,Month-to-Month,United States,3541-ZNUHK,Stayed,1,0,Female,1,Fiber Optic,"34.239636, -118.245259",34.239636,-118.245259,1,85.1,1,2,5,,1,1,1,1,Bank Withdrawal,1,29110,0,Q3,1,3,0,California,0,0,0,55,4600.95,0,1105.5,14.3,5692.15,0,1,91214
-62,23,48.29,0,,,72,Calabasas,3359,Month-to-Month,United States,8017-UVSZU,Stayed,0,0,Female,1,DSL,"34.130861, -118.68346",34.130861,-118.68346,1,56.6,1,0,5,,1,0,0,1,Credit Card,1,23661,0,Q3,1,5,0,California,0,0,0,40,2379.1,0,1931.6,0,4310.7,0,1,91302
-23,0,21.21,0,,,33,Calabasas,5052,One Year,United States,8958-JPTRR,Stayed,0,0,Female,0,,"34.130861, -118.68346",34.130861,-118.68346,1,24.3,1,0,7,,0,0,0,1,Bank Withdrawal,1,23661,0,Q3,1,5,0,California,0,0,0,56,1261.7,0,1187.76,0,2449.46,1,0,91302
-45,12,1.87,0,,,54,Calabasas,5096,Month-to-Month,United States,5968-VXZLG,Joined,0,0,Male,1,DSL,"34.130861, -118.68346",34.130861,-118.68346,0,46.6,0,0,0,,0,0,1,0,Bank Withdrawal,1,23661,0,Q3,0,4,0,California,0,0,0,2,87.9,0,3.74,0,91.64,0,1,91302
-32,0,42.84,0,,,43,Calabasas,5517,One Year,United States,3727-OVPRY,Stayed,1,0,Male,0,,"34.130861, -118.68346",34.130861,-118.68346,1,25.7,1,3,3,Offer A,0,0,1,1,Credit Card,1,23661,0,Q3,1,4,0,California,0,0,0,66,1714.55,0,2827.44,0,4541.99,0,0,91302
-26,26,34.98,0,,,27,Calabasas,3241,Month-to-Month,United States,8725-JEDFD,Stayed,0,0,Male,1,Fiber Optic,"34.130861, -118.68346",34.130861,-118.68346,0,69.05,0,0,0,,0,0,1,0,Credit Card,1,23661,0,Q3,0,5,0,California,0,0,0,27,1793.25,0,944.46,22.72,2714.99,1,1,91302
-19,0,1.14,0,,,26,Newbury Park,4634,Two Year,United States,9178-JHUVJ,Stayed,1,0,Male,0,,"34.172071, -118.946262",34.172071,-118.946262,1,24.1,1,3,1,Offer C,0,0,1,1,Bank Withdrawal,1,37779,0,Q3,1,3,0,California,0,0,0,24,587.4,0,27.36,0,614.76,1,0,91320
-48,0,32.63,0,,,32,Newbury Park,4705,One Year,United States,7190-XHTWJ,Stayed,0,0,Female,0,,"34.172071, -118.946262",34.172071,-118.946262,0,19.3,0,0,0,,0,0,0,0,Mailed Check,1,37779,0,Q3,0,5,0,California,0,0,0,38,755.5,0,1239.94,0,1995.44,0,0,91320
-49,26,21.38,0,,,77,Newbury Park,6166,One Year,United States,5443-SCMKX,Stayed,0,1,Female,1,Fiber Optic,"34.172071, -118.946262",34.172071,-118.946262,1,94.3,1,0,1,,1,0,1,1,Bank Withdrawal,1,37779,0,Q3,1,3,0,California,1,1,0,58,5610.15,150,1240.04,5.55,6994.64,0,0,91320
-36,0,1.44,0,,,42,Newbury Park,4466,Two Year,United States,8807-OPMBM,Stayed,1,0,Female,0,,"34.172071, -118.946262",34.172071,-118.946262,1,25.65,1,3,1,Offer B,0,0,1,1,Credit Card,1,37779,0,Q3,1,5,0,California,0,0,0,55,1388,0,79.2,0,1467.2,0,0,91320
-33,19,15.01,0,,,66,Newbury Park,4014,Month-to-Month,United States,8212-DJRCH,Stayed,1,1,Male,1,Fiber Optic,"34.172071, -118.946262",34.172071,-118.946262,1,90.35,0,1,1,,0,1,1,1,Credit Card,1,37779,0,Q3,1,4,0,California,1,1,0,5,434.5,0,75.05,17.33,492.22,0,1,91320
-38,29,0,0,,,77,Woodland Hills,5500,Two Year,United States,0230-WEQUW,Stayed,0,1,Male,1,DSL,"34.153733, -118.593408",34.153733,-118.593408,1,56.6,0,0,1,,1,1,1,1,Bank Withdrawal,0,25988,1,Q3,1,4,0,California,0,0,1,66,3789.2,0,0,0,3789.2,0,1,91364
-48,0,19.64,0,,,23,Woodland Hills,4264,Two Year,United States,7010-BRBUU,Stayed,1,0,Male,0,,"34.153733, -118.593408",34.153733,-118.593408,1,24.1,1,1,0,,0,0,0,1,Credit Card,1,25988,0,Q3,0,4,0,California,0,0,0,72,1734.65,0,1414.08,0,3148.73,0,0,91364
-33,11,17.01,0,,,21,Woodland Hills,5660,One Year,United States,2550-AEVRU,Stayed,1,0,Female,1,DSL,"34.153733, -118.593408",34.153733,-118.593408,1,53.45,0,2,1,,1,1,0,1,Bank Withdrawal,1,25988,0,Q3,1,3,0,California,0,0,0,57,3053,0,969.57,0,4022.57,0,1,91364
-40,19,25.9,0,,,63,Woodland Hills,2114,Month-to-Month,United States,2480-SQIOB,Stayed,1,0,Male,1,DSL,"34.153733, -118.593408",34.153733,-118.593408,1,44.8,0,2,1,Offer E,0,0,0,1,Bank Withdrawal,1,25988,0,Q3,1,5,0,California,0,0,0,4,169.65,0,103.6,0,273.25,0,1,91364
-20,69,25.51,0,,,72,Woodland Hills,5158,Month-to-Month,United States,5022-KVDQT,Stayed,0,1,Male,1,Fiber Optic,"34.153733, -118.593408",34.153733,-118.593408,0,81.3,1,0,0,,0,0,1,0,Bank Withdrawal,1,25988,0,Q3,0,5,0,California,0,0,0,27,2272.8,130,688.77,29.93,3061.64,1,0,91364
-24,73,39.92,0,,,22,Oak Park,2165,Month-to-Month,United States,6496-JDSSB,Stayed,0,0,Female,1,Fiber Optic,"34.19225, -118.776874",34.19225,-118.776874,0,80,0,0,0,,0,0,1,0,Bank Withdrawal,1,14814,0,Q3,0,4,0,California,0,0,1,8,624.6,0,319.36,0,943.96,1,1,91377
-41,75,27.23,0,,,20,Oak Park,5457,Month-to-Month,United States,3062-ICYZQ,Stayed,1,0,Female,1,Fiber Optic,"34.19225, -118.776874",34.19225,-118.776874,1,93.8,1,3,9,,1,1,1,1,Bank Withdrawal,1,14814,0,Q3,1,3,0,California,1,1,0,51,4539.35,0,1388.73,0,5928.08,0,1,91377
-56,18,4.56,0,,,62,Oak Park,4272,Two Year,United States,0378-CJKPV,Stayed,0,1,Female,1,Fiber Optic,"34.19225, -118.776874",34.19225,-118.776874,1,112.1,1,0,1,,1,1,0,1,Credit Card,1,14814,1,Q3,1,4,0,California,1,1,1,72,7965.95,0,328.32,18.88,8275.39,0,1,91377
-23,0,27.96,0,,,57,Oak Park,4390,One Year,United States,7813-TKCVO,Stayed,0,0,Female,0,,"34.19225, -118.776874",34.19225,-118.776874,1,20.35,0,0,1,,0,0,0,1,Credit Card,1,14814,0,Q3,1,3,0,California,0,0,0,20,393.15,0,559.2,0,952.35,1,0,91377
-59,76,39.76,0,,,60,Oak Park,5275,Month-to-Month,United States,1036-GUDCL,Stayed,1,0,Male,1,DSL,"34.19225, -118.776874",34.19225,-118.776874,1,79.05,0,3,1,,1,1,1,1,Credit Card,1,14814,1,Q3,1,4,0,California,1,1,1,60,4663.4,0,2385.6,0,7049,0,1,91377
-26,41,39.34,0,,,54,Van Nuys,5643,One Year,United States,6341-JVQGF,Stayed,0,1,Female,1,DSL,"34.195685, -118.490752",34.195685,-118.490752,1,81.15,0,0,2,,0,1,1,1,Mailed Check,1,50047,1,Q3,1,4,0,California,1,1,1,31,2545.75,0,1219.54,0,3765.29,1,1,91406
-23,0,16.39,0,,,30,Van Nuys,2406,Month-to-Month,United States,0463-WZZKO,Joined,0,0,Male,0,,"34.195685, -118.490752",34.195685,-118.490752,0,20.75,0,0,0,Offer E,0,0,1,0,Credit Card,1,50047,0,Q3,0,5,0,California,0,0,0,3,67.1,0,49.17,0,116.27,1,0,91406
-53,14,5.49,0,,,22,Van Nuys,4439,Month-to-Month,United States,1703-MGIAB,Stayed,0,1,Female,1,DSL,"34.195685, -118.490752",34.195685,-118.490752,0,69,1,0,0,,0,0,1,0,Credit Card,1,50047,1,Q3,0,5,0,California,0,0,1,17,1108,0,93.33,33.67,1167.66,0,1,91406
-61,0,25.57,0,,,71,Van Nuys,4443,One Year,United States,3823-KYNQY,Stayed,0,0,Male,0,,"34.195685, -118.490752",34.195685,-118.490752,0,24.95,1,0,0,Offer D,0,0,0,0,Credit Card,1,50047,0,Q3,0,5,0,California,0,0,0,12,280.4,0,306.84,0,587.24,0,0,91406
-49,23,0,0,,,55,Van Nuys,2118,Two Year,United States,3635-JBPSG,Stayed,0,0,Female,1,DSL,"34.195685, -118.490752",34.195685,-118.490752,0,38.8,0,0,0,,1,0,1,0,Credit Card,0,50047,0,Q3,0,4,0,California,1,1,0,15,603,0,0,0,603,0,1,91406
-62,0,42.36,0,,,49,Burbank,5733,Two Year,United States,7083-MIOPC,Stayed,0,0,Female,0,,"34.174215, -118.345928",34.174215,-118.345928,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,29245,0,Q3,0,4,0,California,0,0,0,72,1566.9,0,3049.92,0,4616.82,0,0,91505
-30,26,44.57,0,,,56,Burbank,3359,Month-to-Month,United States,7217-JYHOQ,Stayed,1,0,Male,1,Cable,"34.174215, -118.345928",34.174215,-118.345928,1,70.3,0,2,6,,1,1,1,1,Credit Card,1,29245,1,Q3,1,3,0,California,1,1,0,24,1706.45,0,1069.68,0,2776.13,0,1,91505
-63,53,36.17,0,,,25,Burbank,5854,One Year,United States,5062-CJJKH,Stayed,1,1,Male,1,DSL,"34.174215, -118.345928",34.174215,-118.345928,1,53.65,0,3,1,,1,0,0,1,Credit Card,1,29245,0,Q3,1,5,0,California,0,0,0,25,1355.45,0,904.25,0,2259.7,0,1,91505
-62,24,34.02,0,,,78,Burbank,3259,Month-to-Month,United States,6907-FLBER,Joined,0,0,Male,1,DSL,"34.174215, -118.345928",34.174215,-118.345928,0,54.3,1,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,29245,0,Q3,0,5,0,California,0,0,0,1,54.3,10,34.02,0,98.32,0,0,91505
-27,41,30.92,0,,,22,Burbank,4545,Month-to-Month,United States,8217-QYOHV,Stayed,0,0,Male,1,Cable,"34.174215, -118.345928",34.174215,-118.345928,0,55.75,0,0,0,Offer E,0,1,1,0,Credit Card,1,29245,1,Q3,0,4,0,California,0,1,0,5,266.95,0,154.6,0,421.55,1,1,91505
-41,29,0,0,,,62,North Hollywood,3180,Two Year,United States,0621-JFHOL,Stayed,0,0,Female,1,Cable,"34.15136, -118.364786",34.15136,-118.364786,0,29.6,0,0,0,Offer D,0,0,1,0,Mailed Check,0,16996,1,Q3,0,3,0,California,0,0,0,10,299.05,0,0,0,299.05,0,1,91602
-55,8,9.04,0,,,20,North Hollywood,2499,One Year,United States,9894-QMIMJ,Stayed,0,1,Female,1,DSL,"34.15136, -118.364786",34.15136,-118.364786,0,55.8,0,0,0,Offer D,1,0,0,0,Bank Withdrawal,1,16996,0,Q3,0,3,0,California,0,0,0,23,1327.85,0,207.92,0,1535.77,0,1,91602
-63,29,14.46,0,,,48,North Hollywood,5730,Two Year,United States,1053-MXTTK,Stayed,1,1,Female,1,Fiber Optic,"34.15136, -118.364786",34.15136,-118.364786,1,108.65,0,1,1,,1,1,1,1,Bank Withdrawal,1,16996,1,Q3,1,4,0,California,1,1,1,72,7726.35,0,1041.12,0,8767.47,0,1,91602
-49,0,16.59,0,,,74,North Hollywood,5316,Two Year,United States,3507-GASNP,Stayed,1,0,Male,0,,"34.15136, -118.364786",34.15136,-118.364786,0,19.95,0,2,0,Offer B,0,0,0,0,Credit Card,1,16996,0,Q3,0,3,0,California,0,0,0,60,1189.9,0,995.4,0,2185.3,0,0,91602
-39,24,12.92,0,,,51,North Hollywood,2681,Month-to-Month,United States,6897-UUBNU,Stayed,0,0,Male,1,Fiber Optic,"34.15136, -118.364786",34.15136,-118.364786,0,89.65,0,0,0,,1,0,0,0,Credit Card,1,16996,1,Q3,0,4,0,California,0,0,1,29,2623.65,10,374.68,0,3008.33,0,0,91602
-49,22,35.11,0,,,26,Rancho Cucamonga,4551,Two Year,United States,6614-FHDBO,Stayed,0,1,Male,1,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,0,109.2,1,0,0,,1,0,0,0,Bank Withdrawal,1,39064,1,Q3,0,3,0,California,1,1,1,72,7878.3,0,2527.92,0,10406.22,0,1,91701
-46,18,13.99,0,,,71,Rancho Cucamonga,5172,Month-to-Month,United States,3466-WAESX,Stayed,1,0,Male,1,DSL,"34.132275, -117.611478",34.132275,-117.611478,0,69.1,1,2,0,Offer D,1,1,1,0,Bank Withdrawal,1,39064,0,Q3,0,4,0,California,1,1,0,16,1083.7,0,223.84,0,1307.54,0,1,91701
-42,6,49.14,0,,,44,Rancho Cucamonga,4164,Month-to-Month,United States,6212-ATMLK,Stayed,0,0,Female,1,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,0,95.7,1,0,0,,0,0,1,0,Bank Withdrawal,1,39064,0,Q3,0,4,0,California,1,1,1,50,4729.75,140,2457,0,7326.75,0,0,91701
-54,24,12.85,0,,,70,Rancho Cucamonga,5065,Two Year,United States,7566-DSRLQ,Stayed,0,1,Female,1,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,1,110.15,1,0,7,Offer A,1,0,1,1,Bank Withdrawal,1,39064,1,Q3,1,4,0,California,1,1,1,72,7998.8,70,925.2,0,8994,0,0,91701
-19,48,10.24,0,,,31,Rancho Cucamonga,3558,Month-to-Month,United States,5060-TQUQN,Stayed,1,0,Male,1,Fiber Optic,"34.132275, -117.611478",34.132275,-117.611478,1,83.55,1,1,1,,1,0,1,1,Bank Withdrawal,1,39064,1,Q3,1,3,0,California,0,1,0,30,2570.2,0,307.2,0,2877.4,1,1,91701
-28,48,6.42,0,,,46,Covina,2887,One Year,United States,0959-WHOKV,Stayed,0,1,Male,1,Fiber Optic,"34.08111, -117.853935",34.08111,-117.853935,0,99,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,25068,0,Q3,0,3,0,California,1,1,0,42,4298.45,0,269.64,0,4568.09,1,1,91724
-35,0,26.67,0,,,38,Covina,4628,One Year,United States,5777-ZPQNC,Stayed,0,0,Female,0,,"34.08111, -117.853935",34.08111,-117.853935,0,20.15,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,25068,0,Q3,0,5,0,California,0,0,0,12,260.7,0,320.04,0,580.74,0,0,91724
-43,0,48.93,0,,,67,Covina,5822,Two Year,United States,6134-KWTBV,Stayed,0,0,Male,0,,"34.08111, -117.853935",34.08111,-117.853935,0,23.4,1,0,0,,0,0,0,0,Bank Withdrawal,1,25068,0,Q3,0,4,0,California,0,0,0,62,1429.65,0,3033.66,0,4463.31,0,0,91724
-52,30,11.73,0,,,44,Covina,5135,Month-to-Month,United States,0365-TRTPY,Stayed,0,1,Female,1,Fiber Optic,"34.08111, -117.853935",34.08111,-117.853935,0,91.2,1,0,0,,1,1,0,0,Bank Withdrawal,1,25068,0,Q3,0,3,0,California,0,0,0,37,3382.3,0,434.01,0,3816.31,0,0,91724
-38,24,47.69,0,,,36,Covina,4879,Month-to-Month,United States,1930-WNXSB,Stayed,1,0,Male,1,Fiber Optic,"34.08111, -117.853935",34.08111,-117.853935,1,92.85,0,1,1,,1,0,1,1,Bank Withdrawal,1,25068,0,Q3,1,5,0,California,1,1,1,58,5305.05,0,2766.02,0,8071.07,0,1,91724
-64,0,47.16,0,,,68,Mt Baldy,4297,Two Year,United States,6292-TOSSS,Stayed,0,0,Male,0,,"34.231318, -117.662032",34.231318,-117.662032,0,24.9,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,47,0,Q3,0,4,0,California,0,0,0,50,1195.25,0,2358,0,3553.25,0,0,91759
-28,69,30.07,0,,,55,Mt Baldy,3407,Month-to-Month,United States,2801-NISEI,Stayed,0,0,Male,1,DSL,"34.231318, -117.662032",34.231318,-117.662032,0,54.95,0,0,0,,0,1,0,0,Bank Withdrawal,1,47,1,Q3,0,3,0,California,0,0,0,24,1348.5,0,721.68,0,2070.18,1,1,91759
-30,0,27.24,0,,,52,Mt Baldy,2856,Two Year,United States,6696-YDAYZ,Stayed,1,0,Male,0,,"34.231318, -117.662032",34.231318,-117.662032,1,20.5,0,2,3,Offer D,0,0,0,1,Credit Card,1,47,0,Q3,1,3,0,California,0,0,0,16,290.55,0,435.84,0,726.39,0,0,91759
-37,28,8.73,0,,,38,Mt Baldy,3033,Month-to-Month,United States,6854-EXGSF,Stayed,0,1,Female,1,DSL,"34.231318, -117.662032",34.231318,-117.662032,0,65.5,1,0,0,Offer E,1,1,1,0,Bank Withdrawal,1,47,0,Q3,0,3,0,California,0,0,0,8,573.15,0,69.84,0,642.99,0,1,91759
-51,15,1.2,0,,,52,Mt Baldy,2157,Month-to-Month,United States,4926-UMJZD,Stayed,0,0,Female,1,DSL,"34.231318, -117.662032",34.231318,-117.662032,1,49.2,0,0,4,,0,0,1,1,Credit Card,1,47,1,Q3,1,5,0,California,0,0,0,31,1498.55,100,37.2,0,1635.75,0,0,91759
-50,22,49.29,0,,,68,Diamond Bar,4012,Two Year,United States,7633-MVPUY,Stayed,0,0,Male,1,Cable,"33.992416, -117.807874",33.992416,-117.807874,1,59.75,0,0,1,Offer B,1,1,1,1,Bank Withdrawal,1,46532,1,Q3,1,3,0,California,0,0,0,57,3450.15,0,2809.53,0,6259.68,0,1,91765
-24,0,8.21,0,,,28,Diamond Bar,2745,Two Year,United States,7696-CFTAT,Stayed,1,0,Male,0,,"33.992416, -117.807874",33.992416,-117.807874,1,19.8,0,3,0,,0,0,0,1,Bank Withdrawal,1,46532,0,Q3,0,3,0,California,0,0,0,37,726.1,0,303.77,0,1029.87,1,0,91765
-43,7,0,0,,,30,Diamond Bar,6107,Month-to-Month,United States,9501-UKKNL,Stayed,0,0,Male,1,DSL,"33.992416, -117.807874",33.992416,-117.807874,0,51.7,0,0,0,,0,0,1,0,Bank Withdrawal,0,46532,1,Q3,0,3,0,California,1,1,1,59,3005.8,0,0,0,3005.8,0,1,91765
-22,48,45.93,0,,,38,Diamond Bar,4329,Month-to-Month,United States,4060-LDNLU,Stayed,0,0,Male,1,Fiber Optic,"33.992416, -117.807874",33.992416,-117.807874,0,96.2,1,0,0,,0,0,0,0,Bank Withdrawal,1,46532,0,Q3,0,5,0,California,1,1,1,7,639.7,0,321.51,0,961.21,1,1,91765
-40,25,14.81,0,,,23,Diamond Bar,2937,Month-to-Month,United States,0682-USIXD,Stayed,0,0,Female,1,Fiber Optic,"33.992416, -117.807874",33.992416,-117.807874,1,86.05,0,0,7,,0,0,1,1,Bank Withdrawal,1,46532,1,Q3,1,3,0,California,0,0,1,21,1818.9,0,311.01,0,2129.91,0,1,91765
-24,42,43.02,0,,,54,Temple City,2739,Month-to-Month,United States,4130-MZLCC,Stayed,0,0,Female,1,DSL,"34.101608, -118.055848",34.101608,-118.055848,0,50.55,0,0,0,,1,0,0,0,Bank Withdrawal,1,32718,0,Q3,0,3,0,California,0,0,0,5,244.75,0,215.1,0,459.85,1,1,91780
-29,69,41.82,0,,,28,Temple City,5713,One Year,United States,7409-JURKQ,Stayed,0,1,Female,1,Fiber Optic,"34.101608, -118.055848",34.101608,-118.055848,1,111.8,1,0,3,,1,0,1,1,Bank Withdrawal,1,32718,1,Q3,1,3,0,California,1,1,1,53,5809.75,0,2216.46,0,8026.21,1,1,91780
-19,26,0,0,,,28,Temple City,3724,One Year,United States,2292-XQWSV,Stayed,1,1,Male,1,DSL,"34.101608, -118.055848",34.101608,-118.055848,1,60.3,0,2,3,,1,0,0,1,Credit Card,0,32718,1,Q3,1,4,0,California,1,1,1,40,2448.5,0,0,0,2448.5,1,1,91780
-43,6,34.34,0,,,68,Temple City,4544,Month-to-Month,United States,4299-SIMNS,Stayed,0,0,Male,1,Fiber Optic,"34.101608, -118.055848",34.101608,-118.055848,0,81.15,1,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,32718,0,Q3,0,4,0,California,0,0,0,9,784.45,50,309.06,0,1143.51,0,0,91780
-38,0,18.86,0,,,32,Temple City,5998,Two Year,United States,2511-ALLCS,Stayed,1,0,Female,0,,"34.101608, -118.055848",34.101608,-118.055848,1,24.3,1,3,5,,0,0,0,1,Bank Withdrawal,1,32718,0,Q3,1,4,0,California,0,0,0,35,821.6,0,660.1,0,1481.7,0,0,91780
-29,30,6.98,0,,,42,Upland,5377,Month-to-Month,United States,0314-TKOSI,Stayed,0,0,Female,1,Cable,"34.141146, -117.655583",34.141146,-117.655583,0,55.15,0,0,0,Offer E,1,1,0,0,Mailed Check,1,23331,0,Q3,0,4,0,California,0,0,0,6,322.9,0,41.88,0,364.78,1,0,91784
-27,0,42.15,0,,,72,Upland,3586,Month-to-Month,United States,3247-MHJKM,Joined,0,0,Male,0,,"34.141146, -117.655583",34.141146,-117.655583,0,20.2,0,0,0,,0,0,0,0,Mailed Check,1,23331,0,Q3,0,3,0,California,0,0,0,1,20.2,0,42.15,0,62.35,1,0,91784
-57,18,20.67,0,,,80,Upland,5413,Month-to-Month,United States,9552-TGUZV,Stayed,0,0,Male,1,Fiber Optic,"34.141146, -117.655583",34.141146,-117.655583,1,75,0,0,8,Offer E,0,1,1,1,Credit Card,1,23331,0,Q3,1,3,0,California,0,0,0,8,658.1,0,165.36,0,823.46,0,1,91784
-62,15,45.22,0,,,66,Upland,5549,One Year,United States,7025-IWFHT,Stayed,0,0,Male,1,Fiber Optic,"34.141146, -117.655583",34.141146,-117.655583,0,89.55,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,23331,1,Q3,0,3,0,California,0,0,1,41,3729.75,0,1854.02,0,5583.77,0,1,91784
-57,17,23.72,0,,,46,Upland,2081,Month-to-Month,United States,3191-CSNMG,Joined,1,0,Female,1,Fiber Optic,"34.141146, -117.655583",34.141146,-117.655583,1,80.7,0,1,5,Offer E,0,0,1,1,Bank Withdrawal,1,23331,0,Q3,1,4,0,California,0,0,1,3,239.45,0,71.16,0,310.61,0,1,91784
-44,0,40.46,0,,,57,Chula Vista,5384,Month-to-Month,United States,8203-XJZRC,Joined,0,0,Male,0,,"32.688506, -116.938632",32.688506,-116.938632,0,20.25,0,0,0,Offer E,0,0,0,0,Credit Card,1,2606,0,Q3,0,3,0,California,0,0,0,1,20.25,0,40.46,0,60.71,0,0,91914
-38,3,13.4,0,,,33,Chula Vista,5327,One Year,United States,5504-WSIUR,Stayed,0,1,Female,1,Fiber Optic,"32.688506, -116.938632",32.688506,-116.938632,0,90.25,1,0,0,,1,0,1,0,Bank Withdrawal,1,2606,1,Q3,0,3,0,California,0,0,0,70,6385.95,100,938,0,7423.95,0,0,91914
-51,11,10.21,0,,,77,Chula Vista,3111,Month-to-Month,United States,7925-PNRGI,Stayed,1,1,Female,1,DSL,"32.688506, -116.938632",32.688506,-116.938632,1,81.3,1,2,9,Offer B,1,1,0,1,Credit Card,1,2606,1,Q3,1,3,0,California,0,0,1,45,3541.1,0,459.45,0,4000.55,0,1,91914
-50,13,45.97,0,,,59,Chula Vista,5283,One Year,United States,9609-BENEA,Stayed,0,0,Male,1,DSL,"32.688506, -116.938632",32.688506,-116.938632,1,69,1,0,6,Offer C,1,0,1,1,Bank Withdrawal,1,2606,1,Q3,1,3,0,California,0,0,1,35,2441.7,0,1608.95,0,4050.65,0,1,91914
-32,75,13.86,0,,,64,Dulzura,3718,Month-to-Month,United States,2985-JUUBZ,Stayed,1,1,Male,1,DSL,"32.622999, -116.687855",32.622999,-116.687855,1,74.55,1,3,5,Offer B,0,0,1,1,Bank Withdrawal,1,727,0,Q3,1,5,0,California,1,1,1,40,3015.75,0,554.4,0,3570.15,0,1,91917
-39,13,20.14,0,,,78,Dulzura,4933,Month-to-Month,United States,3038-PQIUY,Stayed,0,1,Female,1,DSL,"32.622999, -116.687855",32.622999,-116.687855,0,66.15,1,0,0,,1,1,1,0,Bank Withdrawal,1,727,0,Q3,0,4,0,California,0,0,0,38,2522.4,0,765.32,0,3287.72,0,1,91917
-54,75,39.06,0,,,72,Dulzura,5035,Two Year,United States,4393-GEADV,Stayed,1,1,Male,1,Fiber Optic,"32.622999, -116.687855",32.622999,-116.687855,1,114.75,1,3,10,,1,1,0,1,Credit Card,1,727,1,Q3,1,3,0,California,1,1,1,70,7842.3,0,2734.2,0,10576.5,0,1,91917
-36,0,2.82,0,,,42,Dulzura,2289,Two Year,United States,9945-PSVIP,Stayed,1,0,Female,0,,"32.622999, -116.687855",32.622999,-116.687855,1,18.7,0,3,3,Offer C,0,0,1,1,Credit Card,1,727,0,Q3,1,4,0,California,0,0,0,25,383.65,0,70.5,0,454.15,0,0,91917
-55,4,31.92,0,,,35,Jamul,3314,Month-to-Month,United States,8266-VBFQL,Stayed,0,1,Male,1,Fiber Optic,"32.695681, -116.798386",32.695681,-116.798386,0,90.4,0,0,0,,0,0,1,0,Bank Withdrawal,1,8759,1,Q3,0,3,0,California,1,1,0,4,356.65,0,127.68,0,484.33,0,1,91935
-19,26,19.88,0,,,47,Jamul,5596,One Year,United States,2623-DRYAM,Stayed,0,1,Female,1,Fiber Optic,"32.695681, -116.798386",32.695681,-116.798386,1,101.75,1,0,0,,0,0,1,1,Bank Withdrawal,1,8759,0,Q3,0,3,0,California,1,1,1,70,7069.3,0,1391.6,0,8460.9,1,1,91935
-36,17,26.67,0,,,65,Jamul,5414,Two Year,United States,0530-IJVDB,Stayed,1,1,Male,1,Fiber Optic,"32.695681, -116.798386",32.695681,-116.798386,0,114.6,1,2,0,Offer A,1,1,1,0,Bank Withdrawal,1,8759,1,Q3,0,4,0,California,1,1,1,70,7882.5,0,1866.9,0,9749.4,0,1,91935
-23,41,26.73,0,,,56,Cardiff By The Sea,5604,One Year,United States,5027-YOCXN,Stayed,0,0,Male,1,Fiber Optic,"33.015866, -117.272254",33.015866,-117.272254,1,110.05,1,0,6,,1,1,0,1,Credit Card,1,10375,1,Q3,1,3,0,California,1,1,1,51,5686.4,0,1363.23,20.28,7029.35,1,1,92007
-46,21,36.13,0,,,28,Cardiff By The Sea,4456,Two Year,United States,6479-VDGRK,Stayed,1,1,Female,1,Cable,"33.015866, -117.272254",33.015866,-117.272254,1,85.3,0,1,0,,1,1,0,1,Bank Withdrawal,1,10375,1,Q3,0,3,0,California,1,1,1,72,6129.2,0,2601.36,0,8730.56,0,1,92007
-50,17,30.19,0,,,43,Cardiff By The Sea,3660,Month-to-Month,United States,6507-DTJZV,Stayed,1,0,Male,1,DSL,"33.015866, -117.272254",33.015866,-117.272254,0,66.4,0,1,0,Offer D,0,0,0,0,Credit Card,1,10375,0,Q3,0,5,0,California,1,1,1,13,831.75,0,392.47,0,1224.22,0,1,92007
-41,4,37.14,0,,,37,Cardiff By The Sea,5136,One Year,United States,7619-PLRLP,Stayed,0,1,Female,1,Cable,"33.015866, -117.272254",33.015866,-117.272254,1,74.1,1,0,3,Offer B,1,1,0,1,Bank Withdrawal,1,10375,0,Q3,1,4,0,California,1,1,0,53,3833.95,0,1968.42,0,5802.37,0,1,92007
-63,16,0,0,,,43,El Cajon,5471,Two Year,United States,9880-TDQAC,Stayed,0,1,Female,1,DSL,"32.832706, -116.873258",32.832706,-116.873258,1,60,0,0,3,,1,0,1,1,Bank Withdrawal,0,61872,1,Q3,1,4,0,California,1,1,1,72,4264,0,0,25.67,4238.33,0,1,92021
-23,53,35.07,0,,,75,El Cajon,4689,Two Year,United States,9675-ICXCT,Stayed,0,1,Male,1,Cable,"32.832706, -116.873258",32.832706,-116.873258,1,80.8,0,0,8,Offer A,0,1,1,1,Bank Withdrawal,1,61872,1,Q3,1,5,0,California,1,1,1,72,5728.55,0,2525.04,0,8253.59,1,1,92021
-44,0,18.41,0,,,56,El Cajon,4121,Two Year,United States,1591-XWLGB,Stayed,0,0,Female,0,,"32.832706, -116.873258",32.832706,-116.873258,1,19.85,0,0,10,,0,0,0,1,Credit Card,1,61872,0,Q3,1,4,0,California,0,0,0,71,1379.6,0,1307.11,0,2686.71,0,0,92021
-41,0,12.87,0,,,24,El Cajon,2192,Month-to-Month,United States,0357-NVCRI,Stayed,1,0,Female,0,,"32.832706, -116.873258",32.832706,-116.873258,0,20.05,0,3,0,Offer C,0,0,0,0,Credit Card,1,61872,0,Q3,0,5,0,California,0,0,0,25,471.7,0,321.75,0,793.45,0,0,92021
-31,30,30.07,0,,,46,Escondido,4562,One Year,United States,7102-JJVTX,Stayed,0,0,Female,1,DSL,"33.081478, -117.033814",33.081478,-117.033814,1,48.6,0,0,9,Offer E,0,1,0,1,Credit Card,1,49281,0,Q3,1,3,0,California,0,0,0,9,422.3,0,270.63,20.45,672.48,0,1,92025
-43,0,16.81,0,,,22,Escondido,4562,Two Year,United States,4703-MQYKT,Stayed,0,0,Male,0,,"33.081478, -117.033814",33.081478,-117.033814,0,19.6,0,0,0,,0,0,0,0,Mailed Check,1,49281,0,Q3,0,4,0,California,0,0,0,21,390.4,0,353.01,0,743.41,0,0,92025
-35,0,20.65,0,,,72,Escondido,5052,One Year,United States,3243-ZHOHY,Stayed,0,0,Female,0,,"33.081478, -117.033814",33.081478,-117.033814,0,20.1,0,0,0,Offer D,0,0,0,0,Credit Card,1,49281,0,Q3,0,3,0,California,0,0,0,16,296.15,0,330.4,0,626.55,0,0,92025
-28,0,1.22,0,,,39,Escondido,5114,Two Year,United States,0394-YONDK,Stayed,1,0,Male,0,,"33.081478, -117.033814",33.081478,-117.033814,1,25.15,1,3,0,,0,0,0,1,Credit Card,1,49281,0,Q3,0,3,0,California,0,0,0,70,1790.15,0,85.4,0,1875.55,1,0,92025
-54,14,32.67,0,,,26,Escondido,6409,One Year,United States,2371-KFUOG,Stayed,0,0,Male,1,Fiber Optic,"33.081478, -117.033814",33.081478,-117.033814,0,99.15,0,0,0,Offer B,1,1,0,0,Bank Withdrawal,1,49281,0,Q3,0,3,0,California,1,1,1,58,5720.95,0,1894.86,0,7615.81,0,1,92025
-62,18,0,0,,,22,Escondido,5388,Two Year,United States,8626-PTQGE,Stayed,0,0,Male,1,Cable,"33.21846, -117.116916",33.21846,-117.116916,0,60.05,0,0,0,,1,1,1,0,Bank Withdrawal,0,43436,1,Q3,0,3,0,California,1,1,1,69,4176.7,0,0,41.21,4135.49,0,1,92026
-24,51,34.43,0,,,72,Escondido,3628,Month-to-Month,United States,5186-EJEGL,Stayed,0,1,Male,1,DSL,"33.21846, -117.116916",33.21846,-117.116916,0,69.5,0,0,0,,0,1,1,0,Credit Card,1,43436,1,Q3,0,3,0,California,0,1,1,9,653.25,0,309.87,0,963.12,1,1,92026
-47,18,31.59,0,,,73,Escondido,3555,One Year,United States,6574-MCOEH,Stayed,1,1,Female,1,Cable,"33.21846, -117.116916",33.21846,-117.116916,1,79.15,1,2,2,,0,0,1,1,Bank Withdrawal,1,43436,1,Q3,1,5,0,California,1,1,1,33,2531.4,20,1042.47,0,3593.87,0,0,92026
-23,73,30.3,0,,,70,Escondido,2037,Month-to-Month,United States,0463-ZSDNT,Stayed,0,0,Male,1,DSL,"33.21846, -117.116916",33.21846,-117.116916,0,56.75,0,0,0,,0,0,1,0,Bank Withdrawal,1,43436,0,Q3,0,5,0,California,1,1,0,10,503.25,30,303,0,836.25,1,0,92026
-31,0,31.02,0,,,40,Oceanside,5272,One Year,United States,9498-FIMXL,Stayed,0,0,Female,0,,"33.351059, -117.420557",33.351059,-117.420557,0,19.2,0,0,0,Offer E,0,0,1,0,Credit Card,1,98239,0,Q3,0,4,0,California,0,0,0,8,161.95,0,248.16,0,410.11,0,0,92054
-42,14,11.83,0,,,51,Oceanside,4732,One Year,United States,7336-RLLRH,Stayed,0,0,Male,1,DSL,"33.351059, -117.420557",33.351059,-117.420557,1,80.85,1,0,3,Offer C,0,1,0,1,Credit Card,1,98239,1,Q3,1,3,0,California,1,1,1,27,2204.35,0,319.41,0,2523.76,0,1,92054
-41,0,8.98,0,,,52,Oceanside,4169,Two Year,United States,5296-PSYVW,Stayed,0,0,Female,0,,"33.351059, -117.420557",33.351059,-117.420557,1,24.55,1,0,8,,0,0,0,1,Bank Withdrawal,1,98239,0,Q3,1,4,0,California,0,0,0,72,1750.7,0,646.56,0,2397.26,0,0,92054
-29,0,7.32,0,,,28,Oceanside,4801,Month-to-Month,United States,9708-KFDBY,Joined,0,0,Male,0,,"33.351059, -117.420557",33.351059,-117.420557,0,20.55,0,0,0,Offer E,0,0,0,0,Credit Card,1,98239,0,Q3,0,4,0,California,0,0,0,1,20.55,0,7.32,0,27.87,1,0,92054
-60,26,49.61,0,,,39,Oceanside,4446,One Year,United States,2758-RNWXS,Stayed,0,0,Male,1,Fiber Optic,"33.351059, -117.420557",33.351059,-117.420557,0,89.2,0,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,98239,1,Q3,0,4,0,California,1,1,0,35,3251.3,0,1736.35,0,4987.65,0,1,92054
-31,22,22.13,0,,,50,Oceanside,5316,One Year,United States,2379-GYFLQ,Stayed,0,1,Male,1,Fiber Optic,"33.194742, -117.29032",33.194742,-117.29032,0,94.9,1,0,0,,1,0,1,0,Credit Card,1,52895,0,Q3,0,4,0,California,0,0,1,46,4422.95,0,1017.98,24.08,5416.85,0,1,92056
-57,0,44.88,0,,,67,Oceanside,3838,Month-to-Month,United States,6319-QSUSR,Stayed,1,0,Female,0,,"33.194742, -117.29032",33.194742,-117.29032,0,19.7,0,1,0,Offer D,0,0,0,0,Credit Card,1,52895,0,Q3,0,4,0,California,0,0,0,11,216.2,0,493.68,0,709.88,0,0,92056
-28,59,0,0,,,35,Oceanside,5192,Two Year,United States,2314-TNDJQ,Stayed,1,1,Female,1,Cable,"33.194742, -117.29032",33.194742,-117.29032,1,55.65,0,3,1,Offer A,1,1,0,1,Credit Card,0,52895,1,Q3,1,4,0,California,1,1,0,72,3880.05,0,0,0,3880.05,1,1,92056
-59,18,30.68,0,,,57,San Marcos,4487,Two Year,United States,6885-PKOAM,Stayed,0,1,Female,1,Cable,"33.162624, -117.170863",33.162624,-117.170863,1,85.75,1,0,3,,1,1,0,1,Credit Card,1,52664,1,Q3,1,3,0,California,1,1,1,71,6223.8,0,2178.28,4.6,8397.48,0,1,92069
-45,0,31.28,0,,,61,San Marcos,3248,Month-to-Month,United States,1991-VOPLL,Stayed,0,0,Female,0,,"33.162624, -117.170863",33.162624,-117.170863,0,19.05,0,0,0,Offer E,0,0,0,0,Credit Card,1,52664,0,Q3,0,4,0,California,0,0,0,9,157.65,0,281.52,0,439.17,0,0,92069
-48,0,41.93,0,,,79,San Marcos,5646,Two Year,United States,7647-GYYKX,Stayed,1,0,Female,0,,"33.162624, -117.170863",33.162624,-117.170863,1,20.35,0,4,1,,0,0,1,1,Bank Withdrawal,1,52664,0,Q3,1,3,0,California,0,0,0,54,1092.35,0,2264.22,0,3356.57,0,0,92069
-48,53,0,0,,,45,San Marcos,2609,One Year,United States,3648-GZPHF,Stayed,1,1,Male,1,DSL,"33.162624, -117.170863",33.162624,-117.170863,1,36.25,0,3,2,Offer C,0,0,1,1,Mailed Check,0,52664,1,Q3,1,5,0,California,0,0,0,32,1151.05,0,0,0,1151.05,0,1,92069
-57,9,4.5,0,,,66,Rancho Santa Fe,5229,Two Year,United States,0513-RBGPE,Stayed,0,1,Male,1,DSL,"32.99356, -117.207121",32.99356,-117.207121,1,62.8,1,0,6,,0,1,1,1,Credit Card,1,1072,1,Q3,1,3,0,California,0,0,0,37,2278.75,0,166.5,16.97,2428.28,0,1,92091
-47,10,0,0,,,54,Rancho Santa Fe,5435,Two Year,United States,0017-DINOC,Stayed,0,0,Male,1,Cable,"32.99356, -117.207121",32.99356,-117.207121,0,45.2,0,0,0,,0,1,0,0,Credit Card,0,1072,1,Q3,0,4,0,California,0,0,1,54,2460.55,0,0,0,2460.55,0,1,92091
-56,19,33.09,0,,,55,Rancho Santa Fe,3676,Month-to-Month,United States,8751-EDEKA,Stayed,0,1,Female,1,Fiber Optic,"32.99356, -117.207121",32.99356,-117.207121,1,89.9,0,0,7,,1,0,0,1,Credit Card,1,1072,0,Q3,1,4,0,California,1,1,0,28,2433.5,0,926.52,0,3360.02,0,1,92091
-45,0,5.58,0,,,22,Rancho Santa Fe,4314,Two Year,United States,3078-ZKNTS,Stayed,1,0,Female,0,,"32.99356, -117.207121",32.99356,-117.207121,1,19.75,0,1,7,,0,0,1,1,Bank Withdrawal,1,1072,0,Q3,1,3,0,California,0,0,0,13,246.7,0,72.54,0,319.24,0,0,92091
-27,73,13.02,0,,,67,San Diego,2130,One Year,United States,5160-UXJED,Stayed,0,0,Male,1,Cable,"32.72523, -117.171346",32.72523,-117.171346,0,44.6,0,0,0,,0,0,0,0,Credit Card,1,27505,0,Q3,0,4,0,California,0,0,0,17,681.4,0,221.34,0,902.74,1,1,92101
-57,0,12.35,0,,,31,San Diego,3846,Month-to-Month,United States,6878-GGDWG,Stayed,0,0,Female,0,,"32.72523, -117.171346",32.72523,-117.171346,1,19.4,0,0,1,,0,0,0,1,Bank Withdrawal,1,27505,0,Q3,1,4,0,California,0,0,0,32,641.15,0,395.2,0,1036.35,0,0,92101
-20,59,24.33,0,,,47,San Diego,4142,Month-to-Month,United States,1941-HOSAM,Joined,1,0,Male,1,Fiber Optic,"32.72523, -117.171346",32.72523,-117.171346,1,90.1,0,3,1,,0,0,1,1,Bank Withdrawal,1,27505,0,Q3,1,3,0,California,1,1,1,1,90.1,0,24.33,0,114.43,1,1,92101
-63,18,30.09,0,,,56,San Diego,2675,One Year,United States,1024-KPRBB,Stayed,0,0,Female,1,Fiber Optic,"32.72523, -117.171346",32.72523,-117.171346,0,89.1,0,0,0,Offer C,0,0,1,0,Mailed Check,1,27505,0,Q3,0,4,0,California,1,1,1,38,3342,90,1143.42,0,4575.42,0,0,92101
-62,29,15.66,0,,,29,Blythe,4020,Month-to-Month,United States,5522-JBWMO,Joined,1,0,Male,1,DSL,"33.674583, -114.71612",33.674583,-114.71612,0,44,0,2,0,,0,0,0,0,Bank Withdrawal,1,24659,0,Q3,0,5,0,California,0,0,0,1,44,0,15.66,0,59.66,0,1,92225
-29,0,9.43,0,,,42,Blythe,2600,Two Year,United States,3546-GHEAE,Stayed,0,0,Male,0,,"33.674583, -114.71612",33.674583,-114.71612,0,19.45,0,0,0,,0,0,0,0,Credit Card,1,24659,0,Q3,0,5,0,California,0,0,0,7,165.35,0,66.01,0,231.36,1,0,92225
-42,9,37.18,0,,,45,Blythe,5255,One Year,United States,7032-LMBHI,Stayed,0,0,Female,1,Cable,"33.674583, -114.71612",33.674583,-114.71612,0,64.65,1,0,0,,0,1,0,0,Bank Withdrawal,1,24659,0,Q3,0,3,0,California,0,0,1,37,2347.85,0,1375.66,0,3723.51,0,1,92225
-26,59,39.67,0,,,43,Blythe,3291,Month-to-Month,United States,2523-EWWZL,Stayed,0,0,Female,1,Fiber Optic,"33.674583, -114.71612",33.674583,-114.71612,1,76.1,0,0,0,Offer C,1,0,1,1,Bank Withdrawal,1,24659,0,Q3,0,3,0,California,0,0,0,27,2093.4,0,1071.09,30.14,3134.35,1,1,92225
-61,24,13.28,0,,,74,Coachella,5813,Two Year,United States,2977-CEBSX,Stayed,0,1,Female,1,DSL,"33.680031, -116.171678",33.680031,-116.171678,0,90.05,1,0,0,,1,1,1,0,Credit Card,1,23170,1,Q3,0,4,0,California,1,1,1,66,5965.95,0,876.48,0,6842.43,0,1,92236
-36,6,44.42,0,,,24,Coachella,5528,Month-to-Month,United States,8543-MSDMF,Joined,0,1,Male,1,Cable,"33.680031, -116.171678",33.680031,-116.171678,0,77.4,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,23170,0,Q3,0,4,0,California,1,1,1,3,206.15,0,133.26,0,339.41,0,1,92236
-53,13,17.33,0,,,66,Coachella,5417,One Year,United States,1137-DGOWI,Stayed,0,1,Female,1,DSL,"33.680031, -116.171678",33.680031,-116.171678,1,70.25,0,0,7,,1,0,0,1,Bank Withdrawal,1,23170,1,Q3,1,4,0,California,1,1,0,30,2198.9,0,519.9,0,2718.8,0,1,92236
-25,47,0,0,,,65,Coachella,2734,Month-to-Month,United States,4501-VCPFK,Stayed,0,1,Male,1,Cable,"33.680031, -116.171678",33.680031,-116.171678,0,35.75,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,0,23170,1,Q3,0,5,0,California,0,0,0,26,1022.5,0,0,0,1022.5,1,1,92236
-62,0,27.11,0,,,56,Joshua Tree,2120,Two Year,United States,5495-GPSRW,Stayed,0,0,Male,0,,"34.167236, -116.281511",34.167236,-116.281511,0,19.7,0,0,0,,0,0,1,0,Credit Card,1,8141,0,Q3,0,5,0,California,0,0,0,20,419.4,0,542.2,0,961.6,0,0,92252
-54,11,42.93,0,,,34,Joshua Tree,4121,Month-to-Month,United States,4138-NAXED,Stayed,0,0,Male,1,Fiber Optic,"34.167236, -116.281511",34.167236,-116.281511,0,81,1,0,0,,1,0,0,0,Bank Withdrawal,1,8141,0,Q3,0,3,0,California,0,0,0,51,4085.75,10,2189.43,0,6285.18,0,0,92252
-60,0,49.8,0,,,51,Joshua Tree,5397,Two Year,United States,6698-OXETB,Stayed,0,0,Male,0,,"34.167236, -116.281511",34.167236,-116.281511,0,20.4,0,0,0,Offer D,0,0,0,0,Credit Card,1,8141,0,Q3,0,4,0,California,0,0,0,11,231.45,0,547.8,0,779.25,0,0,92252
-46,28,4.7,0,,,39,Joshua Tree,6307,Two Year,United States,6691-CCIHA,Stayed,0,0,Female,1,Cable,"34.167236, -116.281511",34.167236,-116.281511,1,84.95,1,0,1,Offer B,1,1,1,1,Bank Withdrawal,1,8141,1,Q3,1,4,0,California,1,1,1,62,5150.55,0,291.4,4.68,5437.27,0,1,92252
-59,29,5.43,0,,,46,Mecca,4149,One Year,United States,4742-DRORA,Stayed,0,1,Male,1,Fiber Optic,"33.543835, -115.993906",33.543835,-115.993906,1,95.4,1,0,5,Offer B,0,1,1,1,Bank Withdrawal,1,8768,0,Q3,1,4,0,California,0,0,1,60,5812,0,325.8,0,6137.8,0,1,92254
-39,17,11.41,0,,,67,Mecca,4621,Two Year,United States,0744-BIKKF,Stayed,0,1,Male,1,DSL,"33.543835, -115.993906",33.543835,-115.993906,0,86.65,1,0,0,Offer A,1,1,0,0,Bank Withdrawal,1,8768,1,Q3,0,3,0,California,1,1,1,72,6224.8,0,821.52,0,7046.32,0,1,92254
-37,0,37.59,0,,,54,Mecca,4613,One Year,United States,3724-BSCVH,Stayed,1,0,Male,0,,"33.543835, -115.993906",33.543835,-115.993906,1,20.45,0,1,0,Offer D,0,0,0,1,Credit Card,1,8768,0,Q3,0,4,0,California,0,0,0,10,242.4,0,375.9,0,618.3,0,0,92254
-52,0,36.5,0,,,39,Mecca,6263,Two Year,United States,0485-ZBSLN,Stayed,1,0,Male,0,,"33.543835, -115.993906",33.543835,-115.993906,1,24.75,1,2,4,,0,0,0,1,Credit Card,1,8768,0,Q3,1,5,0,California,0,0,0,65,1715.1,0,2372.5,0,4087.6,0,0,92254
-35,16,41.85,0,,,77,Mecca,3259,Month-to-Month,United States,9053-EJUNL,Stayed,0,0,Male,1,Fiber Optic,"33.543835, -115.993906",33.543835,-115.993906,0,89.2,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,8768,0,Q3,0,5,0,California,0,0,1,41,3645.75,0,1715.85,2.21,5359.39,0,1,92254
-41,0,6.7,0,,,20,Salton City,3181,Month-to-Month,United States,2233-FAGXV,Stayed,1,0,Female,0,,"33.28156, -115.955541",33.28156,-115.955541,1,24.3,1,3,6,,0,0,1,1,Credit Card,1,799,0,Q3,1,5,0,California,0,0,0,5,132.25,0,33.5,0,165.75,0,0,92275
-42,0,48.61,0,,,68,Salton City,2607,One Year,United States,5986-WWXDV,Stayed,0,0,Male,0,,"33.28156, -115.955541",33.28156,-115.955541,0,19.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,799,0,Q3,0,3,0,California,0,0,0,39,779.2,0,1895.79,0,2674.99,0,0,92275
-60,0,16.48,0,,,53,Salton City,5105,One Year,United States,5201-CBWYG,Stayed,1,0,Male,0,,"33.28156, -115.955541",33.28156,-115.955541,1,24.8,1,1,1,,0,0,0,1,Bank Withdrawal,1,799,0,Q3,1,5,0,California,0,0,0,62,1476.25,0,1021.76,0,2498.01,0,0,92275
-45,0,12.97,0,,,70,Salton City,3076,One Year,United States,9229-RQABD,Stayed,0,0,Male,0,,"33.28156, -115.955541",33.28156,-115.955541,0,23.75,1,0,0,Offer D,0,0,0,0,Credit Card,1,799,0,Q3,0,4,0,California,0,0,0,18,424.5,0,233.46,0,657.96,0,0,92275
-23,53,8.62,0,,,48,Salton City,5553,Two Year,United States,9281-CEDRU,Stayed,0,0,Female,1,DSL,"33.28156, -115.955541",33.28156,-115.955541,1,64.1,0,0,2,,1,0,0,1,Bank Withdrawal,1,799,1,Q3,1,5,0,California,0,0,1,68,4326.25,0,586.16,19.12,4893.29,1,1,92275
-20,76,6.5,0,,,20,Winterhaven,4922,Month-to-Month,United States,8734-DKSTZ,Stayed,1,0,Female,1,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,1,85.95,1,2,0,Offer D,0,0,0,1,Bank Withdrawal,1,3663,0,Q3,0,3,0,California,1,1,0,10,858.6,0,65,0,923.6,1,1,92283
-40,13,40.28,0,,,30,Winterhaven,4583,Month-to-Month,United States,5804-HYIEZ,Stayed,1,0,Male,1,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,1,106.05,1,1,1,Offer A,1,1,1,1,Bank Withdrawal,1,3663,0,Q3,1,4,0,California,1,1,1,70,7554.05,0,2819.6,0,10373.65,0,1,92283
-31,14,11.19,0,,,26,Winterhaven,3527,Month-to-Month,United States,2897-DOVND,Joined,0,0,Male,1,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,0,69.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,3663,0,Q3,0,3,0,California,0,0,0,2,146.65,10,22.38,0,179.03,0,0,92283
-57,13,29.55,0,,,20,Winterhaven,2464,Month-to-Month,United States,8456-QDAVC,Stayed,0,0,Male,1,Fiber Optic,"32.852947, -114.850784",32.852947,-114.850784,0,78.7,0,0,0,,0,0,1,0,Bank Withdrawal,1,3663,0,Q3,0,3,0,California,0,0,1,19,1495.1,0,561.45,26.84,2029.71,0,1,92283
-49,30,41.46,0,,,74,Landers,4620,One Year,United States,6152-ONASV,Stayed,0,0,Female,1,DSL,"34.341737, -116.539416",34.341737,-116.539416,1,58.25,1,0,4,Offer A,0,1,0,1,Bank Withdrawal,1,2182,1,Q3,1,3,0,California,0,0,0,68,3975.7,140,2819.28,0,6934.98,0,0,92285
-51,75,48.73,0,,,49,Landers,5903,Month-to-Month,United States,5934-TSSAU,Stayed,1,1,Female,1,Fiber Optic,"34.341737, -116.539416",34.341737,-116.539416,1,75.3,0,3,6,Offer D,0,0,1,1,Credit Card,1,2182,0,Q3,1,5,0,California,0,0,0,23,1702.9,0,1120.79,0,2823.69,0,1,92285
-32,75,0,0,,,69,Landers,2754,Two Year,United States,0191-EQUUH,Stayed,1,0,Female,1,Cable,"34.341737, -116.539416",34.341737,-116.539416,0,35.05,0,3,0,Offer C,0,1,0,0,Bank Withdrawal,0,2182,1,Q3,0,4,0,California,0,0,0,25,844.45,0,0,0,844.45,0,1,92285
-30,0,22.77,0,,,45,Landers,5306,Two Year,United States,2569-WGERO,Stayed,0,0,Female,0,,"34.341737, -116.539416",34.341737,-116.539416,0,21.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,2182,0,Q3,0,5,0,California,0,0,0,72,1419.4,0,1639.44,19.31,3039.53,0,0,92285
-26,0,12.61,0,,,78,Fort Irwin,5744,One Year,United States,4980-URKXC,Stayed,0,0,Male,0,,"35.349241, -116.770281",35.349241,-116.770281,1,20.85,0,0,1,,0,0,0,1,Bank Withdrawal,1,9465,0,Q3,1,4,0,California,0,0,0,36,720.05,0,453.96,0,1174.01,1,0,92310
-38,5,46.92,0,,,25,Fort Irwin,4770,One Year,United States,6784-XYJAE,Stayed,0,1,Female,1,DSL,"35.349241, -116.770281",35.349241,-116.770281,0,55.8,1,0,0,,0,0,0,0,Bank Withdrawal,1,9465,0,Q3,0,3,0,California,0,0,0,36,1941.5,70,1689.12,0,3700.62,0,0,92310
-33,10,29.03,0,,,67,Fort Irwin,3916,Month-to-Month,United States,0508-OOLTO,Joined,1,0,Female,1,Fiber Optic,"35.349241, -116.770281",35.349241,-116.770281,1,71.65,0,1,5,,0,0,1,1,Bank Withdrawal,1,9465,0,Q3,1,3,0,California,0,0,0,2,135.75,0,58.06,0,193.81,0,1,92310
-45,16,0,0,,,24,Fort Irwin,5374,Two Year,United States,2162-FRZAA,Stayed,1,1,Male,1,DSL,"35.349241, -116.770281",35.349241,-116.770281,1,39.35,0,2,7,Offer B,1,0,0,1,Bank Withdrawal,0,9465,1,Q3,1,5,0,California,0,0,0,63,2395.05,0,0,0,2395.05,0,1,92310
-52,3,30.75,0,,,39,Barstow,4842,Two Year,United States,4376-KFVRS,Stayed,0,1,Male,1,Fiber Optic,"34.965648, -117.001509",34.965648,-117.001509,1,114.05,1,0,5,Offer A,1,1,1,1,Credit Card,1,31293,1,Q3,1,3,0,California,1,1,1,72,8468.2,0,2214,0,10682.2,0,1,92311
-48,6,0,0,,,49,Barstow,5174,Two Year,United States,3933-DQPWX,Stayed,0,1,Female,1,DSL,"34.965648, -117.001509",34.965648,-117.001509,0,39.7,0,0,0,,1,0,0,0,Credit Card,0,31293,1,Q3,0,3,0,California,0,0,0,50,1932.75,0,0,0,1932.75,0,1,92311
-38,25,32.22,0,,,25,Barstow,6378,Two Year,United States,2984-TBYKU,Stayed,1,1,Male,1,Fiber Optic,"34.965648, -117.001509",34.965648,-117.001509,1,104.9,1,3,6,Offer A,1,1,1,1,Credit Card,1,31293,1,Q3,1,4,0,California,1,1,0,72,7732.65,0,2319.84,0,10052.49,0,1,92311
-30,51,24.83,0,,,78,Grand Terrace,4945,Month-to-Month,United States,5886-VLQVU,Stayed,0,0,Male,1,Fiber Optic,"34.029175, -117.307211",34.029175,-117.307211,1,89.85,1,0,0,,0,0,1,1,Bank Withdrawal,1,11024,1,Q3,0,3,0,California,1,1,0,35,3161.2,20,869.05,0,4050.25,0,0,92313
-38,16,0,0,,,36,Grand Terrace,3194,Month-to-Month,United States,6661-EIPZC,Stayed,1,0,Female,1,DSL,"34.029175, -117.307211",34.029175,-117.307211,1,29.5,0,1,6,,0,0,1,1,Credit Card,0,11024,1,Q3,1,4,0,California,0,0,0,48,1423.05,0,0,0,1423.05,0,1,92313
-20,59,36.7,0,,,75,Grand Terrace,4434,Month-to-Month,United States,9822-WMWVG,Stayed,0,1,Female,1,Fiber Optic,"34.029175, -117.307211",34.029175,-117.307211,0,106.5,1,0,0,,1,1,1,0,Bank Withdrawal,1,11024,1,Q3,0,4,0,California,0,0,1,41,4282.4,0,1504.7,0,5787.1,1,1,92313
-22,51,39.25,0,,,42,Grand Terrace,3109,Month-to-Month,United States,5118-MUEYH,Stayed,0,0,Female,1,Fiber Optic,"34.029175, -117.307211",34.029175,-117.307211,1,105.1,1,0,4,Offer B,1,0,1,1,Credit Card,1,11024,1,Q3,1,3,0,California,1,1,1,48,5083.55,0,1884,0,6967.55,1,1,92313
-49,12,46.45,0,,,70,Big Bear Lake,2683,Month-to-Month,United States,0771-WLCLA,Stayed,1,1,Female,1,Fiber Optic,"34.242058, -116.89802",34.242058,-116.89802,1,112.95,1,1,8,Offer D,0,1,1,1,Bank Withdrawal,1,5447,1,Q3,1,3,0,California,1,1,1,16,1882.55,0,743.2,0,2625.75,0,1,92315
-34,9,45.05,0,,,55,Big Bear Lake,4766,Two Year,United States,2251-PYLPB,Stayed,0,1,Male,1,Cable,"34.242058, -116.89802",34.242058,-116.89802,1,79.55,1,0,3,Offer A,1,1,0,1,Credit Card,1,5447,1,Q3,1,3,0,California,1,1,0,72,5810.9,0,3243.6,0,9054.5,0,1,92315
-59,29,39.63,0,,,43,Big Bear Lake,5184,One Year,United States,9040-KZVWO,Stayed,0,0,Male,1,Fiber Optic,"34.242058, -116.89802",34.242058,-116.89802,0,75.5,0,0,0,Offer C,1,0,0,0,Bank Withdrawal,1,5447,0,Q3,0,4,0,California,0,0,0,26,2018.1,0,1030.38,0,3048.48,0,1,92315
-44,0,25.52,0,,,72,Big Bear Lake,3726,One Year,United States,5627-TVBPP,Stayed,1,0,Female,0,,"34.242058, -116.89802",34.242058,-116.89802,0,20.1,0,1,0,,0,0,1,0,Credit Card,1,5447,0,Q3,0,4,0,California,0,0,0,35,644.5,0,893.2,0,1537.7,0,0,92315
-30,0,5.32,0,,,42,Death Valley,5674,Two Year,United States,0732-OCQOC,Stayed,0,0,Female,0,,"36.27688, -117.033326",36.27688,-117.033326,1,25.05,1,0,10,Offer B,0,0,1,1,Bank Withdrawal,1,443,0,Q3,1,4,0,California,0,0,0,52,1270.25,0,276.64,0,1546.89,0,0,92328
-61,17,39.97,0,,,45,Death Valley,5257,Month-to-Month,United States,2190-BCXEC,Stayed,0,0,Female,1,Fiber Optic,"36.27688, -117.033326",36.27688,-117.033326,1,78.85,1,0,10,,0,0,1,1,Credit Card,1,443,1,Q3,1,4,0,California,0,0,0,40,3126.85,0,1598.8,0,4725.65,0,1,92328
-36,9,4.59,0,,,77,Death Valley,4350,Month-to-Month,United States,2522-AHJXR,Stayed,0,1,Male,1,Fiber Optic,"36.27688, -117.033326",36.27688,-117.033326,1,109.45,1,0,6,,0,1,1,1,Bank Withdrawal,1,443,1,Q3,1,4,0,California,1,1,1,60,6572.85,0,275.4,0,6848.25,0,1,92328
-40,12,4.33,0,,,45,Death Valley,6275,Month-to-Month,United States,0292-WEGCH,Stayed,1,1,Female,1,DSL,"36.27688, -117.033326",36.27688,-117.033326,1,86.2,1,2,7,Offer B,1,0,1,1,Bank Withdrawal,1,443,1,Q3,1,3,0,California,1,1,1,54,4524.05,0,233.82,0,4757.87,0,1,92328
-26,82,22.14,0,,,44,Essex,5505,Month-to-Month,United States,5168-MSWXT,Stayed,1,1,Male,1,Fiber Optic,"34.9436, -115.287901",34.9436,-115.287901,1,94.75,0,3,4,,0,0,1,1,Bank Withdrawal,1,115,0,Q3,1,5,0,California,1,1,1,8,759.55,0,177.12,0,936.67,1,1,92332
-50,4,3.81,0,,,56,Essex,4237,One Year,United States,6227-FBDXH,Stayed,0,1,Male,1,Fiber Optic,"34.9436, -115.287901",34.9436,-115.287901,1,99.5,1,0,10,Offer A,0,0,0,1,Bank Withdrawal,1,115,0,Q3,1,4,0,California,1,1,1,69,6841.45,0,262.89,0,7104.34,0,1,92332
-20,48,12.28,0,,,33,Essex,5162,Two Year,United States,0412-UCCNP,Stayed,0,1,Male,1,DSL,"34.9436, -115.287901",34.9436,-115.287901,0,59.2,0,0,0,,0,1,1,0,Bank Withdrawal,1,115,1,Q3,0,3,0,California,0,0,0,55,3175.85,0,675.4,0,3851.25,1,1,92332
-27,59,30.6,0,,,54,Essex,4727,One Year,United States,8910-ICHIU,Stayed,0,1,Female,1,Fiber Optic,"34.9436, -115.287901",34.9436,-115.287901,0,95.65,0,0,0,Offer B,1,1,1,0,Credit Card,1,115,0,Q3,0,3,0,California,0,0,1,46,4664.2,0,1407.6,0,6071.8,1,1,92332
-53,0,4.03,0,,,32,Fontana,5655,One Year,United States,8592-PLTMQ,Stayed,0,0,Female,0,,"34.087558, -117.464096",34.087558,-117.464096,0,24.7,1,0,0,Offer B,0,0,0,0,Mailed Check,1,82630,0,Q3,0,5,0,California,0,0,0,64,1642.75,0,257.92,0,1900.67,0,0,92335
-29,48,41.08,0,,,37,Fontana,5334,Month-to-Month,United States,2911-WDXMV,Stayed,1,1,Male,1,Fiber Optic,"34.087558, -117.464096",34.087558,-117.464096,0,80.55,1,3,0,Offer D,0,0,1,0,Credit Card,1,82630,0,Q3,0,5,0,California,0,0,0,18,1406.65,0,739.44,0,2146.09,1,1,92335
-30,0,11.1,0,,,49,Fontana,2313,Month-to-Month,United States,7096-UCLNH,Joined,0,0,Male,0,,"34.087558, -117.464096",34.087558,-117.464096,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,82630,0,Q3,0,4,0,California,0,0,0,1,20.05,0,11.1,0,31.15,0,0,92335
-28,69,39.09,0,,,43,Fontana,4603,Two Year,United States,9715-WZCLW,Stayed,1,0,Male,1,Fiber Optic,"34.087558, -117.464096",34.087558,-117.464096,1,97.2,1,2,7,Offer A,0,1,1,1,Bank Withdrawal,1,82630,0,Q3,1,3,0,California,1,1,1,71,6910.3,0,2775.39,0,9685.69,1,1,92335
-20,0,20.09,0,,,23,Forest Falls,4900,Two Year,United States,4785-FCIFB,Stayed,0,0,Female,0,,"34.067699, -116.903891",34.067699,-116.903891,1,24.4,1,0,10,Offer B,0,0,0,1,Mailed Check,1,958,0,Q3,1,5,0,California,0,0,0,61,1417.9,0,1225.49,0,2643.39,1,0,92339
-24,69,36.17,0,,,77,Forest Falls,5712,One Year,United States,4547-FZJWE,Stayed,0,0,Male,1,DSL,"34.067699, -116.903891",34.067699,-116.903891,1,59.45,0,0,5,,0,1,0,1,Credit Card,1,958,0,Q3,1,4,0,California,1,1,0,55,3157,40,1989.35,0,5186.35,1,0,92339
-45,15,10.83,0,,,36,Forest Falls,5277,Month-to-Month,United States,8885-QSQBX,Joined,0,0,Female,1,DSL,"34.067699, -116.903891",34.067699,-116.903891,0,49.55,0,0,0,,0,1,0,0,Bank Withdrawal,1,958,0,Q3,0,4,0,California,0,0,0,1,49.55,0,10.83,0,60.38,0,1,92339
-35,11,35.92,0,,,68,Forest Falls,5483,Two Year,United States,4049-ZPALD,Stayed,0,1,Female,1,Fiber Optic,"34.067699, -116.903891",34.067699,-116.903891,1,99,0,0,7,Offer B,0,1,1,1,Bank Withdrawal,1,958,0,Q3,1,4,0,California,1,1,1,64,6375.8,0,2298.88,0,8674.68,0,1,92339
-24,53,15.94,0,,,46,Hesperia,4274,Two Year,United States,0942-KOWSM,Stayed,0,1,Female,1,DSL,"34.361387, -117.337509",34.361387,-117.337509,1,80.8,0,0,4,Offer C,1,0,0,1,Bank Withdrawal,1,68515,1,Q3,1,5,0,California,1,1,1,30,2369.3,0,478.2,0,2847.5,1,1,92345
-54,0,20.47,0,,,46,Hesperia,2026,Two Year,United States,3521-HTQTV,Stayed,0,0,Male,0,,"34.361387, -117.337509",34.361387,-117.337509,0,26.1,1,0,0,,0,0,0,0,Bank Withdrawal,1,68515,0,Q3,0,3,0,California,0,0,0,34,980.35,0,695.98,0,1676.33,0,0,92345
-53,11,17.28,0,,,42,Hesperia,4324,Two Year,United States,9385-NXKDA,Stayed,0,1,Female,1,DSL,"34.361387, -117.337509",34.361387,-117.337509,1,82.65,1,0,7,Offer A,1,1,1,1,Credit Card,1,68515,0,Q3,1,3,0,California,1,1,1,72,5919.35,0,1244.16,0,7163.51,0,1,92345
-54,16,15.28,0,,,77,Hesperia,4521,Month-to-Month,United States,6833-JMZYP,Stayed,0,1,Female,1,Fiber Optic,"34.361387, -117.337509",34.361387,-117.337509,0,94,0,0,0,,0,0,1,0,Credit Card,1,68515,0,Q3,0,3,0,California,1,1,1,15,1505.45,0,229.2,0,1734.65,0,1,92345
-45,0,34.38,0,,,77,Highland,4823,Month-to-Month,United States,4237-CLSMM,Joined,0,0,Male,0,,"34.129677, -117.154277",34.129677,-117.154277,1,20,0,0,10,,0,0,0,1,Mailed Check,1,48245,0,Q3,1,4,0,California,0,0,0,2,38,0,68.76,0,106.76,0,0,92346
-64,0,31.81,0,,,24,Highland,4369,Month-to-Month,United States,3744-ZBHON,Joined,0,0,Female,0,,"34.129677, -117.154277",34.129677,-117.154277,0,20.2,0,0,0,,0,0,0,0,Bank Withdrawal,1,48245,0,Q3,0,5,0,California,0,0,0,3,65.95,0,95.43,0,161.38,0,0,92346
-40,28,11.75,0,,,25,Highland,2597,Month-to-Month,United States,0430-IHCDJ,Stayed,0,0,Male,1,DSL,"34.129677, -117.154277",34.129677,-117.154277,0,49,1,0,0,,0,0,1,0,Bank Withdrawal,1,48245,0,Q3,0,3,0,California,0,0,0,15,749.25,0,176.25,0,925.5,0,1,92346
-52,0,15.5,0,,,34,Lake Arrowhead,2231,Month-to-Month,United States,4719-UMSIY,Stayed,1,0,Male,0,,"34.2565, -117.19335",34.2565,-117.19335,0,19.65,0,2,0,,0,0,0,0,Mailed Check,1,9793,0,Q3,0,5,0,California,0,0,0,6,100.9,0,93,0,193.9,0,0,92352
-41,7,10.28,0,,,38,Lake Arrowhead,2853,One Year,United States,8383-SGHJU,Stayed,0,0,Female,1,Cable,"34.2565, -117.19335",34.2565,-117.19335,0,59.4,1,0,0,,0,1,0,0,Bank Withdrawal,1,9793,1,Q3,0,3,0,California,0,0,0,33,1952.8,0,339.24,0,2292.04,0,1,92352
-50,0,1.87,0,,,55,Lake Arrowhead,4998,One Year,United States,6674-KVJHG,Stayed,0,0,Female,0,,"34.2565, -117.19335",34.2565,-117.19335,0,25.2,1,0,0,,0,0,0,0,Bank Withdrawal,1,9793,0,Q3,0,4,0,California,0,0,0,11,245.15,0,20.57,0,265.72,0,0,92352
-35,22,42.18,0,,,70,Lake Arrowhead,6245,One Year,United States,8961-QDZZJ,Stayed,1,0,Female,1,Fiber Optic,"34.2565, -117.19335",34.2565,-117.19335,1,95,0,2,3,Offer B,1,0,1,1,Bank Withdrawal,1,9793,0,Q3,1,5,0,California,1,1,1,57,5535.8,0,2404.26,0,7940.06,0,1,92352
-23,59,44.06,0,,,35,Loma Linda,4208,Month-to-Month,United States,6614-VBEGU,Stayed,0,0,Female,1,DSL,"34.049315, -117.255974",34.049315,-117.255974,1,69.45,0,0,8,Offer C,1,0,1,1,Bank Withdrawal,1,18068,0,Q3,1,5,0,California,1,1,1,24,1614.05,0,1057.44,0,2671.49,1,1,92354
-25,69,33.45,0,,,27,Loma Linda,2719,One Year,United States,7607-QKKTJ,Stayed,1,1,Male,1,Fiber Optic,"34.049315, -117.255974",34.049315,-117.255974,1,95,1,2,6,,1,0,1,1,Credit Card,1,18068,0,Q3,1,4,0,California,1,1,0,45,4368.85,60,1505.25,0,5934.1,1,0,92354
-63,0,5.41,0,,,24,Loma Linda,4855,Month-to-Month,United States,1814-DKOLC,Stayed,0,0,Female,0,,"34.049315, -117.255974",34.049315,-117.255974,0,25.45,1,0,0,,0,0,0,0,Credit Card,1,18068,0,Q3,0,3,0,California,0,0,0,5,134.75,0,27.05,0,161.8,0,0,92354
-20,59,10.74,0,,,22,Loma Linda,3186,Two Year,United States,9715-SBVSU,Stayed,1,0,Male,1,DSL,"34.049315, -117.255974",34.049315,-117.255974,1,61.4,0,1,3,,1,1,1,1,Bank Withdrawal,1,18068,0,Q3,1,4,0,California,1,1,0,14,815.55,20,150.36,0,985.91,1,0,92354
-25,59,0,0,,,57,Needles,5055,Two Year,United States,2996-XAUVF,Stayed,0,0,Male,1,DSL,"34.711224, -114.702256",34.711224,-114.702256,0,40.05,0,0,0,Offer A,0,0,1,0,Mailed Check,0,5488,1,Q3,0,5,0,California,1,1,0,70,2799.75,0,0,0,2799.75,1,1,92363
-53,6,0,0,,,45,Needles,5265,Two Year,United States,4139-DETXS,Stayed,0,1,Female,1,DSL,"34.711224, -114.702256",34.711224,-114.702256,1,64.45,0,0,0,Offer A,1,1,0,1,Bank Withdrawal,0,5488,1,Q3,0,4,0,California,1,1,1,72,4528,0,0,0,4528,0,1,92363
-49,0,49.22,0,,,37,Needles,2211,Month-to-Month,United States,2129-ALKBS,Stayed,1,0,Female,0,,"34.711224, -114.702256",34.711224,-114.702256,1,26.2,1,4,5,,0,0,1,1,Bank Withdrawal,1,5488,0,Q3,1,3,0,California,0,0,0,40,1077.5,0,1968.8,0,3046.3,0,0,92363
-33,0,41.63,0,,,62,Needles,2295,Two Year,United States,2300-RQGOI,Stayed,0,0,Female,0,,"34.711224, -114.702256",34.711224,-114.702256,0,20.05,0,0,0,Offer C,0,0,0,0,Credit Card,1,5488,0,Q3,0,5,0,California,0,0,0,38,741.5,0,1581.94,0,2323.44,0,0,92363
-56,3,1.02,0,,,47,Rialto,2977,Month-to-Month,United States,4104-PVRPS,Stayed,0,0,Male,1,Cable,"34.109775, -117.378904",34.109775,-117.378904,1,53.6,0,0,7,Offer C,0,1,0,1,Mailed Check,1,75882,1,Q3,1,3,0,California,0,0,0,24,1315.35,120,24.48,0,1459.83,0,0,92376
-24,82,1.36,0,,,69,Rialto,5420,Two Year,United States,8311-UEUAB,Stayed,0,0,Female,1,DSL,"34.109775, -117.378904",34.109775,-117.378904,1,75.5,1,0,5,Offer A,0,1,1,1,Bank Withdrawal,1,75882,0,Q3,1,3,0,California,1,1,1,67,5229.45,0,91.12,0,5320.57,1,1,92376
-24,0,2.56,0,,,43,Rialto,5829,Two Year,United States,4742-TXUEX,Stayed,1,0,Female,0,,"34.109775, -117.378904",34.109775,-117.378904,1,19.3,0,3,1,,0,0,0,1,Bank Withdrawal,1,75882,0,Q3,1,4,0,California,0,0,0,47,890.5,0,120.32,0,1010.82,1,0,92376
-35,14,32.59,0,,,78,Rialto,4390,Two Year,United States,9488-FVZCC,Stayed,1,1,Female,1,DSL,"34.109775, -117.378904",34.109775,-117.378904,1,79.5,1,1,5,Offer A,1,1,1,1,Bank Withdrawal,1,75882,1,Q3,1,3,0,California,1,1,0,72,5661.7,0,2346.48,0,8008.18,0,1,92376
-26,48,44.46,0,,,52,San Bernardino,5842,Two Year,United States,3649-JPUGY,Stayed,0,1,Male,1,DSL,"34.250069, -117.393949",34.250069,-117.393949,0,88.6,1,0,0,Offer A,1,0,1,0,Bank Withdrawal,1,49355,1,Q3,0,3,0,California,1,1,1,72,6201.95,0,3201.12,0,9403.07,1,1,92407
-30,85,48.16,0,,,43,San Bernardino,4858,Month-to-Month,United States,8160-HOWOX,Stayed,0,0,Female,1,DSL,"34.250069, -117.393949",34.250069,-117.393949,0,66.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,49355,0,Q3,0,4,0,California,1,1,1,7,458.1,0,337.12,0,795.22,0,1,92407
-59,18,18.65,0,,,55,San Bernardino,5741,Month-to-Month,United States,3453-RTHJQ,Stayed,0,0,Male,1,Fiber Optic,"34.250069, -117.393949",34.250069,-117.393949,0,69.1,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,49355,0,Q3,0,4,0,California,0,0,0,6,435,0,111.9,0,546.9,0,1,92407
-28,42,29.07,0,,,68,San Bernardino,5451,Month-to-Month,United States,7109-MFBYV,Stayed,0,0,Male,1,Cable,"34.250069, -117.393949",34.250069,-117.393949,0,45.45,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,49355,0,Q3,0,3,0,California,0,0,0,26,1233.15,0,755.82,0,1988.97,1,1,92407
-32,24,28.86,0,,,76,Riverside,3851,Month-to-Month,United States,4134-BSXLX,Stayed,0,0,Male,1,Cable,"33.976328, -117.319786",33.976328,-117.319786,1,60.9,0,0,7,Offer C,1,1,0,1,Mailed Check,1,48649,1,Q3,1,3,0,California,0,0,0,28,1785.65,0,808.08,0,2593.73,0,1,92507
-20,0,17.53,0,,,69,Riverside,2309,Month-to-Month,United States,1345-GKDZZ,Stayed,1,0,Male,0,,"33.976328, -117.319786",33.976328,-117.319786,0,19.55,0,1,0,,0,0,0,0,Credit Card,1,48649,0,Q3,0,4,0,California,0,0,0,6,128.6,0,105.18,0,233.78,1,0,92507
-20,51,27.09,0,,,74,Riverside,6204,Two Year,United States,7973-DZRKH,Stayed,1,1,Female,1,Fiber Optic,"33.976328, -117.319786",33.976328,-117.319786,0,90.95,1,1,0,Offer A,0,1,1,0,Credit Card,1,48649,1,Q3,0,3,0,California,0,0,0,66,5930.05,0,1787.94,0,7717.99,1,1,92507
-32,23,1.12,0,,,64,Riverside,4131,One Year,United States,3026-ATZYV,Stayed,1,0,Female,1,Cable,"33.976328, -117.319786",33.976328,-117.319786,1,75.1,0,2,3,Offer C,1,1,0,1,Bank Withdrawal,1,48649,0,Q3,1,3,0,California,1,1,1,37,2658.8,0,41.44,0,2700.24,0,1,92507
-63,23,47.12,0,,,23,Hemet,4886,Month-to-Month,United States,8981-FJGLA,Stayed,1,1,Male,1,Fiber Optic,"33.734933, -117.044145",33.734933,-117.044145,0,78,1,2,0,Offer D,0,0,1,0,Mailed Check,1,25694,0,Q3,0,5,0,California,0,0,0,11,851.8,0,518.32,0,1370.12,0,1,92545
-33,16,10.05,0,,,41,Hemet,5928,Two Year,United States,9297-FVVDH,Stayed,0,1,Female,1,DSL,"33.734933, -117.044145",33.734933,-117.044145,1,84.5,1,0,2,Offer B,0,1,1,1,Bank Withdrawal,1,25694,1,Q3,1,3,0,California,1,1,1,57,4845.4,0,572.85,0,5418.25,0,1,92545
-48,18,41.1,0,,,48,Hemet,3408,Month-to-Month,United States,2903-YYTBW,Joined,1,0,Male,1,DSL,"33.734933, -117.044145",33.734933,-117.044145,1,44.55,0,2,1,,0,0,0,1,Bank Withdrawal,1,25694,0,Q3,1,4,0,California,0,0,0,1,44.55,0,41.1,0,85.65,0,1,92545
-24,26,32.93,0,,,49,Hemet,5037,One Year,United States,9289-LBQVU,Stayed,0,0,Male,1,DSL,"33.734933, -117.044145",33.734933,-117.044145,1,70.15,1,0,5,,1,0,1,1,Credit Card,1,25694,1,Q3,1,4,0,California,1,1,0,64,4480.7,0,2107.52,0,6588.22,1,1,92545
-42,3,2.5,0,,,55,Mountain Center,4212,Month-to-Month,United States,8677-HDZEE,Stayed,0,0,Female,1,Fiber Optic,"33.638645, -116.55783",33.638645,-116.55783,0,105.45,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,1500,1,Q3,0,3,0,California,1,1,1,56,5916.95,0,140,0,6056.95,0,1,92561
-52,0,26.57,0,,,34,Mountain Center,2953,One Year,United States,5039-LZRQT,Stayed,0,0,Female,0,,"33.638645, -116.55783",33.638645,-116.55783,0,20.2,0,0,0,,0,0,0,0,Mailed Check,1,1500,0,Q3,0,5,0,California,0,0,0,13,273.25,0,345.41,0,618.66,0,0,92561
-28,0,28.46,0,,,79,Mountain Center,4218,Two Year,United States,9504-YAZWB,Stayed,0,0,Female,0,,"33.638645, -116.55783",33.638645,-116.55783,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,1500,0,Q3,0,4,0,California,0,0,0,53,1048.45,0,1508.38,0,2556.83,1,0,92561
-59,19,17.63,0,,,21,Mountain Center,4396,Month-to-Month,United States,6538-POCHL,Stayed,0,1,Male,1,Fiber Optic,"33.638645, -116.55783",33.638645,-116.55783,0,79,0,0,0,Offer C,1,0,1,0,Credit Card,1,1500,0,Q3,0,3,0,California,0,0,0,33,2576.8,0,581.79,0,3158.59,0,1,92561
-29,52,41.89,0,,,20,Sun City,6411,Month-to-Month,United States,0913-XWSCN,Stayed,1,0,Male,1,Fiber Optic,"33.739412, -117.173334",33.739412,-117.173334,1,85.5,1,2,1,Offer B,0,0,0,1,Bank Withdrawal,1,8692,0,Q3,1,4,0,California,1,1,0,55,4713.4,0,2303.95,0,7017.35,1,1,92585
-45,0,18.57,0,,,78,Sun City,5586,One Year,United States,1178-PZGAB,Stayed,0,0,Female,0,,"33.739412, -117.173334",33.739412,-117.173334,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,8692,0,Q3,0,4,0,California,0,0,0,19,383.65,0,352.83,0,736.48,0,0,92585
-22,0,36.37,0,,,49,Sun City,2299,Two Year,United States,3213-VVOLG,Stayed,1,0,Male,0,,"33.739412, -117.173334",33.739412,-117.173334,1,25.35,1,2,3,,0,0,0,1,Credit Card,1,8692,0,Q3,1,4,0,California,0,0,0,10,253.5,0,363.7,0,617.2,1,0,92585
-26,51,49.82,0,,,36,Sun City,4969,Two Year,United States,3374-TTZTK,Stayed,0,1,Male,1,Fiber Optic,"33.739412, -117.173334",33.739412,-117.173334,1,106.3,0,0,4,,1,1,1,1,Bank Withdrawal,1,8692,1,Q3,1,3,0,California,1,1,1,52,5487,0,2590.64,0,8077.64,1,1,92585
-47,0,48.57,0,,,64,Irvine,4485,Two Year,United States,1403-GYAFU,Stayed,1,0,Male,0,,"33.688546, -117.788091",33.688546,-117.788091,1,20.05,0,2,5,Offer A,0,0,0,1,Credit Card,1,27369,0,Q3,1,3,0,California,0,0,0,70,1360.25,0,3399.9,0,4760.15,0,0,92604
-61,28,6.34,0,,,59,Irvine,4697,Month-to-Month,United States,6844-DZKRF,Joined,0,0,Male,1,Cable,"33.688546, -117.788091",33.688546,-117.788091,0,50.2,0,0,0,,0,0,1,0,Credit Card,1,27369,1,Q3,0,4,0,California,0,0,0,2,109.25,10,12.68,0,131.93,0,0,92604
-38,0,4.47,0,,,68,Irvine,4158,One Year,United States,8194-PEEBY,Stayed,1,0,Female,0,,"33.688546, -117.788091",33.688546,-117.788091,1,19.9,0,3,1,Offer C,0,0,0,1,Credit Card,1,27369,0,Q3,1,4,0,California,0,0,0,24,533.5,0,107.28,0,640.78,0,0,92604
-51,0,21.16,0,,,57,Irvine,5759,One Year,United States,5519-TEEUH,Stayed,1,0,Male,0,,"33.688546, -117.788091",33.688546,-117.788091,0,20.15,0,3,0,Offer C,0,0,1,0,Credit Card,1,27369,0,Q3,0,3,0,California,0,0,0,33,682.15,0,698.28,0,1380.43,0,0,92604
-60,22,33.36,0,,,79,Irvine,2325,Month-to-Month,United States,5348-CAGXB,Stayed,0,1,Male,1,Fiber Optic,"33.680302, -117.833296",33.680302,-117.833296,0,89.55,1,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,22499,0,Q3,0,4,0,California,0,0,1,12,1021.75,0,400.32,0,1422.07,0,1,92614
-42,9,6.19,0,,,47,Irvine,6124,Two Year,United States,8879-XUAHX,Stayed,0,1,Male,1,Fiber Optic,"33.680302, -117.833296",33.680302,-117.833296,1,116.25,1,0,4,,1,1,1,1,Bank Withdrawal,1,22499,1,Q3,1,3,0,California,1,1,1,71,8564.75,0,439.49,0,9004.24,0,1,92614
-57,0,37.9,0,,,59,Irvine,3591,Month-to-Month,United States,8387-UGUSU,Stayed,1,0,Female,0,,"33.680302, -117.833296",33.680302,-117.833296,1,20.05,0,1,3,,0,0,0,1,Credit Card,1,22499,0,Q3,1,4,0,California,0,0,0,15,284.3,0,568.5,0,852.8,0,0,92614
-28,42,16.16,0,,,45,Irvine,2887,Month-to-Month,United States,3703-TTEPD,Stayed,0,1,Male,1,DSL,"33.680302, -117.833296",33.680302,-117.833296,0,65.35,0,0,0,,0,1,0,0,Bank Withdrawal,1,22499,0,Q3,0,3,0,California,0,0,1,21,1424.4,0,339.36,0,1763.76,1,1,92614
-22,59,26.83,0,,,73,Huntington Beach,5742,One Year,United States,2560-PPCHE,Stayed,0,0,Female,1,Fiber Optic,"33.721917, -118.043237",33.721917,-118.043237,0,105.05,1,0,0,,1,0,1,0,Bank Withdrawal,1,32304,1,Q3,0,5,0,California,1,1,1,65,6744.25,0,1743.95,0,8488.2,1,1,92649
-61,0,49.51,0,,,21,Huntington Beach,4676,Two Year,United States,8532-UEFWH,Stayed,1,0,Male,0,,"33.721917, -118.043237",33.721917,-118.043237,1,25.75,1,2,6,Offer B,0,0,0,1,Mailed Check,1,32304,0,Q3,1,3,0,California,0,0,0,52,1345.85,0,2574.52,0,3920.37,0,0,92649
-52,0,24.33,0,,,77,Huntington Beach,5596,Two Year,United States,0206-OYVOC,Stayed,1,0,Female,0,,"33.721917, -118.043237",33.721917,-118.043237,1,19.25,0,2,1,Offer B,0,0,1,1,Credit Card,1,32304,0,Q3,1,5,0,California,0,0,0,46,864.2,0,1119.18,0,1983.38,0,0,92649
-24,0,41.02,0,,,49,Huntington Beach,3942,One Year,United States,1757-TCATG,Stayed,1,0,Male,0,,"33.721917, -118.043237",33.721917,-118.043237,1,20.05,0,1,4,Offer C,0,0,0,1,Bank Withdrawal,1,32304,0,Q3,1,3,0,California,0,0,0,35,746.75,0,1435.7,0,2182.45,1,0,92649
-35,0,3.49,0,,,29,Laguna Hills,4123,Month-to-Month,United States,8138-EALND,Stayed,0,0,Male,0,,"33.606899, -117.717854",33.606899,-117.717854,0,19.75,0,0,0,,0,0,0,0,Credit Card,1,48273,0,Q3,0,5,0,California,0,0,0,15,311.6,0,52.35,0,363.95,0,0,92653
-26,73,13.9,0,,,64,Laguna Hills,4898,One Year,United States,7951-VRDVK,Stayed,0,1,Female,1,Cable,"33.606899, -117.717854",33.606899,-117.717854,0,85.85,0,0,0,,1,1,0,0,Bank Withdrawal,1,48273,1,Q3,0,4,0,California,1,1,1,36,3003.55,0,500.4,0,3503.95,1,0,92653
-38,26,41.1,0,,,66,Laguna Hills,2642,Month-to-Month,United States,7128-GGCNO,Stayed,0,0,Male,1,Fiber Optic,"33.606899, -117.717854",33.606899,-117.717854,0,72.8,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,48273,0,Q3,0,4,0,California,0,0,0,46,3249.4,0,1890.6,0,5140,0,1,92653
-48,22,0,0,,,64,Laguna Hills,5988,One Year,United States,4776-XSKYQ,Stayed,1,0,Female,1,DSL,"33.606899, -117.717854",33.606899,-117.717854,1,30.25,0,1,4,,0,0,0,1,Credit Card,0,48273,1,Q3,1,4,0,California,0,0,0,12,368.85,0,0,0,368.85,0,1,92653
-26,59,34.69,0,,,65,Aliso Viejo,5633,Two Year,United States,1352-HNSAW,Stayed,1,1,Female,1,Fiber Optic,"33.571259, -117.731917",33.571259,-117.731917,1,115.6,1,3,9,,1,1,1,1,Bank Withdrawal,1,41237,1,Q3,1,3,0,California,1,1,1,72,8220.4,140,2497.68,0,10858.08,1,0,92656
-22,52,41.18,0,,,35,Aliso Viejo,4927,One Year,United States,4815-YOSUK,Stayed,1,1,Male,1,Fiber Optic,"33.571259, -117.731917",33.571259,-117.731917,1,104.9,1,2,9,,1,1,1,1,Credit Card,1,41237,1,Q3,1,3,0,California,1,1,0,72,7537.5,0,2964.96,0,10502.46,1,1,92656
-31,19,2.11,0,,,30,Aliso Viejo,5534,Month-to-Month,United States,7691-KGKGP,Stayed,1,0,Male,1,DSL,"33.571259, -117.731917",33.571259,-117.731917,1,65,0,1,9,Offer B,1,0,0,1,Credit Card,1,41237,1,Q3,1,3,0,California,0,0,1,53,3363.8,0,111.83,0,3475.63,0,1,92656
-57,11,11.32,0,,,69,Aliso Viejo,4131,One Year,United States,5753-QQWPW,Stayed,0,0,Female,1,DSL,"33.571259, -117.731917",33.571259,-117.731917,0,59.9,0,0,0,Offer C,1,1,1,0,Bank Withdrawal,1,41237,1,Q3,0,3,0,California,0,0,0,28,1654.7,0,316.96,0,1971.66,0,1,92656
-51,8,1.01,0,,,34,San Clemente,2535,Month-to-Month,United States,2501-XWWTZ,Stayed,0,0,Male,1,Fiber Optic,"33.4725, -117.584273",33.4725,-117.584273,0,70.2,0,0,0,,0,0,0,0,Bank Withdrawal,1,15297,0,Q3,0,5,0,California,0,0,0,11,760.05,0,11.11,0,771.16,0,1,92673
-44,13,1.85,0,,,63,San Clemente,5902,Two Year,United States,7036-TYDEC,Stayed,0,1,Female,1,Fiber Optic,"33.4725, -117.584273",33.4725,-117.584273,0,104,1,0,0,,0,0,0,0,Bank Withdrawal,1,15297,1,Q3,0,5,0,California,1,1,1,69,7028.5,0,127.65,0,7156.15,0,1,92673
-31,0,9.33,0,,,33,San Clemente,4954,Two Year,United States,5854-KSRBJ,Stayed,1,0,Male,0,,"33.4725, -117.584273",33.4725,-117.584273,1,25.4,1,1,10,Offer A,0,0,0,1,Credit Card,1,15297,0,Q3,1,4,0,California,0,0,0,70,1782.05,0,653.1,0,2435.15,0,0,92673
-63,21,16.42,0,,,27,San Clemente,5838,Month-to-Month,United States,0623-GDISB,Joined,0,0,Female,1,Cable,"33.4725, -117.584273",33.4725,-117.584273,0,48.45,0,0,0,,0,1,1,0,Bank Withdrawal,1,15297,0,Q3,0,3,0,California,0,0,0,1,48.45,0,16.42,0,64.87,0,1,92673
-54,5,14.97,0,,,45,San Juan Capistrano,4209,Month-to-Month,United States,3716-UVSPD,Joined,0,0,Male,1,DSL,"33.521447, -117.602555",33.521447,-117.602555,0,49.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,34321,1,Q3,0,3,0,California,0,0,0,1,49.3,10,14.97,0,74.27,0,0,92675
-57,7,20.79,0,,,26,San Juan Capistrano,6100,One Year,United States,5802-ADBRC,Stayed,0,1,Female,1,Fiber Optic,"33.521447, -117.602555",33.521447,-117.602555,1,104.4,1,0,7,Offer B,0,1,1,1,Mailed Check,1,34321,0,Q3,1,3,0,California,1,1,1,50,5232.9,0,1039.5,0,6272.4,0,1,92675
-58,2,10.11,0,,,75,San Juan Capistrano,3803,Month-to-Month,United States,0365-BZUWY,Stayed,0,1,Male,1,Fiber Optic,"33.521447, -117.602555",33.521447,-117.602555,1,102.55,1,0,2,Offer D,1,0,1,1,Bank Withdrawal,1,34321,0,Q3,1,5,0,California,1,1,1,17,1742.5,0,171.87,0,1914.37,0,1,92675
-20,0,20,0,,,36,San Juan Capistrano,2269,Two Year,United States,2892-GESUL,Stayed,1,0,Female,0,,"33.521447, -117.602555",33.521447,-117.602555,1,19.35,0,3,5,,0,0,0,1,Credit Card,1,34321,0,Q3,1,5,0,California,0,0,0,18,309.25,0,360,0,669.25,1,0,92675
-49,16,41.09,0,,,35,Westminster,4583,Two Year,United States,6103-LIANB,Stayed,1,1,Male,1,Fiber Optic,"33.752591, -117.993661",33.752591,-117.993661,1,99.5,1,1,3,,0,0,1,1,Credit Card,1,88230,0,Q3,1,4,0,California,1,1,1,59,5861.75,0,2424.31,0,8286.06,0,1,92683
-46,26,0,0,,,26,Westminster,5460,Two Year,United States,4312-GVYNH,Stayed,0,1,Female,1,Cable,"33.752591, -117.993661",33.752591,-117.993661,1,49.85,0,0,8,,0,1,1,1,Bank Withdrawal,0,88230,1,Q3,1,3,0,California,1,1,0,70,3370.2,0,0,0,3370.2,0,1,92683
-23,58,34.12,0,,,67,Westminster,3596,Two Year,United States,4922-CVPDX,Stayed,0,1,Female,1,DSL,"33.752591, -117.993661",33.752591,-117.993661,1,73.5,0,0,6,Offer C,1,0,1,1,Credit Card,1,88230,0,Q3,1,5,0,California,1,1,1,26,1905.7,70,887.12,17.03,2845.79,1,0,92683
-61,9,17.68,0,,,36,Westminster,5664,Month-to-Month,United States,2043-WVTQJ,Joined,0,1,Male,1,Cable,"33.752591, -117.993661",33.752591,-117.993661,1,55.7,0,0,10,,0,1,0,1,Credit Card,1,88230,0,Q3,1,4,0,California,0,0,0,1,55.7,0,17.68,0,73.38,0,1,92683
-19,58,2.43,0,,,25,Mission Viejo,5328,Two Year,United States,5846-NEQVZ,Stayed,0,1,Male,1,Cable,"33.611945, -117.665867",33.611945,-117.665867,1,70.85,0,0,3,,0,1,1,1,Credit Card,1,46371,1,Q3,1,4,0,California,1,1,0,71,4973.4,0,172.53,0,5145.93,1,1,92691
-31,3,36.36,0,,,20,Mission Viejo,4082,Two Year,United States,0839-JTCUD,Stayed,0,1,Female,1,Cable,"33.611945, -117.665867",33.611945,-117.665867,1,89.9,1,0,9,,1,1,0,1,Credit Card,1,46371,1,Q3,1,3,0,California,1,1,1,66,5958.85,0,2399.76,0,8358.61,0,1,92691
-46,16,38.29,0,,,62,Mission Viejo,5154,One Year,United States,1357-BIJKI,Stayed,0,0,Male,1,Fiber Optic,"33.611945, -117.665867",33.611945,-117.665867,1,98.25,1,0,10,Offer B,1,0,1,1,Bank Withdrawal,1,46371,0,Q3,1,4,0,California,1,1,1,50,4858.7,0,1914.5,3.55,6769.65,0,1,92691
-60,18,16.8,0,,,38,Mission Viejo,5687,Month-to-Month,United States,3863-QSTYI,Stayed,0,1,Male,1,Cable,"33.611945, -117.665867",33.611945,-117.665867,0,64.65,0,0,0,,0,0,1,0,Bank Withdrawal,1,46371,1,Q3,0,3,0,California,0,0,1,59,3735.45,0,991.2,0,4726.65,0,1,92691
-23,59,0,0,,,62,Santa Ana,2133,One Year,United States,0308-IVGOK,Stayed,0,1,Female,1,DSL,"33.748635, -117.906125",33.748635,-117.906125,0,40.4,0,0,0,,1,0,1,0,Credit Card,0,70011,1,Q3,0,5,0,California,0,0,0,11,422.6,0,0,0,422.6,1,1,92703
-64,29,4.71,0,,,71,Santa Ana,4374,Two Year,United States,8619-IJNDK,Stayed,0,1,Female,1,DSL,"33.748635, -117.906125",33.748635,-117.906125,1,64.05,0,0,10,,1,1,0,1,Credit Card,1,70011,1,Q3,1,4,0,California,0,0,0,71,4492.9,0,334.41,0,4827.31,0,1,92703
-23,27,0,0,,,38,Santa Ana,6404,Two Year,United States,7340-KEFQE,Stayed,1,0,Female,1,Cable,"33.748635, -117.906125",33.748635,-117.906125,1,34.2,0,2,7,Offer B,0,1,0,1,Bank Withdrawal,0,70011,1,Q3,1,4,0,California,0,1,0,51,1782,0,0,9.39,1772.61,1,1,92703
-40,0,28.87,0,,,70,Santa Ana,6466,One Year,United States,1333-PBMXB,Stayed,1,0,Female,0,,"33.748635, -117.906125",33.748635,-117.906125,1,24.75,1,2,1,,0,0,1,1,Bank Withdrawal,1,70011,0,Q3,1,3,0,California,0,0,0,54,1342.15,0,1558.98,0,2901.13,0,0,92703
-32,0,23.68,0,,,52,Santa Ana,6134,Two Year,United States,7293-LSCDV,Stayed,1,0,Female,0,,"33.719869, -117.907063",33.719869,-117.907063,1,19.25,0,3,2,,0,0,1,1,Credit Card,1,91188,0,Q3,1,4,0,California,0,0,0,60,1103.25,0,1420.8,0,2524.05,0,0,92704
-34,14,24.22,0,,,34,Santa Ana,3738,Month-to-Month,United States,8378-LKJAF,Stayed,1,1,Male,1,Fiber Optic,"33.719869, -117.907063",33.719869,-117.907063,1,101.15,1,1,9,,0,0,1,1,Credit Card,1,91188,0,Q3,1,3,0,California,1,1,1,38,3956.7,0,920.36,0,4877.06,0,1,92704
-48,29,40.73,0,,,70,Santa Ana,5644,Month-to-Month,United States,4570-QHXHL,Stayed,0,0,Female,1,DSL,"33.719869, -117.907063",33.719869,-117.907063,0,43.75,0,0,0,,0,0,1,0,Bank Withdrawal,1,91188,0,Q3,0,3,0,California,0,0,0,9,405.7,0,366.57,5.9,766.37,0,1,92704
-40,0,42.55,0,,,26,Santa Ana,5895,One Year,United States,6546-OPBBH,Stayed,1,0,Male,0,,"33.719869, -117.907063",33.719869,-117.907063,1,23.95,1,3,1,,0,0,1,1,Credit Card,1,91188,0,Q3,1,5,0,California,0,0,0,51,1216.35,0,2170.05,0,3386.4,0,0,92704
-32,27,47.83,0,,,80,Garden Grove,6437,Two Year,United States,0619-OLYUR,Stayed,0,1,Male,1,Fiber Optic,"33.787165, -117.931889",33.787165,-117.931889,1,111.9,1,0,1,,0,1,1,1,Credit Card,1,50641,1,Q3,1,3,0,California,1,1,1,72,8071.05,0,3443.76,0,11514.81,0,1,92840
-44,0,32.22,0,,,58,Garden Grove,5331,One Year,United States,3378-AJRAO,Stayed,0,0,Male,0,,"33.787165, -117.931889",33.787165,-117.931889,1,24.85,1,0,7,,0,0,0,1,Bank Withdrawal,1,50641,0,Q3,1,3,0,California,0,0,0,44,1013.6,0,1417.68,0,2431.28,0,0,92840
-27,27,1.29,0,,,38,Garden Grove,4175,Two Year,United States,5989-AXPUC,Stayed,0,1,Female,1,Fiber Optic,"33.787165, -117.931889",33.787165,-117.931889,1,118.6,1,0,1,Offer A,1,1,0,1,Credit Card,1,50641,1,Q3,1,4,0,California,1,1,1,68,7990.05,0,87.72,38.57,8039.2,1,1,92840
-50,23,0,0,,,74,Garden Grove,4282,Month-to-Month,United States,7880-XSOJX,Stayed,0,0,Male,1,DSL,"33.787165, -117.931889",33.787165,-117.931889,0,42.4,0,0,0,,1,1,0,0,Credit Card,0,50641,1,Q3,0,4,0,California,0,0,0,4,146.4,0,0,0,146.4,0,1,92840
-45,27,0,0,,,40,Villa Park,2136,Two Year,United States,8208-EUMTE,Stayed,0,1,Male,1,DSL,"33.817473, -117.810462",33.817473,-117.810462,0,54.85,0,0,0,,1,1,0,0,Credit Card,0,5935,1,Q3,0,4,0,California,0,0,1,16,916.15,0,0,0,916.15,0,1,92861
-50,19,12.49,0,,,38,Villa Park,2613,Month-to-Month,United States,9554-DFKIC,Stayed,1,0,Male,1,DSL,"33.817473, -117.810462",33.817473,-117.810462,1,54.45,1,2,6,,0,1,1,1,Bank Withdrawal,1,5935,0,Q3,1,4,0,California,0,0,0,30,1588.7,0,374.7,0,1963.4,0,1,92861
-30,0,18.29,0,,,26,Villa Park,3739,One Year,United States,8008-OTEZX,Stayed,1,0,Female,0,,"33.817473, -117.810462",33.817473,-117.810462,1,19.65,0,2,1,Offer C,0,0,0,1,Credit Card,1,5935,0,Q3,1,3,0,California,0,0,0,35,708.8,0,640.15,0,1348.95,0,0,92861
-50,0,37.7,0,,,51,Villa Park,3339,One Year,United States,6072-NUQCB,Stayed,1,0,Male,0,,"33.817473, -117.810462",33.817473,-117.810462,1,20.25,0,2,1,Offer D,0,0,0,1,Bank Withdrawal,1,5935,0,Q3,1,3,0,California,0,0,0,22,488.25,0,829.4,0,1317.65,0,0,92861
-53,30,9.21,0,,,26,Orange,4965,One Year,United States,1710-RCXUS,Stayed,0,0,Male,1,Fiber Optic,"33.784597, -117.844535",33.784597,-117.844535,1,90.35,1,0,0,,1,0,1,1,Credit Card,1,15396,0,Q3,0,3,0,California,1,1,0,51,4614.55,0,469.71,0,5084.26,0,1,92866
-58,0,9.74,0,,,71,Orange,4359,One Year,United States,0829-DDVLK,Stayed,0,0,Female,0,,"33.784597, -117.844535",33.784597,-117.844535,0,20.1,0,0,0,,0,0,0,0,Credit Card,1,15396,0,Q3,0,5,0,California,0,0,0,15,302.45,0,146.1,0,448.55,0,0,92866
-42,24,0,0,,,61,Orange,4155,Month-to-Month,United States,5999-LCXAO,Joined,0,0,Female,1,DSL,"33.784597, -117.844535",33.784597,-117.844535,0,29.9,0,0,0,,0,1,0,0,Credit Card,0,15396,0,Q3,0,4,0,California,0,0,0,1,29.9,0,0,0,29.9,0,1,92866
-25,0,16.57,0,,,23,Orange,6469,Two Year,United States,8838-GPHZP,Stayed,0,0,Female,0,,"33.784597, -117.844535",33.784597,-117.844535,0,20.6,0,0,0,,0,0,1,0,Credit Card,1,15396,0,Q3,0,5,0,California,0,0,0,63,1298.7,0,1043.91,0,2342.61,1,0,92866
-59,0,23.46,0,,,80,Orange,5368,Two Year,United States,0374-FIUCA,Stayed,0,0,Male,0,,"33.81859, -117.821288",33.81859,-117.821288,1,20.4,0,0,1,,0,0,1,1,Credit Card,1,40915,0,Q3,1,3,0,California,0,0,0,65,1414.45,0,1524.9,0,2939.35,0,0,92867
-35,8,16.14,0,,,47,Orange,2288,Month-to-Month,United States,1399-UBQIU,Stayed,0,1,Male,1,DSL,"33.81859, -117.821288",33.81859,-117.821288,0,69.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,40915,0,Q3,0,3,0,California,1,1,1,11,712.25,0,177.54,0,889.79,0,1,92867
-56,29,49.21,0,,,73,Orange,6113,Month-to-Month,United States,5206-XZZQI,Stayed,0,0,Male,1,Fiber Optic,"33.81859, -117.821288",33.81859,-117.821288,0,80.6,0,0,0,Offer B,1,0,1,0,Credit Card,1,40915,1,Q3,0,4,0,California,0,0,0,53,4348.1,90,2608.13,39.45,7006.78,0,0,92867
-38,0,48.44,0,,,22,Orange,5169,Two Year,United States,8750-QWZAJ,Stayed,1,0,Female,0,,"33.81859, -117.821288",33.81859,-117.821288,1,19.8,0,2,1,Offer A,0,0,0,1,Bank Withdrawal,1,40915,0,Q3,1,4,0,California,0,0,0,70,1378.75,0,3390.8,0,4769.55,0,0,92867
-51,22,37.5,0,,,25,Corona,4210,Two Year,United States,2001-MCUUW,Stayed,0,1,Male,1,Fiber Optic,"33.893823, -117.531446",33.893823,-117.531446,0,108.65,1,0,0,,1,0,0,0,Bank Withdrawal,1,44875,1,Q3,0,4,0,California,1,1,1,46,4903.2,0,1725,0,6628.2,0,1,92879
-42,26,2.98,0,,,51,Corona,3699,Month-to-Month,United States,9537-VHDTA,Joined,1,0,Female,1,Cable,"33.893823, -117.531446",33.893823,-117.531446,0,51.2,0,3,0,,0,1,0,0,Credit Card,1,44875,0,Q3,0,3,0,California,0,0,0,1,51.2,0,2.98,0,54.18,0,1,92879
-49,6,9.55,0,,,35,Corona,3402,Month-to-Month,United States,2139-FQHLM,Stayed,0,1,Male,1,Fiber Optic,"33.893823, -117.531446",33.893823,-117.531446,0,89.95,0,0,0,Offer D,0,0,0,0,Credit Card,1,44875,1,Q3,0,5,0,California,0,0,1,19,1682.4,0,181.45,29.64,1834.21,0,1,92879
-27,27,0,0,,,49,Corona,4959,Month-to-Month,United States,6339-DKLMK,Stayed,0,0,Female,1,DSL,"33.893823, -117.531446",33.893823,-117.531446,0,31.65,0,0,0,Offer D,1,0,1,0,Bank Withdrawal,0,44875,0,Q3,0,3,0,California,0,0,0,13,389.95,0,0,0,389.95,1,1,92879
-35,23,12.12,0,,,61,Corona,5483,Two Year,United States,4723-BEGSG,Stayed,0,1,Male,1,Cable,"33.833686, -117.513063",33.833686,-117.513063,1,86.65,1,0,1,,0,1,0,1,Credit Card,1,21911,1,Q3,1,3,0,California,1,1,1,72,6094.25,0,872.64,3.2,6963.69,0,1,92881
-32,18,16.11,0,,,52,Corona,4159,One Year,United States,2054-PJOCK,Stayed,0,1,Female,1,Cable,"33.833686, -117.513063",33.833686,-117.513063,0,80.55,1,0,0,,0,0,0,0,Credit Card,1,21911,1,Q3,0,5,0,California,1,1,1,60,4847.05,0,966.6,0,5813.65,0,1,92881
-45,0,17.12,0,,,50,Corona,5433,Two Year,United States,1093-YSWCA,Stayed,0,0,Male,0,,"33.833686, -117.513063",33.833686,-117.513063,0,19.55,0,0,0,Offer D,0,0,0,0,Credit Card,1,21911,0,Q3,0,3,0,California,0,0,0,11,223.15,0,188.32,26.32,385.15,0,0,92881
-50,0,1.47,0,,,56,Corona,2729,Month-to-Month,United States,5088-QZLRL,Joined,0,0,Male,0,,"33.833686, -117.513063",33.833686,-117.513063,0,20.65,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,21911,0,Q3,0,5,0,California,0,0,0,1,20.65,0,1.47,0,22.12,0,0,92881
-57,0,20.63,0,,,74,Ventura,4101,Two Year,United States,2804-ETQDK,Stayed,1,0,Male,0,,"34.278697, -119.167798",34.278697,-119.167798,0,20.55,0,2,0,,0,0,0,0,Credit Card,1,27381,0,Q3,0,4,0,California,0,0,0,66,1357.1,0,1361.58,17.14,2701.54,0,0,93004
-51,30,14.63,0,,,26,Ventura,4511,Two Year,United States,7176-WRTNX,Stayed,0,1,Male,1,Fiber Optic,"34.278697, -119.167798",34.278697,-119.167798,0,114.95,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,27381,1,Q3,0,3,0,California,1,1,1,70,7711.25,0,1024.1,0,8735.35,0,1,93004
-48,19,29.1,0,,,46,Ventura,5010,Month-to-Month,United States,5600-KTXFM,Joined,1,0,Male,1,Fiber Optic,"34.278697, -119.167798",34.278697,-119.167798,1,69.95,0,2,6,Offer E,0,0,0,1,Credit Card,1,27381,0,Q3,1,3,0,California,0,0,0,2,143.9,0,58.2,0,202.1,0,1,93004
-46,6,32.72,0,,,20,Ventura,2221,Month-to-Month,United States,2270-CHBFN,Stayed,0,1,Female,1,Fiber Optic,"34.278697, -119.167798",34.278697,-119.167798,1,95.1,1,0,10,Offer B,1,1,1,1,Credit Card,1,27381,1,Q3,1,3,0,California,0,0,0,44,4060.55,0,1439.68,0,5500.23,0,1,93004
-55,16,0,0,,,33,Fillmore,2372,Month-to-Month,United States,6464-KEXXH,Stayed,0,0,Male,1,Cable,"34.408161, -118.865111",34.408161,-118.865111,0,25.25,0,0,0,,0,0,1,0,Credit Card,0,16013,0,Q3,0,3,0,California,0,0,0,8,186.3,0,0,0,186.3,0,1,93015
-42,0,22.89,0,,,27,Fillmore,3091,Two Year,United States,7205-BAIAD,Stayed,0,0,Female,0,,"34.408161, -118.865111",34.408161,-118.865111,0,20.6,0,0,0,,0,0,1,0,Bank Withdrawal,1,16013,0,Q3,0,3,0,California,0,0,0,40,827.3,0,915.6,0,1742.9,0,0,93015
-53,15,6.75,0,,,30,Fillmore,4069,Two Year,United States,6339-TBELP,Stayed,0,1,Male,1,Fiber Optic,"34.408161, -118.865111",34.408161,-118.865111,0,86.4,1,0,0,,0,0,1,0,Credit Card,1,16013,1,Q3,0,5,0,California,0,0,0,71,6172,0,479.25,0,6651.25,0,1,93015
-34,5,8.28,0,,,60,Fillmore,6447,Two Year,United States,4654-ULTTN,Stayed,0,1,Male,1,DSL,"34.408161, -118.865111",34.408161,-118.865111,1,74.8,1,0,9,Offer A,0,1,1,1,Credit Card,1,16013,1,Q3,1,3,0,California,1,1,0,70,5315.8,0,579.6,0,5895.4,0,1,93015
-27,47,23.88,0,,,71,Oxnard,5801,One Year,United States,0516-UXRMT,Stayed,0,1,Female,1,Fiber Optic,"34.156629, -119.117218",34.156629,-119.117218,0,92.05,1,0,0,,1,1,1,0,Bank Withdrawal,1,77791,0,Q3,0,3,0,California,0,0,0,62,5755.8,0,1480.56,14.21,7222.15,1,1,93033
-33,0,9.81,0,,,74,Oxnard,4006,One Year,United States,0219-QAERP,Stayed,0,0,Male,0,,"34.156629, -119.117218",34.156629,-119.117218,1,19.8,0,0,2,,0,0,0,1,Credit Card,1,77791,0,Q3,1,5,0,California,0,0,0,30,576.65,0,294.3,0,870.95,0,0,93033
-41,23,42.45,0,,,50,Oxnard,2703,One Year,United States,9938-ZREHM,Stayed,0,0,Female,1,DSL,"34.156629, -119.117218",34.156629,-119.117218,1,72.1,1,0,4,,1,0,0,1,Credit Card,1,77791,1,Q3,1,3,0,California,1,1,0,37,2658.4,0,1570.65,16.36,4212.69,0,1,93033
-34,0,29.33,0,,,78,Oxnard,4120,One Year,United States,4163-HFTUK,Stayed,0,0,Male,0,,"34.156629, -119.117218",34.156629,-119.117218,0,19.1,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,77791,0,Q3,0,4,0,California,0,0,0,51,1007.8,0,1495.83,0,2503.63,0,0,93033
-41,14,10.05,0,,,64,Santa Barbara,2021,Two Year,United States,7954-MLBUN,Stayed,0,1,Male,1,Fiber Optic,"34.460197, -119.802602",34.460197,-119.802602,0,99.45,0,0,0,,0,0,0,0,Bank Withdrawal,1,16477,1,Q3,0,5,0,California,1,1,1,31,3109.9,0,311.55,43.38,3378.07,0,1,93111
-37,30,45.74,0,,,67,Santa Barbara,2689,Month-to-Month,United States,2135-DQWAQ,Stayed,0,0,Female,1,Fiber Optic,"34.460197, -119.802602",34.460197,-119.802602,0,85.3,0,0,0,Offer E,1,0,1,0,Credit Card,1,16477,0,Q3,0,4,0,California,0,0,1,5,420.45,10,228.7,0,659.15,0,0,93111
-37,6,0,0,,,54,Santa Barbara,3784,Month-to-Month,United States,1559-DTODC,Stayed,0,0,Male,1,DSL,"34.460197, -119.802602",34.460197,-119.802602,0,25.15,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,0,16477,0,Q3,0,4,0,California,0,0,0,19,468.35,0,0,0,468.35,0,1,93111
-56,0,10.11,0,,,41,Santa Barbara,2016,Two Year,United States,5063-IUOKK,Stayed,0,0,Male,0,,"34.460197, -119.802602",34.460197,-119.802602,0,19.75,0,0,0,Offer D,0,0,0,0,Credit Card,1,16477,0,Q3,0,5,0,California,0,0,0,13,265.75,0,131.43,0,397.18,0,0,93111
-48,9,27.41,0,,,50,Goleta,4114,Two Year,United States,2077-DDHJK,Stayed,0,1,Female,1,DSL,"34.489983, -120.091246",34.489983,-120.091246,1,70.9,1,0,2,,1,1,0,1,Credit Card,1,49975,1,Q3,1,4,0,California,0,0,0,68,4911.35,0,1863.88,49.37,6725.86,0,1,93117
-49,20,2.71,0,,,28,Goleta,5246,Two Year,United States,4056-QHXHZ,Stayed,1,1,Female,1,Fiber Optic,"34.489983, -120.091246",34.489983,-120.091246,1,107.45,1,2,6,Offer A,0,1,0,1,Credit Card,1,49975,1,Q3,1,4,0,California,1,1,1,72,7576.7,0,195.12,0,7771.82,0,1,93117
-22,0,49.83,0,,,42,Goleta,3149,Month-to-Month,United States,4797-MIWUM,Stayed,1,0,Male,0,,"34.489983, -120.091246",34.489983,-120.091246,1,20.25,0,3,0,Offer E,0,0,1,1,Bank Withdrawal,1,49975,0,Q3,0,5,0,California,0,0,0,7,174.7,0,348.81,0,523.51,1,0,93117
-41,15,27.37,0,,,61,Goleta,5611,One Year,United States,4508-OEBEY,Stayed,0,1,Male,1,DSL,"34.489983, -120.091246",34.489983,-120.091246,1,75.5,0,0,2,,1,1,1,1,Credit Card,1,49975,1,Q3,1,3,0,California,1,1,0,31,2424.45,0,848.47,0,3272.92,0,1,93117
-50,0,19.09,0,,,72,Arvin,5668,Two Year,United States,9574-BOSMD,Stayed,1,0,Male,0,,"35.116307, -118.817644",35.116307,-118.817644,1,25.4,1,2,10,,0,0,0,1,Bank Withdrawal,1,16206,0,Q3,1,4,0,California,0,0,0,68,1620.2,0,1298.12,9.34,2908.98,0,0,93203
-27,76,29.66,0,,,27,Arvin,5907,Two Year,United States,7401-JIXNM,Stayed,0,1,Female,1,Cable,"35.116307, -118.817644",35.116307,-118.817644,1,91.3,1,0,5,,1,1,0,1,Credit Card,1,16206,1,Q3,1,3,0,California,1,1,1,54,4965,0,1601.64,0,6566.64,1,1,93203
-59,0,12.55,0,,,48,Arvin,4272,One Year,United States,4537-CIBHB,Stayed,1,0,Female,0,,"35.116307, -118.817644",35.116307,-118.817644,1,20.25,0,3,10,,0,0,0,1,Credit Card,1,16206,0,Q3,1,5,0,California,0,0,0,9,172.35,0,112.95,0,285.3,0,0,93203
-42,0,33.71,0,,,46,Arvin,4404,Two Year,United States,5982-XMDEX,Stayed,0,0,Female,0,,"35.116307, -118.817644",35.116307,-118.817644,0,26.5,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,16206,0,Q3,0,3,0,California,0,0,0,65,1698.55,0,2191.15,0,3889.7,0,0,93203
-39,14,41.61,0,,,42,Glennville,5228,Two Year,United States,8100-PNJMH,Stayed,0,1,Male,1,Cable,"35.735694, -118.738483",35.735694,-118.738483,1,88.85,1,0,2,,1,1,1,1,Credit Card,1,296,1,Q3,1,4,0,California,1,1,1,68,6132.7,0,2829.48,0,8962.18,0,1,93226
-23,59,14.14,0,,,74,Glennville,6101,One Year,United States,3324-OIRTO,Stayed,1,1,Male,1,Fiber Optic,"35.735694, -118.738483",35.735694,-118.738483,1,104.65,0,3,1,Offer A,1,1,1,1,Bank Withdrawal,1,296,0,Q3,1,4,0,California,1,1,1,71,7288.4,0,1003.94,0,8292.34,1,1,93226
-21,42,48.3,0,,,47,Glennville,4099,Month-to-Month,United States,7404-JLKQG,Joined,0,1,Female,1,Cable,"35.735694, -118.738483",35.735694,-118.738483,0,57.55,0,0,0,,0,0,0,0,Bank Withdrawal,1,296,0,Q3,0,3,0,California,0,0,1,3,161.45,0,144.9,0,306.35,1,1,93226
-48,8,8.4,0,,,80,Glennville,2935,One Year,United States,9670-BPNXF,Stayed,0,0,Female,1,DSL,"35.735694, -118.738483",35.735694,-118.738483,0,62.55,0,0,0,Offer B,1,1,1,0,Credit Card,1,296,1,Q3,0,3,0,California,0,0,0,45,2796.45,0,378,0,3174.45,0,1,93226
-38,19,9.91,0,,,37,Hanford,4192,One Year,United States,7838-LAZFO,Stayed,0,1,Male,1,Cable,"36.29223, -119.622676",36.29223,-119.622676,1,78.8,0,0,6,Offer B,1,1,0,1,Bank Withdrawal,1,53204,0,Q3,1,4,0,California,1,1,1,45,3597.5,0,445.95,23.28,4020.17,0,1,93230
-34,10,30.77,0,,,24,Hanford,5076,Two Year,United States,5414-OFQCB,Stayed,0,0,Male,1,Fiber Optic,"36.29223, -119.622676",36.29223,-119.622676,0,90.45,1,0,0,,0,0,1,0,Credit Card,1,53204,1,Q3,0,5,0,California,0,0,1,57,5229.8,70,1753.89,0,7053.69,0,0,93230
-57,2,0,0,,,29,Hanford,2038,Month-to-Month,United States,7421-ZLUPA,Stayed,0,0,Female,1,DSL,"36.29223, -119.622676",36.29223,-119.622676,0,29.25,0,0,0,,1,0,1,0,Credit Card,0,53204,0,Q3,0,3,0,California,0,0,0,8,226.95,0,0,0,226.95,0,1,93230
-52,19,6.85,0,,,48,Hanford,4463,Two Year,United States,3913-FCUUW,Stayed,1,1,Female,1,DSL,"36.29223, -119.622676",36.29223,-119.622676,1,70.45,1,1,8,Offer A,1,1,1,1,Bank Withdrawal,1,53204,1,Q3,1,3,0,California,0,0,0,72,5165.7,0,493.2,0,5658.9,0,1,93230
-23,0,18.15,0,,,21,Lake Isabella,2798,Month-to-Month,United States,3030-ZKIWL,Joined,0,0,Male,0,,"35.607875, -118.466318",35.607875,-118.466318,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,5564,0,Q3,0,5,0,California,0,0,0,1,20.05,0,18.15,0,38.2,1,0,93240
-62,7,1.72,0,,,28,Lake Isabella,5197,Two Year,United States,8197-BFWVU,Stayed,0,1,Female,1,Cable,"35.607875, -118.466318",35.607875,-118.466318,1,93.25,1,0,2,Offer A,1,1,1,1,Bank Withdrawal,1,5564,1,Q3,1,3,0,California,1,1,1,72,6688.95,0,123.84,0,6812.79,0,1,93240
-29,85,41.94,0,,,55,Lake Isabella,4351,Two Year,United States,8915-NNTRC,Stayed,1,0,Male,1,Fiber Optic,"35.607875, -118.466318",35.607875,-118.466318,1,107.7,1,1,4,,1,1,1,1,Credit Card,1,5564,1,Q3,1,4,0,California,1,1,1,72,7919.8,0,3019.68,0,10939.48,1,1,93240
-43,0,47.88,0,,,46,Lake Isabella,5597,Month-to-Month,United States,9932-WBWIK,Stayed,0,0,Male,0,,"35.607875, -118.466318",35.607875,-118.466318,0,20.35,0,0,0,Offer D,0,0,0,0,Credit Card,1,5564,0,Q3,0,5,0,California,0,0,0,11,215.25,0,526.68,0,741.93,0,0,93240
-33,0,42.14,0,,,45,Laton,5864,Two Year,United States,8755-OGKNA,Stayed,1,0,Female,0,,"36.444232, -119.718285",36.444232,-119.718285,1,19.5,0,3,5,Offer B,0,0,0,1,Bank Withdrawal,1,2900,0,Q3,1,3,0,California,0,0,0,57,1167.6,0,2401.98,19.89,3549.69,0,0,93242
-28,0,45.37,0,,,76,Laton,4676,Month-to-Month,United States,9367-OIUXP,Stayed,0,0,Male,0,,"36.444232, -119.718285",36.444232,-119.718285,0,20.7,0,0,0,,0,0,0,0,Credit Card,1,2900,0,Q3,0,5,0,California,0,0,0,4,73.05,0,181.48,0,254.53,1,0,93242
-44,0,47.24,0,,,76,Laton,4747,Two Year,United States,7463-IFMQU,Stayed,0,0,Female,0,,"36.444232, -119.718285",36.444232,-119.718285,1,20.05,0,0,1,,0,0,0,1,Bank Withdrawal,1,2900,0,Q3,1,3,0,California,0,0,0,72,1423.65,0,3401.28,0,4824.93,0,0,93242
-58,15,40.49,0,,,21,Laton,4165,Two Year,United States,5286-YHCVC,Stayed,0,1,Male,1,Fiber Optic,"36.444232, -119.718285",36.444232,-119.718285,1,104.8,1,0,4,,1,0,1,1,Bank Withdrawal,1,2900,0,Q3,1,4,0,California,1,1,1,72,7470.1,0,2915.28,0,10385.38,0,1,93242
-60,0,11.35,0,,,42,Mc Farland,4836,One Year,United States,5642-MHDQT,Stayed,0,0,Female,0,,"35.666886, -119.186717",35.666886,-119.186717,1,19.85,0,0,6,Offer B,0,0,1,1,Bank Withdrawal,1,10781,0,Q3,1,3,0,California,0,0,0,53,1039.45,0,601.55,14.67,1626.33,0,0,93250
-60,0,31.7,0,,,20,Mc Farland,4784,Two Year,United States,1306-RPWXZ,Stayed,1,0,Female,0,,"35.666886, -119.186717",35.666886,-119.186717,0,20.45,0,3,0,,0,0,0,0,Credit Card,1,10781,0,Q3,0,4,0,California,0,0,0,49,1024.65,0,1553.3,0,2577.95,0,0,93250
-43,28,9.26,0,,,74,Mc Farland,2322,One Year,United States,9592-ERDKV,Stayed,0,1,Male,1,DSL,"35.666886, -119.186717",35.666886,-119.186717,1,79.25,1,0,6,,0,1,0,1,Credit Card,1,10781,0,Q3,1,3,0,California,1,1,1,37,2911.8,0,342.62,0,3254.42,0,1,93250
-19,52,40.96,0,,,24,Mc Farland,4171,Month-to-Month,United States,2458-EOMRE,Stayed,0,1,Female,1,DSL,"35.666886, -119.186717",35.666886,-119.186717,0,64.05,0,0,0,Offer D,0,1,0,0,Bank Withdrawal,1,10781,0,Q3,0,4,0,California,1,1,0,11,733.95,90,450.56,0,1274.51,1,0,93250
-58,0,34.36,0,,,75,Three Rivers,4886,One Year,United States,5313-FPXWG,Stayed,0,0,Male,0,,"36.413433, -118.854708",36.413433,-118.854708,0,24.6,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,2318,0,Q3,0,5,0,California,0,0,0,51,1266.4,0,1752.36,47.91,2970.85,0,0,93271
-48,0,8.53,0,,,56,Three Rivers,5092,Two Year,United States,4277-BWBML,Stayed,1,0,Male,0,,"36.413433, -118.854708",36.413433,-118.854708,1,19.95,0,2,0,Offer A,0,0,0,1,Bank Withdrawal,1,2318,0,Q3,0,3,0,California,0,0,0,72,1322.85,0,614.16,0,1937.01,0,0,93271
-47,17,27.8,0,,,38,Three Rivers,4296,Month-to-Month,United States,6986-IXNDM,Stayed,0,0,Male,1,Fiber Optic,"36.413433, -118.854708",36.413433,-118.854708,0,92.9,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,2318,0,Q3,0,3,0,California,1,1,1,14,1337.45,0,389.2,0,1726.65,0,1,93271
-38,0,38.74,0,,,59,Three Rivers,4700,One Year,United States,2320-TZRRH,Stayed,0,0,Female,0,,"36.413433, -118.854708",36.413433,-118.854708,0,19.5,0,0,0,,0,0,0,0,Credit Card,1,2318,0,Q3,0,3,0,California,0,0,0,20,403.15,0,774.8,0,1177.95,0,0,93271
-55,12,45.92,0,,,65,Tupman,4191,Month-to-Month,United States,5076-YVXCM,Stayed,0,0,Male,1,Fiber Optic,"35.316263, -119.402559",35.316263,-119.402559,0,83.4,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,236,0,Q3,0,5,0,California,1,1,0,51,4149.45,30,2341.92,29.76,6491.61,0,0,93276
-46,21,23.14,0,,,77,Tupman,5782,Two Year,United States,4304-TSPVK,Stayed,0,1,Female,1,Fiber Optic,"35.316263, -119.402559",35.316263,-119.402559,1,114.9,1,0,8,Offer A,1,1,0,1,Bank Withdrawal,1,236,1,Q3,1,3,0,California,1,1,1,68,7843.55,0,1573.52,0,9417.07,0,1,93276
-54,57,16.75,0,,,72,Tupman,5265,Two Year,United States,9769-TSBZE,Stayed,1,0,Female,1,DSL,"35.316263, -119.402559",35.316263,-119.402559,0,66,1,3,0,,1,1,0,0,Bank Withdrawal,1,236,1,Q3,0,3,0,California,0,0,0,70,4891.5,90,1172.5,0,6154,0,0,93276
-40,2,37.46,0,,,25,Tupman,4703,One Year,United States,4942-VZZOM,Stayed,0,0,Male,1,DSL,"35.316263, -119.402559",35.316263,-119.402559,1,66.15,1,0,3,Offer B,0,1,1,1,Credit Card,1,236,0,Q3,1,3,0,California,0,0,1,64,4392.5,0,2397.44,0,6789.94,0,1,93276
-23,41,6.09,0,,,49,Bakersfield,4397,Two Year,United States,8338-QIUNR,Stayed,0,1,Male,1,DSL,"35.339796, -119.023552",35.339796,-119.023552,1,66.5,1,0,8,,0,1,1,1,Credit Card,1,44588,1,Q3,1,3,0,California,0,0,0,72,4811.6,0,438.48,45.61,5204.47,1,1,93304
-37,23,20.45,0,,,66,Bakersfield,5075,Two Year,United States,9755-JHNMN,Stayed,0,1,Female,1,Cable,"35.339796, -119.023552",35.339796,-119.023552,0,67.4,0,0,0,,1,1,0,0,Bank Withdrawal,1,44588,1,Q3,0,3,0,California,0,0,0,49,3306.85,0,1002.05,0,4308.9,0,1,93304
-43,0,43.19,0,,,59,Bakersfield,5919,Two Year,United States,0582-AVCLN,Stayed,0,0,Female,0,,"35.339796, -119.023552",35.339796,-119.023552,0,20.3,0,0,0,,0,0,0,0,Credit Card,1,44588,0,Q3,0,5,0,California,0,0,0,38,743.05,0,1641.22,0,2384.27,0,0,93304
-22,0,20.43,0,,,46,Bakersfield,5449,Two Year,United States,5666-MBJPT,Stayed,0,0,Male,0,,"35.339796, -119.023552",35.339796,-119.023552,0,25.1,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,44588,0,Q3,0,4,0,California,0,0,0,65,1725,0,1327.95,0,3052.95,1,0,93304
-34,19,32.04,0,,,60,Bakersfield,4186,Two Year,United States,1525-LNLOJ,Stayed,0,1,Male,1,DSL,"35.391733, -118.984109",35.391733,-118.984109,1,63.3,1,0,5,,0,0,1,1,Bank Withdrawal,1,35643,0,Q3,1,5,0,California,0,0,1,66,4189.7,0,2114.64,40.62,6263.72,0,1,93305
-28,0,22.15,0,,,22,Bakersfield,5498,Month-to-Month,United States,3981-QSVQI,Stayed,0,0,Male,0,,"35.391733, -118.984109",35.391733,-118.984109,0,19.7,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,35643,0,Q3,0,4,0,California,0,0,0,8,168.9,0,177.2,0,346.1,1,0,93305
-46,6,15.52,0,,,74,Bakersfield,5242,Two Year,United States,5803-NQJZO,Stayed,0,1,Male,1,Cable,"35.391733, -118.984109",35.391733,-118.984109,1,67.8,1,0,1,,1,1,1,1,Bank Withdrawal,1,35643,1,Q3,1,3,0,California,0,0,0,72,4804.65,0,1117.44,0,5922.09,0,1,93305
-47,14,41.79,0,,,79,Bakersfield,2908,Month-to-Month,United States,7312-XSBAT,Joined,0,0,Male,1,DSL,"35.391733, -118.984109",35.391733,-118.984109,0,49.75,0,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,35643,0,Q3,0,4,0,California,0,0,0,1,49.75,0,41.79,0,91.54,0,1,93305
-56,21,9.49,0,,,69,Bakersfield,4388,Month-to-Month,United States,1766-GKNMI,Stayed,0,0,Male,1,Fiber Optic,"35.280113, -118.962329",35.280113,-118.962329,0,84.9,1,0,0,,0,0,1,0,Bank Withdrawal,1,59195,0,Q3,0,3,0,California,1,1,0,29,2516.2,0,275.21,47.04,2744.37,0,1,93307
-53,0,2.68,0,,,65,Bakersfield,4406,Two Year,United States,9424-CMPOG,Stayed,1,0,Male,0,,"35.280113, -118.962329",35.280113,-118.962329,1,19.6,0,3,9,Offer E,0,0,0,1,Mailed Check,1,59195,0,Q3,1,3,0,California,0,0,0,9,197.4,0,24.12,0,221.52,0,0,93307
-54,0,38.84,0,,,29,Bakersfield,5027,Two Year,United States,2607-DHDAK,Stayed,1,0,Male,0,,"35.280113, -118.962329",35.280113,-118.962329,1,19.8,0,2,10,,0,0,1,1,Credit Card,1,59195,0,Q3,1,4,0,California,0,0,0,72,1414.65,0,2796.48,0,4211.13,0,0,93307
-54,20,46.91,0,,,29,Bakersfield,5886,Month-to-Month,United States,2371-JQHZZ,Stayed,0,0,Male,1,Fiber Optic,"35.280113, -118.962329",35.280113,-118.962329,1,93,1,0,7,,0,0,1,1,Bank Withdrawal,1,59195,0,Q3,1,5,0,California,1,1,1,24,2248.05,40,1125.84,0,3413.89,0,0,93307
-30,0,16.7,0,,,25,Bakersfield,5629,Month-to-Month,United States,6942-LBFDP,Joined,0,0,Female,0,,"35.559617, -118.925185",35.559617,-118.925185,0,20.55,0,0,0,,0,0,1,0,Mailed Check,1,44915,0,Q3,0,3,0,California,0,0,0,2,33.6,0,33.4,0,67,0,0,93308
-42,26,10.9,0,,,57,Bakersfield,6005,Two Year,United States,5067-WJEUN,Stayed,1,0,Male,1,Cable,"35.559617, -118.925185",35.559617,-118.925185,1,54.2,0,2,1,Offer A,1,1,1,1,Bank Withdrawal,1,44915,0,Q3,1,4,0,California,0,0,0,67,3838.2,10,730.3,0,4578.5,0,0,93308
-54,0,12.21,0,,,79,Bakersfield,6228,Two Year,United States,1073-XXCZD,Stayed,0,0,Male,0,,"35.559617, -118.925185",35.559617,-118.925185,1,25.7,1,0,1,,0,0,0,1,Bank Withdrawal,1,44915,0,Q3,1,4,0,California,0,0,0,55,1443.65,0,671.55,0,2115.2,0,0,93308
-20,85,42.59,0,,,38,Bakersfield,5816,Two Year,United States,0674-GCDXG,Stayed,0,1,Male,1,DSL,"35.559617, -118.925185",35.559617,-118.925185,0,71.9,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,44915,1,Q3,0,4,0,California,1,1,0,63,4479.2,0,2683.17,0,7162.37,1,1,93308
-34,5,38.01,0,,,37,Bakersfield,3272,Month-to-Month,United States,1456-TWCGB,Stayed,0,0,Male,1,Cable,"35.342891, -119.064803",35.342891,-119.064803,0,49.25,0,0,0,,1,0,0,0,Mailed Check,1,58632,0,Q3,0,3,0,California,0,0,0,4,208.45,0,152.04,0,360.49,0,1,93309
-36,16,24.13,0,,,75,Bakersfield,3150,Month-to-Month,United States,3450-WXOAT,Stayed,0,0,Male,1,Cable,"35.342891, -119.064803",35.342891,-119.064803,0,45.2,0,0,0,Offer B,0,0,1,0,Credit Card,1,58632,0,Q3,0,5,0,California,0,0,0,46,2065.15,0,1109.98,0,3175.13,0,1,93309
-42,76,0,0,,,48,Bakersfield,4132,One Year,United States,0743-HRVFF,Stayed,1,1,Female,1,DSL,"35.342891, -119.064803",35.342891,-119.064803,1,56.15,0,3,4,,0,0,1,1,Bank Withdrawal,0,58632,1,Q3,1,5,0,California,1,1,1,51,2898.95,0,0,0,2898.95,0,1,93309
-39,26,5.07,0,,,43,Bakersfield,5044,One Year,United States,1121-QSIVB,Stayed,1,0,Female,1,DSL,"35.342891, -119.064803",35.342891,-119.064803,0,77.55,1,3,0,Offer B,1,0,1,0,Credit Card,1,58632,0,Q3,0,3,0,California,1,1,1,44,3471.1,0,223.08,0,3694.18,0,1,93309
-45,21,11.39,0,,,22,Arroyo Grande,4741,Month-to-Month,United States,7929-DMBCV,Stayed,0,1,Female,1,Fiber Optic,"35.176236, -120.483243",35.176236,-120.483243,1,81,0,0,6,Offer D,0,0,1,1,Mailed Check,1,24499,1,Q3,1,3,0,California,0,0,0,20,1683.7,0,227.8,0,1911.5,0,1,93420
-37,26,18.57,0,,,59,Arroyo Grande,5479,Month-to-Month,United States,4373-VVHQL,Joined,0,0,Male,1,DSL,"35.176236, -120.483243",35.176236,-120.483243,0,44.75,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,24499,0,Q3,0,4,0,California,0,0,0,1,44.75,10,18.57,0,73.32,0,0,93420
-40,21,25.95,0,,,56,Arroyo Grande,4462,One Year,United States,8570-KLJYJ,Stayed,0,0,Female,1,DSL,"35.176236, -120.483243",35.176236,-120.483243,0,54.45,1,0,0,,0,1,0,0,Credit Card,1,24499,0,Q3,0,3,0,California,0,0,0,36,1893.5,0,934.2,0,2827.7,0,1,93420
-35,0,45.84,0,,,26,Arroyo Grande,2198,Month-to-Month,United States,6469-QJKZW,Stayed,0,0,Female,0,,"35.176236, -120.483243",35.176236,-120.483243,1,20.15,0,0,5,,0,0,0,1,Bank Withdrawal,1,24499,0,Q3,1,3,0,California,0,0,0,4,91.4,0,183.36,0,274.76,0,0,93420
-47,7,0,0,,,48,Cayucos,2510,Month-to-Month,United States,1853-ARAAQ,Stayed,0,1,Female,1,DSL,"35.511833, -120.918713",35.511833,-120.918713,0,50.35,0,0,0,,0,0,1,0,Credit Card,0,3220,0,Q3,0,5,0,California,1,1,1,26,1277.5,0,0,0,1277.5,0,1,93430
-29,41,3.41,0,,,52,Cayucos,5532,Two Year,United States,6993-YGFJV,Stayed,0,1,Male,1,Fiber Optic,"35.511833, -120.918713",35.511833,-120.918713,1,112.55,1,0,9,Offer A,1,1,1,1,Bank Withdrawal,1,3220,1,Q3,1,4,0,California,1,1,1,69,7806.5,0,235.29,0,8041.79,1,1,93430
-60,0,41.04,0,,,62,Cayucos,5949,Month-to-Month,United States,5863-OOKCL,Stayed,0,0,Female,0,,"35.511833, -120.918713",35.511833,-120.918713,0,18.85,0,0,0,Offer D,0,0,0,0,Credit Card,1,3220,0,Q3,0,3,0,California,0,0,0,10,163.2,0,410.4,0,573.6,0,0,93430
-28,59,0,0,,,56,Cayucos,5644,Two Year,United States,3566-CAAYU,Stayed,1,1,Female,1,DSL,"35.511833, -120.918713",35.511833,-120.918713,1,49.85,0,3,3,Offer B,1,0,0,1,Bank Withdrawal,0,3220,1,Q3,1,5,0,California,1,1,0,64,3210.35,0,0,0,3210.35,1,1,93430
-22,0,38.41,0,,,44,Grover Beach,3866,One Year,United States,4697-LUPSU,Joined,0,0,Male,0,,"35.120833, -120.61843",35.120833,-120.61843,1,20.2,0,0,6,,0,0,0,1,Credit Card,1,13106,0,Q3,1,3,0,California,0,0,0,2,34.75,0,76.82,0,111.57,1,0,93433
-48,57,15.71,0,,,63,Grover Beach,6291,Two Year,United States,0730-BGQGF,Stayed,1,1,Male,1,DSL,"35.120833, -120.61843",35.120833,-120.61843,1,90.3,1,3,1,Offer A,1,1,0,1,Credit Card,1,13106,1,Q3,1,3,0,California,1,1,1,71,6287.3,100,1115.41,0,7502.71,0,0,93433
-42,4,0,0,,,63,Grover Beach,4404,Month-to-Month,United States,1329-VHWNP,Stayed,0,0,Female,1,DSL,"35.120833, -120.61843",35.120833,-120.61843,0,25.05,0,0,0,,0,0,0,0,Bank Withdrawal,0,13106,0,Q3,0,4,0,California,0,0,0,7,189.95,0,0,0,189.95,0,1,93433
-31,0,30.38,0,,,27,Grover Beach,3068,Month-to-Month,United States,9103-CXVOK,Joined,1,0,Male,0,,"35.120833, -120.61843",35.120833,-120.61843,1,19.75,0,2,8,,0,0,0,1,Bank Withdrawal,1,13106,0,Q3,1,4,0,California,0,0,0,1,19.75,0,30.38,0,50.13,0,0,93433
-41,18,22.23,0,,,39,Paso Robles,4774,Two Year,United States,2753-JMMCV,Stayed,0,1,Male,1,DSL,"35.634222, -120.728341",35.634222,-120.728341,0,74.2,1,0,0,Offer B,1,0,1,0,Credit Card,1,35586,1,Q3,0,3,0,California,1,1,0,65,4805.65,0,1444.95,0,6250.6,0,1,93446
-22,0,33.48,0,,,28,Paso Robles,5825,One Year,United States,7649-PHJVR,Stayed,0,0,Male,0,,"35.634222, -120.728341",35.634222,-120.728341,0,19.5,0,0,0,Offer D,0,0,0,0,Mailed Check,1,35586,0,Q3,0,4,0,California,0,0,0,11,226.8,0,368.28,0,595.08,1,0,93446
-43,19,6.53,0,,,21,Paso Robles,6148,One Year,United States,5196-WPYOW,Stayed,1,0,Male,1,Cable,"35.634222, -120.728341",35.634222,-120.728341,1,60.05,0,2,1,,1,1,0,1,Credit Card,1,35586,1,Q3,1,4,0,California,0,0,0,67,3994.05,0,437.51,0,4431.56,0,1,93446
-21,0,17.23,0,,,24,Paso Robles,3451,Two Year,United States,4475-NVTLU,Stayed,1,0,Male,0,,"35.634222, -120.728341",35.634222,-120.728341,1,19.2,0,1,6,Offer B,0,0,0,1,Bank Withdrawal,1,35586,0,Q3,1,3,0,California,0,0,0,45,903.7,0,775.35,0,1679.05,1,0,93446
-46,0,31.78,0,,,76,San Ardo,2303,Month-to-Month,United States,6621-YOBKI,Stayed,0,0,Male,0,,"35.996008, -120.85305",35.996008,-120.85305,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,670,0,Q3,0,4,0,California,0,0,0,5,92.75,0,158.9,0,251.65,0,0,93450
-23,59,0,0,,,44,San Ardo,4302,Month-to-Month,United States,3787-TRIAL,Stayed,1,0,Male,1,DSL,"35.996008, -120.85305",35.996008,-120.85305,1,26.05,0,9,1,Offer D,0,0,1,1,Bank Withdrawal,0,670,0,Q3,1,5,0,California,0,0,0,21,565.75,0,0,0,565.75,1,1,93450
-49,10,11.3,0,,,56,San Ardo,4740,Month-to-Month,United States,1485-YDHMM,Stayed,1,0,Male,1,Fiber Optic,"35.996008, -120.85305",35.996008,-120.85305,1,93.25,1,1,1,,1,0,1,1,Bank Withdrawal,1,670,1,Q3,1,3,0,California,1,1,0,52,4631.7,0,587.6,0,5219.3,0,1,93450
-19,59,36.78,0,,,27,San Ardo,2496,One Year,United States,9386-LDCZR,Stayed,0,1,Male,1,Fiber Optic,"35.996008, -120.85305",35.996008,-120.85305,0,90.65,0,0,0,Offer B,1,1,1,0,Credit Card,1,670,1,Q3,0,3,0,California,0,0,0,43,3882.3,0,1581.54,0,5463.84,1,1,93450
-27,53,7.29,0,,,40,San Simeon,4689,Two Year,United States,7564-GHCVB,Stayed,0,0,Female,1,Fiber Optic,"35.746484, -121.223355",35.746484,-121.223355,1,79.05,1,0,5,Offer A,0,1,0,1,Bank Withdrawal,1,471,0,Q3,1,3,0,California,0,0,0,72,5730.7,80,524.88,0,6335.58,1,0,93452
-44,53,0,0,,,69,San Simeon,5880,Month-to-Month,United States,5156-UMKOW,Joined,1,0,Female,1,DSL,"35.746484, -121.223355",35.746484,-121.223355,0,29.65,0,3,0,,1,0,0,0,Mailed Check,0,471,0,Q3,0,3,0,California,0,0,0,3,90.05,0,0,0,90.05,0,1,93452
-40,0,42.37,0,,,30,San Simeon,4746,Two Year,United States,0603-TPMIB,Stayed,1,0,Female,0,,"35.746484, -121.223355",35.746484,-121.223355,1,25.45,1,2,0,Offer B,0,0,0,1,Credit Card,1,471,0,Q3,0,4,0,California,0,0,0,59,1534.05,0,2499.83,0,4033.88,0,0,93452
-58,16,32.81,0,,,34,San Simeon,3319,Month-to-Month,United States,5399-ZIMKF,Stayed,0,0,Male,1,Fiber Optic,"35.746484, -121.223355",35.746484,-121.223355,0,74.65,0,0,0,,1,0,1,0,Bank Withdrawal,1,471,0,Q3,0,3,0,California,0,0,0,5,383.65,0,164.05,0,547.7,0,1,93452
-25,59,18.74,0,,,67,Santa Margarita,5750,Month-to-Month,United States,1173-NOEYG,Stayed,0,1,Female,1,Fiber Optic,"35.303926, -120.256567",35.303926,-120.256567,1,90.15,1,0,1,,0,0,0,1,Bank Withdrawal,1,2687,0,Q3,1,4,0,California,1,1,0,27,2423.4,0,505.98,0,2929.38,1,1,93453
-41,19,14.64,0,,,49,Santa Margarita,5284,Month-to-Month,United States,1247-QBVSH,Stayed,1,0,Female,1,DSL,"35.303926, -120.256567",35.303926,-120.256567,1,50.2,0,2,1,Offer B,1,0,0,1,Mailed Check,1,2687,0,Q3,1,4,0,California,0,0,0,43,2169.4,0,629.52,0,2798.92,0,1,93453
-60,0,47.07,0,,,35,Santa Margarita,4192,Two Year,United States,2525-GVKQU,Stayed,0,0,Female,0,,"35.303926, -120.256567",35.303926,-120.256567,0,20.6,0,0,0,Offer B,0,0,0,0,Credit Card,1,2687,0,Q3,0,3,0,California,0,0,0,60,1093,0,2824.2,0,3917.2,0,0,93453
-43,6,0,0,,,38,Santa Margarita,4085,Two Year,United States,0336-KXKFK,Stayed,0,1,Male,1,DSL,"35.303926, -120.256567",35.303926,-120.256567,0,61.2,0,0,0,,0,1,1,0,Credit Card,0,2687,1,Q3,0,3,0,California,1,1,1,72,4390.25,0,0,0,4390.25,0,1,93453
-48,19,0,0,,,40,Santa Maria,3087,Month-to-Month,United States,7595-EHCDL,Stayed,1,1,Male,1,DSL,"34.943523, -120.256729",34.943523,-120.256729,1,50.6,0,2,10,,0,0,0,1,Credit Card,0,30540,0,Q3,1,3,0,California,1,1,1,32,1653.45,0,0,0,1653.45,0,1,93454
-34,30,44.65,0,,,66,Santa Maria,4024,Month-to-Month,United States,6734-GMPVK,Stayed,0,1,Male,1,Fiber Optic,"34.943523, -120.256729",34.943523,-120.256729,0,105.3,1,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,30540,0,Q3,0,3,0,California,1,1,1,5,550.6,0,223.25,0,773.85,0,1,93454
-55,6,7.37,0,,,22,Santa Maria,5259,Month-to-Month,United States,8161-QYMTT,Stayed,0,0,Male,1,Fiber Optic,"34.943523, -120.256729",34.943523,-120.256729,0,94.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,30540,0,Q3,0,5,0,California,1,1,1,7,701.3,0,51.59,0,752.89,0,1,93454
-47,0,6.86,0,,,35,Santa Maria,2195,One Year,United States,5619-XZZKR,Stayed,0,0,Male,0,,"34.943523, -120.256729",34.943523,-120.256729,0,19.95,0,0,0,,0,0,0,0,Credit Card,1,30540,0,Q3,0,4,0,California,0,0,0,4,68.2,0,27.44,0,95.64,0,0,93454
-19,27,13.16,0,,,45,Santa Maria,4983,One Year,United States,6647-ZEDXT,Stayed,0,1,Female,1,Fiber Optic,"34.818227, -120.418784",34.818227,-120.418784,0,110.45,1,0,0,,1,0,0,0,Credit Card,1,37364,1,Q3,0,4,0,California,1,1,1,30,3327.05,0,394.8,0,3721.85,1,1,93455
-63,27,6.43,0,,,45,Santa Maria,5286,Month-to-Month,United States,9822-OAOVB,Joined,0,0,Female,1,DSL,"34.818227, -120.418784",34.818227,-120.418784,0,55.45,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,37364,0,Q3,0,4,0,California,1,1,0,1,55.45,10,6.43,0,71.88,0,0,93455
-59,19,0,0,,,23,Santa Maria,6300,One Year,United States,9581-GVBXT,Stayed,1,1,Male,1,DSL,"34.818227, -120.418784",34.818227,-120.418784,1,34.8,0,2,0,Offer B,0,1,0,1,Credit Card,0,37364,0,Q3,0,4,0,California,0,0,0,59,1980.3,0,0,0,1980.3,0,1,93455
-43,24,44.46,0,,,73,Santa Maria,2848,Month-to-Month,United States,3948-FVVRP,Stayed,1,0,Male,1,DSL,"34.818227, -120.418784",34.818227,-120.418784,1,54.8,0,2,2,,1,0,0,1,Credit Card,1,37364,1,Q3,1,4,0,California,0,0,0,9,452.8,0,400.14,0,852.94,0,1,93455
-28,46,24.08,0,,,70,Darwin,5715,Two Year,United States,9477-LGWQI,Stayed,0,1,Male,1,DSL,"36.319181, -117.593053",36.319181,-117.593053,1,80.15,0,0,10,Offer A,1,1,1,1,Credit Card,1,64,0,Q3,1,3,0,California,1,1,1,70,5600.15,0,1685.6,0,7285.75,1,1,93522
-50,6,23.06,0,,,28,Darwin,5643,One Year,United States,0310-SUCIN,Stayed,0,1,Female,1,Cable,"36.319181, -117.593053",36.319181,-117.593053,1,84.8,0,0,2,,1,1,1,1,Bank Withdrawal,1,64,1,Q3,1,3,0,California,1,1,1,71,6046.1,0,1637.26,0,7683.36,0,1,93522
-51,7,0,0,,,26,Darwin,6143,Two Year,United States,4676-WLUHT,Stayed,0,0,Male,1,DSL,"36.319181, -117.593053",36.319181,-117.593053,0,46.2,0,0,0,Offer B,1,1,0,0,Bank Withdrawal,0,64,0,Q3,0,3,0,California,1,1,0,54,2431.95,0,0,0,2431.95,0,1,93522
-26,71,41.9,0,,,70,Darwin,4372,Month-to-Month,United States,4537-DKTAL,Joined,0,0,Female,1,DSL,"36.319181, -117.593053",36.319181,-117.593053,0,45.55,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,64,0,Q3,0,5,0,California,0,0,0,2,84.4,10,83.8,0,178.2,1,0,93522
-50,0,45.54,0,,,36,June Lake,4601,Two Year,United States,5730-DBDSI,Stayed,0,0,Male,0,,"37.730269, -119.055813",37.730269,-119.055813,0,19.7,0,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,618,0,Q3,0,3,0,California,0,0,0,66,1253.8,0,3005.64,0,4259.44,0,0,93529
-24,0,40.19,0,,,32,June Lake,2844,Two Year,United States,6619-RPLQZ,Stayed,1,0,Female,0,,"37.730269, -119.055813",37.730269,-119.055813,1,20.85,0,1,2,Offer B,0,0,0,1,Mailed Check,1,618,0,Q3,1,4,0,California,0,0,0,45,892.15,0,1808.55,0,2700.7,1,0,93529
-29,59,36.09,0,,,72,June Lake,4232,Two Year,United States,0757-WCUUZ,Stayed,1,1,Male,1,DSL,"37.730269, -119.055813",37.730269,-119.055813,1,63.35,1,3,1,Offer B,0,0,0,1,Credit Card,1,618,0,Q3,1,3,0,California,1,1,0,54,3409.1,0,1948.86,0,5357.96,1,1,93529
-38,0,16.26,0,,,43,June Lake,3630,Month-to-Month,United States,8204-TIFGJ,Stayed,0,0,Female,0,,"37.730269, -119.055813",37.730269,-119.055813,0,20.3,0,0,0,,0,0,1,0,Bank Withdrawal,1,618,0,Q3,0,3,0,California,0,0,0,23,470.6,0,373.98,0,844.58,0,0,93529
-30,0,18.07,0,,,34,Littlerock,6312,Two Year,United States,7969-FFOWG,Stayed,0,0,Male,0,,"34.505273, -117.955054",34.505273,-117.955054,1,19.9,0,0,2,Offer B,0,0,0,1,Credit Card,1,11198,0,Q3,1,4,0,California,0,0,0,65,1292.6,0,1174.55,0,2467.15,0,0,93543
-23,73,8.86,0,,,50,Littlerock,5939,One Year,United States,8982-NHAVY,Stayed,0,1,Male,1,Fiber Optic,"34.505273, -117.955054",34.505273,-117.955054,0,100.5,1,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,11198,0,Q3,0,3,0,California,1,1,1,27,2673.45,70,239.22,0,2982.67,1,0,93543
-58,0,41.05,0,,,72,Littlerock,2993,One Year,United States,3423-HHXAO,Stayed,1,0,Female,0,,"34.505273, -117.955054",34.505273,-117.955054,1,19.5,0,1,2,,0,0,1,1,Credit Card,1,11198,0,Q3,1,3,0,California,0,0,0,14,272,0,574.7,0,846.7,0,0,93543
-44,28,14.21,0,,,60,Littlerock,2335,One Year,United States,2325-WINES,Stayed,0,1,Female,1,Fiber Optic,"34.505273, -117.955054",34.505273,-117.955054,0,104.05,1,0,0,,1,0,1,0,Credit Card,1,11198,0,Q3,0,4,0,California,1,1,1,32,3416.85,0,454.72,0,3871.57,0,1,93543
-22,52,0,0,,,44,Llano,2534,Month-to-Month,United States,4718-DHSMV,Stayed,0,0,Female,1,DSL,"34.500091, -117.765862",34.500091,-117.765862,0,35.8,0,0,0,Offer D,0,0,1,0,Credit Card,0,1220,0,Q3,0,5,0,California,0,0,1,11,363.15,0,0,0,363.15,1,1,93544
-53,22,0,0,,,59,Llano,2263,Month-to-Month,United States,4307-KWMXE,Stayed,0,0,Male,1,DSL,"34.500091, -117.765862",34.500091,-117.765862,0,35.75,0,0,0,Offer D,1,0,0,0,Bank Withdrawal,0,1220,1,Q3,0,3,0,California,0,0,0,10,389.8,0,0,0,389.8,0,1,93544
-38,28,38.75,0,,,20,Llano,4319,Two Year,United States,9938-TKDGL,Stayed,1,0,Male,1,Fiber Optic,"34.500091, -117.765862",34.500091,-117.765862,1,99.55,0,3,9,Offer A,0,1,1,1,Bank Withdrawal,1,1220,1,Q3,1,3,0,California,1,1,1,68,6668,0,2635,0,9303,0,1,93544
-44,29,10.55,0,,,23,Llano,2842,Two Year,United States,6064-ZATLR,Stayed,0,0,Female,1,DSL,"34.500091, -117.765862",34.500091,-117.765862,0,52.85,0,0,0,,1,1,0,0,Bank Withdrawal,1,1220,0,Q3,0,3,0,California,0,0,0,27,1498.65,0,284.85,0,1783.5,0,1,93544
-23,0,36.42,0,,,50,Mammoth Lakes,5068,One Year,United States,7817-OMJNA,Stayed,0,0,Male,0,,"37.550074, -118.837167",37.550074,-118.837167,0,20.4,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,8217,0,Q3,0,5,0,California,0,0,0,14,275.7,0,509.88,0,785.58,1,0,93546
-33,17,7.42,0,,,27,Mammoth Lakes,5899,One Year,United States,2450-ZKEED,Stayed,0,1,Female,1,DSL,"37.550074, -118.837167",37.550074,-118.837167,0,53.8,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,8217,1,Q3,0,5,0,California,0,0,0,11,651.55,0,81.62,0,733.17,0,1,93546
-34,30,0,0,,,39,Mammoth Lakes,3300,Month-to-Month,United States,6537-QLGEX,Stayed,0,0,Female,1,DSL,"37.550074, -118.837167",37.550074,-118.837167,0,38.9,0,0,0,,0,1,1,0,Bank Withdrawal,0,8217,0,Q3,0,3,0,California,0,0,1,16,664.4,0,0,0,664.4,0,1,93546
-52,8,44.67,0,,,33,Mammoth Lakes,6043,Month-to-Month,United States,7824-PANSQ,Stayed,0,0,Male,1,Fiber Optic,"37.550074, -118.837167",37.550074,-118.837167,0,80.65,1,0,0,,0,0,0,0,Bank Withdrawal,1,8217,1,Q3,0,5,0,California,0,0,0,58,4807.35,0,2590.86,0,7398.21,0,1,93546
-45,19,35.6,0,,,64,Auberry,2492,Month-to-Month,United States,7521-AFHAB,Stayed,1,0,Female,1,Cable,"36.991762, -119.242874",36.991762,-119.242874,1,44.8,0,2,10,Offer E,0,0,0,1,Credit Card,1,3464,0,Q3,1,3,0,California,0,0,0,5,220.45,0,178,0,398.45,0,1,93602
-61,14,0,0,,,47,Auberry,5535,One Year,United States,8314-DPQHL,Stayed,0,1,Male,1,DSL,"36.991762, -119.242874",36.991762,-119.242874,0,50.8,0,0,0,,0,1,0,0,Mailed Check,0,3464,1,Q3,0,4,0,California,1,1,0,9,463.6,0,0,0,463.6,0,1,93602
-23,42,0,0,,,25,Auberry,5455,One Year,United States,5640-CAXOA,Stayed,0,0,Female,1,Cable,"36.991762, -119.242874",36.991762,-119.242874,0,40.35,0,0,0,,0,0,1,0,Credit Card,0,3464,1,Q3,0,4,0,California,1,1,0,30,1187.05,0,0,0,1187.05,1,1,93602
-29,59,10.29,0,,,43,Auberry,2065,Month-to-Month,United States,7989-VCQOH,Stayed,1,1,Male,1,DSL,"36.991762, -119.242874",36.991762,-119.242874,1,83.25,0,1,3,,0,1,0,1,Bank Withdrawal,1,3464,1,Q3,1,3,0,California,1,1,1,18,1611.15,0,185.22,0,1796.37,1,1,93602
-60,13,1.27,0,,,53,Coarsegold,5355,One Year,United States,3442-ZHHCC,Stayed,0,1,Male,1,Cable,"37.212191, -119.749323",37.212191,-119.749323,0,76.9,1,0,0,Offer A,1,1,1,0,Credit Card,1,9395,0,Q3,0,4,0,California,1,1,0,68,5023,0,86.36,0,5109.36,0,1,93614
-27,52,33.39,0,,,27,Coarsegold,5723,Two Year,United States,9802-CAQUT,Stayed,1,1,Female,1,Fiber Optic,"37.212191, -119.749323",37.212191,-119.749323,1,109.55,1,3,9,,1,1,0,1,Credit Card,1,9395,0,Q3,1,4,0,California,1,1,1,72,7887.25,120,2404.08,0,10411.33,1,0,93614
-61,16,44.97,0,,,56,Coarsegold,5755,Month-to-Month,United States,0641-EVBOJ,Joined,0,0,Male,1,Fiber Optic,"37.212191, -119.749323",37.212191,-119.749323,0,82.3,0,0,0,,0,1,1,0,Credit Card,1,9395,1,Q3,0,4,0,California,0,0,0,3,214.4,20,134.91,0,369.31,0,0,93614
-26,46,15.41,0,,,78,Coarsegold,3278,One Year,United States,9730-DRTMJ,Stayed,0,0,Male,1,DSL,"37.212191, -119.749323",37.212191,-119.749323,1,72.8,1,0,10,,0,1,1,1,Credit Card,1,9395,1,Q3,1,5,0,California,0,0,1,32,2333.05,0,493.12,0,2826.17,1,1,93614
-38,26,4.41,0,,,56,Dos Palos,4369,Month-to-Month,United States,5173-WXOQV,Joined,0,0,Male,1,DSL,"37.045728, -120.630682",37.045728,-120.630682,1,64.2,0,0,2,Offer E,1,0,1,1,Credit Card,1,9388,1,Q3,1,4,0,California,1,1,0,2,143.65,30,8.82,0,182.47,0,0,93620
-55,12,34.59,0,,,52,Dos Palos,5335,Month-to-Month,United States,1475-VWVDO,Stayed,0,1,Male,1,Fiber Optic,"37.045728, -120.630682",37.045728,-120.630682,0,74.9,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,9388,0,Q3,0,3,0,California,0,0,0,7,490.55,0,242.13,0,732.68,0,1,93620
-22,52,0,0,,,42,Dos Palos,4391,Month-to-Month,United States,6624-JDRDS,Stayed,0,0,Female,1,Cable,"37.045728, -120.630682",37.045728,-120.630682,0,29.45,0,0,0,Offer E,0,1,0,0,Bank Withdrawal,0,9388,0,Q3,0,3,0,California,0,0,0,6,161.45,0,0,0,161.45,1,1,93620
-50,0,8.85,0,,,64,Dos Palos,5134,Two Year,United States,0932-YIXYU,Stayed,0,0,Female,0,,"37.045728, -120.630682",37.045728,-120.630682,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,9388,0,Q3,0,3,0,California,0,0,0,47,1029.8,0,415.95,0,1445.75,0,0,93620
-47,0,36.85,0,,,35,Firebaugh,3235,Month-to-Month,United States,6286-ZHAOK,Stayed,1,0,Female,0,,"36.785618, -120.625382",36.785618,-120.625382,1,25.55,1,7,6,Offer D,0,0,1,1,Bank Withdrawal,1,9491,0,Q3,1,4,0,California,0,0,0,20,507.4,0,737,0,1244.4,0,0,93622
-25,47,21.14,0,,,71,Firebaugh,2136,Month-to-Month,United States,1357-MVDOZ,Stayed,1,1,Male,1,DSL,"36.785618, -120.625382",36.785618,-120.625382,1,59.65,0,1,7,Offer D,0,0,1,1,Bank Withdrawal,1,9491,0,Q3,1,3,0,California,0,0,1,11,683.25,0,232.54,0,915.79,1,1,93622
-60,5,20.11,0,,,72,Firebaugh,3613,Month-to-Month,United States,9780-FKVVF,Stayed,0,0,Male,1,DSL,"36.785618, -120.625382",36.785618,-120.625382,0,59.15,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,9491,0,Q3,0,3,0,California,1,1,0,6,336.7,0,120.66,0,457.36,0,1,93622
-56,0,3.82,0,,,58,Firebaugh,5824,Month-to-Month,United States,7636-XUHWW,Joined,0,0,Male,0,,"36.785618, -120.625382",36.785618,-120.625382,0,19.9,0,0,0,Offer E,0,0,1,0,Credit Card,1,9491,0,Q3,0,5,0,California,0,0,0,2,33.7,0,7.64,0,41.34,0,0,93622
-21,0,6.86,0,,,33,Fish Camp,2358,Month-to-Month,United States,3807-XHCJH,Joined,1,0,Female,0,,"37.483535, -119.679414",37.483535,-119.679414,1,20,0,3,4,,0,0,0,1,Bank Withdrawal,1,77,0,Q3,1,4,0,California,0,0,0,1,20,0,6.86,0,26.86,1,0,93623
-62,14,46.63,0,,,41,Fish Camp,4754,Two Year,United States,7602-MVRMB,Stayed,1,1,Female,1,Fiber Optic,"37.483535, -119.679414",37.483535,-119.679414,1,110.45,1,1,9,,0,1,1,1,Bank Withdrawal,1,77,1,Q3,1,4,0,California,1,1,1,72,8058.85,0,3357.36,0,11416.21,0,1,93623
-42,17,28.7,0,,,67,Fish Camp,4699,Month-to-Month,United States,1919-RTPQD,Stayed,1,0,Male,1,DSL,"37.483535, -119.679414",37.483535,-119.679414,1,44.75,0,1,7,Offer E,0,0,0,1,Bank Withdrawal,1,77,0,Q3,1,5,0,California,0,0,0,7,333.65,0,200.9,0,534.55,0,1,93623
-35,0,46.45,0,,,30,Fish Camp,4312,Month-to-Month,United States,1431-CYWMH,Stayed,1,0,Female,0,,"37.483535, -119.679414",37.483535,-119.679414,1,19.05,0,1,0,Offer D,0,0,0,1,Bank Withdrawal,1,77,0,Q3,0,3,0,California,0,0,0,22,454.05,0,1021.9,0,1475.95,0,0,93623
-29,73,31.97,0,,,58,Los Banos,4111,Two Year,United States,2798-NYLMZ,Stayed,0,1,Male,1,Fiber Optic,"36.995162, -120.955099",36.995162,-120.955099,1,108.55,1,0,10,Offer A,0,1,1,1,Credit Card,1,29124,1,Q3,1,3,0,California,1,1,1,71,7616,0,2269.87,0,9885.87,1,1,93635
-23,0,35.21,0,,,24,Los Banos,5624,Month-to-Month,United States,7140-ADSMJ,Stayed,0,0,Male,0,,"36.995162, -120.955099",36.995162,-120.955099,0,20.45,0,0,0,Offer E,0,0,1,0,Credit Card,1,29124,0,Q3,0,3,0,California,0,0,0,8,162.3,0,281.68,0,443.98,1,0,93635
-22,85,1.74,0,,,52,Los Banos,5146,One Year,United States,7184-LRUUR,Stayed,0,1,Female,1,DSL,"36.995162, -120.955099",36.995162,-120.955099,0,65.25,0,0,0,,1,0,0,0,Bank Withdrawal,1,29124,0,Q3,0,5,0,California,0,0,1,22,1441.8,0,38.28,0,1480.08,1,1,93635
-33,10,25.4,0,,,46,Los Banos,2156,Month-to-Month,United States,9633-XQABV,Joined,0,0,Female,1,Fiber Optic,"36.995162, -120.955099",36.995162,-120.955099,0,70.25,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,29124,0,Q3,0,4,0,California,0,0,0,3,229.7,0,76.2,0,305.9,0,1,93635
-23,59,9.57,0,,,23,Orange Cove,4874,Month-to-Month,United States,3196-NVXLZ,Stayed,0,0,Female,1,Fiber Optic,"36.633498, -119.298895",36.633498,-119.298895,0,84.6,1,0,0,Offer C,0,0,1,0,Credit Card,1,8449,0,Q3,0,3,0,California,0,0,1,25,2088.05,0,239.25,0,2327.3,1,1,93646
-61,18,16.02,0,,,53,Orange Cove,4301,One Year,United States,6559-RAKOZ,Stayed,1,0,Male,1,Fiber Optic,"36.633498, -119.298895",36.633498,-119.298895,1,97.95,1,1,7,Offer B,0,0,1,1,Bank Withdrawal,1,8449,1,Q3,1,3,0,California,1,1,1,49,4917.9,0,784.98,0,5702.88,0,1,93646
-53,0,7.74,0,,,60,Orange Cove,4052,One Year,United States,6016-NXBNJ,Stayed,0,0,Male,0,,"36.633498, -119.298895",36.633498,-119.298895,0,19.15,0,0,0,,0,0,1,0,Credit Card,1,8449,0,Q3,0,3,0,California,0,0,0,35,638,0,270.9,0,908.9,0,0,93646
-53,0,23.2,0,,,60,Orange Cove,4497,Month-to-Month,United States,1539-LNKHM,Stayed,0,0,Female,0,,"36.633498, -119.298895",36.633498,-119.298895,0,20.4,0,0,0,Offer D,0,0,0,0,Credit Card,1,8449,0,Q3,0,4,0,California,0,0,0,12,266.6,0,278.4,0,545,0,0,93646
-62,18,41.08,0,,,63,Raymond,3716,Two Year,United States,5318-YKDPV,Stayed,0,1,Male,1,DSL,"37.252057, -119.95783",37.252057,-119.95783,1,79.15,0,0,1,,0,1,1,1,Credit Card,1,972,1,Q3,1,3,0,California,1,1,1,43,3566.6,0,1766.44,0,5333.04,0,1,93653
-40,0,6.48,0,,,31,Raymond,5060,Month-to-Month,United States,6164-HXUGH,Stayed,1,0,Female,0,,"37.252057, -119.95783",37.252057,-119.95783,1,19.85,0,1,1,Offer E,0,0,0,1,Credit Card,1,972,0,Q3,1,3,0,California,0,0,0,6,119.3,0,38.88,0,158.18,0,0,93653
-48,20,7.63,0,,,42,Raymond,2358,Month-to-Month,United States,2716-GFZOR,Stayed,0,1,Male,1,Fiber Optic,"37.252057, -119.95783",37.252057,-119.95783,1,86.1,0,0,10,Offer B,1,1,1,1,Credit Card,1,972,0,Q3,1,3,0,California,0,0,0,43,3551.65,0,328.09,0,3879.74,0,1,93653
-56,17,17.31,0,,,34,Raymond,4613,Two Year,United States,6087-YPWHO,Stayed,0,1,Male,1,DSL,"37.252057, -119.95783",37.252057,-119.95783,1,68.15,1,0,1,Offer A,1,1,0,1,Credit Card,1,972,1,Q3,1,3,0,California,0,0,0,72,4808.7,0,1246.32,0,6055.02,0,1,93653
-37,8,16.64,0,,,29,Reedley,5029,One Year,United States,7975-TZMLR,Stayed,0,1,Male,1,Fiber Optic,"36.636638, -119.421842",36.636638,-119.421842,0,103.1,1,0,0,,1,0,1,0,Bank Withdrawal,1,25923,0,Q3,0,4,0,California,1,1,1,47,4889.3,0,782.08,0,5671.38,0,1,93654
-51,10,14.54,0,,,74,Reedley,3723,Month-to-Month,United States,5630-IXDXV,Stayed,0,1,Female,1,Fiber Optic,"36.636638, -119.421842",36.636638,-119.421842,0,106.35,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,25923,0,Q3,0,4,0,California,1,1,1,47,4849.1,0,683.38,0,5532.48,0,1,93654
-48,0,36.54,0,,,25,Reedley,3072,Month-to-Month,United States,3724-UCSHY,Stayed,1,0,Male,0,,"36.636638, -119.421842",36.636638,-119.421842,1,19.55,0,3,5,Offer E,0,0,0,1,Credit Card,1,25923,0,Q3,1,3,0,California,0,0,0,6,122.9,0,219.24,0,342.14,0,0,93654
-48,0,4.09,0,,,31,Reedley,2507,Month-to-Month,United States,3090-QFUVD,Joined,0,0,Female,0,,"36.636638, -119.421842",36.636638,-119.421842,0,20.3,0,0,0,,0,0,0,0,Credit Card,1,25923,0,Q3,0,5,0,California,0,0,0,1,20.3,0,4.09,0,24.39,0,0,93654
-46,21,19.1,0,,,43,Wishon,6325,One Year,United States,3487-EARAT,Stayed,0,1,Female,1,DSL,"37.287758, -119.548156",37.287758,-119.548156,1,74.1,0,0,7,,1,1,0,1,Credit Card,1,327,1,Q3,1,3,0,California,1,1,0,70,5222.3,0,1337,0,6559.3,0,1,93669
-57,0,46.06,0,,,65,Wishon,2891,Month-to-Month,United States,6476-EPYZR,Stayed,1,0,Male,0,,"37.287758, -119.548156",37.287758,-119.548156,1,20.5,0,1,6,,0,0,0,1,Credit Card,1,327,0,Q3,1,3,0,California,0,0,0,12,255.5,0,552.72,0,808.22,0,0,93669
-26,0,43.2,0,,,70,Wishon,5394,One Year,United States,3079-BCHLN,Stayed,0,0,Male,0,,"37.287758, -119.548156",37.287758,-119.548156,1,19.9,0,0,0,Offer B,0,0,0,1,Bank Withdrawal,1,327,0,Q3,0,5,0,California,0,0,0,47,942.95,0,2030.4,0,2973.35,1,0,93669
-55,29,0,0,,,31,Wishon,3891,Month-to-Month,United States,4815-GBTCD,Stayed,0,0,Female,1,DSL,"37.287758, -119.548156",37.287758,-119.548156,1,25.15,0,0,1,,0,0,1,1,Bank Withdrawal,0,327,0,Q3,1,4,0,California,0,0,0,4,99.95,0,0,0,99.95,0,1,93669
-44,7,6.58,0,,,70,Fresno,5678,Two Year,United States,0392-BZIUW,Stayed,0,1,Female,1,Fiber Optic,"36.822715, -119.761826",36.822715,-119.761826,1,105,1,0,7,,0,1,1,1,Credit Card,1,29337,0,Q3,1,3,0,California,1,1,1,72,7589.8,0,473.76,0,8063.56,0,1,93710
-56,8,23.35,0,,,54,Fresno,4297,Month-to-Month,United States,8622-ZLFKO,Stayed,0,0,Female,1,Fiber Optic,"36.822715, -119.761826",36.822715,-119.761826,1,90.75,1,0,1,,1,0,1,1,Bank Withdrawal,1,29337,0,Q3,1,4,0,California,1,1,0,6,512.25,0,140.1,0,652.35,0,1,93710
-36,30,28.45,0,,,30,Fresno,4115,Month-to-Month,United States,8474-UMLNT,Stayed,0,0,Female,1,DSL,"36.822715, -119.761826",36.822715,-119.761826,0,67.8,0,0,0,Offer D,1,1,0,0,Bank Withdrawal,1,29337,1,Q3,0,3,0,California,1,1,0,13,842.25,0,369.85,0,1212.1,0,1,93710
-42,20,34.05,0,,,63,Fresno,4600,Month-to-Month,United States,1169-WCVAK,Stayed,0,0,Male,1,Fiber Optic,"36.822715, -119.761826",36.822715,-119.761826,1,88.8,1,0,1,Offer D,1,1,1,1,Credit Card,1,29337,1,Q3,1,3,0,California,0,0,0,19,1672.35,0,646.95,0,2319.3,0,1,93710
-55,5,5.32,0,,,44,Fresno,5883,Two Year,United States,9778-OGKQZ,Stayed,0,1,Male,1,DSL,"36.751489, -119.68072",36.751489,-119.68072,1,92,1,0,8,,1,1,1,1,Credit Card,1,54701,1,Q3,1,3,0,California,1,1,1,72,6782.15,10,383.04,0,7175.19,0,0,93727
-29,47,31.83,0,,,21,Fresno,5141,One Year,United States,0679-TDGAK,Stayed,1,0,Male,1,Cable,"36.751489, -119.68072",36.751489,-119.68072,1,75.5,0,1,1,,0,1,0,1,Bank Withdrawal,1,54701,1,Q3,1,3,0,California,1,1,1,50,4025.6,100,1591.5,0,5717.1,1,0,93727
-45,13,21.58,0,,,46,Fresno,6177,Two Year,United States,2649-HWLYB,Stayed,0,1,Male,1,DSL,"36.751489, -119.68072",36.751489,-119.68072,1,76.15,1,0,2,Offer B,0,1,0,1,Bank Withdrawal,1,54701,1,Q3,1,4,0,California,1,1,0,65,4929.55,0,1402.7,0,6332.25,0,1,93727
-25,0,29.41,0,,,59,Fresno,5471,Two Year,United States,1555-HAPSU,Stayed,1,0,Female,0,,"36.751489, -119.68072",36.751489,-119.68072,1,23.9,1,2,1,Offer A,0,0,0,1,Credit Card,1,54701,0,Q3,1,5,0,California,0,0,0,71,1663.5,0,2088.11,0,3751.61,1,0,93727
-63,22,8.32,0,,,35,Salinas,4771,Month-to-Month,United States,7905-TVXTA,Stayed,0,0,Female,1,DSL,"36.77462, -121.664714",36.77462,-121.664714,0,64.35,0,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,22292,1,Q3,0,4,0,California,0,0,1,5,352.65,0,41.6,0,394.25,0,1,93907
-43,0,41.72,0,,,21,Salinas,2272,One Year,United States,1776-SPBWV,Stayed,1,0,Female,0,,"36.77462, -121.664714",36.77462,-121.664714,1,20.1,0,1,1,Offer C,0,0,1,1,Bank Withdrawal,1,22292,0,Q3,1,5,0,California,0,0,0,34,682.1,0,1418.48,0,2100.58,0,0,93907
-44,22,40.59,0,,,39,Salinas,5253,Month-to-Month,United States,1685-VAYJF,Stayed,0,0,Male,1,DSL,"36.77462, -121.664714",36.77462,-121.664714,0,45.2,0,0,0,Offer D,0,0,0,0,Credit Card,1,22292,0,Q3,0,5,0,California,0,0,0,11,492,150,446.49,0,1088.49,0,0,93907
-28,51,40.64,0,,,80,Salinas,3291,Month-to-Month,United States,8132-YPVBX,Stayed,0,0,Female,1,Fiber Optic,"36.77462, -121.664714",36.77462,-121.664714,0,85.95,0,0,0,,1,0,1,0,Credit Card,1,22292,0,Q3,0,5,0,California,1,1,0,6,514.6,0,243.84,0,758.44,1,1,93907
-63,0,45.7,0,,,77,Gonzales,5823,One Year,United States,4795-UXVCJ,Stayed,0,0,Male,0,,"36.52588, -121.396719",36.52588,-121.396719,0,19.8,0,0,0,Offer C,0,0,0,0,Credit Card,1,9023,0,Q3,0,3,0,California,0,0,0,26,457.3,0,1188.2,0,1645.5,0,0,93926
-38,29,31.39,0,,,34,Gonzales,3519,One Year,United States,5829-NVSQN,Stayed,0,1,Female,1,DSL,"36.52588, -121.396719",36.52588,-121.396719,1,68.75,0,0,3,,0,1,1,1,Bank Withdrawal,1,9023,1,Q3,1,3,0,California,1,1,0,23,1689.45,0,721.97,0,2411.42,0,1,93926
-31,11,45.32,0,,,27,Gonzales,6444,Two Year,United States,7030-FZTFM,Stayed,1,1,Male,1,Fiber Optic,"36.52588, -121.396719",36.52588,-121.396719,1,110.9,1,1,5,Offer A,1,0,0,1,Credit Card,1,9023,1,Q3,1,4,0,California,1,1,1,72,7922.75,130,3263.04,0,11315.79,0,0,93926
-62,27,15.59,0,,,74,Gonzales,3122,Month-to-Month,United States,0374-IOEGQ,Joined,0,0,Female,1,Cable,"36.52588, -121.396719",36.52588,-121.396719,0,44.6,0,0,0,,0,0,0,0,Bank Withdrawal,1,9023,0,Q3,0,4,0,California,0,0,0,3,122.7,0,46.77,0,169.47,0,1,93926
-26,73,4.18,0,,,51,Soledad,5833,One Year,United States,1573-LGXBA,Stayed,1,1,Male,1,Fiber Optic,"36.414216, -121.360597",36.414216,-121.360597,1,97.55,0,3,1,,1,0,1,1,Credit Card,1,13003,0,Q3,1,4,0,California,1,1,1,57,5598,0,238.26,0,5836.26,1,1,93960
-64,0,37.35,0,,,38,Soledad,2070,Two Year,United States,9081-WWXKP,Stayed,1,0,Female,0,,"36.414216, -121.360597",36.414216,-121.360597,1,20.25,0,1,8,,0,0,0,1,Credit Card,1,13003,0,Q3,1,5,0,California,0,0,0,47,873.4,0,1755.45,0,2628.85,0,0,93960
-42,0,31.49,0,,,77,Soledad,5897,One Year,United States,6248-BSHKG,Stayed,1,0,Male,0,,"36.414216, -121.360597",36.414216,-121.360597,1,20.4,0,3,7,Offer B,0,0,0,1,Credit Card,1,13003,0,Q3,1,3,0,California,0,0,0,61,1226.45,0,1920.89,0,3147.34,0,0,93960
-61,57,20.05,0,,,59,Soledad,4648,Month-to-Month,United States,3161-GETRM,Stayed,1,1,Male,1,Fiber Optic,"36.414216, -121.360597",36.414216,-121.360597,1,90.05,1,3,10,Offer C,0,0,1,1,Credit Card,1,13003,0,Q3,1,4,0,California,1,1,0,34,3097,0,681.7,0,3778.7,0,1,93960
-63,0,37.94,0,,,51,Spreckels,6382,Two Year,United States,1764-VUUMT,Stayed,1,0,Male,0,,"36.624641, -121.647195",36.624641,-121.647195,0,19.95,0,1,0,,0,0,0,0,Credit Card,1,407,0,Q3,0,4,0,California,0,0,0,66,1269.1,0,2504.04,0,3773.14,0,0,93962
-22,0,31.93,0,,,72,Spreckels,5730,Two Year,United States,0784-ZQJZX,Stayed,1,0,Male,0,,"36.624641, -121.647195",36.624641,-121.647195,0,19.9,0,1,0,,0,0,0,0,Credit Card,1,407,0,Q3,0,4,0,California,0,0,0,72,1529.65,0,2298.96,0,3828.61,1,0,93962
-39,0,45.18,0,,,74,Spreckels,4808,One Year,United States,4685-TFLLS,Stayed,1,0,Male,0,,"36.624641, -121.647195",36.624641,-121.647195,1,19.8,0,3,1,Offer D,0,0,0,1,Bank Withdrawal,1,407,0,Q3,1,5,0,California,0,0,0,18,342.3,0,813.24,0,1155.54,0,0,93962
-36,0,20.56,0,,,64,Spreckels,5335,Two Year,United States,0402-OAMEN,Stayed,1,0,Female,0,,"36.624641, -121.647195",36.624641,-121.647195,1,24.45,1,1,4,Offer A,0,0,0,1,Bank Withdrawal,1,407,0,Q3,1,3,0,California,0,0,0,72,1709.1,0,1480.32,0,3189.42,0,0,93962
-62,5,5.91,0,,,58,La Honda,5201,Month-to-Month,United States,9342-VNIMQ,Stayed,0,0,Male,1,DSL,"37.285677, -122.224165",37.285677,-122.224165,0,54.65,1,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,1622,0,Q3,0,3,0,California,0,0,0,33,1665.2,0,195.03,0,1860.23,0,1,94020
-59,0,33,0,,,77,La Honda,4742,Two Year,United States,3612-YVGSJ,Stayed,0,0,Female,0,,"37.285677, -122.224165",37.285677,-122.224165,1,24.45,1,0,10,,0,0,1,1,Credit Card,1,1622,0,Q3,1,5,0,California,0,0,0,71,1681.6,0,2343,0,4024.6,0,0,94020
-44,19,0,0,,,27,La Honda,4369,Month-to-Month,United States,6917-IAYHD,Joined,1,0,Male,1,Cable,"37.285677, -122.224165",37.285677,-122.224165,0,33.6,0,1,0,Offer E,1,0,0,0,Credit Card,0,1622,1,Q3,0,5,0,California,0,0,0,1,33.6,50,0,0,83.6,0,0,94020
-49,0,11.6,0,,,30,La Honda,4453,Two Year,United States,4641-FROLU,Stayed,1,0,Female,0,,"37.285677, -122.224165",37.285677,-122.224165,1,19.3,0,1,8,Offer C,0,0,0,1,Credit Card,1,1622,0,Q3,1,4,0,California,0,0,0,30,602.9,0,348,0,950.9,0,0,94020
-23,51,43.01,0,,,55,Moss Beach,5263,One Year,United States,0048-LUMLS,Stayed,1,0,Male,1,Fiber Optic,"37.515556, -122.502311",37.515556,-122.502311,1,91.2,0,3,1,Offer C,0,0,0,1,Credit Card,1,3064,0,Q3,1,5,0,California,1,1,1,37,3247.55,0,1591.37,0,4838.92,1,1,94038
-60,26,44.57,0,,,25,Moss Beach,4182,Two Year,United States,7055-JCGNI,Stayed,0,1,Female,1,Fiber Optic,"37.515556, -122.502311",37.515556,-122.502311,0,111.95,1,0,0,Offer A,1,1,1,0,Credit Card,1,3064,1,Q3,0,4,0,California,1,1,1,70,7795.95,0,3119.9,0,10915.85,0,1,94038
-63,0,26.37,0,,,63,Moss Beach,4402,One Year,United States,7137-NAXML,Stayed,0,0,Male,0,,"37.515556, -122.502311",37.515556,-122.502311,0,20.15,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,3064,0,Q3,0,4,0,California,0,0,0,23,405.6,0,606.51,0,1012.11,0,0,94038
-61,14,7.49,0,,,39,Moss Beach,5748,Month-to-Month,United States,2905-KFQUV,Joined,0,0,Female,1,Fiber Optic,"37.515556, -122.502311",37.515556,-122.502311,1,70.4,0,0,9,,0,0,1,1,Credit Card,1,3064,0,Q3,1,3,0,California,0,0,0,2,154.8,0,14.98,0,169.78,0,1,94038
-37,57,20.76,0,,,46,Mountain View,2132,Month-to-Month,United States,5898-IGSLP,Stayed,1,1,Male,1,Fiber Optic,"37.388349, -122.075299",37.388349,-122.075299,1,89.3,1,3,1,Offer C,0,1,0,1,Bank Withdrawal,1,13483,1,Q3,1,3,0,California,0,0,0,31,2823,0,643.56,0,3466.56,0,1,94041
-23,73,10.11,0,,,45,Mountain View,5510,One Year,United States,4826-DXMUP,Stayed,1,0,Male,1,DSL,"37.388349, -122.075299",37.388349,-122.075299,0,72.1,0,2,0,,0,0,1,0,Credit Card,1,13483,1,Q3,0,4,0,California,1,1,1,35,2495.15,0,353.85,0,2849,1,1,94041
-42,0,24.71,0,,,23,Mountain View,5072,Two Year,United States,2961-VNFKL,Stayed,0,0,Female,0,,"37.388349, -122.075299",37.388349,-122.075299,1,25.95,1,0,2,Offer A,0,0,1,1,Credit Card,1,13483,0,Q3,1,5,0,California,0,0,0,71,1801.9,0,1754.41,0,3556.31,0,0,94041
-50,17,14.35,0,,,25,Mountain View,2650,Month-to-Month,United States,3370-HXOPH,Joined,0,0,Female,1,Fiber Optic,"37.388349, -122.075299",37.388349,-122.075299,0,76.1,1,0,0,,0,0,0,0,Bank Withdrawal,1,13483,0,Q3,0,4,0,California,0,0,0,3,257.6,0,43.05,0,300.65,0,1,94041
-33,19,12.92,0,,,67,Redwood City,5731,Two Year,United States,0678-RLHVP,Stayed,0,1,Female,1,Fiber Optic,"37.527497, -122.230941",37.527497,-122.230941,0,105.55,1,0,0,Offer B,1,0,0,0,Bank Withdrawal,1,10658,0,Q3,0,5,0,California,1,1,1,53,5682.25,0,684.76,0,6367.01,0,1,94065
-33,0,1.81,0,,,59,Redwood City,4978,Month-to-Month,United States,0188-GWFLE,Joined,0,0,Male,0,,"37.527497, -122.230941",37.527497,-122.230941,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,10658,0,Q3,0,3,0,California,0,0,0,2,33.7,0,3.62,0,37.32,0,0,94065
-58,0,17.33,0,,,68,Redwood City,4424,Two Year,United States,1166-PQLGG,Stayed,1,0,Female,0,,"37.527497, -122.230941",37.527497,-122.230941,1,19.55,0,1,6,,0,0,0,1,Bank Withdrawal,1,10658,0,Q3,1,3,0,California,0,0,0,72,1463.45,0,1247.76,0,2711.21,0,0,94065
-19,41,30.51,0,,,61,Redwood City,6139,One Year,United States,9114-VEPUF,Stayed,0,0,Male,1,Fiber Optic,"37.527497, -122.230941",37.527497,-122.230941,1,96.1,1,0,4,Offer B,1,1,0,1,Bank Withdrawal,1,10658,0,Q3,1,4,0,California,1,1,0,62,6001.45,0,1891.62,0,7893.07,1,1,94065
-27,47,17.58,0,,,21,San Carlos,5548,Month-to-Month,United States,2267-FPIMA,Stayed,0,0,Male,1,Fiber Optic,"37.497915, -122.267361",37.497915,-122.267361,1,94.4,1,0,1,Offer B,1,1,1,1,Credit Card,1,28098,0,Q3,1,4,0,California,1,1,0,50,4914.9,0,879,0,5793.9,1,1,94070
-27,0,35.81,0,,,76,San Carlos,4862,Month-to-Month,United States,2882-DDZPG,Stayed,0,0,Female,0,,"37.497915, -122.267361",37.497915,-122.267361,0,19.45,0,0,0,,0,0,0,0,Bank Withdrawal,1,28098,0,Q3,0,4,0,California,0,0,0,12,227.45,0,429.72,0,657.17,1,0,94070
-56,0,49.66,0,,,62,San Carlos,3810,One Year,United States,4291-YZODP,Stayed,1,0,Female,0,,"37.497915, -122.267361",37.497915,-122.267361,0,20.05,0,3,0,Offer E,0,0,0,0,Credit Card,1,28098,0,Q3,0,5,0,California,0,0,0,7,96.8,0,347.62,0,444.42,0,0,94070
-38,17,3.62,0,,,44,San Carlos,6250,Month-to-Month,United States,2338-BQEZT,Stayed,0,0,Female,1,DSL,"37.497915, -122.267361",37.497915,-122.267361,0,50.55,0,0,0,Offer B,0,1,1,0,Credit Card,1,28098,0,Q3,0,3,0,California,0,0,0,55,2832.75,0,199.1,0,3031.85,0,1,94070
-35,13,34.1,0,,,24,Sunnyvale,4196,One Year,United States,5285-MVEHD,Stayed,0,1,Female,1,Fiber Optic,"37.3511, -122.037311",37.3511,-122.037311,1,105.6,0,0,1,Offer B,1,1,1,1,Credit Card,1,50070,0,Q3,1,4,0,California,1,1,1,56,6068.65,0,1909.6,0,7978.25,0,1,94087
-43,24,46.78,0,,,29,Sunnyvale,5862,Month-to-Month,United States,1849-RJYIG,Stayed,0,0,Female,1,DSL,"37.3511, -122.037311",37.3511,-122.037311,0,60,0,0,0,,0,1,1,0,Bank Withdrawal,1,50070,0,Q3,0,3,0,California,0,0,1,8,487.75,0,374.24,0,861.99,0,1,94087
-29,26,0,0,,,63,Sunnyvale,5808,Month-to-Month,United States,8706-HRADD,Stayed,0,0,Male,1,DSL,"37.3511, -122.037311",37.3511,-122.037311,0,43.55,0,0,0,Offer D,0,1,1,0,Credit Card,0,50070,1,Q3,0,4,0,California,0,0,1,21,1011.5,0,0,0,1011.5,1,1,94087
-38,27,19.9,0,,,30,Sunnyvale,4658,Two Year,United States,2194-IIQOF,Stayed,0,1,Female,1,DSL,"37.3511, -122.037311",37.3511,-122.037311,1,89.3,1,0,7,Offer A,1,1,0,1,Credit Card,1,50070,1,Q3,1,3,0,California,1,1,1,71,6388.65,0,1412.9,0,7801.55,0,1,94087
-45,10,0,0,,,24,San Francisco,4266,Two Year,United States,4079-WWQQQ,Stayed,0,1,Male,1,Cable,"37.74441, -122.486764",37.74441,-122.486764,0,65.55,0,0,0,,1,1,1,0,Bank Withdrawal,0,42959,1,Q3,0,4,0,California,1,1,1,72,4807.45,0,0,0,4807.45,0,1,94116
-21,0,13.27,0,,,78,San Francisco,4067,Two Year,United States,8237-ULIXL,Stayed,0,0,Female,0,,"37.74441, -122.486764",37.74441,-122.486764,1,24.85,1,0,1,Offer A,0,0,0,1,Credit Card,1,42959,0,Q3,1,3,0,California,0,0,0,72,1871.85,0,955.44,0,2827.29,1,0,94116
-50,0,16.36,0,,,47,San Francisco,5626,Month-to-Month,United States,7926-IJOOU,Joined,0,0,Male,0,,"37.74441, -122.486764",37.74441,-122.486764,0,19.3,0,0,0,Offer E,0,0,0,0,Credit Card,1,42959,0,Q3,0,5,0,California,0,0,0,1,19.3,0,16.36,0,35.66,0,0,94116
-44,22,15.01,0,,,53,San Francisco,4792,Month-to-Month,United States,2122-YWVYA,Stayed,0,0,Female,1,Fiber Optic,"37.74441, -122.486764",37.74441,-122.486764,0,75.4,0,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,42959,0,Q3,0,4,0,California,0,0,0,18,1380.4,0,270.18,0,1650.58,0,1,94116
-48,27,36.31,0,,,20,San Francisco,3471,One Year,United States,5149-TGWDZ,Stayed,0,1,Female,1,Fiber Optic,"37.781304, -122.461522",37.781304,-122.461522,0,104.55,0,0,0,,1,0,1,0,Credit Card,1,38955,1,Q3,0,4,0,California,1,1,1,21,2239.4,0,762.51,0,3001.91,0,1,94118
-42,26,12.6,0,,,76,San Francisco,3265,Two Year,United States,8216-AZUUZ,Stayed,1,1,Female,1,Fiber Optic,"37.781304, -122.461522",37.781304,-122.461522,1,100.4,0,3,1,,0,0,1,1,Bank Withdrawal,1,38955,1,Q3,1,5,0,California,1,1,1,42,4303.65,0,529.2,0,4832.85,0,1,94118
-35,27,9.74,0,,,67,San Francisco,4275,Month-to-Month,United States,4029-HPFVY,Joined,0,0,Male,1,Fiber Optic,"37.781304, -122.461522",37.781304,-122.461522,0,70.3,0,0,0,,0,0,1,0,Credit Card,1,38955,0,Q3,0,4,0,California,0,0,0,3,220.4,0,29.22,0,249.62,0,1,94118
-25,51,1.29,0,,,32,San Francisco,6308,Two Year,United States,2296-DKZFP,Stayed,0,1,Female,1,DSL,"37.781304, -122.461522",37.781304,-122.461522,1,71,0,0,1,Offer B,1,1,0,1,Bank Withdrawal,1,38955,0,Q3,1,4,0,California,1,1,0,65,4386.2,0,83.85,0,4470.05,1,1,94118
-38,24,49.08,0,,,30,San Francisco,4010,One Year,United States,9199-PWQVC,Stayed,0,0,Female,1,Cable,"37.731505, -122.384532",37.731505,-122.384532,1,79.7,1,0,1,Offer B,1,1,1,1,Credit Card,1,33177,0,Q3,1,3,0,California,1,1,1,63,4786.15,30,3092.04,0,7908.19,0,0,94124
-31,0,37.81,0,,,67,San Francisco,4988,Month-to-Month,United States,5186-PEIZU,Stayed,0,0,Female,0,,"37.731505, -122.384532",37.731505,-122.384532,0,19.25,0,0,0,,0,0,0,0,Bank Withdrawal,1,33177,0,Q3,0,5,0,California,0,0,0,35,617.65,0,1323.35,0,1941,0,0,94124
-48,53,40.36,0,,,41,San Francisco,4618,Two Year,United States,5457-COLHT,Stayed,1,0,Male,1,Cable,"37.731505, -122.384532",37.731505,-122.384532,1,80.65,0,3,5,,1,1,0,1,Bank Withdrawal,1,33177,1,Q3,1,3,0,California,1,1,1,69,5542.55,0,2784.84,0,8327.39,0,1,94124
-19,52,15.89,0,,,21,San Francisco,3215,Two Year,United States,6603-YRDCJ,Stayed,0,0,Male,1,DSL,"37.731505, -122.384532",37.731505,-122.384532,1,61.05,0,0,3,Offer C,1,1,1,1,Credit Card,1,33177,1,Q3,1,3,0,California,0,0,0,33,2018.4,0,524.37,0,2542.77,1,1,94124
-53,58,48.43,0,,,24,San Francisco,2923,One Year,United States,8812-ZRHFP,Stayed,1,1,Female,1,Fiber Optic,"37.802071, -122.411004",37.802071,-122.411004,1,86.45,0,3,0,Offer C,0,0,0,1,Bank Withdrawal,1,26831,0,Q3,0,3,0,California,1,1,0,30,2538.05,0,1452.9,0,3990.95,0,1,94133
-56,0,4.42,0,,,66,San Francisco,2411,Month-to-Month,United States,0380-ZCSBI,Stayed,0,0,Male,0,,"37.802071, -122.411004",37.802071,-122.411004,0,20,0,0,0,,0,0,0,0,Credit Card,1,26831,0,Q3,0,5,0,California,0,0,0,10,198.7,0,44.2,0,242.9,0,0,94133
-52,7,0,0,,,68,San Francisco,5980,Two Year,United States,4664-NJCMS,Stayed,0,1,Female,1,DSL,"37.802071, -122.411004",37.802071,-122.411004,1,59.55,0,0,7,Offer C,0,1,0,1,Bank Withdrawal,0,26831,1,Q3,1,3,0,California,1,1,1,33,2016.3,0,0,0,2016.3,0,1,94133
-22,0,48.02,0,,,30,San Francisco,4031,One Year,United States,0269-XFESX,Stayed,1,0,Male,0,,"37.802071, -122.411004",37.802071,-122.411004,1,24.35,1,3,1,,0,0,0,1,Credit Card,1,26831,0,Q3,1,5,0,California,0,0,0,23,538.5,0,1104.46,0,1642.96,1,0,94133
-44,25,38.02,0,,,59,San Francisco,5176,Month-to-Month,United States,5146-CBVOE,Stayed,0,0,Female,1,Fiber Optic,"37.721052, -122.413573",37.721052,-122.413573,0,75.1,0,0,0,,1,0,0,0,Bank Withdrawal,1,40137,0,Q3,0,5,0,California,0,0,0,16,1212.85,0,608.32,0,1821.17,0,1,94134
-62,18,16.96,0,,,72,San Francisco,5913,Month-to-Month,United States,7145-FEJWU,Stayed,1,1,Female,1,Fiber Optic,"37.721052, -122.413573",37.721052,-122.413573,0,105.3,1,2,0,,1,0,1,0,Bank Withdrawal,1,40137,0,Q3,0,3,0,California,1,1,1,12,1275.65,0,203.52,0,1479.17,0,1,94134
-62,0,41.51,0,,,60,San Francisco,4336,One Year,United States,0307-BCOPK,Stayed,0,0,Female,0,,"37.721052, -122.413573",37.721052,-122.413573,0,19.05,0,0,0,Offer D,0,0,0,0,Credit Card,1,40137,0,Q3,0,5,0,California,0,0,0,16,326.65,0,664.16,0,990.81,0,0,94134
-33,0,41.54,0,,,34,San Francisco,3843,Two Year,United States,1709-EJDOX,Stayed,1,0,Female,0,,"37.721052, -122.413573",37.721052,-122.413573,1,19.75,0,3,10,Offer B,0,0,0,1,Credit Card,1,40137,0,Q3,1,3,0,California,0,0,0,47,948.9,0,1952.38,0,2901.28,0,0,94134
-58,19,0,0,,,30,Stanford,2990,One Year,United States,4198-VFOEA,Stayed,0,0,Female,1,DSL,"37.424342, -122.165641",37.424342,-122.165641,0,33.6,0,0,0,,0,1,1,0,Mailed Check,0,13386,1,Q3,0,3,0,California,0,0,0,12,435.45,0,0,0,435.45,0,1,94305
-21,0,4.17,0,,,36,Stanford,5584,Month-to-Month,United States,1051-EQPZR,Stayed,1,0,Female,0,,"37.424342, -122.165641",37.424342,-122.165641,1,19.6,0,2,1,,0,0,0,1,Credit Card,1,13386,0,Q3,1,5,0,California,0,0,0,44,780.25,0,183.48,0,963.73,1,0,94305
-45,0,41.56,0,,,53,Stanford,4194,One Year,United States,5016-LIPDW,Stayed,1,0,Male,0,,"37.424342, -122.165641",37.424342,-122.165641,1,19.4,0,2,1,,0,0,0,1,Credit Card,1,13386,0,Q3,1,5,0,California,0,0,0,57,1061.6,0,2368.92,0,3430.52,0,0,94305
-42,28,18.47,0,,,37,Stanford,6499,Two Year,United States,0383-CLDDA,Stayed,0,1,Female,1,DSL,"37.424342, -122.165641",37.424342,-122.165641,0,85.35,1,0,0,Offer A,0,1,1,0,Credit Card,1,13386,1,Q3,0,3,0,California,1,1,1,69,5897.4,0,1274.43,0,7171.83,0,1,94305
-46,0,2.74,0,,,29,San Mateo,3366,Month-to-Month,United States,0347-UBKUZ,Stayed,0,0,Female,0,,"37.556094, -122.272437",37.556094,-122.272437,0,19.9,0,0,0,,0,0,0,0,Mailed Check,1,31882,0,Q3,0,4,0,California,0,0,0,15,320.45,0,41.1,0,361.55,0,0,94404
-37,28,32.37,0,,,48,San Mateo,6351,Month-to-Month,United States,8384-FZBJK,Stayed,1,0,Female,1,Fiber Optic,"37.556094, -122.272437",37.556094,-122.272437,1,100.6,1,3,1,,1,0,1,1,Bank Withdrawal,1,31882,0,Q3,1,3,0,California,1,1,1,57,5611.7,0,1845.09,0,7456.79,0,1,94404
-63,10,20.13,0,,,79,San Mateo,5056,Month-to-Month,United States,9362-MWODR,Stayed,1,0,Female,1,DSL,"37.556094, -122.272437",37.556094,-122.272437,0,64.1,0,1,0,,0,1,1,0,Credit Card,1,31882,1,Q3,0,3,0,California,0,0,1,40,2460.35,0,805.2,0,3265.55,0,1,94404
-32,23,48.14,0,,,47,San Mateo,3900,Month-to-Month,United States,8033-ATFAS,Stayed,1,1,Female,1,Cable,"37.556094, -122.272437",37.556094,-122.272437,1,59.85,0,2,4,Offer C,0,0,1,1,Credit Card,1,31882,0,Q3,1,3,0,California,0,0,1,39,2341.5,0,1877.46,0,4218.96,0,1,94404
-50,19,0,0,,,22,Alameda,3540,Month-to-Month,United States,0811-GSDTP,Stayed,1,0,Female,1,Cable,"37.724817, -122.224363",37.724817,-122.224363,0,30.15,0,2,0,,1,0,0,0,Bank Withdrawal,0,13996,0,Q3,0,5,0,California,0,0,0,13,382.2,10,0,0,392.2,0,0,94502
-57,0,2.41,0,,,56,Alameda,4574,Two Year,United States,0962-CQPWQ,Stayed,1,0,Female,0,,"37.724817, -122.224363",37.724817,-122.224363,1,20.3,0,2,1,,0,0,0,1,Bank Withdrawal,1,13996,0,Q3,1,5,0,California,0,0,0,62,1296.15,0,149.42,0,1445.57,0,0,94502
-47,0,3.65,0,,,63,Alameda,4235,Two Year,United States,9625-RZFUK,Stayed,1,0,Male,0,,"37.724817, -122.224363",37.724817,-122.224363,1,19.7,0,1,0,,0,0,0,1,Credit Card,1,13996,0,Q3,0,5,0,California,0,0,0,63,1275.85,0,229.95,0,1505.8,0,0,94502
-39,0,18.99,0,,,71,Alameda,5574,Two Year,United States,0562-HKHML,Stayed,1,0,Male,0,,"37.724817, -122.224363",37.724817,-122.224363,1,23.9,1,1,9,Offer A,0,0,0,1,Credit Card,1,13996,0,Q3,1,4,0,California,0,0,0,71,1626.4,0,1348.29,0,2974.69,0,0,94502
-23,41,35.3,0,,,43,Danville,5128,Month-to-Month,United States,7567-ECMCM,Stayed,0,0,Male,1,Fiber Optic,"37.791481, -121.903253",37.791481,-121.903253,0,79.85,0,0,0,,0,0,1,0,Credit Card,1,19777,0,Q3,0,4,0,California,1,1,0,24,2001,0,847.2,0,2848.2,1,1,94506
-25,52,27.69,0,,,25,Danville,4193,Two Year,United States,3096-YXENJ,Stayed,0,1,Female,1,Fiber Optic,"37.791481, -121.903253",37.791481,-121.903253,1,107.65,1,0,1,,1,0,1,1,Bank Withdrawal,1,19777,1,Q3,1,5,0,California,1,1,1,65,7082.85,0,1799.85,0,8882.7,1,1,94506
-51,75,18.47,0,,,37,Danville,4108,Two Year,United States,5153-LXKDT,Stayed,1,1,Male,1,Fiber Optic,"37.791481, -121.903253",37.791481,-121.903253,1,110.2,1,3,1,,1,1,1,1,Bank Withdrawal,1,19777,0,Q3,1,3,0,California,1,1,1,68,7467.5,0,1255.96,0,8723.46,0,1,94506
-22,0,1.71,0,,,73,Danville,4501,One Year,United States,8277-RVRSV,Stayed,1,0,Female,0,,"37.791481, -121.903253",37.791481,-121.903253,1,24.15,1,1,3,Offer C,0,0,0,1,Credit Card,1,19777,0,Q3,1,4,0,California,0,0,0,33,800.3,0,56.43,0,856.73,1,0,94506
-39,0,3.63,0,,,34,Benicia,5053,Month-to-Month,United States,6231-WFGFH,Stayed,1,0,Male,0,,"38.113533, -122.11926",38.113533,-122.11926,1,20.5,0,2,4,,0,0,1,1,Mailed Check,1,25578,0,Q3,1,4,0,California,0,0,0,4,77.6,0,14.52,0,92.12,0,0,94510
-56,10,30.06,0,,,50,Benicia,4216,Month-to-Month,United States,8325-QRPZR,Stayed,0,1,Female,1,Fiber Optic,"38.113533, -122.11926",38.113533,-122.11926,0,75.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,25578,0,Q3,0,3,0,California,0,0,0,7,525,10,210.42,0,745.42,0,0,94510
-26,85,21.45,0,,,43,Benicia,4908,One Year,United States,0565-JUPYD,Stayed,0,1,Male,1,Fiber Optic,"38.113533, -122.11926",38.113533,-122.11926,0,104.5,1,0,0,,1,1,0,0,Credit Card,1,25578,1,Q3,0,4,0,California,0,0,1,63,6590.8,0,1351.35,0,7942.15,1,1,94510
-19,76,12.59,0,,,26,Benicia,4623,Month-to-Month,United States,7054-ENNGU,Stayed,0,0,Female,1,Cable,"38.113533, -122.11926",38.113533,-122.11926,1,50.85,0,0,4,,1,0,0,1,Credit Card,1,25578,0,Q3,1,4,0,California,0,0,0,9,466.6,0,113.31,0,579.91,1,1,94510
-42,0,47.33,0,,,38,Brentwood,2009,Two Year,United States,6169-PPETC,Stayed,1,0,Male,0,,"37.908242, -121.682472",37.908242,-121.682472,1,20.5,0,1,8,,0,0,0,1,Bank Withdrawal,1,26577,0,Q3,1,4,0,California,0,0,0,35,759.35,0,1656.55,0,2415.9,0,0,94513
-61,10,35.21,0,,,78,Brentwood,4616,Two Year,United States,7730-CLDSV,Stayed,1,1,Female,1,Fiber Optic,"37.908242, -121.682472",37.908242,-121.682472,1,98.65,1,2,6,Offer A,1,0,1,1,Bank Withdrawal,1,26577,1,Q3,1,4,0,California,1,1,0,72,7129.45,0,2535.12,0,9664.57,0,1,94513
-53,56,11.39,0,,,48,Brentwood,5585,Month-to-Month,United States,9054-FOWNV,Stayed,1,1,Male,1,Fiber Optic,"37.908242, -121.682472",37.908242,-121.682472,1,88.75,1,3,1,Offer D,0,0,1,1,Bank Withdrawal,1,26577,0,Q3,1,4,0,California,0,0,1,22,1885.15,0,250.58,0,2135.73,0,1,94513
-60,2,15.2,0,,,46,Brentwood,5754,Month-to-Month,United States,1628-BIZYP,Joined,0,0,Male,1,Fiber Optic,"37.908242, -121.682472",37.908242,-121.682472,0,85,0,0,0,,1,0,1,0,Bank Withdrawal,1,26577,0,Q3,0,4,0,California,1,1,0,1,85,0,15.2,0,100.2,0,1,94513
-57,11,30.54,0,,,55,Concord,4497,Month-to-Month,United States,0851-DFJKB,Stayed,0,1,Female,1,DSL,"37.950248, -122.022455",37.950248,-122.022455,0,58.95,0,0,0,,0,1,0,0,Bank Withdrawal,1,27394,1,Q3,0,4,0,California,0,0,0,15,955.15,0,458.1,0,1413.25,0,1,94518
-23,0,6.56,0,,,76,Concord,4883,Two Year,United States,1790-NESIO,Stayed,0,0,Female,0,,"37.950248, -122.022455",37.950248,-122.022455,0,20.4,0,0,0,,0,0,1,0,Credit Card,1,27394,0,Q3,0,5,0,California,0,0,0,13,261.3,0,85.28,0,346.58,1,0,94518
-20,46,12.39,0,,,59,Concord,4725,Month-to-Month,United States,9732-EQMWY,Stayed,0,1,Female,1,Fiber Optic,"37.950248, -122.022455",37.950248,-122.022455,1,99.4,0,0,1,,1,0,0,1,Bank Withdrawal,1,27394,0,Q3,1,4,0,California,1,1,1,49,5025,10,607.11,0,5642.11,1,0,94518
-43,14,42.9,0,,,51,Concord,5597,One Year,United States,5343-SGUBI,Stayed,0,0,Female,1,Fiber Optic,"37.950248, -122.022455",37.950248,-122.022455,0,80.2,1,0,0,Offer B,1,0,1,0,Credit Card,1,27394,0,Q3,0,4,0,California,0,0,0,52,4297.6,0,2230.8,0,6528.4,0,1,94518
-30,26,47.17,0,,,62,Hercules,5698,Month-to-Month,United States,5002-GCQFH,Stayed,0,0,Male,1,Fiber Optic,"37.991259, -122.214945",37.991259,-122.214945,1,93.85,1,0,1,Offer B,1,1,1,1,Bank Withdrawal,1,22479,0,Q3,1,3,0,California,0,0,1,49,4733.1,30,2311.33,0,7074.43,0,0,94547
-56,11,5.3,0,,,40,Hercules,5346,Month-to-Month,United States,3130-ICDUP,Joined,1,0,Female,1,Fiber Optic,"37.991259, -122.214945",37.991259,-122.214945,0,80.55,1,1,0,,0,1,0,0,Credit Card,1,22479,0,Q3,0,4,0,California,0,0,0,2,188.1,0,10.6,0,198.7,0,1,94547
-23,0,15.22,0,,,67,Hercules,2569,Month-to-Month,United States,2692-PFYTJ,Joined,0,0,Female,0,,"37.991259, -122.214945",37.991259,-122.214945,0,25.75,1,0,0,,0,0,1,0,Credit Card,1,22479,0,Q3,0,4,0,California,0,0,0,1,25.75,0,15.22,0,40.97,1,0,94547
-63,0,18.07,0,,,46,Hercules,5080,Two Year,United States,6080-LNESI,Stayed,0,0,Male,0,,"37.991259, -122.214945",37.991259,-122.214945,0,24.75,1,0,0,Offer B,0,0,0,0,Credit Card,1,22479,0,Q3,0,3,0,California,0,0,0,51,1234.6,0,921.57,0,2156.17,0,0,94547
-40,22,8.28,0,,,46,Castro Valley,5446,Two Year,United States,0604-THJFP,Stayed,0,0,Female,1,DSL,"37.722727, -122.02157",37.722727,-122.02157,1,75.95,0,0,4,Offer B,1,0,1,1,Credit Card,1,13212,1,Q3,1,3,0,California,1,1,1,59,4542.35,0,488.52,0,5030.87,0,1,94552
-31,4,0,0,,,65,Castro Valley,5493,One Year,United States,4611-ANLQC,Stayed,0,1,Female,1,Cable,"37.722727, -122.02157",37.722727,-122.02157,1,50.05,0,0,7,Offer B,1,1,0,1,Bank Withdrawal,0,13212,0,Q3,1,3,0,California,1,1,0,60,2911.5,0,0,0,2911.5,0,1,94552
-29,59,47.64,0,,,66,Castro Valley,5893,One Year,United States,6821-JPCDC,Stayed,0,1,Female,1,Fiber Optic,"37.722727, -122.02157",37.722727,-122.02157,1,97.05,0,0,4,,1,0,1,1,Bank Withdrawal,1,13212,0,Q3,1,5,0,California,1,1,1,48,4692.95,0,2286.72,0,6979.67,1,1,94552
-45,22,8.48,0,,,78,Castro Valley,4520,Two Year,United States,8398-TBIYD,Stayed,0,0,Female,1,Fiber Optic,"37.722727, -122.02157",37.722727,-122.02157,0,84.7,1,0,0,Offer A,0,1,1,0,Bank Withdrawal,1,13212,1,Q3,0,3,0,California,0,0,0,72,6185.15,0,610.56,0,6795.71,0,1,94552
-27,0,18.57,0,,,63,San Leandro,3179,Two Year,United States,9108-EQPNQ,Stayed,1,0,Female,0,,"37.717196, -122.159338",37.717196,-122.159338,1,26.1,1,2,10,Offer D,0,0,0,1,Credit Card,1,41871,0,Q3,1,5,0,California,0,0,0,10,225.55,0,185.7,0,411.25,1,0,94577
-50,0,11.96,0,,,22,San Leandro,3129,Month-to-Month,United States,8562-GHPPI,Joined,0,0,Female,0,,"37.717196, -122.159338",37.717196,-122.159338,0,19.8,0,0,0,,0,0,0,0,Credit Card,1,41871,0,Q3,0,5,0,California,0,0,0,1,19.8,0,11.96,0,31.76,0,0,94577
-60,15,44.29,0,,,56,San Leandro,2280,Two Year,United States,2192-OZITF,Stayed,0,0,Female,1,DSL,"37.717196, -122.159338",37.717196,-122.159338,0,73.55,1,0,0,Offer B,0,1,0,0,Credit Card,1,41871,1,Q3,0,3,0,California,1,1,0,45,3349.1,0,1993.05,0,5342.15,0,1,94577
-53,13,0,0,,,63,San Leandro,5750,Month-to-Month,United States,8756-RDDLT,Stayed,0,0,Female,1,Cable,"37.717196, -122.159338",37.717196,-122.159338,0,44.95,0,0,0,,1,0,0,0,Bank Withdrawal,0,41871,1,Q3,0,3,0,California,1,1,0,68,3085.35,0,0,0,3085.35,0,1,94577
-23,0,1.61,0,,,63,San Leandro,3037,Two Year,United States,7277-KAMWT,Stayed,0,0,Male,0,,"37.704384, -122.126703",37.704384,-122.126703,0,20,0,0,0,Offer D,0,0,0,0,Credit Card,1,36568,0,Q3,0,3,0,California,0,0,0,13,268.45,0,20.93,0,289.38,1,0,94578
-55,21,49.36,0,,,75,San Leandro,4399,Two Year,United States,5893-PYOLZ,Stayed,0,1,Male,1,DSL,"37.704384, -122.126703",37.704384,-122.126703,0,81.8,0,0,0,Offer B,1,0,1,0,Credit Card,1,36568,1,Q3,0,5,0,California,1,1,1,56,4534.45,0,2764.16,0,7298.61,0,1,94578
-45,14,13.51,0,,,38,San Leandro,3903,Month-to-Month,United States,5651-CPDND,Stayed,0,0,Male,1,DSL,"37.704384, -122.126703",37.704384,-122.126703,0,46,0,0,0,Offer D,0,0,0,0,Credit Card,1,36568,0,Q3,0,4,0,California,0,0,0,10,492.1,0,135.1,0,627.2,0,1,94578
-47,21,0,0,,,29,San Leandro,3518,Month-to-Month,United States,2862-PFNIK,Joined,1,0,Male,1,Cable,"37.704384, -122.126703",37.704384,-122.126703,0,24.7,0,3,0,,0,0,1,0,Bank Withdrawal,0,36568,0,Q3,0,4,0,California,0,0,0,1,24.7,0,0,0,24.7,0,0,94578
-19,0,21.72,0,,,55,Suisun City,6317,Two Year,United States,2545-LXYVJ,Stayed,0,0,Male,0,,"38.197907, -122.017258",38.197907,-122.017258,1,20.7,0,0,1,Offer A,0,0,0,1,Bank Withdrawal,1,39279,0,Q3,1,3,0,California,0,0,0,72,1492.1,0,1563.84,0,3055.94,1,0,94585
-44,4,6.22,0,,,35,Suisun City,3314,Month-to-Month,United States,5609-IMCGG,Stayed,0,1,Female,1,Fiber Optic,"38.197907, -122.017258",38.197907,-122.017258,0,84.35,1,0,0,Offer D,0,1,1,0,Credit Card,1,39279,0,Q3,0,3,0,California,0,0,0,15,1302.65,0,93.3,0,1395.95,0,1,94585
-51,13,27.3,0,,,74,Suisun City,5311,One Year,United States,9134-WYRVP,Stayed,0,0,Male,1,Fiber Optic,"38.197907, -122.017258",38.197907,-122.017258,0,86.35,0,0,0,Offer B,0,1,0,0,Credit Card,1,39279,0,Q3,0,3,0,California,0,0,1,51,4267.15,0,1392.3,0,5659.45,0,1,94585
-45,20,0,0,,,68,Suisun City,4481,Month-to-Month,United States,7395-XWZOY,Stayed,0,1,Male,1,DSL,"38.197907, -122.017258",38.197907,-122.017258,0,55,0,0,0,,1,1,1,0,Credit Card,0,39279,1,Q3,0,3,0,California,0,0,1,20,1165.55,0,0,0,1165.55,0,1,94585
-33,13,0,0,,,57,Oakland,2664,Month-to-Month,United States,3748-FVMZZ,Stayed,0,0,Male,1,DSL,"37.808731, -122.238708",37.808731,-122.238708,0,40.05,0,0,0,,0,0,1,0,Bank Withdrawal,0,29964,1,Q3,0,4,0,California,1,1,0,4,162.45,0,0,0,162.45,0,1,94610
-21,47,18.42,0,,,21,Oakland,6492,One Year,United States,4531-AUZNK,Stayed,1,0,Female,1,Fiber Optic,"37.808731, -122.238708",37.808731,-122.238708,1,95.15,1,1,2,Offer B,0,1,1,1,Mailed Check,1,29964,1,Q3,1,3,0,California,0,1,1,51,5000.05,0,939.42,0,5939.47,1,1,94610
-57,10,33.75,0,,,75,Oakland,4840,Month-to-Month,United States,7394-LWLYN,Joined,0,0,Female,1,Fiber Optic,"37.808731, -122.238708",37.808731,-122.238708,0,70.15,0,0,0,,0,0,1,0,Bank Withdrawal,1,29964,0,Q3,0,3,0,California,0,0,0,2,123.8,0,67.5,0,191.3,0,1,94610
-55,0,13.83,0,,,23,Oakland,2049,Month-to-Month,United States,7094-MSZAO,Stayed,1,0,Male,0,,"37.808731, -122.238708",37.808731,-122.238708,1,20.05,0,3,7,,0,0,1,1,Credit Card,1,29964,0,Q3,1,4,0,California,0,0,0,10,218.5,0,138.3,0,356.8,0,0,94610
-59,11,15.06,0,,,63,Oakland,3154,Month-to-Month,United States,1452-XRSJV,Stayed,1,0,Female,1,DSL,"37.809014, -122.269739",37.809014,-122.269739,1,51.05,0,2,3,,0,1,0,1,Credit Card,1,11702,0,Q3,1,3,0,California,0,0,0,39,2066,0,587.34,0,2653.34,0,1,94612
-31,0,33.4,0,,,28,Oakland,3428,One Year,United States,2150-OEGBV,Stayed,0,0,Male,0,,"37.809014, -122.269739",37.809014,-122.269739,0,20.1,0,0,0,,0,0,0,0,Bank Withdrawal,1,11702,0,Q3,0,5,0,California,0,0,0,27,562.6,0,901.8,0,1464.4,0,0,94612
-28,58,39.05,0,,,55,Oakland,4714,Month-to-Month,United States,6873-UDNLD,Stayed,0,1,Male,1,DSL,"37.809014, -122.269739",37.809014,-122.269739,0,67.45,0,0,0,,0,1,0,0,Bank Withdrawal,1,11702,0,Q3,0,3,0,California,1,1,0,40,2731,0,1562,0,4293,1,1,94612
-40,27,0,0,,,65,Oakland,2555,Month-to-Month,United States,6907-CQGPN,Stayed,0,0,Male,1,DSL,"37.809014, -122.269739",37.809014,-122.269739,0,34.3,0,0,0,,1,0,0,0,Bank Withdrawal,0,11702,1,Q3,0,5,0,California,0,0,0,29,1004.75,0,0,0,1004.75,0,1,94612
-62,25,28.84,0,,,32,Berkeley,5402,Month-to-Month,United States,7147-AYBAA,Stayed,0,0,Male,1,Fiber Optic,"37.866009, -122.286228",37.866009,-122.286228,0,70.35,0,0,0,,0,0,1,0,Credit Card,1,15638,0,Q3,0,3,0,California,0,0,0,37,2552.9,0,1067.08,0,3619.98,0,1,94702
-28,0,21.19,0,,,66,Berkeley,4840,One Year,United States,1872-EBWSC,Stayed,0,0,Female,0,,"37.866009, -122.286228",37.866009,-122.286228,0,20.35,0,0,0,,0,0,0,0,Mailed Check,1,15638,0,Q3,0,4,0,California,0,0,0,29,617.35,0,614.51,0,1231.86,1,0,94702
-60,5,31.13,0,,,33,Berkeley,4858,Month-to-Month,United States,1101-SSWAG,Stayed,0,0,Female,1,DSL,"37.866009, -122.286228",37.866009,-122.286228,1,51.1,1,0,1,,0,0,1,1,Bank Withdrawal,1,15638,0,Q3,1,5,0,California,0,0,0,15,711.15,0,466.95,0,1178.1,0,1,94702
-45,22,12.69,0,,,42,Berkeley,5574,One Year,United States,7049-GKVZY,Stayed,0,0,Female,1,Cable,"37.866009, -122.286228",37.866009,-122.286228,0,79.85,0,0,0,,1,1,0,0,Credit Card,1,15638,1,Q3,0,3,0,California,1,1,1,17,1387.35,0,215.73,0,1603.08,0,1,94702
-56,0,44.05,0,,,48,Belvedere Tiburon,2870,One Year,United States,1915-OAKWD,Stayed,0,0,Female,0,,"37.885629, -122.46858",37.885629,-122.46858,0,19.3,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,13065,0,Q3,0,3,0,California,0,0,0,16,360.35,0,704.8,0,1065.15,0,0,94920
-57,0,45.75,0,,,42,Belvedere Tiburon,4722,Two Year,United States,3976-HXHCE,Stayed,0,0,Male,0,,"37.885629, -122.46858",37.885629,-122.46858,0,19.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,13065,0,Q3,0,4,0,California,0,0,0,72,1414.8,0,3294,0,4708.8,0,0,94920
-23,0,26.44,0,,,32,Belvedere Tiburon,5366,One Year,United States,4302-ZYFEL,Stayed,1,0,Male,0,,"37.885629, -122.46858",37.885629,-122.46858,1,20.55,0,2,8,Offer A,0,0,1,1,Credit Card,1,13065,0,Q3,1,4,0,California,0,0,0,69,1403.1,0,1824.36,0,3227.46,1,0,94920
-23,42,34.42,0,,,63,Belvedere Tiburon,2370,Month-to-Month,United States,3462-BJQQA,Stayed,0,0,Female,1,Fiber Optic,"37.885629, -122.46858",37.885629,-122.46858,0,89.75,1,0,0,,1,0,1,0,Bank Withdrawal,1,13065,0,Q3,0,5,0,California,0,0,1,6,552.65,60,206.52,0,819.17,1,0,94920
-60,17,23,0,,,25,Bodega,5819,Month-to-Month,United States,7296-PIXQY,Stayed,1,0,Female,1,Fiber Optic,"38.343282, -122.9755",38.343282,-122.9755,1,70.2,0,2,0,Offer D,0,0,0,1,Bank Withdrawal,1,584,0,Q3,0,4,0,California,0,0,0,14,1046.5,0,322,0,1368.5,0,1,94922
-58,0,26.17,0,,,38,Bodega,4535,Month-to-Month,United States,2466-NEJOJ,Stayed,1,0,Male,0,,"38.343282, -122.9755",38.343282,-122.9755,1,19.65,0,3,6,Offer E,0,0,0,1,Credit Card,1,584,0,Q3,1,4,0,California,0,0,0,8,169.75,0,209.36,0,379.11,0,0,94922
-56,30,36.35,0,,,38,Bodega,3773,Month-to-Month,United States,9351-LZYGF,Stayed,0,0,Female,1,DSL,"38.343282, -122.9755",38.343282,-122.9755,1,66.4,1,0,4,,1,1,1,1,Credit Card,1,584,1,Q3,1,3,0,California,0,0,0,42,2727.8,0,1526.7,0,4254.5,0,1,94922
-44,0,33.06,0,,,28,Bodega,2964,Two Year,United States,0442-TDYUO,Stayed,0,0,Male,0,,"38.343282, -122.9755",38.343282,-122.9755,1,20.05,0,0,4,,0,0,1,1,Credit Card,1,584,0,Q3,1,3,0,California,0,0,0,48,1036,0,1586.88,0,2622.88,0,0,94922
-42,0,46.12,0,,,69,Fairfax,5696,One Year,United States,2829-HYVZP,Stayed,0,0,Male,0,,"37.971751, -122.611873",37.971751,-122.611873,0,19.8,0,0,0,,0,0,1,0,Credit Card,1,8486,0,Q3,0,4,0,California,0,0,0,29,572.2,0,1337.48,0,1909.68,0,0,94930
-54,21,0,0,,,75,Fairfax,5097,Month-to-Month,United States,2346-DJQTB,Stayed,0,0,Female,1,DSL,"37.971751, -122.611873",37.971751,-122.611873,0,24.15,0,0,0,,0,0,0,0,Bank Withdrawal,0,8486,0,Q3,0,4,0,California,0,0,0,35,812.5,40,0,0,852.5,0,0,94930
-21,27,34.58,0,,,37,Fairfax,5371,Month-to-Month,United States,0595-ITUDF,Stayed,1,1,Male,1,Fiber Optic,"37.971751, -122.611873",37.971751,-122.611873,1,91.8,1,1,0,,1,1,1,1,Bank Withdrawal,1,8486,0,Q3,0,3,0,California,0,0,0,64,5960.5,0,2213.12,0,8173.62,1,1,94930
-64,21,3.47,0,,,66,Fairfax,6072,One Year,United States,6736-DHUQI,Stayed,1,1,Female,1,Fiber Optic,"37.971751, -122.611873",37.971751,-122.611873,1,84.8,0,3,5,,1,1,0,1,Bank Withdrawal,1,8486,0,Q3,1,4,0,California,0,0,0,67,5598.3,0,232.49,0,5830.79,0,1,94930
-41,19,33.83,0,,,27,Lagunitas,2047,One Year,United States,7013-PSXHK,Stayed,0,1,Female,1,DSL,"38.021772, -122.691744",38.021772,-122.691744,0,80.75,1,0,0,,0,0,1,0,Credit Card,1,821,1,Q3,0,4,0,California,1,1,1,40,3208.65,0,1353.2,0,4561.85,0,1,94938
-29,59,31.99,0,,,38,Lagunitas,4854,One Year,United States,9640-ZSLDC,Stayed,1,1,Female,1,DSL,"38.021772, -122.691744",38.021772,-122.691744,1,60.6,0,5,3,,0,0,0,1,Credit Card,1,821,0,Q3,1,4,0,California,1,1,0,53,3297,0,1695.47,0,4992.47,1,1,94938
-44,0,6.61,0,,,67,Lagunitas,3010,Month-to-Month,United States,3806-YAZOV,Joined,0,0,Female,0,,"38.021772, -122.691744",38.021772,-122.691744,0,18.8,0,0,0,Offer E,0,0,0,0,Credit Card,1,821,0,Q3,0,4,0,California,0,0,0,3,56,0,19.83,0,75.83,0,0,94938
-35,0,49.36,0,,,59,Lagunitas,5471,One Year,United States,4451-RWASJ,Stayed,1,0,Male,0,,"38.021772, -122.691744",38.021772,-122.691744,1,19.5,0,3,9,Offer D,0,0,1,1,Credit Card,1,821,0,Q3,1,4,0,California,0,0,0,15,239.75,0,740.4,0,980.15,0,0,94938
-63,0,6.54,0,,,77,San Geronimo,2021,Two Year,United States,9646-NMHXE,Stayed,0,0,Male,0,,"38.00474, -122.663717",38.00474,-122.663717,1,19.65,0,0,7,,0,0,0,1,Credit Card,1,548,0,Q3,1,5,0,California,0,0,0,47,973.1,0,307.38,0,1280.48,0,0,94963
-21,51,0,0,,,58,San Geronimo,5254,Two Year,United States,7274-CGTOD,Stayed,0,1,Male,1,DSL,"38.00474, -122.663717",38.00474,-122.663717,0,43.7,0,0,0,,1,1,1,0,Bank Withdrawal,0,548,1,Q3,0,4,0,California,0,0,0,62,2618.3,0,0,0,2618.3,1,1,94963
-55,19,11.27,0,,,36,San Geronimo,5733,One Year,United States,8200-KLNYW,Stayed,0,1,Female,1,DSL,"38.00474, -122.663717",38.00474,-122.663717,1,80.9,0,0,7,,0,1,0,1,Credit Card,1,548,1,Q3,1,4,0,California,1,1,1,21,1714.95,60,236.67,0,2011.62,0,0,94963
-46,0,33.86,0,,,51,San Geronimo,4277,Month-to-Month,United States,5025-GOOKI,Stayed,0,0,Female,0,,"38.00474, -122.663717",38.00474,-122.663717,0,18.9,0,0,0,Offer D,0,0,1,0,Credit Card,1,548,0,Q3,0,5,0,California,0,0,0,20,347.65,0,677.2,0,1024.85,0,0,94963
-62,6,7.54,0,,,24,Los Gatos,5446,One Year,United States,9036-CSKBW,Stayed,0,1,Female,1,Fiber Optic,"37.160194, -121.945611",37.160194,-121.945611,0,107.45,1,0,0,,1,1,0,0,Bank Withdrawal,1,10172,0,Q3,0,3,0,California,1,1,1,51,5680.9,0,384.54,14.76,6050.68,0,1,95033
-64,10,20.52,0,,,60,Los Gatos,5454,Two Year,United States,3948-KXDUF,Stayed,0,1,Male,1,Cable,"37.160194, -121.945611",37.160194,-121.945611,0,68.75,1,0,0,,1,1,0,0,Bank Withdrawal,1,10172,1,Q3,0,4,0,California,0,0,0,66,4447.55,0,1354.32,0,5801.87,0,1,95033
-40,18,11.85,0,,,39,Los Gatos,3949,Month-to-Month,United States,0228-MAUWC,Stayed,0,1,Male,1,DSL,"37.160194, -121.945611",37.160194,-121.945611,0,59.55,1,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,10172,1,Q3,0,4,0,California,0,0,0,19,1144.6,0,225.15,0,1369.75,0,1,95033
-64,8,48.38,0,,,28,Los Gatos,5850,Month-to-Month,United States,2959-FENLU,Stayed,0,1,Female,1,Fiber Optic,"37.160194, -121.945611",37.160194,-121.945611,0,85.3,0,0,0,,0,0,1,0,Credit Card,1,10172,0,Q3,0,5,0,California,1,1,0,9,781.4,10,435.42,0,1226.82,0,0,95033
-28,51,13.58,0,,,54,Mount Hermon,3877,One Year,United States,1338-CECEE,Stayed,0,1,Male,1,DSL,"37.051166, -122.056194",37.051166,-122.056194,1,68.5,1,0,4,,1,0,0,1,Bank Withdrawal,1,77,0,Q3,1,4,0,California,0,0,1,41,2839.95,0,556.78,38.37,3358.36,1,1,95041
-60,0,9.8,0,,,24,Mount Hermon,5225,Two Year,United States,5480-XTFFL,Stayed,1,0,Female,0,,"37.051166, -122.056194",37.051166,-122.056194,1,21,0,3,3,Offer C,0,0,0,1,Credit Card,1,77,0,Q3,1,3,0,California,0,0,0,31,697.7,0,303.8,0,1001.5,0,0,95041
-49,29,22.67,0,,,60,Mount Hermon,4858,Two Year,United States,4915-BFSXL,Stayed,1,1,Male,1,DSL,"37.051166, -122.056194",37.051166,-122.056194,1,68.95,1,1,9,Offer A,0,1,0,1,Credit Card,1,77,0,Q3,1,3,0,California,0,0,1,70,4858.7,0,1586.9,0,6445.6,0,1,95041
-49,28,15.15,0,,,44,Mount Hermon,5404,Month-to-Month,United States,0487-RPVUM,Stayed,0,1,Male,1,Fiber Optic,"37.051166, -122.056194",37.051166,-122.056194,1,99.4,1,0,1,,0,1,0,1,Bank Withdrawal,1,77,1,Q3,1,4,0,California,0,0,1,61,5943.65,0,924.15,0,6867.8,0,1,95041
-49,19,5.93,0,,,21,Paicines,3154,Month-to-Month,United States,7439-DKZTW,Joined,0,0,Male,1,Fiber Optic,"36.525703, -120.952122",36.525703,-120.952122,0,80.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,813,0,Q3,0,4,0,California,0,0,1,1,80.55,60,5.93,0,146.48,0,0,95043
-63,0,9.19,0,,,56,Paicines,5873,Month-to-Month,United States,8295-FHIVV,Stayed,0,0,Male,0,,"36.525703, -120.952122",36.525703,-120.952122,0,19.4,0,0,0,,0,0,1,0,Credit Card,1,813,0,Q3,0,5,0,California,0,0,0,7,168.65,0,64.33,0,232.98,0,0,95043
-33,20,43.14,0,,,46,Paicines,6183,Month-to-Month,United States,3086-RUCRN,Stayed,0,1,Female,1,Fiber Optic,"36.525703, -120.952122",36.525703,-120.952122,0,103.1,1,0,0,Offer A,1,1,1,0,Bank Withdrawal,1,813,1,Q3,0,3,0,California,1,1,0,66,6595,0,2847.24,0,9442.24,0,1,95043
-22,0,4.13,0,,,75,Paicines,3705,Month-to-Month,United States,4079-ULGFR,Stayed,0,0,Male,0,,"36.525703, -120.952122",36.525703,-120.952122,0,20,0,0,0,Offer D,0,0,0,0,Credit Card,1,813,0,Q3,0,3,0,California,0,0,0,16,275.7,0,66.08,0,341.78,1,0,95043
-38,12,18.97,0,,,46,Santa Clara,3598,Month-to-Month,United States,6921-OZMFH,Stayed,1,0,Male,1,Cable,"37.348129, -121.98469",37.348129,-121.98469,1,55.7,1,1,3,,0,0,1,1,Credit Card,1,52986,1,Q3,1,3,0,California,0,0,0,5,259.4,0,94.85,0,354.25,0,1,95051
-21,85,0,0,,,39,Santa Clara,2958,Month-to-Month,United States,7909-FIOIY,Stayed,1,0,Female,1,Cable,"37.348129, -121.98469",37.348129,-121.98469,1,24.85,0,1,4,Offer D,0,0,1,1,Credit Card,0,52986,0,Q3,1,5,0,California,0,0,0,19,434.8,0,0,0,434.8,1,1,95051
-29,51,33.28,0,,,74,Santa Clara,5442,Month-to-Month,United States,0257-KXZGU,Stayed,1,1,Female,1,DSL,"37.348129, -121.98469",37.348129,-121.98469,1,62.45,1,1,9,Offer C,1,0,0,1,Bank Withdrawal,1,52986,0,Q3,1,3,0,California,0,1,0,32,2045.55,0,1064.96,0,3110.51,1,1,95051
-27,58,37.57,0,,,21,Santa Clara,2629,Month-to-Month,United States,6599-SFQVE,Stayed,0,0,Female,1,Cable,"37.348129, -121.98469",37.348129,-121.98469,0,55,0,0,0,,0,0,1,0,Bank Withdrawal,1,52986,0,Q3,0,5,0,California,1,1,0,6,340.4,0,225.42,0,565.82,1,1,95051
-50,57,7.25,0,,,68,Santa Cruz,5546,One Year,United States,7722-CVFXN,Stayed,1,0,Male,1,Fiber Optic,"37.007882, -122.065975",37.007882,-122.065975,1,105.2,1,3,9,,1,0,1,1,Bank Withdrawal,1,4563,1,Q3,1,5,0,California,1,1,1,54,5637.85,0,391.5,23.01,6006.34,0,1,95064
-59,0,16.07,0,,,59,Santa Cruz,5092,Month-to-Month,United States,5468-BPMMO,Stayed,0,0,Male,0,,"37.007882, -122.065975",37.007882,-122.065975,1,19.6,0,0,3,,0,0,0,1,Bank Withdrawal,1,4563,0,Q3,1,5,0,California,0,0,0,46,851.2,0,739.22,0,1590.42,0,0,95064
-61,0,14.37,0,,,42,Santa Cruz,4577,Month-to-Month,United States,1850-AKQEP,Stayed,1,0,Male,0,,"37.007882, -122.065975",37.007882,-122.065975,0,20.35,0,1,0,,0,0,0,0,Credit Card,1,4563,0,Q3,0,3,0,California,0,0,0,8,178.7,0,114.96,0,293.66,0,0,95064
-37,19,0,0,,,77,Santa Cruz,3424,One Year,United States,7325-ENZFI,Stayed,0,0,Female,1,DSL,"37.007882, -122.065975",37.007882,-122.065975,0,40.3,0,0,0,,1,1,1,0,Bank Withdrawal,0,4563,1,Q3,0,3,0,California,0,0,0,39,1630.4,0,0,0,1630.4,0,1,95064
-57,0,39.78,0,,,21,Soquel,4884,Two Year,United States,0971-QIFJK,Stayed,0,0,Female,0,,"37.023669, -121.946461",37.023669,-121.946461,1,24.25,1,0,10,Offer A,0,0,0,1,Bank Withdrawal,1,9823,0,Q3,1,3,0,California,0,0,0,69,1641.8,0,2744.82,45.75,4340.87,0,0,95073
-20,0,27.88,0,,,79,Soquel,3625,Month-to-Month,United States,1194-SPVSP,Joined,0,0,Male,0,,"37.023669, -121.946461",37.023669,-121.946461,0,19.65,0,0,0,,0,0,0,0,Bank Withdrawal,1,9823,0,Q3,0,3,0,California,0,0,0,1,19.65,0,27.88,0,47.53,1,0,95073
-44,14,0,0,,,68,Soquel,5866,Month-to-Month,United States,3621-CHYVB,Stayed,0,1,Female,1,DSL,"37.023669, -121.946461",37.023669,-121.946461,1,49.9,0,0,2,,0,1,1,1,Bank Withdrawal,0,9823,1,Q3,1,3,0,California,1,1,0,57,2782.4,0,0,0,2782.4,0,1,95073
-38,0,38.63,0,,,53,Soquel,5261,Two Year,United States,0613-WUXUM,Stayed,1,0,Female,0,,"37.023669, -121.946461",37.023669,-121.946461,1,19.2,0,3,1,,0,0,1,1,Credit Card,1,9823,0,Q3,1,3,0,California,0,0,0,70,1401.4,0,2704.1,0,4105.5,0,0,95073
-60,16,5.4,0,,,79,San Jose,2380,Two Year,United States,1271-UODNO,Stayed,0,0,Male,1,DSL,"37.255479, -121.889838",37.255479,-121.889838,0,53.85,1,0,0,,0,0,1,0,Credit Card,1,31926,1,Q3,0,3,0,California,0,0,0,39,2200.7,0,210.6,46.66,2364.64,0,1,95118
-28,59,4.08,0,,,39,San Jose,5756,Month-to-Month,United States,3572-UOLYZ,Stayed,1,1,Female,1,Fiber Optic,"37.255479, -121.889838",37.255479,-121.889838,0,84.8,1,2,0,,0,0,1,0,Bank Withdrawal,1,31926,1,Q3,0,3,0,California,0,0,0,46,3958.85,0,187.68,0,4146.53,1,1,95118
-54,0,43.05,0,,,78,San Jose,2158,Month-to-Month,United States,1045-LTCYT,Stayed,1,0,Female,0,,"37.255479, -121.889838",37.255479,-121.889838,1,21.05,0,3,5,,0,0,0,1,Credit Card,1,31926,0,Q3,1,3,0,California,0,0,0,8,139.75,0,344.4,0,484.15,0,0,95118
-22,59,8.33,0,,,62,San Jose,4331,Two Year,United States,0401-WDBXM,Stayed,1,1,Male,1,Fiber Optic,"37.255479, -121.889838",37.255479,-121.889838,1,105.55,1,3,4,,0,1,1,1,Bank Withdrawal,1,31926,0,Q3,1,3,0,California,1,1,1,72,7542.25,10,599.76,0,8152.01,1,0,95118
-36,0,46.18,0,,,23,San Jose,2997,One Year,United States,8461-EFQYM,Stayed,0,0,Female,0,,"37.233226, -121.78809",37.233226,-121.78809,0,24.25,1,0,0,,0,0,1,0,Bank Withdrawal,1,10155,0,Q3,0,3,0,California,0,0,0,38,914.4,0,1754.84,35.61,2633.63,0,0,95119
-57,0,36.65,0,,,62,San Jose,3423,One Year,United States,1429-UYJSV,Stayed,0,0,Female,0,,"37.233226, -121.78809",37.233226,-121.78809,0,19.7,0,0,0,Offer D,0,0,0,0,Credit Card,1,10155,0,Q3,0,4,0,California,0,0,0,12,260.9,0,439.8,0,700.7,0,0,95119
-19,26,36.39,0,,,60,San Jose,2450,One Year,United States,1544-JJMYL,Stayed,0,1,Male,1,DSL,"37.233226, -121.78809",37.233226,-121.78809,0,69.35,0,0,0,,0,1,0,0,Credit Card,1,10155,1,Q3,0,3,0,California,0,1,1,27,1927.3,0,982.53,0,2909.83,1,1,95119
-27,0,16.74,0,,,71,San Jose,2333,Month-to-Month,United States,3387-PLKUI,Stayed,1,0,Female,0,,"37.233226, -121.78809",37.233226,-121.78809,1,18.8,0,1,6,Offer D,0,0,0,1,Credit Card,1,10155,0,Q3,1,5,0,California,0,0,0,13,251.25,0,217.62,0,468.87,1,0,95119
-21,30,0,0,,,27,San Jose,4031,Two Year,United States,1459-QNFQT,Stayed,0,1,Male,1,DSL,"37.32886, -121.834567",37.32886,-121.834567,1,59.5,0,0,7,Offer A,0,1,0,1,Bank Withdrawal,0,59841,1,Q3,1,4,0,California,1,1,1,70,4144.8,0,0,23.72,4121.08,1,1,95122
-40,25,39.2,0,,,46,San Jose,5916,Month-to-Month,United States,6366-XIVKZ,Stayed,1,1,Female,1,Cable,"37.32886, -121.834567",37.32886,-121.834567,1,63.15,0,3,3,,0,1,1,1,Credit Card,1,59841,0,Q3,1,3,0,California,1,1,0,13,816.8,0,509.6,0,1326.4,0,1,95122
-19,51,45.72,0,,,69,San Jose,3843,Month-to-Month,United States,5951-AOFIH,Stayed,0,1,Male,1,Cable,"37.32886, -121.834567",37.32886,-121.834567,0,66.4,0,0,0,,1,0,1,0,Credit Card,1,59841,0,Q3,0,5,0,California,0,1,1,33,2245.4,0,1508.76,0,3754.16,1,0,95122
-54,5,37.45,0,,,62,San Jose,4883,One Year,United States,5081-NWSUP,Stayed,0,0,Female,1,DSL,"37.32886, -121.834567",37.32886,-121.834567,0,64.9,0,0,0,Offer D,1,0,0,0,Credit Card,1,59841,1,Q3,0,3,0,California,1,1,0,10,685.55,0,374.5,0,1060.05,0,1,95122
-59,2,21.25,0,,,71,San Jose,5258,One Year,United States,3696-XRIEN,Stayed,0,1,Female,1,DSL,"37.257063, -121.923037",37.257063,-121.923037,0,82.5,1,0,0,Offer B,0,1,1,0,Credit Card,1,45257,1,Q3,0,4,0,California,1,1,1,50,4179.1,0,1062.5,21.35,5220.25,0,1,95124
-25,51,0,0,,,33,San Jose,4636,Month-to-Month,United States,2770-NSVDG,Stayed,0,1,Male,1,DSL,"37.257063, -121.923037",37.257063,-121.923037,1,29.1,0,0,4,Offer C,0,0,0,1,Bank Withdrawal,0,45257,0,Q3,1,3,0,California,0,0,0,24,688,0,0,0,688,1,1,95124
-52,76,2.96,0,,,24,San Jose,2871,Month-to-Month,United States,3059-NGMXB,Stayed,1,0,Male,1,DSL,"37.257063, -121.923037",37.257063,-121.923037,1,69.2,1,3,8,Offer D,1,1,0,1,Credit Card,1,45257,0,Q3,1,3,0,California,1,1,0,14,944.65,0,41.44,0,986.09,0,1,95124
-21,51,42.68,0,,,71,San Jose,6193,Two Year,United States,8085-MSNLK,Stayed,0,1,Female,1,Fiber Optic,"37.257063, -121.923037",37.257063,-121.923037,1,113.95,1,0,3,Offer B,1,1,0,1,Credit Card,1,45257,1,Q3,1,3,0,California,1,1,1,62,6891.4,0,2646.16,0,9537.56,1,1,95124
-45,0,43.84,0,,,58,San Jose,4347,Two Year,United States,5859-HZYLF,Stayed,1,0,Male,0,,"37.371862, -121.860349",37.371862,-121.860349,1,19.15,0,2,9,,0,0,1,1,Credit Card,1,26032,0,Q3,1,5,0,California,0,0,0,26,515.75,0,1139.84,0,1655.59,0,0,95133
-26,59,17.52,0,,,51,San Jose,5292,Two Year,United States,7037-MTYVW,Stayed,1,1,Male,1,DSL,"37.371862, -121.860349",37.371862,-121.860349,1,85.4,1,2,6,Offer C,0,1,1,1,Bank Withdrawal,1,26032,1,Q3,1,4,0,California,1,1,1,38,3297,0,665.76,0,3962.76,1,1,95133
-19,52,27.83,0,,,73,San Jose,4839,Month-to-Month,United States,0577-WHMEV,Stayed,0,1,Female,1,Fiber Optic,"37.371862, -121.860349",37.371862,-121.860349,1,90.7,1,0,2,Offer D,1,1,0,1,Bank Withdrawal,1,26032,0,Q3,1,3,0,California,0,1,0,16,1374.9,0,445.28,0,1820.18,1,1,95133
-37,4,4.69,0,,,76,San Jose,5117,Two Year,United States,0916-KNFAJ,Stayed,0,1,Male,1,Cable,"37.371862, -121.860349",37.371862,-121.860349,1,69.9,1,0,1,Offer B,0,1,1,1,Credit Card,1,26032,0,Q3,1,4,0,California,1,1,0,61,4226.7,0,286.09,0,4512.79,0,1,95133
-23,27,42.95,0,,,72,San Jose,2817,Month-to-Month,United States,2208-NQBCT,Stayed,1,0,Female,1,Fiber Optic,"37.246064, -121.749494",37.246064,-121.749494,1,81.95,0,3,10,,1,1,0,1,Bank Withdrawal,1,14792,0,Q3,1,3,0,California,0,0,0,26,2070.05,0,1116.7,0,3186.75,1,1,95138
-19,59,2.63,0,,,42,San Jose,5978,One Year,United States,6584-VQMYT,Stayed,1,0,Male,1,DSL,"37.246064, -121.749494",37.246064,-121.749494,0,56.2,0,2,0,Offer C,1,1,0,0,Credit Card,1,14792,0,Q3,0,4,0,California,0,0,0,27,1567.55,30,71.01,0,1668.56,1,0,95138
-46,0,16.85,0,,,37,San Jose,5461,Two Year,United States,2263-SFSQZ,Stayed,1,0,Male,0,,"37.246064, -121.749494",37.246064,-121.749494,1,24.95,1,2,7,,0,0,1,1,Credit Card,1,14792,0,Q3,1,4,0,California,0,0,0,51,1222.25,0,859.35,0,2081.6,0,0,95138
-51,29,21.86,0,,,22,San Jose,4751,Two Year,United States,9625-QNLUX,Stayed,1,1,Male,1,Fiber Optic,"37.246064, -121.749494",37.246064,-121.749494,1,103.25,0,2,2,,1,1,1,1,Credit Card,1,14792,0,Q3,1,4,0,California,1,1,1,68,7074.4,0,1486.48,0,8560.88,0,1,95138
-40,0,46.9,0,,,56,Mount Hamilton,5975,Two Year,United States,6621-NRZAK,Stayed,1,0,Female,0,,"37.382909, -121.634151",37.382909,-121.634151,1,20,0,2,7,Offer B,0,0,0,1,Credit Card,1,38,0,Q3,1,5,0,California,0,0,0,63,1209.25,0,2954.7,0,4163.95,0,0,95140
-19,30,31.89,0,,,48,Mount Hamilton,4777,One Year,United States,2790-XUYMV,Stayed,1,0,Male,1,Fiber Optic,"37.382909, -121.634151",37.382909,-121.634151,0,85.45,1,1,0,,1,1,1,0,Credit Card,1,38,0,Q3,0,4,0,California,0,0,0,71,6028.95,0,2264.19,0,8293.14,1,1,95140
-64,13,21.64,0,,,73,Mount Hamilton,4614,Two Year,United States,3397-AVTKU,Stayed,0,0,Male,1,DSL,"37.382909, -121.634151",37.382909,-121.634151,0,60,0,0,0,,1,0,1,0,Bank Withdrawal,1,38,0,Q3,0,5,0,California,1,1,0,43,2548.55,0,930.52,0,3479.07,0,1,95140
-39,17,11.02,0,,,51,Mount Hamilton,6295,Two Year,United States,4024-CSNBY,Stayed,0,1,Female,1,Fiber Optic,"37.382909, -121.634151",37.382909,-121.634151,1,94.25,1,0,8,,1,1,1,1,Bank Withdrawal,1,38,1,Q3,1,4,0,California,0,0,0,72,6849.75,100,793.44,0,7743.19,0,0,95140
-52,0,23.34,0,,,20,San Jose,5406,Two Year,United States,0831-JNISG,Stayed,1,0,Male,0,,"37.339533, -121.777179",37.339533,-121.777179,1,19.8,0,2,9,Offer A,0,0,0,1,Credit Card,1,44103,0,Q3,1,4,0,California,0,0,0,71,1396.25,0,1657.14,0,3053.39,0,0,95148
-63,9,44.09,0,,,37,San Jose,5557,Month-to-Month,United States,0581-MDMPW,Stayed,0,1,Female,1,Fiber Optic,"37.339533, -121.777179",37.339533,-121.777179,0,88.95,1,0,0,Offer C,0,0,1,0,Credit Card,1,44103,0,Q3,0,3,0,California,0,0,1,24,2072.75,0,1058.16,0,3130.91,0,1,95148
-49,0,45.75,0,,,61,San Jose,5940,Two Year,United States,4825-FUREZ,Stayed,0,0,Male,0,,"37.339533, -121.777179",37.339533,-121.777179,1,20.25,0,0,10,,0,0,0,1,Bank Withdrawal,1,44103,0,Q3,1,5,0,California,0,0,0,42,835.5,0,1921.5,0,2757,0,0,95148
-59,6,0,0,,,76,San Jose,6302,Two Year,United States,7110-BDTWG,Stayed,0,1,Female,1,Cable,"37.339533, -121.777179",37.339533,-121.777179,1,47.05,0,0,4,,0,0,1,1,Bank Withdrawal,0,44103,1,Q3,1,4,0,California,1,1,0,71,3263.6,0,0,0,3263.6,0,1,95148
-38,0,16.91,0,,,75,Stockton,3478,Month-to-Month,United States,1641-BYBTK,Stayed,1,0,Male,0,,"37.965695, -121.260051",37.965695,-121.260051,0,20.2,0,2,0,,0,0,1,0,Credit Card,1,34138,0,Q3,0,4,0,California,0,0,0,6,98.35,0,101.46,0,199.81,0,0,95205
-27,82,44.16,0,,,67,Stockton,2333,Month-to-Month,United States,3904-UKFRE,Stayed,0,0,Male,1,Fiber Optic,"37.965695, -121.260051",37.965695,-121.260051,0,80.1,1,0,0,Offer E,0,1,1,0,Bank Withdrawal,1,34138,0,Q3,0,3,0,California,0,0,0,4,336.15,0,176.64,0,512.79,1,1,95205
-49,21,23.62,0,,,75,Stockton,5989,Two Year,United States,3134-DSHVC,Stayed,0,1,Female,1,Fiber Optic,"37.965695, -121.260051",37.965695,-121.260051,0,98,1,0,0,,1,1,0,0,Credit Card,1,34138,0,Q3,0,4,0,California,0,0,1,63,6218.45,0,1488.06,0,7706.51,0,1,95205
-22,59,2.73,0,,,77,Stockton,4237,Two Year,United States,9114-DPSIA,Stayed,1,1,Male,1,DSL,"37.965695, -121.260051",37.965695,-121.260051,1,81,1,3,8,,1,1,0,1,Credit Card,1,34138,1,Q3,1,3,0,California,1,1,0,72,5750,0,196.56,0,5946.56,1,1,95205
-36,18,4.22,0,,,73,Burson,4405,One Year,United States,8777-PVYGU,Stayed,0,1,Female,1,DSL,"38.183918, -120.898817",38.183918,-120.898817,1,64.3,0,0,0,Offer B,0,1,1,1,Mailed Check,1,27,0,Q3,0,4,0,California,0,0,1,52,3410.6,0,219.44,0,3630.04,0,1,95225
-49,21,41.4,0,,,54,Burson,4029,Two Year,United States,9372-TXXPS,Stayed,0,0,Female,1,Cable,"38.183918, -120.898817",38.183918,-120.898817,1,59.85,0,0,7,Offer B,1,1,0,1,Bank Withdrawal,1,27,1,Q3,1,3,0,California,0,0,0,60,3483.45,0,2484,0,5967.45,0,1,95225
-50,19,38.82,0,,,48,Burson,4040,Month-to-Month,United States,7611-YKYTC,Stayed,1,0,Male,1,Fiber Optic,"38.183918, -120.898817",38.183918,-120.898817,1,75,0,2,1,Offer D,0,1,0,1,Bank Withdrawal,1,27,0,Q3,1,3,0,California,0,0,0,22,1573.95,0,854.04,0,2427.99,0,1,95225
-47,7,21.3,0,,,27,Burson,3527,Month-to-Month,United States,8654-DHAOW,Joined,0,0,Female,1,DSL,"38.183918, -120.898817",38.183918,-120.898817,0,54.15,1,0,0,Offer E,1,0,0,0,Credit Card,1,27,0,Q3,0,5,0,California,0,0,0,2,101.65,10,42.6,0,154.25,0,0,95225
-41,0,7.17,0,,,22,Mokelumne Hill,2130,One Year,United States,6479-OAUSD,Stayed,0,0,Male,0,,"38.304194, -120.592431",38.304194,-120.592431,0,19.9,0,0,0,Offer C,0,0,0,0,Credit Card,1,2718,0,Q3,0,3,0,California,0,0,0,25,510.8,0,179.25,0,690.05,0,0,95245
-40,0,8.44,0,,,79,Mokelumne Hill,5062,Two Year,United States,0936-NQLJU,Stayed,0,0,Female,0,,"38.304194, -120.592431",38.304194,-120.592431,1,20.65,0,0,9,Offer B,0,0,0,1,Credit Card,1,2718,0,Q3,1,3,0,California,0,0,0,41,875.55,0,346.04,0,1221.59,0,0,95245
-34,22,15.37,0,,,25,Mokelumne Hill,6435,One Year,United States,6893-ODYYE,Stayed,0,1,Male,1,Fiber Optic,"38.304194, -120.592431",38.304194,-120.592431,0,90.1,0,0,0,,1,1,1,0,Credit Card,1,2718,1,Q3,0,3,0,California,0,0,0,50,4549.45,0,768.5,0,5317.95,0,1,95245
-48,0,17.2,0,,,35,Mokelumne Hill,5206,Two Year,United States,7337-CINUD,Stayed,1,0,Female,0,,"38.304194, -120.592431",38.304194,-120.592431,1,19.5,0,3,6,,0,0,0,1,Bank Withdrawal,1,2718,0,Q3,1,4,0,California,0,0,0,8,159.35,0,137.6,0,296.95,0,0,95245
-21,0,23.41,0,,,53,San Andreas,2539,One Year,United States,5562-BETPV,Joined,0,0,Male,0,,"38.196497, -120.61689",38.196497,-120.61689,1,19.65,0,0,1,Offer E,0,0,0,1,Mailed Check,1,3930,0,Q3,1,3,0,California,0,0,0,1,19.65,0,23.41,0,43.06,1,0,95249
-34,0,39.37,0,,,20,San Andreas,4865,One Year,United States,3251-YMVWZ,Stayed,0,0,Male,0,,"38.196497, -120.61689",38.196497,-120.61689,0,24.05,1,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,3930,0,Q3,0,3,0,California,0,0,0,53,1301.9,0,2086.61,0,3388.51,0,0,95249
-25,41,24.08,0,,,33,San Andreas,5954,Two Year,United States,9541-ZPSEA,Stayed,1,1,Male,1,Fiber Optic,"38.196497, -120.61689",38.196497,-120.61689,1,80.35,0,3,8,Offer A,0,1,0,1,Credit Card,1,3930,0,Q3,1,3,0,California,0,0,0,68,5375.15,0,1637.44,0,7012.59,1,1,95249
-54,24,18.85,0,,,38,San Andreas,6287,One Year,United States,7153-CHRBV,Stayed,1,1,Female,1,Cable,"38.196497, -120.61689",38.196497,-120.61689,1,59.3,0,1,6,Offer B,0,1,1,1,Credit Card,1,3930,1,Q3,1,3,0,California,0,0,0,57,3274.35,0,1074.45,0,4348.8,0,1,95249
-33,7,21.03,0,,,44,Wilseyville,4423,One Year,United States,6994-ORCWG,Stayed,0,0,Female,1,DSL,"38.392686, -120.415951",38.392686,-120.415951,0,54.25,1,0,0,Offer D,1,0,1,0,Mailed Check,1,435,0,Q3,0,5,0,California,0,0,0,14,773.2,0,294.42,0,1067.62,0,1,95257
-34,2,29.49,0,,,40,Wilseyville,4369,One Year,United States,3638-DIMPH,Stayed,0,0,Female,1,DSL,"38.392686, -120.415951",38.392686,-120.415951,1,43.8,0,0,1,,0,0,0,1,Bank Withdrawal,1,435,0,Q3,1,3,0,California,0,0,0,13,592.65,0,383.37,0,976.02,0,1,95257
-50,5,41.38,0,,,68,Wilseyville,3167,Month-to-Month,United States,0988-JRWWP,Joined,0,0,Female,1,DSL,"38.392686, -120.415951",38.392686,-120.415951,0,54.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,435,0,Q3,0,4,0,California,0,0,1,3,140.4,0,124.14,0,264.54,0,1,95257
-56,16,29.47,0,,,57,Wilseyville,5040,Two Year,United States,5614-DNZCE,Stayed,0,1,Female,1,DSL,"38.392686, -120.415951",38.392686,-120.415951,0,64.9,0,0,0,,1,1,1,0,Credit Card,1,435,1,Q3,0,4,0,California,0,0,0,58,3795.45,0,1709.26,0,5504.71,0,1,95257
-59,15,3.93,0,,,51,Ceres,2202,Two Year,United States,4835-YSJMR,Stayed,0,0,Male,1,DSL,"37.553469, -120.952825",37.553469,-120.952825,0,49.8,0,0,0,Offer C,0,0,1,0,Bank Withdrawal,1,32881,1,Q3,0,4,0,California,0,0,0,39,1971.15,0,153.27,0,2124.42,0,1,95307
-33,22,23.74,0,,,32,Ceres,5507,One Year,United States,0635-WKOLD,Stayed,0,0,Male,1,DSL,"37.553469, -120.952825",37.553469,-120.952825,1,70.75,1,0,0,Offer B,1,0,0,1,Credit Card,1,32881,1,Q3,0,5,0,California,0,0,1,40,2921.75,0,949.6,0,3871.35,0,1,95307
-63,27,14.42,0,,,32,Ceres,2722,Month-to-Month,United States,7465-ZZRVX,Joined,0,0,Male,1,Fiber Optic,"37.553469, -120.952825",37.553469,-120.952825,0,70.35,0,0,0,,0,0,1,0,Bank Withdrawal,1,32881,0,Q3,0,5,0,California,0,0,0,1,70.35,10,14.42,0,94.77,0,0,95307
-42,0,27.65,0,,,58,Ceres,3879,Two Year,United States,3190-ITQXP,Stayed,1,0,Female,0,,"37.553469, -120.952825",37.553469,-120.952825,1,20.25,0,1,7,,0,0,0,1,Bank Withdrawal,1,32881,0,Q3,1,3,0,California,0,0,0,46,890.35,0,1271.9,0,2162.25,0,0,95307
-21,30,29.84,0,,,33,Escalon,5806,Month-to-Month,United States,3916-NRPAP,Joined,0,1,Male,1,Fiber Optic,"37.818543, -121.006907",37.818543,-121.006907,0,85.7,0,0,0,Offer E,0,0,0,0,Credit Card,1,11474,0,Q3,0,5,0,California,1,1,0,3,256.75,0,89.52,0,346.27,1,1,95320
-28,69,0,0,,,58,Escalon,2013,Month-to-Month,United States,9743-DQKQW,Joined,0,0,Male,1,DSL,"37.818543, -121.006907",37.818543,-121.006907,0,25.1,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,0,11474,0,Q3,0,5,0,California,0,0,0,3,79.8,0,0,0,79.8,1,1,95320
-45,0,30.22,0,,,78,Escalon,3416,Two Year,United States,8606-OEGQZ,Stayed,1,0,Female,0,,"37.818543, -121.006907",37.818543,-121.006907,0,25.3,1,2,0,Offer D,0,0,0,0,Credit Card,1,11474,0,Q3,0,4,0,California,0,0,0,18,454.65,0,543.96,0,998.61,0,0,95320
-29,51,0,0,,,58,Escalon,5261,Two Year,United States,5010-IPEAQ,Stayed,1,1,Female,1,Cable,"37.818543, -121.006907",37.818543,-121.006907,1,54.2,0,2,2,,1,1,0,1,Credit Card,0,11474,1,Q3,1,3,0,California,0,0,1,67,3623.95,0,0,0,3623.95,1,1,95320
-25,48,39.22,0,,,48,Hornitos,3185,Month-to-Month,United States,8967-SZQAS,Stayed,0,0,Female,1,DSL,"37.479926, -120.230424",37.479926,-120.230424,0,50.45,0,0,0,Offer D,1,0,0,0,Bank Withdrawal,1,128,0,Q3,0,5,0,California,0,0,0,14,765.45,140,549.08,0,1454.53,1,0,95325
-59,24,48.39,0,,,34,Hornitos,5766,Month-to-Month,United States,0541-FITGH,Joined,0,0,Female,1,Cable,"37.479926, -120.230424",37.479926,-120.230424,1,62.15,0,0,6,Offer E,0,1,1,1,Mailed Check,1,128,0,Q3,1,3,0,California,1,1,0,2,113.1,0,96.78,0,209.88,0,1,95325
-37,0,49.19,0,,,72,Hornitos,5837,One Year,United States,0967-BMLBD,Stayed,1,0,Female,0,,"37.479926, -120.230424",37.479926,-120.230424,1,20,0,1,8,Offer D,0,0,1,1,Credit Card,1,128,0,Q3,1,5,0,California,0,0,0,11,196.35,0,541.09,0,737.44,0,0,95325
-40,24,47.3,0,,,80,Hornitos,2716,Month-to-Month,United States,5222-IMUKT,Stayed,0,0,Male,1,Fiber Optic,"37.479926, -120.230424",37.479926,-120.230424,0,91.05,0,0,0,,0,0,0,0,Bank Withdrawal,1,128,0,Q3,0,4,0,California,1,1,1,32,2871.5,0,1513.6,0,4385.1,0,1,95325
-26,0,39.84,0,,,67,Keyes,2483,Month-to-Month,United States,8944-AILEF,Stayed,0,0,Male,0,,"37.555631, -120.911653",37.555631,-120.911653,1,19.45,0,0,1,Offer D,0,0,1,1,Credit Card,1,2130,0,Q3,1,5,0,California,0,0,0,15,340.85,0,597.6,0,938.45,1,0,95328
-26,0,32.32,0,,,27,Keyes,4177,Month-to-Month,United States,6838-HVLXG,Stayed,0,0,Female,0,,"37.555631, -120.911653",37.555631,-120.911653,0,20.3,0,0,0,,0,0,0,0,Mailed Check,1,2130,0,Q3,0,3,0,California,0,0,0,12,246.7,0,387.84,0,634.54,1,0,95328
-23,0,29.79,0,,,45,Keyes,3733,Two Year,United States,5006-MXVRN,Stayed,0,0,Female,0,,"37.555631, -120.911653",37.555631,-120.911653,0,20.7,0,0,0,,0,0,0,0,Credit Card,1,2130,0,Q3,0,4,0,California,0,0,0,39,762.45,0,1161.81,0,1924.26,1,0,95328
-45,0,32.12,0,,,51,Keyes,4425,Two Year,United States,6685-XSHHU,Stayed,1,0,Male,0,,"37.555631, -120.911653",37.555631,-120.911653,1,20.95,0,2,9,,0,0,1,1,Bank Withdrawal,1,2130,0,Q3,1,5,0,California,0,0,0,60,1270.55,0,1927.2,0,3197.75,0,0,95328
-63,0,39.41,0,,,24,Manteca,6355,Two Year,United States,9087-EYCPR,Stayed,0,0,Female,0,,"37.830267, -121.201018",37.830267,-121.201018,0,25,1,0,0,Offer B,0,0,0,0,Mailed Check,1,36738,0,Q3,0,3,0,California,0,0,0,60,1505.05,0,2364.6,0,3869.65,0,0,95336
-63,0,34.33,0,,,21,Manteca,3433,Two Year,United States,8922-NPKBJ,Stayed,1,0,Male,0,,"37.830267, -121.201018",37.830267,-121.201018,1,19.35,0,2,10,,0,0,0,1,Mailed Check,1,36738,0,Q3,1,4,0,California,0,0,0,42,867.3,0,1441.86,0,2309.16,0,0,95336
-34,14,33.54,0,,,59,Manteca,4157,Month-to-Month,United States,7797-EJMDP,Stayed,0,0,Female,1,DSL,"37.830267, -121.201018",37.830267,-121.201018,0,66.05,0,0,0,Offer E,0,1,0,0,Bank Withdrawal,1,36738,1,Q3,0,3,0,California,1,1,0,8,574.5,0,268.32,0,842.82,0,1,95336
-44,0,31.01,0,,,47,Manteca,4486,One Year,United States,5857-XRECV,Joined,1,0,Female,0,,"37.830267, -121.201018",37.830267,-121.201018,0,20.5,0,3,0,,0,0,0,0,Bank Withdrawal,1,36738,0,Q3,0,3,0,California,0,0,0,2,38.25,0,62.02,0,100.27,0,0,95336
-26,52,0,0,,,28,Manteca,4134,Month-to-Month,United States,6791-YBNAK,Stayed,1,0,Male,1,DSL,"37.750822, -121.238423",37.750822,-121.238423,1,25.55,0,2,9,Offer D,0,0,0,1,Credit Card,0,19867,0,Q3,1,3,0,California,0,0,0,18,467.85,0,0,0,467.85,1,1,95337
-42,2,39.87,0,,,80,Manteca,3043,Month-to-Month,United States,2740-TVLFN,Joined,0,0,Male,1,DSL,"37.750822, -121.238423",37.750822,-121.238423,0,50.15,1,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,19867,0,Q3,0,3,0,California,0,0,0,1,50.15,0,39.87,0,90.02,0,1,95337
-27,0,49.51,0,,,43,Manteca,5657,Month-to-Month,United States,3530-VWVGU,Stayed,1,0,Female,0,,"37.750822, -121.238423",37.750822,-121.238423,1,19.9,0,2,2,Offer D,0,0,0,1,Credit Card,1,19867,0,Q3,1,4,0,California,0,0,0,22,400.3,0,1089.22,0,1489.52,1,0,95337
-29,59,44.7,0,,,68,Manteca,4844,One Year,United States,0725-CXOTM,Stayed,0,1,Female,1,DSL,"37.750822, -121.238423",37.750822,-121.238423,0,89.65,1,0,0,,0,1,1,0,Credit Card,1,19867,1,Q3,0,3,0,California,1,1,1,36,3348.1,0,1609.2,0,4957.3,1,1,95337
-64,0,24.42,0,,,66,Sonora,5065,Two Year,United States,7115-IRDHS,Stayed,0,0,Female,0,,"37.982716, -120.343732",37.982716,-120.343732,1,24.65,1,0,3,,0,0,0,1,Bank Withdrawal,1,25340,0,Q3,1,5,0,California,0,0,0,72,1830.05,0,1758.24,0,3588.29,0,0,95370
-56,18,48.68,0,,,49,Sonora,5233,Month-to-Month,United States,0428-IKYCP,Stayed,0,1,Male,1,Fiber Optic,"37.982716, -120.343732",37.982716,-120.343732,1,87,0,0,9,,0,0,1,1,Bank Withdrawal,1,25340,0,Q3,1,4,0,California,0,0,1,22,1850.65,0,1070.96,0,2921.61,0,1,95370
-22,0,33.01,0,,,26,Sonora,4994,Two Year,United States,1945-XISKS,Stayed,0,0,Female,0,,"37.982716, -120.343732",37.982716,-120.343732,1,19.65,0,0,4,,0,0,0,1,Credit Card,1,25340,0,Q3,1,4,0,California,0,0,0,67,1335.2,0,2211.67,0,3546.87,1,0,95370
-64,19,28.63,0,,,46,Sonora,4641,Two Year,United States,2925-VDZHY,Stayed,1,1,Male,1,DSL,"37.982716, -120.343732",37.982716,-120.343732,1,88.7,1,2,1,Offer A,1,1,0,1,Credit Card,1,25340,1,Q3,1,4,0,California,1,1,1,72,6501.35,0,2061.36,0,8562.71,0,1,95370
-21,52,28.8,0,,,35,Tracy,6466,Two Year,United States,9068-VPWQQ,Stayed,0,1,Male,1,Cable,"37.680968, -121.446049",37.680968,-121.446049,1,75.35,1,0,10,,0,1,0,1,Credit Card,1,69801,1,Q3,1,4,0,California,1,1,0,61,4729.3,0,1756.8,0,6486.1,1,1,95376
-55,15,28.8,0,,,24,Tracy,5191,One Year,United States,4003-OCTMP,Stayed,0,0,Female,1,Cable,"37.680968, -121.446049",37.680968,-121.446049,1,64,0,0,9,,0,1,1,1,Bank Withdrawal,1,69801,1,Q3,1,4,0,California,1,1,0,31,1910.75,0,892.8,0,2803.55,0,1,95376
-37,3,10.46,0,,,32,Tracy,5707,Two Year,United States,5360-LJCNJ,Stayed,0,1,Female,1,Fiber Optic,"37.680968, -121.446049",37.680968,-121.446049,1,105.15,1,0,4,,1,0,1,1,Bank Withdrawal,1,69801,0,Q3,1,5,0,California,1,1,1,71,7555,60,742.66,0,8357.66,0,0,95376
-27,51,23.28,0,,,42,Tracy,4363,One Year,United States,8033-VCZGH,Stayed,0,1,Male,1,Fiber Optic,"37.680968, -121.446049",37.680968,-121.446049,1,103.95,1,0,0,,0,1,1,1,Bank Withdrawal,1,69801,0,Q3,0,3,0,California,1,1,1,50,5231.3,0,1164,0,6395.3,1,1,95376
-60,53,41.45,0,,,53,Boonville,2404,One Year,United States,5593-SUAOO,Stayed,1,1,Female,1,Fiber Optic,"39.025867, -123.381544",39.025867,-123.381544,1,83.15,1,3,6,,1,0,0,1,Bank Withdrawal,1,1374,0,Q3,1,5,0,California,0,0,0,24,2033.05,0,994.8,0,3027.85,0,1,95415
-46,20,0,0,,,76,Boonville,4094,Two Year,United States,6164-HAQTX,Stayed,0,1,Male,1,DSL,"39.025867, -123.381544",39.025867,-123.381544,0,53.95,0,0,0,,1,1,0,0,Bank Withdrawal,0,1374,1,Q3,0,3,0,California,0,0,1,71,3888.65,0,0,0,3888.65,0,1,95415
-39,53,23.52,0,,,66,Boonville,6484,Month-to-Month,United States,5827-MWCZK,Stayed,1,0,Male,1,Fiber Optic,"39.025867, -123.381544",39.025867,-123.381544,1,96.95,1,3,4,Offer B,1,0,1,1,Credit Card,1,1374,1,Q3,1,5,0,California,0,0,1,56,5432.2,0,1317.12,0,6749.32,0,1,95415
-19,48,23.02,0,,,27,Boonville,4686,One Year,United States,1090-PYKCI,Stayed,1,1,Female,1,Fiber Optic,"39.025867, -123.381544",39.025867,-123.381544,1,105.1,1,3,1,Offer A,1,1,1,1,Credit Card,1,1374,1,Q3,1,3,0,California,0,0,1,69,7234.8,110,1588.38,0,8933.18,1,0,95415
-57,0,3.49,0,,,74,Duncans Mills,2618,Two Year,United States,5529-GIBVH,Stayed,0,0,Female,0,,"38.445603, -123.063756",38.445603,-123.063756,0,20.15,0,0,0,,0,0,0,0,Credit Card,1,187,0,Q3,0,3,0,California,0,0,0,47,1046.2,0,164.03,0,1210.23,0,0,95430
-53,0,32.75,0,,,38,Duncans Mills,5070,Two Year,United States,5622-UEJFI,Stayed,1,0,Female,0,,"38.445603, -123.063756",38.445603,-123.063756,1,25.4,1,1,9,,0,0,1,1,Credit Card,1,187,0,Q3,1,3,0,California,0,0,0,35,949.8,0,1146.25,0,2096.05,0,0,95430
-45,29,4.91,0,,,71,Duncans Mills,4071,Two Year,United States,5322-TEUJK,Stayed,1,1,Female,1,Fiber Optic,"38.445603, -123.063756",38.445603,-123.063756,1,114.6,1,3,5,,1,1,0,1,Bank Withdrawal,1,187,1,Q3,1,4,0,California,1,1,1,71,8100.25,0,348.61,0,8448.86,0,1,95430
-28,0,47.53,0,,,41,Duncans Mills,2798,Two Year,United States,6725-TPKJO,Stayed,0,0,Male,0,,"38.445603, -123.063756",38.445603,-123.063756,0,20.05,0,0,0,,0,0,0,0,Credit Card,1,187,0,Q3,0,3,0,California,0,0,0,44,845.25,0,2091.32,15.31,2921.26,1,0,95430
-49,23,26.58,0,,,26,Forestville,5251,Month-to-Month,United States,4741-WWJQZ,Joined,0,0,Female,1,Fiber Optic,"38.499302, -122.92444",38.499302,-122.92444,1,80.15,0,0,0,Offer E,0,1,1,1,Bank Withdrawal,1,6216,1,Q3,0,3,0,California,0,0,0,2,194.55,0,53.16,0,247.71,0,1,95436
-57,18,0,0,,,36,Forestville,5380,Two Year,United States,6203-HBZPA,Stayed,0,1,Male,1,DSL,"38.499302, -122.92444",38.499302,-122.92444,0,63.9,0,0,0,,1,1,0,0,Credit Card,0,6216,1,Q3,0,4,0,California,1,1,1,52,3334.95,0,0,0,3334.95,0,1,95436
-23,85,0,0,,,42,Forestville,4698,One Year,United States,1866-DIOQZ,Stayed,0,1,Female,1,Cable,"38.499302, -122.92444",38.499302,-122.92444,1,66.8,0,0,10,,1,1,0,1,Bank Withdrawal,0,6216,1,Q3,1,4,0,California,1,1,1,71,4689.15,0,0,0,4689.15,1,1,95436
-27,41,39.67,0,,,66,Forestville,5179,One Year,United States,1599-MMYRQ,Stayed,1,0,Male,1,Fiber Optic,"38.499302, -122.92444",38.499302,-122.92444,1,81.45,0,3,1,,1,1,1,1,Credit Card,1,6216,0,Q3,1,3,0,California,0,0,0,62,4983.05,0,2459.54,14.15,7428.44,1,1,95436
-26,73,46.88,0,,,57,Fort Bragg,3097,Month-to-Month,United States,6625-UTXEW,Stayed,0,0,Female,1,Cable,"39.455555, -123.683979",39.455555,-123.683979,1,51.25,0,0,1,Offer D,1,0,1,1,Bank Withdrawal,1,14417,0,Q3,1,3,0,California,0,0,0,12,612.1,0,562.56,0,1174.66,1,1,95437
-43,12,15.52,0,,,29,Fort Bragg,4895,One Year,United States,0484-FFVBJ,Stayed,0,0,Male,1,DSL,"39.455555, -123.683979",39.455555,-123.683979,0,64.85,0,0,0,,0,0,1,0,Bank Withdrawal,1,14417,0,Q3,0,5,0,California,1,1,1,32,2010.95,0,496.64,0,2507.59,0,1,95437
-43,3,49.51,0,,,39,Fort Bragg,5757,One Year,United States,8375-KVTHK,Stayed,0,0,Male,1,Fiber Optic,"39.455555, -123.683979",39.455555,-123.683979,1,100.3,0,0,1,,1,0,1,1,Bank Withdrawal,1,14417,1,Q3,1,4,0,California,1,1,1,68,6754.35,90,3366.68,0,10211.03,0,0,95437
-52,19,0,0,,,43,Fort Bragg,4117,One Year,United States,8821-KVZKQ,Stayed,1,1,Female,1,Cable,"39.455555, -123.683979",39.455555,-123.683979,1,58.4,0,2,1,Offer A,1,0,1,1,Bank Withdrawal,0,14417,1,Q3,1,5,0,California,1,1,1,70,4113.15,0,0,32.53,4080.62,0,1,95437
-61,30,12.02,0,,,34,Geyserville,6166,Two Year,United States,6244-BESBM,Stayed,1,0,Male,1,Fiber Optic,"38.731771, -123.064272",38.731771,-123.064272,1,95.2,0,1,6,,0,0,1,1,Credit Card,1,2349,1,Q3,1,4,0,California,1,1,1,69,6671.7,0,829.38,0,7501.08,0,1,95441
-31,2,0,0,,,62,Geyserville,6087,Month-to-Month,United States,4139-JPIAM,Stayed,0,0,Male,1,DSL,"38.731771, -123.064272",38.731771,-123.064272,0,44.45,0,0,0,,0,1,1,0,Credit Card,0,2349,1,Q3,0,4,0,California,1,1,0,51,2181.55,0,0,0,2181.55,0,1,95441
-51,11,29.72,0,,,52,Geyserville,5156,One Year,United States,3709-OIJEA,Stayed,0,1,Male,1,Fiber Optic,"38.731771, -123.064272",38.731771,-123.064272,0,85.2,0,0,0,,1,0,1,0,Bank Withdrawal,1,2349,1,Q3,0,5,0,California,0,0,0,26,2184.6,0,772.72,0,2957.32,0,1,95441
-49,24,0,0,,,48,Geyserville,5671,Two Year,United States,6434-TTGJP,Stayed,1,1,Male,1,Cable,"38.731771, -123.064272",38.731771,-123.064272,1,53.7,0,2,2,Offer D,1,1,0,1,Credit Card,0,2349,1,Q3,1,3,0,California,1,1,0,10,521,0,0,22.97,498.03,0,1,95441
-32,52,28.64,0,,,36,Kenwood,5735,Two Year,United States,7182-OVLBJ,Stayed,1,0,Female,1,Fiber Optic,"38.419525, -122.521585",38.419525,-122.521585,1,101.15,1,3,4,,0,1,1,1,Bank Withdrawal,1,1653,0,Q3,1,3,0,California,1,1,1,62,6638.35,30,1775.68,0,8444.03,0,0,95452
-55,27,38.52,0,,,37,Kenwood,4216,Two Year,United States,0106-UGRDO,Stayed,0,1,Female,1,Fiber Optic,"38.419525, -122.521585",38.419525,-122.521585,1,116,1,0,3,Offer A,1,1,1,1,Bank Withdrawal,1,1653,1,Q3,1,3,0,California,1,1,1,69,8182.85,0,2657.88,0,10840.73,0,1,95452
-58,29,8.35,0,,,28,Kenwood,4323,Month-to-Month,United States,7766-CLTIC,Stayed,0,0,Female,1,Cable,"38.419525, -122.521585",38.419525,-122.521585,0,60.95,0,0,0,,0,0,1,0,Credit Card,1,1653,1,Q3,0,3,0,California,1,1,0,10,629.55,0,83.5,0,713.05,0,1,95452
-61,0,16.02,0,,,52,Kenwood,5811,Month-to-Month,United States,9962-BFPDU,Joined,1,0,Female,0,,"38.419525, -122.521585",38.419525,-122.521585,1,20.05,0,3,3,,0,0,0,1,Credit Card,1,1653,0,Q3,1,5,0,California,0,0,0,1,20.05,0,16.02,0,36.07,0,0,95452
-25,0,22.05,0,,,41,Little River,4603,Two Year,United States,4821-WQOYN,Stayed,1,0,Female,0,,"39.245911, -123.77214",39.245911,-123.77214,1,20.1,0,2,6,,0,0,1,1,Credit Card,1,882,0,Q3,1,4,0,California,0,0,0,72,1326.25,0,1587.6,0,2913.85,1,0,95456
-62,57,0,0,,,30,Little River,4288,One Year,United States,2606-PKWJB,Stayed,1,0,Male,1,Cable,"39.245911, -123.77214",39.245911,-123.77214,0,40.25,0,3,0,,1,1,0,0,Credit Card,0,882,1,Q3,0,4,0,California,0,0,0,40,1564.05,0,0,0,1564.05,0,1,95456
-29,0,49.02,0,,,80,Little River,4758,Two Year,United States,9084-OAYKL,Stayed,0,0,Male,0,,"39.245911, -123.77214",39.245911,-123.77214,0,20.8,0,0,0,Offer B,0,0,0,0,Credit Card,1,882,0,Q3,0,4,0,California,0,0,0,58,1212.25,0,2843.16,0,4055.41,1,0,95456
-27,0,38.41,0,,,23,Little River,2011,Month-to-Month,United States,6394-HHHZM,Joined,0,0,Male,0,,"39.245911, -123.77214",39.245911,-123.77214,0,20.7,0,0,0,Offer E,0,0,0,0,Credit Card,1,882,0,Q3,0,4,0,California,0,0,0,3,57.5,0,115.23,0,172.73,1,0,95456
-59,24,0,0,,,69,Lower Lake,3671,One Year,United States,4730-AWNAU,Stayed,0,1,Male,1,DSL,"38.925545, -122.549083",38.925545,-122.549083,1,60.7,0,0,7,,0,1,0,1,Credit Card,0,2644,1,Q3,1,3,0,California,1,1,1,36,2234.55,0,0,0,2234.55,0,1,95457
-26,0,7.03,0,,,32,Lower Lake,5472,Two Year,United States,5322-ZSMZY,Stayed,1,0,Male,0,,"38.925545, -122.549083",38.925545,-122.549083,1,25.75,1,3,7,,0,0,0,1,Credit Card,1,2644,0,Q3,1,4,0,California,0,0,0,31,755.6,0,217.93,0,973.53,1,0,95457
-31,13,2.5,0,,,49,Lower Lake,5824,Two Year,United States,6122-LJADA,Stayed,1,1,Male,1,Cable,"38.925545, -122.549083",38.925545,-122.549083,1,90.15,1,1,7,,1,1,1,1,Credit Card,1,2644,1,Q3,1,3,0,California,1,1,1,70,6237.05,0,175,0,6412.05,0,1,95457
-39,0,48.78,0,,,30,Lower Lake,4477,Two Year,United States,5995-LFTLE,Stayed,0,0,Male,0,,"38.925545, -122.549083",38.925545,-122.549083,0,25.3,1,0,0,,0,0,1,0,Credit Card,1,2644,0,Q3,0,5,0,California,0,0,0,58,1474.35,0,2829.24,0,4303.59,0,0,95457
-25,59,21.96,0,,,62,Monte Rio,5551,Two Year,United States,4389-UEFCZ,Stayed,0,1,Female,1,Fiber Optic,"38.471049, -123.015549",38.471049,-123.015549,1,105.5,1,0,0,,0,1,1,1,Bank Withdrawal,1,1537,0,Q3,0,3,0,California,1,1,1,72,7544,0,1581.12,0,9125.12,1,1,95462
-39,6,5.51,0,,,52,Monte Rio,6286,Two Year,United States,9435-JMLSX,Stayed,0,1,Male,1,Cable,"38.471049, -123.015549",38.471049,-123.015549,1,86.1,0,0,7,Offer A,1,1,1,1,Bank Withdrawal,1,1537,1,Q3,1,4,0,California,1,1,1,71,6045.9,0,391.21,0,6437.11,0,1,95462
-56,2,42.26,0,,,67,Monte Rio,4038,Month-to-Month,United States,5201-USSQZ,Stayed,0,0,Female,1,Fiber Optic,"38.471049, -123.015549",38.471049,-123.015549,1,85.9,0,0,1,,0,0,0,1,Credit Card,1,1537,1,Q3,1,4,0,California,1,1,0,26,2196.45,0,1098.76,0,3295.21,0,1,95462
-21,48,34.95,0,,,51,Monte Rio,6022,Two Year,United States,0665-XHDJU,Stayed,0,0,Male,1,Fiber Optic,"38.471049, -123.015549",38.471049,-123.015549,1,99.4,1,0,7,,1,0,1,1,Bank Withdrawal,1,1537,0,Q3,1,5,0,California,1,1,1,72,7285.7,0,2516.4,0,9802.1,1,1,95462
-20,59,38.37,0,,,40,Potter Valley,5082,One Year,United States,9968-FFVVH,Stayed,0,1,Male,1,Cable,"39.408634, -123.045516",39.408634,-123.045516,0,68.8,1,0,0,,1,1,0,0,Bank Withdrawal,1,1884,1,Q3,0,3,0,California,0,0,0,63,4111.35,0,2417.31,0,6528.66,1,1,95469
-43,3,38.3,0,,,22,Potter Valley,4256,Two Year,United States,6176-YJWAS,Stayed,0,1,Male,1,Fiber Optic,"39.408634, -123.045516",39.408634,-123.045516,1,97.95,1,0,1,Offer A,1,1,1,1,Credit Card,1,1884,0,Q3,1,4,0,California,0,0,1,72,7114.25,0,2757.6,0,9871.85,0,1,95469
-40,0,48.92,0,,,72,Potter Valley,4188,Month-to-Month,United States,9256-JTBNZ,Stayed,0,0,Female,0,,"39.408634, -123.045516",39.408634,-123.045516,0,20.3,0,0,0,,0,0,0,0,Bank Withdrawal,1,1884,0,Q3,0,3,0,California,0,0,0,11,246.3,0,538.12,0,784.42,0,0,95469
-34,13,20.27,0,,,26,Potter Valley,4093,One Year,United States,4759-PXTAN,Stayed,0,0,Female,1,DSL,"39.408634, -123.045516",39.408634,-123.045516,1,80.1,1,0,7,,1,0,1,1,Bank Withdrawal,1,1884,1,Q3,1,5,0,California,1,1,1,59,4693.2,0,1195.93,0,5889.13,0,1,95469
-60,22,6.05,0,,,61,Sebastopol,5466,Two Year,United States,8390-FESFV,Stayed,0,1,Female,1,DSL,"38.398815, -122.861923",38.398815,-122.861923,0,84.5,1,0,0,,1,0,0,0,Bank Withdrawal,1,31266,1,Q3,0,4,0,California,1,1,1,62,5193.2,0,375.1,0,5568.3,0,1,95472
-45,9,0,0,,,73,Sebastopol,2716,Month-to-Month,United States,5311-IHLEI,Stayed,0,0,Male,1,DSL,"38.398815, -122.861923",38.398815,-122.861923,0,50.95,0,0,0,Offer D,1,1,1,0,Bank Withdrawal,0,31266,1,Q3,0,3,0,California,0,0,1,12,605.75,0,0,0,605.75,0,1,95472
-43,2,34.78,0,,,36,Sebastopol,2269,One Year,United States,2432-TFSMK,Stayed,0,1,Male,1,Fiber Optic,"38.398815, -122.861923",38.398815,-122.861923,0,89.6,1,0,0,,0,0,1,0,Credit Card,1,31266,0,Q3,0,3,0,California,0,0,1,18,1633,0,626.04,0,2259.04,0,1,95472
-19,69,0,0,,,80,Sebastopol,5784,Two Year,United States,6549-BTYPG,Stayed,0,1,Female,1,DSL,"38.398815, -122.861923",38.398815,-122.861923,1,60.8,0,0,5,,1,0,0,1,Credit Card,0,31266,1,Q3,1,5,0,California,1,1,1,60,3603.45,0,0,0,3603.45,1,1,95472
-37,17,43.81,0,,,68,Upper Lake,5880,Two Year,United States,6248-TKCQV,Stayed,0,0,Female,1,DSL,"39.220368, -122.907693",39.220368,-122.907693,1,80.6,1,0,5,,0,1,1,1,Bank Withdrawal,1,2344,1,Q3,1,3,0,California,1,1,1,70,5460.2,0,3066.7,0,8526.9,0,1,95485
-62,20,11.74,0,,,72,Upper Lake,5804,Month-to-Month,United States,5131-PONJI,Stayed,1,1,Male,1,Fiber Optic,"39.220368, -122.907693",39.220368,-122.907693,1,90.4,0,3,10,Offer B,1,0,1,1,Credit Card,1,2344,0,Q3,1,3,0,California,0,0,1,49,4494.65,0,575.26,0,5069.91,0,1,95485
-59,29,10.03,0,,,73,Upper Lake,4298,One Year,United States,1834-ABKHQ,Stayed,1,1,Female,1,Cable,"39.220368, -122.907693",39.220368,-122.907693,1,50.95,0,2,2,Offer B,0,0,1,1,Bank Withdrawal,1,2344,0,Q3,1,4,0,California,0,0,0,52,2610.65,0,521.56,0,3132.21,0,1,95485
-29,0,25.1,0,,,27,Upper Lake,2053,Month-to-Month,United States,9374-YOLBJ,Joined,1,0,Female,0,,"39.220368, -122.907693",39.220368,-122.907693,1,19.25,0,5,9,Offer E,0,0,0,1,Bank Withdrawal,1,2344,0,Q3,1,4,0,California,0,0,0,1,19.25,0,25.1,0,44.35,1,0,95485
-50,25,19.3,0,,,27,Willits,3469,Month-to-Month,United States,6198-ZFIOJ,Stayed,0,0,Female,1,Fiber Optic,"39.492046, -123.375818",39.492046,-123.375818,0,75.6,1,0,0,,0,0,0,0,Bank Withdrawal,1,13472,0,Q3,0,3,0,California,0,0,0,5,402.5,10,96.5,0,509,0,0,95490
-32,22,30.86,0,,,40,Willits,4835,One Year,United States,3489-VSFRD,Stayed,0,1,Female,1,DSL,"39.492046, -123.375818",39.492046,-123.375818,0,60.25,0,0,0,Offer B,0,1,1,0,Credit Card,1,13472,1,Q3,0,4,0,California,0,0,0,56,3282.75,0,1728.16,0,5010.91,0,1,95490
-51,13,24.75,0,,,21,Willits,2183,Month-to-Month,United States,3932-IJWDZ,Stayed,0,1,Male,1,Fiber Optic,"39.492046, -123.375818",39.492046,-123.375818,0,103.65,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,13472,1,Q3,0,5,0,California,1,1,1,45,4747.85,0,1113.75,0,5861.6,0,1,95490
-58,23,0,0,,,27,Willits,4021,Month-to-Month,United States,6128-DAFVY,Stayed,0,0,Female,1,DSL,"39.492046, -123.375818",39.492046,-123.375818,0,44.85,0,0,0,,0,0,1,0,Credit Card,0,13472,0,Q3,0,5,0,California,1,1,1,56,2564.95,0,0,0,2564.95,0,1,95490
-42,27,0,0,,,70,Windsor,5623,One Year,United States,5989-OMNJE,Stayed,0,1,Female,1,DSL,"38.527297, -122.810044",38.527297,-122.810044,1,57.6,0,0,6,,1,1,0,1,Bank Withdrawal,0,23701,0,Q3,1,4,0,California,1,1,1,24,1367.75,0,0,0,1367.75,0,1,95492
-29,0,46.53,0,,,45,Windsor,4267,Month-to-Month,United States,3345-JHUEO,Stayed,0,0,Male,0,,"38.527297, -122.810044",38.527297,-122.810044,0,20.2,0,0,0,,0,0,1,0,Bank Withdrawal,1,23701,0,Q3,0,3,0,California,0,0,0,4,55.7,0,186.12,0,241.82,1,0,95492
-45,0,43.3,0,,,42,Windsor,6466,Two Year,United States,1240-HCBOH,Stayed,0,0,Female,0,,"38.527297, -122.810044",38.527297,-122.810044,0,26.1,1,0,0,,0,0,1,0,Credit Card,1,23701,0,Q3,0,3,0,California,0,0,0,67,1759.55,0,2901.1,0,4660.65,0,0,95492
-59,13,32.5,0,,,48,Windsor,4905,Two Year,United States,9933-QRGTX,Stayed,0,0,Female,1,Fiber Optic,"38.527297, -122.810044",38.527297,-122.810044,1,97.2,0,0,6,,0,1,1,1,Bank Withdrawal,1,23701,1,Q3,1,4,0,California,1,1,1,60,5611.75,0,1950,0,7561.75,0,1,95492
-57,3,38.97,0,,,37,Blocksburg,3354,Month-to-Month,United States,4945-RVMTE,Stayed,0,1,Female,1,Cable,"40.309088, -123.668201",40.309088,-123.668201,0,59.55,0,0,0,,0,0,1,0,Bank Withdrawal,1,199,0,Q3,0,3,0,California,0,0,1,28,1646.45,0,1091.16,0,2737.61,0,1,95514
-26,51,38.74,0,,,70,Blocksburg,3132,Month-to-Month,United States,2674-MIAHT,Stayed,0,0,Female,1,Fiber Optic,"40.309088, -123.668201",40.309088,-123.668201,0,80.3,1,0,0,,1,0,1,0,Credit Card,1,199,0,Q3,0,3,0,California,0,0,0,4,324.2,0,154.96,0,479.16,1,1,95514
-34,25,47.1,0,,,40,Blocksburg,2499,One Year,United States,2519-TWKFS,Stayed,1,0,Male,1,DSL,"40.309088, -123.668201",40.309088,-123.668201,1,55.1,1,1,2,,0,0,1,1,Credit Card,1,199,1,Q3,1,4,0,California,0,0,0,25,1466.1,0,1177.5,0,2643.6,0,1,95514
-45,0,1.87,0,,,21,Blocksburg,5746,Two Year,United States,7268-WNTCP,Stayed,1,0,Male,0,,"40.309088, -123.668201",40.309088,-123.668201,1,20.45,0,2,2,,0,0,0,1,Bank Withdrawal,1,199,0,Q3,1,4,0,California,0,0,0,62,1297.35,0,115.94,0,1413.29,0,0,95514
-48,23,32,0,,,22,Arcata,3235,One Year,United States,1866-NXPSP,Stayed,0,1,Female,1,Cable,"40.839958, -124.003757",40.839958,-124.003757,0,75.55,0,0,0,,1,1,1,0,Credit Card,1,19596,1,Q3,0,4,0,California,1,1,0,36,2680.15,100,1152,0,3932.15,0,0,95521
-39,15,14.07,0,,,31,Arcata,3160,Month-to-Month,United States,7587-AOVVU,Stayed,1,0,Male,1,Fiber Optic,"40.839958, -124.003757",40.839958,-124.003757,1,100.75,1,1,0,,1,1,0,1,Bank Withdrawal,1,19596,1,Q3,0,3,0,California,0,0,1,27,2793.55,0,379.89,0,3173.44,0,1,95521
-55,0,37.98,0,,,68,Arcata,5613,Two Year,United States,0626-QXNGV,Stayed,0,0,Female,0,,"40.839958, -124.003757",40.839958,-124.003757,1,24.15,1,0,7,,0,0,1,1,Credit Card,1,19596,0,Q3,1,5,0,California,0,0,0,72,1776.45,0,2734.56,0,4511.01,0,0,95521
-37,29,0,0,,,24,Arcata,4458,One Year,United States,8409-WQJUX,Stayed,0,1,Female,1,Cable,"40.839958, -124.003757",40.839958,-124.003757,0,54.2,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,0,19596,1,Q3,0,3,0,California,1,1,1,25,1423.15,0,0,0,1423.15,0,1,95521
-50,18,44.76,0,,,56,Carlotta,2667,One Year,United States,1661-CZBAU,Stayed,0,0,Male,1,DSL,"40.497283, -123.93037",40.497283,-123.93037,0,70.95,1,0,0,Offer B,0,1,1,0,Bank Withdrawal,1,1072,1,Q3,0,3,0,California,1,1,0,48,3629.2,0,2148.48,0,5777.68,0,1,95528
-50,4,34.01,0,,,45,Carlotta,5428,One Year,United States,9357-UJRUN,Stayed,0,0,Male,1,Cable,"40.497283, -123.93037",40.497283,-123.93037,1,58.35,1,0,5,,0,1,1,1,Bank Withdrawal,1,1072,1,Q3,1,3,0,California,0,0,0,24,1346.9,0,816.24,0,2163.14,0,1,95528
-57,11,17.19,0,,,43,Carlotta,5763,Month-to-Month,United States,4338-EYCER,Stayed,0,0,Male,1,DSL,"40.497283, -123.93037",40.497283,-123.93037,1,54.6,0,0,4,,0,0,0,1,Bank Withdrawal,1,1072,0,Q3,1,3,0,California,0,0,1,21,1125.2,0,360.99,0,1486.19,0,1,95528
-50,0,10.25,0,,,67,Carlotta,3171,One Year,United States,9746-UGFAC,Stayed,0,0,Female,0,,"40.497283, -123.93037",40.497283,-123.93037,0,20.85,0,0,0,Offer D,0,0,0,0,Bank Withdrawal,1,1072,0,Q3,0,5,0,California,0,0,0,22,450.65,0,225.5,0,676.15,0,0,95528
-47,0,13.86,0,,,38,Fortuna,3331,Month-to-Month,United States,9788-YTFGE,Stayed,0,0,Male,0,,"40.584991, -124.121504",40.584991,-124.121504,0,19.95,0,0,0,,0,0,1,0,Credit Card,1,12241,0,Q3,0,3,0,California,0,0,0,7,147.5,0,97.02,0,244.52,0,0,95540
-22,73,31.48,0,,,61,Fortuna,5625,Month-to-Month,United States,0258-NOKBL,Joined,0,1,Male,1,Fiber Optic,"40.584991, -124.121504",40.584991,-124.121504,0,90.4,0,0,0,,1,0,0,0,Bank Withdrawal,1,12241,0,Q3,0,5,0,California,1,1,0,3,268.45,0,94.44,0,362.89,1,1,95540
-50,25,27.59,0,,,41,Fortuna,5130,Two Year,United States,8513-OLYGY,Stayed,0,1,Male,1,Fiber Optic,"40.584991, -124.121504",40.584991,-124.121504,1,115.8,1,0,8,,1,1,0,1,Credit Card,1,12241,1,Q3,1,3,0,California,1,1,1,72,8332.15,0,1986.48,0,10318.63,0,1,95540
-20,59,4.16,0,,,56,Fortuna,5594,One Year,United States,4636-OLWOE,Stayed,1,1,Male,1,Cable,"40.584991, -124.121504",40.584991,-124.121504,0,61,0,2,0,Offer B,1,0,1,0,Bank Withdrawal,1,12241,1,Q3,0,4,0,California,0,0,0,54,3283.05,0,224.64,0,3507.69,1,1,95540
-33,0,43.37,0,,,42,Kneeland,4015,Two Year,United States,4565-NLZBV,Stayed,0,0,Female,0,,"40.664483, -123.865325",40.664483,-123.865325,1,24.65,1,0,5,,0,0,1,1,Bank Withdrawal,1,264,0,Q3,1,4,0,California,0,0,0,71,1710.15,0,3079.27,0,4789.42,0,0,95549
-43,11,22.49,0,,,22,Kneeland,2111,Month-to-Month,United States,3043-TYBNO,Joined,0,0,Male,1,DSL,"40.664483, -123.865325",40.664483,-123.865325,0,60.65,0,0,0,,0,0,0,0,Credit Card,1,264,1,Q3,0,5,0,California,1,1,0,3,196.9,0,67.47,0,264.37,0,1,95549
-22,52,44.24,0,,,74,Kneeland,5680,One Year,United States,3680-CTHUH,Stayed,0,1,Male,1,Fiber Optic,"40.664483, -123.865325",40.664483,-123.865325,0,116.6,1,0,0,,1,1,1,0,Credit Card,1,264,1,Q3,0,3,0,California,1,1,1,60,7049.5,0,2654.4,0,9703.9,1,1,95549
-33,17,38.95,0,,,54,Kneeland,3752,Month-to-Month,United States,4012-ZTHBR,Stayed,1,0,Female,1,Cable,"40.664483, -123.865325",40.664483,-123.865325,1,44.95,0,2,6,Offer D,0,0,1,1,Bank Withdrawal,1,264,0,Q3,1,5,0,California,0,0,0,21,926.25,0,817.95,0,1744.2,0,1,95549
-61,6,0,0,,,43,Mad River,5656,One Year,United States,6682-VCIXC,Stayed,0,0,Female,1,Cable,"40.390301, -123.412327",40.390301,-123.412327,1,51.25,0,0,2,Offer B,1,1,1,1,Bank Withdrawal,0,265,1,Q3,1,3,0,California,0,0,1,43,2151.6,0,0,0,2151.6,0,1,95552
-60,24,9.53,0,,,52,Mad River,5421,Month-to-Month,United States,2960-NKRSO,Stayed,0,1,Male,1,Fiber Optic,"40.390301, -123.412327",40.390301,-123.412327,0,85.95,0,0,0,,1,0,1,0,Bank Withdrawal,1,265,1,Q3,0,3,0,California,0,0,0,24,2107.15,0,228.72,0,2335.87,0,1,95552
-20,47,43.78,0,,,30,Mad River,4709,Month-to-Month,United States,1852-XEMDW,Stayed,0,1,Male,1,DSL,"40.390301, -123.412327",40.390301,-123.412327,0,65.05,1,0,0,Offer D,1,1,0,0,Credit Card,1,265,0,Q3,0,4,0,California,0,0,0,22,1427.55,10,963.16,0,2400.71,1,0,95552
-53,0,29.09,0,,,57,Mad River,5573,Two Year,United States,1354-YZFNB,Stayed,1,0,Male,0,,"40.390301, -123.412327",40.390301,-123.412327,1,19.55,0,3,0,Offer E,0,0,0,1,Credit Card,1,265,0,Q3,0,4,0,California,0,0,0,4,68.8,0,116.36,0,185.16,0,0,95552
-28,0,12.87,0,,,79,Orick,5398,Two Year,United States,3910-MRQOY,Stayed,0,0,Female,0,,"41.336354, -124.044354",41.336354,-124.044354,1,19.4,0,0,8,,0,0,0,1,Bank Withdrawal,1,494,0,Q3,1,3,0,California,0,0,0,72,1496.45,0,926.64,0,2423.09,1,0,95555
-24,0,47.31,0,,,45,Orick,4416,Two Year,United States,0397-ZXWQF,Stayed,0,0,Male,0,,"41.336354, -124.044354",41.336354,-124.044354,0,20.5,0,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,494,0,Q3,0,5,0,California,0,0,0,67,1430.95,0,3169.77,0,4600.72,1,0,95555
-59,0,48.29,0,,,36,Orick,4755,Two Year,United States,1820-DJFPH,Stayed,1,0,Female,0,,"41.336354, -124.044354",41.336354,-124.044354,1,24.05,1,3,4,,0,0,1,1,Bank Withdrawal,1,494,0,Q3,1,4,0,California,0,0,0,72,1709.15,0,3476.88,0,5186.03,0,0,95555
-22,82,0,0,,,54,Orick,4296,One Year,United States,2812-ENYMO,Stayed,0,0,Male,1,Cable,"41.336354, -124.044354",41.336354,-124.044354,0,54.55,0,0,0,Offer C,0,1,0,0,Credit Card,0,494,1,Q3,0,4,0,California,1,1,1,26,1362.85,0,0,0,1362.85,1,1,95555
-56,7,7.68,0,,,28,Orleans,3733,One Year,United States,0661-WCQNQ,Stayed,0,0,Male,1,DSL,"41.269521, -123.546958",41.269521,-123.546958,1,56.25,0,0,8,Offer D,0,1,1,1,Credit Card,1,574,1,Q3,1,4,0,California,0,0,0,22,1292.2,100,168.96,0,1561.16,0,0,95556
-47,0,39.48,0,,,56,Orleans,4886,One Year,United States,5266-PFRQK,Stayed,1,0,Male,0,,"41.269521, -123.546958",41.269521,-123.546958,1,20.85,0,3,2,Offer B,0,0,1,1,Credit Card,1,574,0,Q3,1,4,0,California,0,0,0,52,1071.6,0,2052.96,0,3124.56,0,0,95556
-23,0,4.92,0,,,23,Orleans,5355,Month-to-Month,United States,9426-SXNHE,Joined,0,0,Female,0,,"41.269521, -123.546958",41.269521,-123.546958,0,18.75,0,0,0,,0,0,0,0,Bank Withdrawal,1,574,0,Q3,0,4,0,California,0,0,0,2,53.15,0,9.84,0,62.99,1,0,95556
-24,0,15.66,0,,,32,Orleans,2675,Month-to-Month,United States,2717-HVIZY,Stayed,1,0,Female,0,,"41.269521, -123.546958",41.269521,-123.546958,0,20.05,0,2,0,Offer E,0,0,0,0,Credit Card,1,574,0,Q3,0,4,0,California,0,0,0,8,163.6,0,125.28,0,288.88,1,0,95556
-57,0,22.24,0,,,31,Phillipsville,6059,Two Year,United States,4656-CAURT,Stayed,0,0,Male,0,,"40.184094, -123.745487",40.184094,-123.745487,0,23.95,1,0,0,,0,0,0,0,Bank Withdrawal,1,163,0,Q3,0,3,0,California,0,0,0,69,1713.1,0,1534.56,0,3247.66,0,0,95559
-56,0,33.47,0,,,20,Phillipsville,2244,One Year,United States,6765-MBQNU,Stayed,0,0,Female,0,,"40.184094, -123.745487",40.184094,-123.745487,1,26,1,0,7,,0,0,0,1,Credit Card,1,163,0,Q3,1,5,0,California,0,0,0,26,684.05,0,870.22,0,1554.27,0,0,95559
-23,0,36.86,0,,,72,Phillipsville,3743,One Year,United States,1269-FOYWN,Stayed,1,0,Male,0,,"40.184094, -123.745487",40.184094,-123.745487,1,20,0,3,2,,0,0,0,1,Bank Withdrawal,1,163,0,Q3,1,3,0,California,0,0,0,44,860.85,0,1621.84,0,2482.69,1,0,95559
-20,85,28.61,0,,,65,Phillipsville,2657,Month-to-Month,United States,3422-GALYP,Joined,0,0,Male,1,Fiber Optic,"40.184094, -123.745487",40.184094,-123.745487,0,79.45,1,0,0,Offer E,1,0,1,0,Bank Withdrawal,1,163,0,Q3,0,4,0,California,0,0,0,2,145.15,0,57.22,0,202.37,1,1,95559
-56,0,25.58,0,,,29,Scotia,5363,Two Year,United States,6265-FRMTQ,Stayed,0,0,Male,0,,"40.440636, -124.098739",40.440636,-124.098739,0,20.4,0,0,0,,0,0,0,0,Bank Withdrawal,1,1125,0,Q3,0,3,0,California,0,0,0,31,609.1,0,792.98,0,1402.08,0,0,95565
-37,0,17.89,0,,,76,Scotia,3383,Month-to-Month,United States,3308-MHOOC,Joined,1,0,Male,0,,"40.440636, -124.098739",40.440636,-124.098739,0,19.2,0,3,0,,0,0,1,0,Credit Card,1,1125,0,Q3,0,3,0,California,0,0,0,1,19.2,0,17.89,0,37.09,0,0,95565
-19,76,0,0,,,61,Scotia,5092,Month-to-Month,United States,9895-VFOXH,Joined,0,0,Female,1,DSL,"40.440636, -124.098739",40.440636,-124.098739,0,24.4,0,0,0,,0,0,0,0,Credit Card,0,1125,0,Q3,0,5,0,California,0,1,0,1,24.4,10,0,0,34.4,1,0,95565
-45,0,27.6,0,,,46,Scotia,2447,Two Year,United States,7977-HXJKU,Stayed,1,0,Male,0,,"40.440636, -124.098739",40.440636,-124.098739,0,19.6,0,2,0,Offer D,0,0,0,0,Credit Card,1,1125,0,Q3,0,3,0,California,0,0,0,21,397,0,579.6,0,976.6,0,0,95565
-55,0,23.46,0,,,71,Weott,3087,Two Year,United States,2017-CCBLH,Stayed,0,0,Female,0,,"40.310119, -123.909449",40.310119,-123.909449,0,20,0,0,0,,0,0,0,0,Credit Card,1,270,0,Q3,0,3,0,California,0,0,0,8,141.6,0,187.68,0,329.28,0,0,95571
-56,29,0,0,,,45,Weott,4558,Two Year,United States,8046-DNVTL,Stayed,0,0,Male,1,Cable,"40.310119, -123.909449",40.310119,-123.909449,1,38.6,0,0,8,Offer B,1,1,1,1,Credit Card,0,270,1,Q3,1,4,0,California,0,0,0,62,2345.55,0,0,0,2345.55,0,1,95571
-19,52,38.81,0,,,28,Weott,4056,Month-to-Month,United States,5032-MIYKT,Joined,0,0,Female,1,Fiber Optic,"40.310119, -123.909449",40.310119,-123.909449,0,70.7,0,0,0,,0,0,1,0,Credit Card,1,270,0,Q3,0,3,0,California,0,1,0,1,70.7,0,38.81,0,109.51,1,1,95571
-43,16,5.52,0,,,51,Weott,3315,Month-to-Month,United States,7356-IWLFW,Stayed,1,0,Male,1,Fiber Optic,"40.310119, -123.909449",40.310119,-123.909449,1,80,1,1,1,Offer B,1,0,1,1,Bank Withdrawal,1,270,0,Q3,1,5,0,California,0,0,0,46,3769.7,0,253.92,0,4023.62,0,1,95571
-20,71,26.64,0,,,28,Willow Creek,4515,One Year,United States,7690-KPNCU,Stayed,0,1,Male,1,DSL,"40.949012, -123.655847",40.949012,-123.655847,1,73.05,0,0,5,Offer B,0,1,1,1,Credit Card,1,1666,0,Q3,1,3,0,California,1,1,1,64,4688.65,0,1704.96,0,6393.61,1,1,95573
-40,15,0,0,,,28,Willow Creek,4831,Month-to-Month,United States,2209-XADXF,Joined,0,0,Female,1,DSL,"40.949012, -123.655847",40.949012,-123.655847,0,25.25,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,0,1666,0,Q3,0,5,0,California,0,0,0,1,25.25,10,0,0,35.25,0,0,95573
-33,30,35.09,0,,,57,Willow Creek,2776,Month-to-Month,United States,7396-VJUZB,Stayed,1,0,Male,1,DSL,"40.949012, -123.655847",40.949012,-123.655847,1,45.25,0,2,8,Offer E,0,0,0,1,Credit Card,1,1666,0,Q3,1,5,0,California,0,0,0,4,155.35,0,140.36,0,295.71,0,1,95573
-32,21,38.71,0,,,28,Willow Creek,4924,Two Year,United States,9541-PWTWO,Stayed,0,1,Female,1,DSL,"40.949012, -123.655847",40.949012,-123.655847,0,80.95,1,0,0,Offer B,0,0,1,0,Bank Withdrawal,1,1666,1,Q3,0,5,0,California,1,1,1,52,4233.95,0,2012.92,0,6246.87,0,1,95573
-27,0,42.33,0,,,41,Leggett,5145,Month-to-Month,United States,0536-BGFMZ,Stayed,0,0,Female,0,,"39.873371, -123.741474",39.873371,-123.741474,1,20.5,0,0,3,,0,0,0,1,Credit Card,1,321,0,Q3,1,4,0,California,0,0,0,28,563.05,0,1185.24,0,1748.29,1,0,95585
-64,9,10.97,0,,,74,Leggett,4459,Month-to-Month,United States,6620-JDYNW,Stayed,0,1,Female,1,DSL,"39.873371, -123.741474",39.873371,-123.741474,0,60.6,1,0,0,Offer D,0,1,1,0,Credit Card,1,321,0,Q3,0,3,0,California,0,0,0,18,1156.35,0,197.46,0,1353.81,0,1,95585
-51,26,1.57,0,,,37,Leggett,2980,Month-to-Month,United States,9717-QEBGU,Joined,0,0,Male,1,Fiber Optic,"39.873371, -123.741474",39.873371,-123.741474,0,70.3,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,321,0,Q3,0,4,0,California,0,0,0,2,144,0,3.14,0,147.14,0,1,95585
-54,0,17.43,0,,,59,Leggett,5847,Two Year,United States,3967-VQOGC,Stayed,1,0,Female,0,,"39.873371, -123.741474",39.873371,-123.741474,1,24.9,1,1,4,,0,0,1,1,Credit Card,1,321,0,Q3,1,5,0,California,0,0,0,67,1680.25,0,1167.81,0,2848.06,0,0,95585
-51,22,22.83,0,,,20,Auburn,5441,Two Year,United States,4102-HLENU,Stayed,0,1,Female,1,Cable,"38.912881, -121.082766",38.912881,-121.082766,1,65.65,1,0,5,,1,1,0,1,Credit Card,1,24944,0,Q3,1,3,0,California,0,0,0,67,4322.85,0,1529.61,0,5852.46,0,1,95603
-58,4,49.25,0,,,39,Auburn,2445,One Year,United States,9513-DXHDA,Stayed,0,1,Male,1,DSL,"38.912881, -121.082766",38.912881,-121.082766,0,81.7,0,0,0,,0,1,0,0,Bank Withdrawal,1,24944,1,Q3,0,4,0,California,1,1,1,27,2212.55,0,1329.75,0,3542.3,0,1,95603
-31,0,34.66,0,,,80,Auburn,5091,One Year,United States,4530-NDRKU,Stayed,1,0,Female,0,,"38.912881, -121.082766",38.912881,-121.082766,1,19.05,0,3,4,,0,0,1,1,Bank Withdrawal,1,24944,0,Q3,1,4,0,California,0,0,0,42,761.85,0,1455.72,0,2217.57,0,0,95603
-22,48,2.88,0,,,59,Auburn,4644,One Year,United States,0186-CAERR,Stayed,0,1,Male,1,Fiber Optic,"38.912881, -121.082766",38.912881,-121.082766,0,116.3,1,0,0,,1,1,1,0,Bank Withdrawal,1,24944,1,Q3,0,4,0,California,1,1,1,71,8309.55,0,204.48,0,8514.03,1,1,95603
-41,18,30.66,0,,,31,Esparto,4154,One Year,United States,6250-CGGUN,Stayed,0,1,Male,1,Fiber Optic,"38.834469, -122.127193",38.834469,-122.127193,0,84.4,0,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,2756,1,Q3,0,3,0,California,0,0,0,54,4484.05,0,1655.64,0,6139.69,0,1,95627
-64,12,0,0,,,73,Esparto,3044,One Year,United States,5199-FPUSP,Stayed,1,0,Male,1,Cable,"38.834469, -122.127193",38.834469,-122.127193,0,34.05,0,2,0,,0,1,0,0,Credit Card,0,2756,1,Q3,0,3,0,California,0,0,0,33,1113.95,0,0,0,1113.95,0,1,95627
-20,27,26.63,0,,,24,Esparto,5611,Month-to-Month,United States,8082-GHXOP,Stayed,1,0,Male,1,DSL,"38.834469, -122.127193",38.834469,-122.127193,0,44,0,1,0,Offer D,0,0,0,0,Credit Card,1,2756,0,Q3,0,3,0,California,0,1,0,13,659.35,0,346.19,0,1005.54,1,1,95627
-39,20,8.1,0,,,51,Esparto,4843,Month-to-Month,United States,5022-JNQEQ,Stayed,1,0,Female,1,Fiber Optic,"38.834469, -122.127193",38.834469,-122.127193,1,75.85,0,1,10,,0,0,1,1,Bank Withdrawal,1,2756,1,Q3,1,5,0,California,0,0,0,9,647.5,0,72.9,0,720.4,0,1,95627
-62,0,35.77,0,,,79,Fiddletown,5250,Two Year,United States,7596-IIWYC,Stayed,0,0,Female,0,,"38.513484, -120.704613",38.513484,-120.704613,0,20.25,0,0,0,,0,0,1,0,Bank Withdrawal,1,850,0,Q3,0,3,0,California,0,0,0,27,538.2,0,965.79,0,1503.99,0,0,95629
-33,0,34.57,0,,,40,Fiddletown,4079,Month-to-Month,United States,1796-JANOW,Joined,0,0,Female,0,,"38.513484, -120.704613",38.513484,-120.704613,0,19.95,0,0,0,Offer E,0,0,0,0,Credit Card,1,850,0,Q3,0,4,0,California,0,0,0,2,38.15,0,69.14,0,107.29,0,0,95629
-32,19,4.62,0,,,48,Fiddletown,3386,One Year,United States,0980-FEXWF,Stayed,1,1,Male,1,DSL,"38.513484, -120.704613",38.513484,-120.704613,1,50.35,0,1,4,Offer C,0,0,0,1,Credit Card,1,850,0,Q3,1,5,0,California,0,0,0,26,1285.8,0,120.12,0,1405.92,0,1,95629
-38,30,0,0,,,53,Fiddletown,4507,Two Year,United States,3249-VHRIP,Stayed,0,1,Female,1,Cable,"38.513484, -120.704613",38.513484,-120.704613,0,43.6,0,0,0,Offer B,1,0,1,0,Credit Card,0,850,0,Q3,0,4,0,California,1,1,0,62,2748.7,0,0,0,2748.7,0,1,95629
-53,23,48.21,0,,,68,Foresthill,5029,Month-to-Month,United States,9793-WECQC,Stayed,0,0,Male,1,Fiber Optic,"39.031876, -120.811141",39.031876,-120.811141,0,95.3,0,0,0,,1,0,0,0,Credit Card,1,5714,0,Q3,0,3,0,California,1,1,1,23,2192.9,0,1108.83,0,3301.73,0,1,95631
-34,0,45.83,0,,,67,Foresthill,4195,Month-to-Month,United States,8735-NBLWT,Stayed,1,0,Male,0,,"39.031876, -120.811141",39.031876,-120.811141,0,20.4,0,2,0,Offer E,0,0,0,0,Credit Card,1,5714,0,Q3,0,4,0,California,0,0,0,9,184.1,0,412.47,0,596.57,0,0,95631
-41,0,24.1,0,,,31,Foresthill,5188,Month-to-Month,United States,3011-WQKSZ,Stayed,1,0,Male,0,,"39.031876, -120.811141",39.031876,-120.811141,0,20,0,3,0,Offer D,0,0,1,0,Bank Withdrawal,1,5714,0,Q3,0,3,0,California,0,0,0,19,377.55,0,457.9,0,835.45,0,0,95631
-64,7,29.53,0,,,78,Foresthill,5150,Two Year,United States,4701-LKOZD,Stayed,0,1,Female,1,Cable,"39.031876, -120.811141",39.031876,-120.811141,0,89.75,1,0,0,,1,1,0,0,Credit Card,1,5714,1,Q3,0,4,0,California,1,1,1,70,6367.2,110,2067.1,0,8544.3,0,0,95631
-35,0,32.57,0,,,72,Georgetown,3032,Two Year,United States,1839-FBNFR,Stayed,1,0,Female,0,,"38.9386, -120.785514",38.9386,-120.785514,1,19.85,0,1,3,,0,0,1,1,Bank Withdrawal,1,2723,0,Q3,1,5,0,California,0,0,0,39,854.8,0,1270.23,0,2125.03,0,0,95634
-59,0,26.47,0,,,49,Georgetown,3330,Month-to-Month,United States,1614-JBEBI,Stayed,0,0,Female,0,,"38.9386, -120.785514",38.9386,-120.785514,0,20.7,0,0,0,Offer E,0,0,1,0,Mailed Check,1,2723,0,Q3,0,5,0,California,0,0,0,8,137.6,0,211.76,0,349.36,0,0,95634
-21,41,15.35,0,,,27,Georgetown,6114,Two Year,United States,8218-FFJDS,Stayed,0,0,Female,1,DSL,"38.9386, -120.785514",38.9386,-120.785514,1,86.4,1,0,6,,1,1,1,1,Bank Withdrawal,1,2723,1,Q3,1,3,0,California,1,1,1,72,6058.95,0,1105.2,0,7164.15,1,1,95634
-27,47,0,0,,,29,Georgetown,5040,One Year,United States,1929-ZCBHE,Stayed,1,1,Male,1,DSL,"38.9386, -120.785514",38.9386,-120.785514,1,40.3,0,1,7,Offer B,0,1,0,1,Bank Withdrawal,0,2723,1,Q3,1,3,0,California,0,0,0,47,1794.8,0,0,0,1794.8,1,1,95634
-37,14,2.72,0,,,38,Ione,2388,Month-to-Month,United States,3717-OEAUQ,Joined,0,0,Male,1,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,0,70.7,0,0,0,Offer E,0,0,0,0,Credit Card,1,9752,0,Q3,0,4,0,California,0,0,0,2,129.2,10,5.44,0,144.64,0,0,95640
-61,14,46.7,0,,,67,Ione,4545,Two Year,United States,5795-KTGUD,Stayed,0,1,Female,1,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,1,110.8,1,0,2,Offer A,1,1,1,1,Bank Withdrawal,1,9752,0,Q3,1,3,0,California,1,1,1,68,7553.6,0,3175.6,0,10729.2,0,1,95640
-29,48,2,0,,,45,Ione,5119,Two Year,United States,0345-XMMUG,Stayed,0,1,Female,1,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,1,108.9,1,0,6,,1,0,1,1,Credit Card,1,9752,1,Q3,1,5,0,California,1,1,1,46,4854.3,0,92,0,4946.3,1,1,95640
-34,18,41.18,0,,,55,Ione,6153,One Year,United States,2696-ECXKC,Stayed,1,0,Female,1,Fiber Optic,"38.33788, -120.954202",38.33788,-120.954202,1,100.9,1,1,6,Offer B,0,1,0,1,Credit Card,1,9752,0,Q3,1,4,0,California,1,1,1,55,5448.6,0,2264.9,0,7713.5,0,1,95640
-47,0,44.09,0,,,72,North Highlands,5774,Month-to-Month,United States,2592-YKDIF,Joined,0,0,Female,0,,"38.671295, -121.388251",38.671295,-121.388251,0,20.35,0,0,0,,0,0,0,0,Credit Card,1,32202,0,Q3,0,3,0,California,0,0,0,1,20.35,0,44.09,0,64.44,0,0,95660
-27,42,49.88,0,,,67,North Highlands,5427,One Year,United States,9114-AAFQH,Stayed,0,1,Female,1,DSL,"38.671295, -121.388251",38.671295,-121.388251,1,65.65,0,0,6,Offer B,1,0,1,1,Bank Withdrawal,1,32202,0,Q3,1,3,0,California,1,1,0,48,3094.65,0,2394.24,0,5488.89,1,1,95660
-39,23,33.22,0,,,20,North Highlands,5943,Month-to-Month,United States,0129-KPTWJ,Stayed,0,1,Male,1,Fiber Optic,"38.671295, -121.388251",38.671295,-121.388251,1,94.65,0,0,9,,0,0,1,1,Bank Withdrawal,1,32202,0,Q3,1,3,0,California,1,1,1,72,6747.35,0,2391.84,0,9139.19,0,1,95660
-62,0,15.41,0,,,43,North Highlands,5636,Two Year,United States,3451-VAWLI,Stayed,1,0,Female,0,,"38.671295, -121.388251",38.671295,-121.388251,1,19.7,0,2,5,,0,0,0,1,Credit Card,1,32202,0,Q3,1,4,0,California,0,0,0,35,730.4,0,539.35,0,1269.75,0,0,95660
-38,0,5.15,0,,,77,Placerville,4430,Month-to-Month,United States,7521-YXVZY,Joined,1,0,Male,0,,"38.733714, -120.795213",38.733714,-120.795213,0,19.95,0,3,0,Offer E,0,0,0,0,Mailed Check,1,34146,0,Q3,0,5,0,California,0,0,0,3,58.3,0,15.45,0,73.75,0,0,95667
-57,10,27.41,0,,,26,Placerville,3839,Month-to-Month,United States,5151-HQRDG,Stayed,0,0,Male,1,DSL,"38.733714, -120.795213",38.733714,-120.795213,1,55.05,1,0,6,,0,1,1,1,Mailed Check,1,34146,0,Q3,1,5,0,California,0,0,0,37,2030.75,0,1014.17,0,3044.92,0,1,95667
-47,3,17.07,0,,,28,Placerville,4592,Month-to-Month,United States,1928-BXYIV,Joined,0,0,Male,1,DSL,"38.733714, -120.795213",38.733714,-120.795213,0,61.15,1,0,0,Offer E,1,1,0,0,Bank Withdrawal,1,34146,0,Q3,0,4,0,California,0,0,0,1,61.15,0,17.07,0,78.22,0,1,95667
-37,26,46.33,0,,,50,Placerville,4614,One Year,United States,3587-PMCOY,Stayed,0,1,Male,1,Fiber Optic,"38.733714, -120.795213",38.733714,-120.795213,0,98.9,0,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,34146,0,Q3,0,3,0,California,1,1,1,10,1064.95,0,463.3,0,1528.25,0,1,95667
-46,4,0,0,,,66,River Pines,5489,Two Year,United States,0895-UADGO,Stayed,0,0,Male,1,Cable,"38.545775, -120.743325",38.545775,-120.743325,0,44.55,0,0,0,,0,1,1,0,Mailed Check,0,364,1,Q3,0,3,0,California,1,1,0,8,343.45,0,0,0,343.45,0,1,95675
-45,0,17.93,0,,,55,River Pines,4582,Two Year,United States,7503-EPSZW,Stayed,1,0,Female,0,,"38.545775, -120.743325",38.545775,-120.743325,1,24.05,1,3,5,Offer B,0,0,1,1,Mailed Check,1,364,0,Q3,1,3,0,California,0,0,0,64,1559.15,0,1147.52,0,2706.67,0,0,95675
-55,0,41.52,0,,,38,River Pines,4636,One Year,United States,5871-DGTXZ,Stayed,0,0,Male,0,,"38.545775, -120.743325",38.545775,-120.743325,0,19.8,0,0,0,Offer C,0,0,0,0,Credit Card,1,364,0,Q3,0,4,0,California,0,0,0,32,607.7,0,1328.64,0,1936.34,0,0,95675
-28,73,13.05,0,,,66,River Pines,5770,Month-to-Month,United States,8778-LMWTJ,Stayed,0,0,Female,1,Fiber Optic,"38.545775, -120.743325",38.545775,-120.743325,0,74.85,0,0,0,,0,1,1,0,Bank Withdrawal,1,364,0,Q3,0,3,0,California,0,0,0,9,708.2,0,117.45,0,825.65,1,1,95675
-19,82,4.39,0,,,45,Rocklin,4695,One Year,United States,5678-VFNEQ,Stayed,0,1,Female,1,Fiber Optic,"38.7904, -121.236973",38.7904,-121.236973,1,104.1,1,0,8,Offer A,0,1,1,1,Credit Card,1,21510,0,Q3,1,4,0,California,1,1,1,71,7412.25,0,311.69,0,7723.94,1,1,95677
-37,24,0,0,,,72,Rocklin,2315,One Year,United States,7089-XXAYG,Stayed,0,1,Male,1,Cable,"38.7904, -121.236973",38.7904,-121.236973,1,38.1,0,0,10,,0,0,1,1,Credit Card,0,21510,0,Q3,1,5,0,California,0,0,1,25,970.4,100,0,0,1070.4,0,0,95677
-34,19,41.58,0,,,71,Rocklin,4972,One Year,United States,7550-WIQVA,Stayed,1,1,Male,1,Fiber Optic,"38.7904, -121.236973",38.7904,-121.236973,1,108.25,1,1,3,,1,1,1,1,Bank Withdrawal,1,21510,0,Q3,1,4,0,California,1,1,1,50,5431.4,0,2079,0,7510.4,0,1,95677
-54,0,2.65,0,,,21,Rocklin,2682,Two Year,United States,9717-IOAAF,Stayed,1,0,Male,0,,"38.7904, -121.236973",38.7904,-121.236973,0,25.85,1,1,0,,0,0,1,0,Credit Card,1,21510,0,Q3,0,5,0,California,0,0,0,27,788.55,0,71.55,0,860.1,0,0,95677
-38,53,6.15,0,,,45,Volcano,6111,Month-to-Month,United States,9350-VLHMB,Stayed,1,0,Male,1,Fiber Optic,"38.481902, -120.603668",38.481902,-120.603668,1,89.55,1,3,4,Offer A,1,0,1,1,Bank Withdrawal,1,1273,0,Q3,1,4,0,California,1,1,0,67,6373.1,0,412.05,0,6785.15,0,1,95689
-43,23,0,0,,,79,Volcano,3474,Month-to-Month,United States,7351-MHQVU,Stayed,0,0,Female,1,Cable,"38.481902, -120.603668",38.481902,-120.603668,0,50.95,0,0,0,Offer E,1,1,0,0,Credit Card,0,1273,1,Q3,0,3,0,California,1,1,0,6,307.6,0,0,0,307.6,0,1,95689
-49,2,38.88,0,,,62,Volcano,4260,One Year,United States,7581-EBBOU,Stayed,0,1,Female,1,DSL,"38.481902, -120.603668",38.481902,-120.603668,0,70.15,0,0,0,,1,0,1,0,Credit Card,1,1273,1,Q3,0,3,0,California,0,0,1,60,4224.7,0,2332.8,0,6557.5,0,1,95689
-64,0,6.9,0,,,40,Volcano,4528,Two Year,United States,1293-BSEUN,Stayed,1,0,Female,0,,"38.481902, -120.603668",38.481902,-120.603668,1,20.7,0,3,9,,0,0,1,1,Credit Card,1,1273,0,Q3,1,5,0,California,0,0,0,72,1482.3,0,496.8,0,1979.1,0,0,95689
-22,51,34.48,0,,,38,West Sacramento,6213,Month-to-Month,United States,8785-CJSHH,Stayed,0,0,Female,1,Fiber Optic,"38.627951, -121.593287",38.627951,-121.593287,1,99.8,1,0,9,,1,0,1,1,Bank Withdrawal,1,19050,0,Q3,1,4,0,California,1,1,1,60,5985.75,0,2068.8,0,8054.55,1,1,95691
-52,20,40.48,0,,,74,West Sacramento,4666,One Year,United States,9500-IWPXQ,Stayed,1,1,Female,1,DSL,"38.627951, -121.593287",38.627951,-121.593287,1,79.4,1,2,3,Offer B,1,1,1,1,Bank Withdrawal,1,19050,1,Q3,1,3,0,California,1,1,0,61,4820.55,0,2469.28,0,7289.83,0,1,95691
-50,76,49.18,0,,,26,West Sacramento,5823,One Year,United States,5073-RZGBK,Stayed,1,1,Female,1,DSL,"38.627951, -121.593287",38.627951,-121.593287,1,80.05,1,3,6,Offer B,1,1,1,1,Bank Withdrawal,1,19050,1,Q3,1,3,0,California,1,1,0,50,4042.2,0,2459,0,6501.2,0,1,95691
-58,0,21.23,0,,,23,West Sacramento,5637,Two Year,United States,1302-TPUBN,Stayed,0,0,Male,0,,"38.627951, -121.593287",38.627951,-121.593287,0,19.35,0,0,0,,0,0,0,0,Bank Withdrawal,1,19050,0,Q3,0,3,0,California,0,0,0,66,1240.8,0,1401.18,0,2641.98,0,0,95691
-63,5,49.39,0,,,52,Alta,5426,Month-to-Month,United States,7077-XJMET,Stayed,0,1,Male,1,DSL,"39.218096, -120.79153",39.218096,-120.79153,1,74.15,0,0,7,,0,0,1,1,Bank Withdrawal,1,751,1,Q3,1,4,0,California,1,1,1,12,741.4,0,592.68,0,1334.08,0,1,95701
-37,4,43.27,0,,,79,Alta,2929,Two Year,United States,7284-ZZLOH,Stayed,0,1,Male,1,DSL,"39.218096, -120.79153",39.218096,-120.79153,1,53.3,0,0,10,,0,1,0,1,Credit Card,1,751,0,Q3,1,3,0,California,0,0,0,45,2296.25,90,1947.15,0,4333.4,0,0,95701
-60,56,0,0,,,23,Alta,4175,Two Year,United States,6522-OIQSX,Stayed,1,1,Female,1,Cable,"39.218096, -120.79153",39.218096,-120.79153,1,54.95,0,3,4,Offer A,1,0,1,1,Credit Card,0,751,0,Q3,1,4,0,California,1,1,1,69,3772.5,0,0,0,3772.5,0,1,95701
-42,0,30.63,0,,,21,Alta,5272,Month-to-Month,United States,0927-CNGRH,Joined,1,0,Male,0,,"39.218096, -120.79153",39.218096,-120.79153,0,19.55,0,3,0,,0,0,0,0,Credit Card,1,751,0,Q3,0,4,0,California,0,0,0,1,19.55,0,30.63,0,50.18,0,0,95701
-64,8,12.98,0,,,72,Gold Run,4000,One Year,United States,6718-BDGHG,Stayed,0,0,Female,1,DSL,"39.170376, -120.838404",39.170376,-120.838404,1,64.85,1,0,6,,0,0,1,1,Bank Withdrawal,1,407,1,Q3,1,3,0,California,0,0,1,43,2908.2,0,558.14,0,3466.34,0,1,95717
-37,0,28.45,0,,,71,Gold Run,5449,One Year,United States,1599-EAHXY,Stayed,1,0,Male,0,,"39.170376, -120.838404",39.170376,-120.838404,1,23.95,1,2,1,,0,0,0,1,Credit Card,1,407,0,Q3,1,5,0,California,0,0,0,60,1506.4,0,1707,0,3213.4,0,0,95717
-54,21,49.57,0,,,57,Gold Run,2292,One Year,United States,0723-FDLAY,Stayed,0,1,Male,1,Cable,"39.170376, -120.838404",39.170376,-120.838404,0,85.25,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,407,1,Q3,0,5,0,California,1,1,1,44,3704.15,100,2181.08,0,5985.23,0,0,95717
-20,69,20.79,0,,,46,Gold Run,3102,Month-to-Month,United States,9853-JFZDU,Stayed,0,0,Female,1,DSL,"39.170376, -120.838404",39.170376,-120.838404,1,56.85,0,0,7,,1,0,0,1,Bank Withdrawal,1,407,1,Q3,1,4,0,California,0,0,0,35,1861.1,0,727.65,0,2588.75,1,1,95717
-34,6,4.19,0,,,48,El Dorado Hills,2662,Month-to-Month,United States,7055-HNEOJ,Joined,0,1,Male,1,Cable,"38.684437, -121.055634",38.684437,-121.055634,1,55.8,0,0,2,Offer E,0,0,1,1,Mailed Check,1,22028,1,Q3,1,4,0,California,0,0,0,3,154.55,0,12.57,0,167.12,0,1,95762
-54,15,30.57,0,,,60,El Dorado Hills,4924,Month-to-Month,United States,0315-LVCRK,Stayed,0,1,Male,1,Fiber Optic,"38.684437, -121.055634",38.684437,-121.055634,0,84.8,0,0,0,,0,0,0,0,Bank Withdrawal,1,22028,0,Q3,0,4,0,California,1,1,0,11,888.75,0,336.27,0,1225.02,0,1,95762
-22,0,42.02,0,,,70,El Dorado Hills,2858,One Year,United States,8884-FEEWR,Stayed,0,0,Male,0,,"38.684437, -121.055634",38.684437,-121.055634,0,20.6,0,0,0,Offer C,0,0,0,0,Bank Withdrawal,1,22028,0,Q3,0,4,0,California,0,0,0,35,754,0,1470.7,0,2224.7,1,0,95762
-50,26,8.93,0,,,46,El Dorado Hills,5832,Month-to-Month,United States,2101-RANCD,Stayed,0,0,Female,1,Fiber Optic,"38.684437, -121.055634",38.684437,-121.055634,0,73.1,1,0,0,,0,0,1,0,Bank Withdrawal,1,22028,0,Q3,0,4,0,California,0,0,0,55,4144.9,0,491.15,0,4636.05,0,1,95762
-29,59,30.58,0,,,32,Rocklin,5038,Two Year,United States,5514-YQENT,Stayed,1,1,Male,1,Fiber Optic,"38.823278, -121.281856",38.823278,-121.281856,0,111.15,0,3,0,,1,1,1,0,Bank Withdrawal,1,15494,1,Q3,0,5,0,California,1,1,1,41,4507.15,0,1253.78,0,5760.93,1,1,95765
-46,27,0,0,,,37,Rocklin,5119,Two Year,United States,3911-RSNHI,Stayed,0,1,Female,1,DSL,"38.823278, -121.281856",38.823278,-121.281856,1,61.4,0,0,2,Offer A,1,0,1,1,Credit Card,0,15494,1,Q3,1,4,0,California,1,1,1,71,4310.35,0,0,0,4310.35,0,1,95765
-24,0,23.03,0,,,55,Rocklin,2768,One Year,United States,3125-RAHBV,Stayed,0,0,Male,0,,"38.823278, -121.281856",38.823278,-121.281856,0,20.3,0,0,0,Offer D,0,0,0,0,Credit Card,1,15494,0,Q3,0,4,0,California,0,0,0,22,467.15,0,506.66,0,973.81,1,0,95765
-40,23,12.63,0,,,59,Rocklin,4515,Two Year,United States,7921-BEPCI,Stayed,0,0,Female,1,DSL,"38.823278, -121.281856",38.823278,-121.281856,0,59.75,1,0,0,,1,1,0,0,Bank Withdrawal,1,15494,0,Q3,0,3,0,California,0,0,0,72,4265,0,909.36,0,5174.36,0,1,95765
-45,0,35.32,0,,,53,Sacramento,4263,Month-to-Month,United States,2958-NHPPS,Stayed,0,0,Male,0,,"38.574856, -121.46504",38.574856,-121.46504,0,20.85,0,0,0,,0,0,0,0,Bank Withdrawal,1,16164,0,Q3,0,5,0,California,0,0,0,23,473.9,0,812.36,0,1286.26,0,0,95816
-64,16,34.61,0,,,55,Sacramento,5577,Month-to-Month,United States,7271-AJDTL,Stayed,0,1,Female,1,Fiber Optic,"38.574856, -121.46504",38.574856,-121.46504,1,94.45,1,0,1,,1,0,1,1,Credit Card,1,16164,0,Q3,1,5,0,California,0,0,1,55,5073.1,0,1903.55,0,6976.65,0,1,95816
-56,0,46.17,0,,,43,Sacramento,3434,One Year,United States,1682-VCOIO,Stayed,0,0,Male,0,,"38.574856, -121.46504",38.574856,-121.46504,0,20.45,0,0,0,Offer D,0,0,0,0,Credit Card,1,16164,0,Q3,0,5,0,California,0,0,0,23,481.1,0,1061.91,0,1543.01,0,0,95816
-54,30,20.8,0,,,33,Sacramento,5624,Two Year,United States,1428-IEDPR,Stayed,0,1,Male,1,Fiber Optic,"38.574856, -121.46504",38.574856,-121.46504,0,109.3,1,0,0,,0,1,1,0,Bank Withdrawal,1,16164,1,Q3,0,4,0,California,1,1,1,52,5731.4,60,1081.6,3.85,6869.15,0,0,95816
-47,0,21.77,0,,,60,Sacramento,4175,One Year,United States,9824-QCJPK,Stayed,0,0,Male,0,,"38.490508, -121.284171",38.490508,-121.284171,1,20,0,0,7,,0,0,0,1,Mailed Check,1,592,0,Q3,1,3,0,California,0,0,0,36,666.75,0,783.72,0,1450.47,0,0,95830
-51,4,45.69,0,,,68,Sacramento,5900,Month-to-Month,United States,0867-LDTTC,Stayed,0,1,Male,1,Cable,"38.490508, -121.284171",38.490508,-121.284171,0,75.15,0,0,0,,0,0,0,0,Bank Withdrawal,1,592,1,Q3,0,4,0,California,1,1,1,5,392.65,0,228.45,0,621.1,0,1,95830
-25,76,28.4,0,,,35,Sacramento,4955,Two Year,United States,1043-UXOVO,Stayed,0,1,Female,1,Fiber Optic,"38.490508, -121.284171",38.490508,-121.284171,0,113.15,1,0,0,Offer A,1,1,1,0,Credit Card,1,592,1,Q3,0,3,0,California,1,1,1,71,7993.3,0,2016.4,0,10009.7,1,1,95830
-47,6,3.12,0,,,34,Sacramento,5238,One Year,United States,2486-WYVVE,Stayed,0,1,Male,1,DSL,"38.490508, -121.284171",38.490508,-121.284171,1,79.3,1,0,1,,0,0,1,1,Credit Card,1,592,1,Q3,1,5,0,California,1,1,1,31,2484,0,96.72,0,2580.72,0,1,95830
-39,57,9.58,0,,,37,Sacramento,3582,Month-to-Month,United States,8205-MQUGY,Stayed,1,0,Male,1,Cable,"38.646209, -121.52446",38.646209,-121.52446,1,49.2,0,3,8,Offer D,0,1,1,1,Bank Withdrawal,1,8403,0,Q3,1,3,0,California,0,0,0,12,571.15,80,114.96,0,766.11,0,0,95834
-60,0,18.14,0,,,35,Sacramento,4220,One Year,United States,2122-SZZZD,Stayed,0,0,Male,0,,"38.646209, -121.52446",38.646209,-121.52446,0,19.5,0,0,0,,0,0,0,0,Credit Card,1,8403,0,Q3,0,4,0,California,0,0,0,44,835.5,0,798.16,0,1633.66,0,0,95834
-62,0,44.13,0,,,51,Sacramento,4122,One Year,United States,7762-ONLJY,Stayed,1,0,Female,0,,"38.646209, -121.52446",38.646209,-121.52446,1,19.7,0,3,5,,0,0,0,1,Credit Card,1,8403,0,Q3,1,3,0,California,0,0,0,6,94.45,0,264.78,0,359.23,0,0,95834
-42,3,47.9,0,,,23,Sacramento,5957,One Year,United States,8668-KNZTI,Stayed,0,1,Male,1,DSL,"38.646209, -121.52446",38.646209,-121.52446,0,53.75,0,0,0,,0,1,0,0,Bank Withdrawal,1,8403,0,Q3,0,3,0,California,0,0,0,52,2790.65,0,2490.8,43.12,5238.33,0,1,95834
-54,19,22.31,0,,,63,Marysville,5322,Month-to-Month,United States,9495-SKLKD,Stayed,1,1,Male,1,Fiber Optic,"39.19514, -121.503883",39.19514,-121.503883,1,95.95,1,2,1,,1,0,1,1,Bank Withdrawal,1,38091,0,Q3,1,5,0,California,1,1,0,45,4456.65,0,1003.95,0,5460.6,0,1,95901
-40,23,0,0,,,43,Marysville,3970,Month-to-Month,United States,9754-CLVZW,Stayed,1,0,Female,1,Cable,"39.19514, -121.503883",39.19514,-121.503883,1,38.85,0,3,4,Offer C,1,1,0,1,Credit Card,0,38091,1,Q3,1,4,0,California,0,0,0,26,1025.15,30,0,0,1055.15,0,0,95901
-62,0,17.56,0,,,66,Marysville,4889,Two Year,United States,7608-RGIRO,Stayed,1,0,Male,0,,"39.19514, -121.503883",39.19514,-121.503883,0,24.4,1,1,0,Offer B,0,0,1,0,Credit Card,1,38091,0,Q3,0,3,0,California,0,0,0,62,1413,0,1088.72,0,2501.72,0,0,95901
-40,0,12.82,0,,,31,Marysville,4146,Month-to-Month,United States,2096-XOTMO,Stayed,1,0,Female,0,,"39.19514, -121.503883",39.19514,-121.503883,1,19.35,0,3,10,,0,0,0,1,Credit Card,1,38091,0,Q3,1,5,0,California,0,0,0,16,275.9,0,205.12,33.24,447.78,0,0,95901
-35,0,15.83,0,,,59,Alleghany,5736,Month-to-Month,United States,5067-DGXLL,Joined,0,0,Male,0,,"39.467828, -120.841386",39.467828,-120.841386,0,20.25,0,0,0,,0,0,0,0,Credit Card,1,118,0,Q3,0,4,0,California,0,0,0,2,36.8,0,31.66,0,68.46,0,0,95910
-39,0,8.01,0,,,60,Alleghany,3161,Month-to-Month,United States,2739-CCZMB,Stayed,1,0,Male,0,,"39.467828, -120.841386",39.467828,-120.841386,0,20.35,0,1,0,,0,0,0,0,Credit Card,1,118,0,Q3,0,4,0,California,0,0,0,5,122,0,40.05,0,162.05,0,0,95910
-42,24,48.25,0,,,63,Alleghany,3522,Month-to-Month,United States,5895-QSXOD,Stayed,0,0,Male,1,Fiber Optic,"39.467828, -120.841386",39.467828,-120.841386,0,70.05,0,0,0,,0,0,0,0,Credit Card,1,118,0,Q3,0,3,0,California,0,0,0,9,657.5,0,434.25,0,1091.75,0,1,95910
-27,30,25.32,0,,,79,Alleghany,4355,Month-to-Month,United States,8221-EQDGL,Stayed,0,1,Male,1,DSL,"39.467828, -120.841386",39.467828,-120.841386,1,61,0,0,4,,1,1,0,1,Credit Card,1,118,0,Q3,1,3,0,California,0,0,0,35,2130.45,0,886.2,10.7,3005.95,1,1,95910
-41,14,0,0,,,76,Biggs,3752,One Year,United States,8898-KASCD,Stayed,0,1,Male,1,DSL,"39.457388, -121.818201",39.457388,-121.818201,0,35.55,0,0,0,,0,0,0,0,Credit Card,0,3169,1,Q3,0,3,0,California,0,0,0,39,1309.15,0,0,0,1309.15,0,1,95917
-37,21,39.55,0,,,64,Biggs,3063,Month-to-Month,United States,2468-SJFLM,Joined,0,0,Male,1,Fiber Optic,"39.457388, -121.818201",39.457388,-121.818201,0,74.3,0,0,0,,0,0,1,0,Mailed Check,1,3169,1,Q3,0,5,0,California,0,0,0,1,74.3,0,39.55,0,113.85,0,1,95917
-44,0,10.2,0,,,58,Biggs,5607,Month-to-Month,United States,1622-HSHSF,Joined,0,0,Female,0,,"39.457388, -121.818201",39.457388,-121.818201,0,19.55,0,0,0,,0,0,1,0,Credit Card,1,3169,0,Q3,0,5,0,California,0,0,0,1,19.55,0,10.2,0,29.75,0,0,95917
-60,28,47.72,0,,,38,Biggs,5474,Two Year,United States,7560-QJAVJ,Stayed,0,1,Female,1,DSL,"39.457388, -121.818201",39.457388,-121.818201,0,79.6,0,0,0,,0,1,0,0,Bank Withdrawal,1,3169,1,Q3,0,3,0,California,1,1,1,70,5589.45,0,3340.4,42.34,8887.51,0,1,95917
-64,6,0,0,,,20,Goodyears Bar,5924,Month-to-Month,United States,7041-TXQJH,Stayed,0,1,Female,1,Cable,"39.564113, -120.868836",39.564113,-120.868836,0,40.2,0,0,0,Offer C,0,0,1,0,Credit Card,0,76,0,Q3,0,5,0,California,1,1,0,37,1478.85,0,0,0,1478.85,0,1,95944
-60,4,40.14,0,,,42,Goodyears Bar,3834,One Year,United States,9909-DFRJA,Stayed,0,1,Female,1,Fiber Optic,"39.564113, -120.868836",39.564113,-120.868836,0,95.85,0,0,0,Offer C,0,1,1,0,Bank Withdrawal,1,76,1,Q3,0,3,0,California,1,1,0,26,2475.35,0,1043.64,0,3518.99,0,1,95944
-25,42,38.78,0,,,76,Goodyears Bar,5536,One Year,United States,5734-EJKXG,Stayed,0,1,Female,1,Fiber Optic,"39.564113, -120.868836",39.564113,-120.868836,0,118.6,1,0,0,Offer B,1,1,1,0,Bank Withdrawal,1,76,1,Q3,0,3,0,California,1,1,1,61,7365.7,0,2365.58,0,9731.28,1,1,95944
-45,20,36.11,0,,,50,Goodyears Bar,5521,Two Year,United States,9174-IHETN,Stayed,1,0,Female,1,Fiber Optic,"39.564113, -120.868836",39.564113,-120.868836,0,70.35,0,2,0,Offer B,0,0,0,0,Credit Card,1,76,0,Q3,0,3,0,California,0,0,0,50,3533.6,0,1805.5,0,5339.1,0,1,95944
-59,0,18.73,0,,,63,Grass Valley,2884,Two Year,United States,5014-GSOUQ,Stayed,0,0,Male,0,,"39.194539, -120.988066",39.194539,-120.988066,0,19.95,0,0,0,Offer D,0,0,0,0,Credit Card,1,23990,0,Q3,0,4,0,California,0,0,0,13,243.65,0,243.49,0,487.14,0,0,95945
-40,11,48.63,0,,,22,Grass Valley,2989,Month-to-Month,United States,9099-FTUHS,Stayed,0,0,Female,1,Cable,"39.194539, -120.988066",39.194539,-120.988066,0,54.4,1,0,0,,0,1,0,0,Bank Withdrawal,1,23990,0,Q3,0,3,0,California,0,0,0,23,1249.25,0,1118.49,0,2367.74,0,1,95945
-34,0,29.55,0,,,28,Grass Valley,5535,Two Year,United States,2207-RYYRL,Stayed,1,0,Male,0,,"39.194539, -120.988066",39.194539,-120.988066,1,24.55,1,1,6,Offer B,0,0,0,1,Credit Card,1,23990,0,Q3,1,3,0,California,0,0,0,52,1331.05,0,1536.6,0,2867.65,0,0,95945
-20,52,0,0,,,73,Grass Valley,3522,One Year,United States,2233-TXSIU,Stayed,1,1,Male,1,DSL,"39.194539, -120.988066",39.194539,-120.988066,1,44.45,0,2,1,,0,1,0,1,Credit Card,0,23990,0,Q3,1,3,0,California,0,0,1,17,792.15,0,0,0,792.15,1,1,95945
-46,53,26.58,0,,,80,Meridian,2452,Month-to-Month,United States,9314-IJWSQ,Stayed,1,0,Female,1,Fiber Optic,"39.068071, -121.832638",39.068071,-121.832638,1,84.8,1,3,1,Offer D,0,0,1,1,Bank Withdrawal,1,776,0,Q3,1,3,0,California,0,0,1,14,1203.9,0,372.12,0,1576.02,0,1,95957
-20,76,19.38,0,,,72,Meridian,2025,Month-to-Month,United States,2603-HVKCG,Stayed,0,1,Male,1,Fiber Optic,"39.068071, -121.832638",39.068071,-121.832638,0,101.4,0,0,0,Offer C,1,0,1,0,Bank Withdrawal,1,776,0,Q3,0,4,0,California,1,1,1,31,3143.65,0,600.78,0,3744.43,1,1,95957
-27,51,33.5,0,,,65,Meridian,5011,One Year,United States,5906-DVAPM,Stayed,1,0,Female,1,DSL,"39.068071, -121.832638",39.068071,-121.832638,1,75,1,2,7,,1,1,1,1,Credit Card,1,776,1,Q3,1,3,0,California,0,0,1,55,4213.9,0,1842.5,0,6056.4,1,1,95957
-57,19,44.95,0,,,51,Meridian,4612,One Year,United States,2599-CZABP,Stayed,0,0,Male,1,DSL,"39.068071, -121.832638",39.068071,-121.832638,1,44.6,0,0,1,Offer D,0,0,0,1,Bank Withdrawal,1,776,0,Q3,1,3,0,California,0,0,0,14,641.25,0,629.3,0,1270.55,0,1,95957
-46,13,9.22,0,,,32,Oregon House,4756,Month-to-Month,United States,6198-RTPMF,Stayed,0,0,Female,1,Fiber Optic,"39.342587, -121.249833",39.342587,-121.249833,1,92.6,1,0,10,Offer D,0,0,0,1,Bank Withdrawal,1,1519,0,Q3,1,4,0,California,1,1,1,17,1579.7,0,156.74,0,1736.44,0,1,95962
-29,0,17.88,0,,,39,Oregon House,5247,One Year,United States,4893-GYUJU,Stayed,0,0,Female,0,,"39.342587, -121.249833",39.342587,-121.249833,0,19.35,0,0,0,,0,0,1,0,Mailed Check,1,1519,0,Q3,0,3,0,California,0,0,0,50,1033,0,894,29.5,1897.5,1,0,95962
-29,59,31.27,0,,,69,Oregon House,5724,Two Year,United States,5641-DMBFJ,Stayed,0,1,Female,1,DSL,"39.342587, -121.249833",39.342587,-121.249833,1,84.3,1,0,1,,0,1,1,1,Bank Withdrawal,1,1519,1,Q3,1,4,0,California,1,1,1,58,4916.4,0,1813.66,0,6730.06,1,1,95962
-35,76,48.04,0,,,60,Oregon House,6399,One Year,United States,1150-FTQGN,Stayed,1,0,Female,1,Fiber Optic,"39.342587, -121.249833",39.342587,-121.249833,1,94.15,1,3,1,Offer B,1,1,0,1,Bank Withdrawal,1,1519,0,Q3,1,4,0,California,0,0,1,60,5811.8,0,2882.4,0,8694.2,0,1,95962
-49,0,24.53,0,,,23,Oroville,5967,Month-to-Month,United States,1925-GMVBW,Stayed,0,0,Female,0,,"39.624561, -121.552866",39.624561,-121.552866,0,20.55,0,0,0,,0,0,0,0,Credit Card,1,17782,0,Q3,0,3,0,California,0,0,0,5,96.1,0,122.65,0,218.75,0,0,95965
-31,13,12.36,0,,,79,Oroville,5137,One Year,United States,7272-QDCKA,Stayed,0,0,Male,1,Fiber Optic,"39.624561, -121.552866",39.624561,-121.552866,0,100.2,1,0,0,Offer C,1,0,0,0,Bank Withdrawal,1,17782,0,Q3,0,3,0,California,1,1,1,28,2688.45,0,346.08,42.64,2991.89,0,1,95965
-43,57,6.95,0,,,35,Oroville,5169,Two Year,United States,2664-XJZNO,Stayed,1,1,Male,1,Fiber Optic,"39.624561, -121.552866",39.624561,-121.552866,1,104.9,0,3,5,Offer A,0,1,1,1,Credit Card,1,17782,1,Q3,1,4,0,California,1,1,1,72,7559.55,0,500.4,0,8059.95,0,1,95965
-61,0,7.35,0,,,61,Oroville,5980,Two Year,United States,7196-LIWRH,Stayed,0,0,Female,0,,"39.624561, -121.552866",39.624561,-121.552866,0,19.55,0,0,0,Offer E,0,0,0,0,Credit Card,1,17782,0,Q3,0,5,0,California,0,0,0,6,124.45,0,44.1,0,168.55,0,0,95965
-40,20,19.01,0,,,66,Chico,5775,Month-to-Month,United States,1656-DRSMG,Stayed,0,1,Female,1,Fiber Optic,"39.903272, -121.843567",39.903272,-121.843567,0,109.85,1,0,0,Offer B,1,0,1,0,Credit Card,1,26971,1,Q3,0,5,0,California,1,1,1,63,7002.95,0,1197.63,0,8200.58,0,1,95973
-59,0,20.47,0,,,43,Chico,5447,Two Year,United States,5044-XDPYX,Stayed,0,0,Female,0,,"39.903272, -121.843567",39.903272,-121.843567,1,25.5,1,0,7,,0,0,0,1,Mailed Check,1,26971,0,Q3,1,5,0,California,0,0,0,51,1281.25,0,1043.97,0,2325.22,0,0,95973
-35,8,0,0,,,42,Chico,3618,Month-to-Month,United States,8350-NYMVI,Stayed,0,1,Female,1,DSL,"39.903272, -121.843567",39.903272,-121.843567,0,41.1,0,0,0,,1,0,0,0,Bank Withdrawal,0,26971,1,Q3,0,3,0,California,0,0,0,39,1597.05,0,0,0,1597.05,0,1,95973
-40,27,25.33,0,,,40,Chico,4335,Month-to-Month,United States,0939-EREMR,Stayed,1,1,Female,1,Cable,"39.903272, -121.843567",39.903272,-121.843567,0,53.45,0,1,0,Offer D,0,0,0,0,Credit Card,1,26971,1,Q3,0,5,0,California,0,0,0,13,718.1,0,329.29,26.37,1021.02,0,0,95973
-61,0,5.01,0,,,74,Richvale,4058,Month-to-Month,United States,3012-VFFMN,Stayed,1,0,Female,0,,"39.495768, -121.747472",39.495768,-121.747472,1,20.65,0,1,7,,0,0,0,1,Credit Card,1,74,0,Q3,1,3,0,California,0,0,0,7,158.95,0,35.07,0,194.02,0,0,95974
-53,53,0,0,,,47,Richvale,5415,Two Year,United States,1814-WFGVS,Stayed,1,1,Male,1,DSL,"39.495768, -121.747472",39.495768,-121.747472,1,48.9,0,3,3,,0,1,0,1,Mailed Check,0,74,1,Q3,1,3,0,California,0,0,1,72,3527,0,0,34.44,3492.56,0,1,95974
-47,13,36.11,0,,,35,Richvale,4998,Month-to-Month,United States,1600-DILPE,Stayed,0,0,Female,1,DSL,"39.495768, -121.747472",39.495768,-121.747472,0,45,0,0,0,,0,0,1,0,Bank Withdrawal,1,74,0,Q3,0,3,0,California,0,0,0,12,524.35,0,433.32,0,957.67,0,1,95974
-47,16,1.38,0,,,73,Richvale,3850,Month-to-Month,United States,9389-ACWBI,Stayed,1,0,Female,1,Fiber Optic,"39.495768, -121.747472",39.495768,-121.747472,1,69.95,0,2,1,,0,0,0,1,Credit Card,1,74,0,Q3,1,3,0,California,0,0,0,5,320.4,0,6.9,0,327.3,0,1,95974
-19,0,5.7,0,,,71,Smartville,4974,Two Year,United States,0640-YJTPY,Stayed,1,0,Male,0,,"39.176595, -121.291692",39.176595,-121.291692,1,21,0,1,3,Offer A,0,0,0,1,Bank Withdrawal,1,963,0,Q3,1,5,0,California,0,0,0,72,1493.75,0,410.4,0,1904.15,1,0,95977
-62,0,15.41,0,,,21,Smartville,2896,Two Year,United States,3721-WKIIL,Stayed,0,0,Female,0,,"39.176595, -121.291692",39.176595,-121.291692,0,19.6,0,0,0,,0,0,1,0,Mailed Check,1,963,0,Q3,0,5,0,California,0,0,0,27,561.15,0,416.07,13.07,964.15,0,0,95977
-28,48,0,0,,,48,Smartville,4624,One Year,United States,4654-GGUII,Stayed,0,0,Female,1,DSL,"39.176595, -121.291692",39.176595,-121.291692,0,40.2,0,0,0,,1,1,1,0,Credit Card,0,963,1,Q3,0,4,0,California,0,0,0,18,711.95,90,0,0,801.95,1,0,95977
-60,19,44.05,0,,,35,Smartville,5282,Month-to-Month,United States,3644-QXEHN,Stayed,1,1,Male,1,Fiber Optic,"39.176595, -121.291692",39.176595,-121.291692,1,97,0,1,1,Offer D,0,0,0,1,Bank Withdrawal,1,963,0,Q3,1,3,0,California,1,1,1,13,1334.45,0,572.65,0,1907.1,0,1,95977
-57,22,40.22,0,,,38,Stirling City,3384,Month-to-Month,United States,8096-LOIST,Stayed,0,0,Female,1,Cable,"39.904002, -121.527823",39.904002,-121.527823,0,56.2,0,0,0,Offer D,0,0,1,0,Bank Withdrawal,1,28,0,Q3,0,5,0,California,1,1,0,19,1093.4,0,764.18,0,1857.58,0,1,95978
-38,0,40.2,0,,,65,Stirling City,4258,Month-to-Month,United States,6734-CKRSM,Joined,0,0,Female,0,,"39.904002, -121.527823",39.904002,-121.527823,0,20,0,0,0,,0,0,0,0,Mailed Check,1,28,0,Q3,0,3,0,California,0,0,0,3,63.6,0,120.6,0,184.2,0,0,95978
-47,6,44.45,0,,,61,Stirling City,5870,One Year,United States,6478-HRRCZ,Stayed,0,0,Male,1,DSL,"39.904002, -121.527823",39.904002,-121.527823,1,70.5,0,0,7,,1,1,0,1,Credit Card,1,28,1,Q3,1,4,0,California,1,1,0,32,2201.75,0,1422.4,0,3624.15,0,1,95978
-42,6,44.52,0,,,26,Stirling City,2546,One Year,United States,2911-IJORQ,Stayed,0,1,Male,1,DSL,"39.904002, -121.527823",39.904002,-121.527823,0,90.6,1,0,0,,1,1,1,0,Bank Withdrawal,1,28,1,Q3,0,4,0,California,1,1,1,37,3358.65,0,1647.24,8.96,4996.93,0,1,95978
-60,0,26.99,0,,,20,Stonyford,4375,Two Year,United States,9764-REAFF,Stayed,0,0,Female,0,,"39.288127, -122.415841",39.288127,-122.415841,1,18.4,0,0,9,Offer B,0,0,0,1,Bank Withdrawal,1,844,0,Q3,1,4,0,California,0,0,0,59,1057.85,0,1592.41,0,2650.26,0,0,95979
-33,4,16.61,0,,,74,Stonyford,5254,Two Year,United States,1265-ZFOSD,Stayed,0,1,Female,1,Cable,"39.288127, -122.415841",39.288127,-122.415841,1,81.3,1,0,6,,1,1,1,1,Mailed Check,1,844,1,Q3,1,4,0,California,1,1,0,64,5129.3,0,1063.04,22.34,6170,0,1,95979
-40,0,37.46,0,,,39,Stonyford,5678,One Year,United States,8510-BBWMU,Stayed,0,0,Female,0,,"39.288127, -122.415841",39.288127,-122.415841,0,19.75,0,0,0,,0,0,1,0,Credit Card,1,844,0,Q3,0,3,0,California,0,0,0,41,806.95,0,1535.86,0,2342.81,0,0,95979
-40,22,48.41,0,,,50,Stonyford,5018,Month-to-Month,United States,5921-NGYRH,Stayed,0,0,Male,1,Fiber Optic,"39.288127, -122.415841",39.288127,-122.415841,1,73.55,0,0,0,Offer B,0,1,1,1,Credit Card,1,844,0,Q3,0,3,0,California,0,0,0,64,4764,0,3098.24,21.9,7840.34,0,1,95979
-29,0,8.39,0,,,36,Washington,5423,Two Year,United States,7876-DNYAP,Stayed,1,0,Female,0,,"39.34128, -120.786867",39.34128,-120.786867,1,19.8,0,2,7,Offer A,0,0,0,1,Credit Card,1,145,0,Q3,1,5,0,California,0,0,0,69,1436.95,0,578.91,0,2015.86,1,0,95986
-35,0,17.21,0,,,66,Washington,4424,Two Year,United States,3457-PQBYH,Stayed,1,0,Female,0,,"39.34128, -120.786867",39.34128,-120.786867,1,20.3,0,1,6,,0,0,0,1,Credit Card,1,145,0,Q3,1,3,0,California,0,0,0,58,1160.75,0,998.18,25.57,2133.36,0,0,95986
-50,23,17.72,0,,,24,Washington,4017,One Year,United States,1360-XFJMR,Stayed,0,1,Female,1,Fiber Optic,"39.34128, -120.786867",39.34128,-120.786867,1,109.7,1,0,6,,1,0,1,1,Credit Card,1,145,1,Q3,1,4,0,California,1,1,1,67,7344.45,0,1187.24,0,8531.69,0,1,95986
-29,0,6.38,0,,,71,Washington,4602,One Year,United States,3985-HOYPM,Stayed,0,0,Male,0,,"39.34128, -120.786867",39.34128,-120.786867,0,19.4,0,0,0,,0,0,0,0,Credit Card,1,145,0,Q3,0,4,0,California,0,0,0,26,525.55,0,165.88,4.25,687.18,1,0,95986
-56,6,26.04,0,,,76,Yuba City,5050,Two Year,United States,2091-GPPIQ,Stayed,0,0,Female,1,Cable,"39.02741, -121.614982",39.02741,-121.614982,1,78.95,1,0,10,Offer A,1,0,1,1,Bank Withdrawal,1,34967,1,Q3,1,5,0,California,1,1,1,72,5730.15,0,1874.88,0,7605.03,0,1,95991
-49,0,17.43,0,,,34,Yuba City,4167,Month-to-Month,United States,5384-ZTTWP,Stayed,1,0,Female,0,,"39.02741, -121.614982",39.02741,-121.614982,1,19.8,0,1,4,Offer D,0,0,0,1,Mailed Check,1,34967,0,Q3,1,4,0,California,0,0,0,15,272.95,0,261.45,18.55,515.85,0,0,95991
-37,3,35.56,0,,,42,Yuba City,3667,Month-to-Month,United States,9058-MJLZC,Stayed,0,0,Female,1,Fiber Optic,"39.02741, -121.614982",39.02741,-121.614982,0,94.6,0,0,0,,0,1,1,0,Bank Withdrawal,1,34967,0,Q3,0,3,0,California,1,1,1,24,2283.15,0,853.44,0,3136.59,0,1,95991
-29,27,0,0,,,22,Yuba City,4590,One Year,United States,6576-FBXOJ,Stayed,0,1,Male,1,DSL,"39.02741, -121.614982",39.02741,-121.614982,1,54.6,0,0,5,Offer D,0,0,0,1,Bank Withdrawal,0,34967,1,Q3,1,4,0,California,1,1,1,17,934.8,0,0,47.73,887.07,1,1,95991
-52,0,3.43,0,,,22,Redding,4790,Two Year,United States,2429-AYKKO,Stayed,0,0,Male,0,,"40.677649, -122.29467",40.677649,-122.29467,0,19.85,0,0,0,Offer A,0,0,0,0,Bank Withdrawal,1,41476,0,Q3,0,5,0,California,0,0,0,72,1434.1,0,246.96,0,1681.06,0,0,96003
-32,0,45.33,0,,,30,Redding,3863,Two Year,United States,1407-DIGZV,Joined,1,0,Female,0,,"40.677649, -122.29467",40.677649,-122.29467,1,19.1,0,2,9,,0,0,0,1,Mailed Check,1,41476,0,Q3,1,5,0,California,0,0,0,3,52,0,135.99,0,187.99,0,0,96003
-33,22,0,0,,,29,Redding,3899,Two Year,United States,0056-EPFBG,Stayed,1,1,Male,1,Cable,"40.677649, -122.29467",40.677649,-122.29467,1,39.4,0,1,4,,0,1,1,1,Credit Card,0,41476,1,Q3,1,3,0,California,0,0,0,20,825.4,0,0,0,825.4,0,1,96003
-33,22,5.42,0,,,80,Redding,5432,Month-to-Month,United States,4062-HBMOS,Stayed,0,1,Male,1,Fiber Optic,"40.677649, -122.29467",40.677649,-122.29467,0,103.05,1,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,41476,0,Q3,0,4,0,California,1,1,1,52,5364.8,0,281.84,46.67,5599.97,0,1,96003
-53,0,31.12,0,,,58,Big Bar,6213,Two Year,United States,7114-AEOZE,Stayed,0,0,Female,0,,"40.775272, -123.287414",40.775272,-123.287414,0,19.85,0,0,0,Offer B,0,0,0,0,Bank Withdrawal,1,269,0,Q3,0,4,0,California,0,0,0,60,1128.1,0,1867.2,0,2995.3,0,0,96010
-37,28,29.46,0,,,77,Big Bar,5118,One Year,United States,8564-LDKFL,Stayed,0,1,Male,1,Fiber Optic,"40.775272, -123.287414",40.775272,-123.287414,1,106,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,269,0,Q3,1,5,0,California,1,1,1,40,4178.65,0,1178.4,47.02,5310.03,0,1,96010
-36,20,34.27,0,,,69,Big Bar,4478,One Year,United States,0931-MHTEM,Stayed,0,0,Female,1,Fiber Optic,"40.775272, -123.287414",40.775272,-123.287414,0,100.05,0,0,0,,1,1,1,0,Credit Card,1,269,0,Q3,0,4,0,California,1,1,1,54,5299.65,0,1850.58,0,7150.23,0,1,96010
-36,75,43.7,0,,,28,Big Bar,3918,Month-to-Month,United States,6103-QCKFX,Stayed,1,0,Female,1,DSL,"40.775272, -123.287414",40.775272,-123.287414,1,56.25,0,3,10,Offer B,0,1,0,1,Bank Withdrawal,1,269,1,Q3,1,3,0,California,0,0,0,44,2419.55,40,1922.8,14.78,4367.57,0,0,96010
-31,0,31.73,0,,,51,Chester,5895,Month-to-Month,United States,9313-QOLTZ,Stayed,0,0,Male,0,,"40.243494, -121.154733",40.243494,-121.154733,0,20.9,0,0,0,Offer C,0,0,0,0,Credit Card,1,2664,0,Q3,0,3,0,California,0,0,0,26,518.3,0,824.98,0,1343.28,0,0,96020
-60,0,47.46,0,,,53,Chester,3142,Month-to-Month,United States,6972-SNKKW,Stayed,0,0,Female,0,,"40.243494, -121.154733",40.243494,-121.154733,0,20,0,0,0,,0,0,0,0,Mailed Check,1,2664,0,Q3,0,3,0,California,0,0,0,6,109.2,0,284.76,0,393.96,0,0,96020
-37,58,14.55,0,,,28,Chester,4778,One Year,United States,3950-VPYJB,Stayed,1,0,Male,1,DSL,"40.243494, -121.154733",40.243494,-121.154733,1,59.6,0,3,7,,1,1,0,1,Credit Card,1,2664,1,Q3,1,3,0,California,0,0,0,57,3509.4,70,829.35,0,4408.75,0,0,96020
-32,18,49.26,0,,,58,Chester,4736,Two Year,United States,0572-ZJKLT,Stayed,1,1,Female,1,Fiber Optic,"40.243494, -121.154733",40.243494,-121.154733,1,99.65,1,1,10,Offer B,0,1,0,1,Credit Card,1,2664,1,Q3,1,3,0,California,1,1,0,46,4630.2,0,2265.96,9.35,6886.81,0,1,96020
-39,4,22.34,0,,,80,French Gulch,5167,Month-to-Month,United States,6968-GMKPR,Stayed,0,1,Female,1,Fiber Optic,"40.740138, -122.587476",40.740138,-122.587476,0,81.55,0,0,0,Offer B,1,0,1,0,Bank Withdrawal,1,373,0,Q3,0,3,0,California,0,0,0,55,4509.5,0,1228.7,0,5738.2,0,1,96033
-31,0,47.19,0,,,56,French Gulch,2606,Month-to-Month,United States,3594-IVHJZ,Joined,0,0,Female,0,,"40.740138, -122.587476",40.740138,-122.587476,0,20.45,0,0,0,,0,0,1,0,Mailed Check,1,373,0,Q3,0,5,0,California,0,0,0,2,42.45,0,94.38,0,136.83,0,0,96033
-58,8,34.18,0,,,24,French Gulch,5183,Month-to-Month,United States,1384-RCUXW,Stayed,0,0,Male,1,Fiber Optic,"40.740138, -122.587476",40.740138,-122.587476,0,80.55,1,0,0,,1,0,1,0,Credit Card,1,373,0,Q3,0,4,0,California,0,0,0,16,1248.9,0,546.88,0,1795.78,0,1,96033
-33,0,39.56,0,,,55,French Gulch,3675,Two Year,United States,1092-WPIVQ,Stayed,1,0,Female,0,,"40.740138, -122.587476",40.740138,-122.587476,1,25.1,1,1,2,Offer D,0,0,0,1,Credit Card,1,373,0,Q3,1,4,0,California,0,0,0,18,428.45,0,712.08,14.57,1125.96,0,0,96033
-43,18,42.16,0,,,35,Gazelle,4171,Two Year,United States,4751-ERMAN,Stayed,0,1,Male,1,Cable,"41.411315, -122.697236",41.411315,-122.697236,1,75.4,0,0,7,,1,0,1,1,Bank Withdrawal,1,392,0,Q3,1,3,0,California,1,1,1,72,5480.25,0,3035.52,0,8515.77,0,1,96034
-50,21,18.53,0,,,20,Gazelle,5210,One Year,United States,6869-FGJJC,Stayed,0,1,Male,1,Fiber Optic,"41.411315, -122.697236",41.411315,-122.697236,0,79.6,0,0,0,,1,0,0,0,Credit Card,1,392,0,Q3,0,4,0,California,0,0,0,68,5461.45,10,1260.04,3.26,6728.23,0,0,96034
-39,53,26.24,0,,,45,Gazelle,2545,One Year,United States,5825-XJOCM,Stayed,1,1,Male,1,Cable,"41.411315, -122.697236",41.411315,-122.697236,0,64.4,1,3,0,,1,1,1,0,Bank Withdrawal,1,392,0,Q3,0,4,0,California,0,0,0,48,3035.35,0,1259.52,0,4294.87,0,1,96034
-34,21,0,0,,,74,Gazelle,5409,Month-to-Month,United States,7233-IOQNP,Stayed,0,0,Female,1,Cable,"41.411315, -122.697236",41.411315,-122.697236,1,34,0,0,9,Offer B,0,1,0,1,Bank Withdrawal,0,392,1,Q3,1,3,0,California,0,0,0,43,1505.35,0,0,49.22,1456.13,0,1,96034
-62,7,37.08,0,,,79,Gerber,2709,Month-to-Month,United States,1436-ZMJAN,Stayed,0,1,Female,1,Cable,"40.03194, -122.176023",40.03194,-122.176023,1,67.8,0,0,6,Offer D,0,0,1,1,Credit Card,1,3357,0,Q3,1,5,0,California,1,1,1,10,653.15,0,370.8,0,1023.95,0,1,96035
-42,0,20.74,0,,,56,Gerber,5302,Two Year,United States,3896-ZVNET,Stayed,1,0,Female,0,,"40.03194, -122.176023",40.03194,-122.176023,1,24.7,1,3,7,,0,0,0,1,Mailed Check,1,3357,0,Q3,1,3,0,California,0,0,0,24,571.75,0,497.76,0,1069.51,0,0,96035
-54,29,35.35,0,,,46,Gerber,4559,One Year,United States,6848-YLDFR,Stayed,1,0,Male,1,DSL,"40.03194, -122.176023",40.03194,-122.176023,1,75.2,0,2,9,,1,0,1,1,Credit Card,1,3357,1,Q3,1,4,0,California,1,1,1,58,4300.8,0,2050.3,0,6351.1,0,1,96035
-60,25,0,0,,,51,Gerber,3572,One Year,United States,2834-JKOOW,Stayed,0,1,Female,1,DSL,"40.03194, -122.176023",40.03194,-122.176023,0,45.9,0,0,0,Offer D,1,1,0,0,Credit Card,0,3357,1,Q3,0,3,0,California,0,0,0,15,693.45,0,0,16.27,677.18,0,1,96035
-24,27,24.27,0,,,68,Grenada,3103,Month-to-Month,United States,0799-DDIHE,Stayed,1,0,Female,1,Cable,"41.599978, -122.539381",41.599978,-122.539381,1,46.3,0,3,7,Offer D,0,0,0,1,Bank Withdrawal,1,616,0,Q3,1,5,0,California,0,0,0,15,639.45,0,364.05,0,1003.5,1,1,96038
-58,18,0,0,,,55,Grenada,3425,Month-to-Month,United States,5960-MVTUK,Joined,0,0,Male,1,DSL,"41.599978, -122.539381",41.599978,-122.539381,0,29.75,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,0,616,1,Q3,0,3,0,California,0,0,0,3,96.85,0,0,0,96.85,0,1,96038
-51,0,7.32,0,,,57,Grenada,4764,Month-to-Month,United States,2320-YKQBO,Stayed,0,0,Female,0,,"41.599978, -122.539381",41.599978,-122.539381,0,19.3,0,0,0,,0,0,0,0,Credit Card,1,616,0,Q3,0,5,0,California,0,0,0,7,144.95,0,51.24,0,196.19,0,0,96038
-57,0,40.94,0,,,25,Grenada,5011,Two Year,United States,2400-FEQME,Stayed,1,0,Male,0,,"41.599978, -122.539381",41.599978,-122.539381,1,20.5,0,3,1,Offer B,0,0,0,1,Credit Card,1,616,0,Q3,1,5,0,California,0,0,0,55,1177.95,0,2251.7,5.83,3423.82,0,0,96038
-28,82,24.83,0,,,30,Mccloud,3061,Month-to-Month,United States,2720-FVBQP,Stayed,1,0,Female,1,Cable,"41.251322, -122.105209",41.251322,-122.105209,1,48.95,1,1,1,Offer E,0,0,1,1,Credit Card,1,1586,0,Q3,1,3,0,California,0,0,0,6,273.25,0,148.98,0,422.23,1,1,96057
-59,8,0,0,,,50,Mccloud,4051,One Year,United States,4825-XJGDM,Stayed,0,1,Female,1,DSL,"41.251322, -122.105209",41.251322,-122.105209,0,43.7,0,0,0,Offer B,1,1,0,0,Credit Card,0,1586,1,Q3,0,4,0,California,0,0,0,61,2696.55,0,0,0,2696.55,0,1,96057
-26,0,2.86,0,,,43,Mccloud,5587,Month-to-Month,United States,9184-GALIL,Stayed,1,0,Female,0,,"41.251322, -122.105209",41.251322,-122.105209,1,20.45,0,2,6,,0,0,0,1,Credit Card,1,1586,0,Q3,1,4,0,California,0,0,0,38,781.25,0,108.68,0,889.93,1,0,96057
-35,20,23.31,0,,,46,Mccloud,2753,Month-to-Month,United States,5949-HGVJL,Stayed,0,0,Female,1,DSL,"41.251322, -122.105209",41.251322,-122.105209,1,73.05,0,0,7,,1,0,1,1,Bank Withdrawal,1,1586,1,Q3,1,5,0,California,1,1,1,26,1959.5,50,606.06,47.59,2567.97,0,0,96057
-30,82,17.31,0,,,62,Manton,4397,One Year,United States,4522-XRWWI,Stayed,0,0,Male,1,Cable,"40.426679, -121.850421",40.426679,-121.850421,1,80.45,1,0,1,Offer B,0,1,0,1,Credit Card,1,598,1,Q3,1,3,0,California,1,1,1,42,3375.9,0,727.02,0,4102.92,0,1,96059
-55,0,33.47,0,,,52,Manton,6009,Two Year,United States,6734-JDTTV,Stayed,1,0,Male,0,,"40.426679, -121.850421",40.426679,-121.850421,1,19.85,0,1,5,Offer B,0,0,1,1,Credit Card,1,598,0,Q3,1,3,0,California,0,0,0,65,1267.05,0,2175.55,0,3442.6,0,0,96059
-58,19,9.19,0,,,35,Manton,3729,One Year,United States,9746-MDMBK,Stayed,1,1,Male,1,Fiber Optic,"40.426679, -121.850421",40.426679,-121.850421,1,113.45,1,1,7,,1,1,1,1,Bank Withdrawal,1,598,1,Q3,1,3,0,California,1,1,1,47,5317.8,0,431.93,0,5749.73,0,1,96059
-29,0,35.45,0,,,69,Manton,4855,Two Year,United States,1635-HDGFT,Stayed,1,0,Female,0,,"40.426679, -121.850421",40.426679,-121.850421,0,20.5,0,1,0,Offer D,0,0,0,0,Credit Card,1,598,0,Q3,0,4,0,California,0,0,0,19,398.55,0,673.55,24.07,1048.03,1,0,96059
-59,0,20.73,0,,,72,Millville,2111,Two Year,United States,5939-SXWHM,Stayed,1,0,Male,0,,"40.531257, -122.148139",40.531257,-122.148139,1,26.3,1,3,1,Offer B,0,0,0,1,Bank Withdrawal,1,830,0,Q3,1,3,0,California,0,0,0,48,1245.05,0,995.04,0,2240.09,0,0,96062
-29,59,48.45,0,,,49,Millville,3446,Month-to-Month,United States,3890-RTCMS,Stayed,0,0,Male,1,DSL,"40.531257, -122.148139",40.531257,-122.148139,0,49.45,0,0,0,,0,0,1,0,Credit Card,1,830,1,Q3,0,4,0,California,0,0,0,16,799,0,775.2,0,1574.2,1,1,96062
-49,3,10.13,0,,,44,Millville,4552,Month-to-Month,United States,8404-GFGCZ,Stayed,0,1,Male,1,DSL,"40.531257, -122.148139",40.531257,-122.148139,1,65.6,1,0,7,Offer E,0,0,0,1,Bank Withdrawal,1,830,0,Q3,1,4,0,California,0,0,1,4,250.1,0,40.52,0,290.62,0,1,96062
-22,71,32.92,0,,,71,Millville,5010,One Year,United States,8050-XGRVL,Stayed,1,1,Female,1,DSL,"40.531257, -122.148139",40.531257,-122.148139,1,54.75,0,3,5,Offer B,0,1,0,1,Credit Card,1,830,0,Q3,1,4,0,California,0,0,0,62,3425.35,0,2041.04,8.5,5457.89,1,1,96062
-44,3,10.13,0,,,79,Scott Bar,4120,One Year,United States,2927-QRRQV,Stayed,0,1,Male,1,Fiber Optic,"41.737962, -123.07557",41.737962,-123.07557,1,94.65,1,0,1,Offer B,1,0,1,1,Bank Withdrawal,1,88,0,Q3,1,4,0,California,0,0,1,46,4312.5,0,465.98,0,4778.48,0,1,96085
-39,26,43.7,0,,,49,Scott Bar,4102,Month-to-Month,United States,8123-QBNAZ,Stayed,1,1,Female,1,Fiber Optic,"41.737962, -123.07557",41.737962,-123.07557,1,104.5,1,1,4,,0,1,1,1,Credit Card,1,88,0,Q3,1,3,0,California,1,1,1,36,3684.95,0,1573.2,0,5258.15,0,1,96085
-48,0,11.81,0,,,46,Scott Bar,6440,Two Year,United States,3359-DSRKA,Stayed,1,0,Female,0,,"41.737962, -123.07557",41.737962,-123.07557,1,19.85,0,3,9,Offer B,0,0,1,1,Credit Card,1,88,0,Q3,1,4,0,California,0,0,0,58,1158.85,0,684.98,0,1843.83,0,0,96085
-44,30,16.57,0,,,76,Scott Bar,4643,Month-to-Month,United States,8709-KRDVL,Stayed,0,0,Female,1,Fiber Optic,"41.737962, -123.07557",41.737962,-123.07557,0,100,1,0,0,,1,0,1,0,Bank Withdrawal,1,88,0,Q3,0,5,0,California,1,1,1,33,3320.6,0,546.81,0,3867.41,0,1,96085
-34,0,44.7,0,,,76,Tehama,4309,Two Year,United States,7941-RCJOW,Stayed,0,0,Male,0,,"40.021787, -122.127576",40.021787,-122.127576,0,19.55,0,0,0,Offer B,0,0,1,0,Credit Card,1,405,0,Q3,0,5,0,California,0,0,0,65,1218.65,0,2905.5,0,4124.15,0,0,96090
-50,17,46.5,0,,,26,Tehama,4093,Month-to-Month,United States,5482-VXSXJ,Stayed,0,0,Male,1,Fiber Optic,"40.021787, -122.127576",40.021787,-122.127576,0,93.2,0,0,0,,1,0,1,0,Credit Card,1,405,0,Q3,0,4,0,California,1,1,1,22,2157.3,0,1023,0,3180.3,0,1,96090
-20,41,6.89,0,,,53,Tehama,5703,Two Year,United States,3720-DBRWL,Stayed,0,1,Male,1,Cable,"40.021787, -122.127576",40.021787,-122.127576,1,83.85,0,0,5,Offer B,1,1,1,1,Credit Card,1,405,1,Q3,1,3,0,California,1,1,1,51,4307.1,0,351.39,0,4658.49,1,1,96090
-54,22,1.85,0,,,52,Tehama,4895,Month-to-Month,United States,6339-YPSAH,Stayed,0,1,Male,1,Fiber Optic,"40.021787, -122.127576",40.021787,-122.127576,0,73.8,0,0,0,,0,0,1,0,Bank Withdrawal,1,405,0,Q3,0,3,0,California,0,0,0,9,704.3,50,16.65,0,770.95,0,0,96090
-23,76,39.32,0,,,35,Weed,4053,One Year,United States,3584-WKTTW,Stayed,0,1,Male,1,Fiber Optic,"41.465121, -122.380947",41.465121,-122.380947,1,111.55,1,0,2,Offer B,0,1,1,1,Bank Withdrawal,1,5896,1,Q3,1,4,0,California,1,1,1,51,5720.35,0,2005.32,0,7725.67,1,1,96094
-61,16,6.28,0,,,65,Weed,6221,Two Year,United States,2378-YIZKA,Stayed,1,1,Female,1,DSL,"41.465121, -122.380947",41.465121,-122.380947,1,85,0,1,7,,1,1,1,1,Credit Card,1,5896,1,Q3,1,3,0,California,1,1,1,68,5607.75,130,427.04,0,6164.79,0,0,96094
-24,52,36.73,0,,,33,Weed,2045,Two Year,United States,4994-OBRSZ,Stayed,1,1,Male,1,Cable,"41.465121, -122.380947",41.465121,-122.380947,0,76.1,0,3,0,,1,1,0,0,Bank Withdrawal,1,5896,1,Q3,0,3,0,California,1,1,0,14,1054.8,0,514.22,0,1569.02,1,1,96094
-40,29,27.66,0,,,74,Weed,6298,Month-to-Month,United States,1548-FEHVL,Stayed,0,0,Male,1,Fiber Optic,"41.465121, -122.380947",41.465121,-122.380947,1,106.2,1,0,6,,1,1,1,1,Bank Withdrawal,1,5896,0,Q3,1,4,0,California,1,1,1,61,6375.2,0,1687.26,0,8062.46,0,1,96094
-52,15,42.64,0,,,54,Yreka,6091,Two Year,United States,1971-DTCZB,Stayed,0,1,Female,1,DSL,"41.764869, -122.671316",41.764869,-122.671316,1,90.95,1,0,6,,1,1,1,1,Bank Withdrawal,1,9538,1,Q3,1,3,0,California,1,1,1,72,6468.6,0,3070.08,0,9538.68,0,1,96097
-61,24,16.87,0,,,22,Yreka,5494,Month-to-Month,United States,0689-DSXGL,Stayed,1,1,Female,1,Fiber Optic,"41.764869, -122.671316",41.764869,-122.671316,1,85.8,0,1,3,Offer B,1,0,0,1,Bank Withdrawal,1,9538,1,Q3,1,3,0,California,0,0,0,52,4433.3,0,877.24,0,5310.54,0,1,96097
-53,19,0,0,,,25,Yreka,3288,Month-to-Month,United States,2436-QBZFP,Stayed,1,0,Female,1,DSL,"41.764869, -122.671316",41.764869,-122.671316,1,39.2,0,1,4,,1,0,0,1,Bank Withdrawal,0,9538,0,Q3,1,4,0,California,0,0,1,22,849.9,50,0,0,899.9,0,0,96097
-53,15,10.12,0,,,60,Yreka,4157,Month-to-Month,United States,6215-NQCPY,Stayed,0,0,Male,1,Fiber Optic,"41.764869, -122.671316",41.764869,-122.671316,0,99.7,1,0,0,Offer D,0,1,1,0,Bank Withdrawal,1,9538,0,Q3,0,3,0,California,1,1,1,15,1566.75,0,151.8,0,1718.55,0,1,96097
-39,6,0,0,,,77,Cedarville,6395,Two Year,United States,3813-DHBBB,Stayed,0,0,Male,1,DSL,"41.505916, -120.152505",41.505916,-120.152505,1,50.95,0,0,10,,1,1,1,1,Bank Withdrawal,0,857,1,Q3,1,3,0,California,1,1,0,67,3521.7,0,0,0,3521.7,0,1,96104
-39,0,14.17,0,,,30,Cedarville,4598,Two Year,United States,0464-WJTKO,Stayed,1,0,Female,0,,"41.505916, -120.152505",41.505916,-120.152505,1,20.1,0,2,10,,0,0,0,1,Bank Withdrawal,1,857,0,Q3,1,5,0,California,0,0,0,72,1460.85,0,1020.24,0,2481.09,0,0,96104
-40,0,28.96,0,,,40,Cedarville,5974,Two Year,United States,6582-PLFUU,Stayed,1,0,Male,0,,"41.505916, -120.152505",41.505916,-120.152505,1,19.55,0,1,1,Offer B,0,0,0,1,Credit Card,1,857,0,Q3,1,4,0,California,0,0,0,51,1086.75,0,1476.96,0,2563.71,0,0,96104
-53,2,0,0,,,78,Cedarville,2657,Month-to-Month,United States,9626-WEQRM,Stayed,0,0,Female,1,DSL,"41.505916, -120.152505",41.505916,-120.152505,0,29.15,0,0,0,,0,1,1,0,Credit Card,0,857,0,Q3,0,4,0,California,0,0,0,4,110.05,10,0,0,120.05,0,0,96104
-56,0,22.1,0,,,72,Chilcoot,5579,One Year,United States,2812-REYAT,Stayed,0,0,Female,0,,"39.872961, -120.198876",39.872961,-120.198876,1,20.05,0,0,3,,0,0,1,1,Bank Withdrawal,1,650,0,Q3,1,5,0,California,0,0,0,49,923.1,0,1082.9,0,2006,0,0,96105
-28,0,6.51,0,,,64,Chilcoot,5183,One Year,United States,8902-ZEOVF,Stayed,1,0,Male,0,,"39.872961, -120.198876",39.872961,-120.198876,1,20.05,0,1,9,Offer B,0,0,0,1,Credit Card,1,650,0,Q3,1,5,0,California,0,0,0,47,951.55,0,305.97,0,1257.52,1,0,96105
-47,18,0,0,,,60,Chilcoot,5840,Two Year,United States,8242-PDSGJ,Stayed,0,1,Male,1,DSL,"39.872961, -120.198876",39.872961,-120.198876,1,39.15,0,0,1,,0,1,1,1,Credit Card,0,650,1,Q3,1,3,0,California,0,0,0,70,2692.75,0,0,0,2692.75,0,1,96105
-31,8,43.17,0,,,46,Chilcoot,4027,One Year,United States,2188-SXWVT,Stayed,0,0,Female,1,DSL,"39.872961, -120.198876",39.872961,-120.198876,0,55,0,0,0,Offer C,1,1,0,0,Credit Card,1,650,0,Q3,0,4,0,California,0,0,0,34,1885.15,0,1467.78,0,3352.93,0,1,96105
-38,0,25.32,0,,,73,Clio,4497,Two Year,United States,6518-PPLMZ,Stayed,1,0,Male,0,,"39.745805, -120.580882",39.745805,-120.580882,1,19.4,0,3,8,,0,0,1,1,Credit Card,1,88,0,Q3,1,3,0,California,0,0,0,53,1110.35,0,1341.96,0,2452.31,0,0,96106
-57,10,8.67,0,,,52,Clio,5535,One Year,United States,6778-EICRF,Stayed,1,0,Male,1,Cable,"39.745805, -120.580882",39.745805,-120.580882,1,74.8,1,1,9,,0,1,0,1,Credit Card,1,88,0,Q3,1,4,0,California,1,1,1,24,1821.2,0,208.08,0,2029.28,0,1,96106
-45,0,31.03,0,,,23,Clio,5043,Two Year,United States,0264-CNITK,Stayed,1,0,Female,0,,"39.745805, -120.580882",39.745805,-120.580882,1,20.1,0,2,1,,0,0,0,1,Bank Withdrawal,1,88,0,Q3,1,3,0,California,0,0,0,71,1389.6,0,2203.13,0,3592.73,0,0,96106
-38,21,11.83,0,,,69,Clio,4265,Two Year,United States,6258-PVZWJ,Stayed,0,1,Male,1,DSL,"39.745805, -120.580882",39.745805,-120.580882,1,90.8,1,0,1,Offer A,1,1,1,1,Credit Card,1,88,1,Q3,1,4,0,California,1,1,1,68,6302.85,0,804.44,0,7107.29,0,1,96106
-55,25,33.94,0,,,23,Coleville,4818,Month-to-Month,United States,4939-KYYPY,Stayed,0,1,Male,1,Cable,"38.42528, -119.475741",38.42528,-119.475741,0,59.45,1,0,0,,0,0,0,0,Bank Withdrawal,1,1332,1,Q3,0,4,0,California,0,0,0,27,1611.65,0,916.38,0,2528.03,0,1,96107
-50,0,45.87,0,,,76,Coleville,5826,One Year,United States,2662-NNTDK,Stayed,0,0,Male,0,,"38.42528, -119.475741",38.42528,-119.475741,0,24.8,1,0,0,Offer B,0,0,0,0,Credit Card,1,1332,0,Q3,0,4,0,California,0,0,0,65,1600.95,0,2981.55,0,4582.5,0,0,96107
-35,53,24.38,0,,,43,Coleville,4447,Month-to-Month,United States,0089-IIQKO,Stayed,1,0,Female,1,Fiber Optic,"38.42528, -119.475741",38.42528,-119.475741,1,99.95,1,3,1,,0,0,1,1,Credit Card,1,1332,1,Q3,1,3,0,California,1,1,1,39,3767.4,0,950.82,0,4718.22,0,1,96107
-52,19,0,0,,,22,Coleville,4534,One Year,United States,1094-BKOSX,Stayed,1,1,Female,1,Cable,"38.42528, -119.475741",38.42528,-119.475741,1,51,0,2,10,,1,0,0,1,Bank Withdrawal,0,1332,1,Q3,1,4,0,California,1,1,0,45,2264.5,0,0,0,2264.5,0,1,96107
-45,27,44.75,0,,,52,Herlong,5433,One Year,United States,2361-UPSND,Stayed,0,0,Female,1,DSL,"40.198234, -120.18089",40.198234,-120.18089,1,70.6,0,0,6,,1,1,0,1,Credit Card,1,946,1,Q3,1,3,0,California,1,1,0,46,3231.05,0,2058.5,0,5289.55,0,1,96113
-38,2,2.82,0,,,68,Herlong,3941,Month-to-Month,United States,2874-YXVVA,Stayed,0,1,Female,1,Fiber Optic,"40.198234, -120.18089",40.198234,-120.18089,0,105.1,0,0,0,,1,0,1,0,Bank Withdrawal,1,946,1,Q3,0,5,0,California,1,1,1,34,3634.8,0,95.88,0,3730.68,0,1,96113
-47,15,33.7,0,,,80,Herlong,4404,Two Year,United States,0440-EKDCF,Stayed,0,1,Male,1,Cable,"40.198234, -120.18089",40.198234,-120.18089,1,60.15,0,0,1,Offer B,1,0,1,1,Credit Card,1,946,1,Q3,1,5,0,California,0,0,0,62,3753.2,0,2089.4,0,5842.6,0,1,96113
-23,26,14.24,0,,,29,Herlong,4434,One Year,United States,3898-BSJYF,Stayed,1,1,Female,1,Cable,"40.198234, -120.18089",40.198234,-120.18089,0,73.55,1,1,0,Offer D,0,1,0,0,Credit Card,1,946,1,Q3,0,3,0,California,1,1,0,10,693.3,0,142.4,0,835.7,1,1,96113
-39,8,31.55,0,,,55,Janesville,4971,Two Year,United States,6035-RIIOM,Stayed,0,0,Female,1,Fiber Optic,"40.294034, -120.512622",40.294034,-120.512622,0,97.2,1,0,0,,1,0,1,0,Bank Withdrawal,1,3093,0,Q3,0,5,0,California,1,1,1,54,5129.45,0,1703.7,0,6833.15,0,1,96114
-46,0,14.61,0,,,73,Janesville,4556,Two Year,United States,1245-HARPS,Stayed,0,0,Female,0,,"40.294034, -120.512622",40.294034,-120.512622,1,20.4,0,0,0,,0,0,0,1,Credit Card,1,3093,0,Q3,0,3,0,California,0,0,0,14,292.4,0,204.54,0,496.94,0,0,96114
-64,0,11.38,0,,,28,Janesville,2347,Two Year,United States,4774-HHGGS,Stayed,0,0,Male,0,,"40.294034, -120.512622",40.294034,-120.512622,1,19.05,0,0,1,,0,0,0,1,Credit Card,1,3093,0,Q3,1,4,0,California,0,0,0,30,637.55,0,341.4,0,978.95,0,0,96114
-55,27,29.03,0,,,35,Janesville,6012,Two Year,United States,3938-YFPXD,Stayed,0,1,Male,1,DSL,"40.294034, -120.512622",40.294034,-120.512622,0,84.3,1,0,0,Offer A,0,1,0,0,Credit Card,1,3093,1,Q3,0,4,0,California,1,1,1,72,5997.1,0,2090.16,0,8087.26,0,1,96114
-53,17,33.14,0,,,58,Litchfield,5924,Month-to-Month,United States,9504-DSHWM,Stayed,0,0,Male,1,DSL,"40.507272, -120.338228",40.507272,-120.338228,0,59.2,1,0,0,,0,1,0,0,Bank Withdrawal,1,385,1,Q3,0,3,0,California,0,0,0,20,1191.2,130,662.8,0,1984,0,0,96117
-42,13,1.83,0,,,65,Litchfield,4023,Two Year,United States,4293-ETKAP,Stayed,1,0,Female,1,Cable,"40.507272, -120.338228",40.507272,-120.338228,1,79.4,1,1,10,Offer B,1,0,1,1,Bank Withdrawal,1,385,1,Q3,1,4,0,California,1,1,1,65,5071.9,0,118.95,0,5190.85,0,1,96117
-27,82,23.04,0,,,45,Litchfield,5825,Month-to-Month,United States,8180-AKMJV,Joined,0,0,Female,1,Cable,"40.507272, -120.338228",40.507272,-120.338228,0,44.55,0,0,0,Offer E,0,0,1,0,Credit Card,1,385,0,Q3,0,5,0,California,0,0,0,1,44.55,0,23.04,0,67.59,1,1,96117
-57,10,2.93,0,,,32,Litchfield,5610,Two Year,United States,9558-IHEZX,Stayed,0,1,Female,1,Fiber Optic,"40.507272, -120.338228",40.507272,-120.338228,0,106.75,1,0,0,Offer A,1,1,1,0,Credit Card,1,385,0,Q3,0,3,0,California,1,1,1,71,7283.25,0,208.03,0,7491.28,0,1,96117
-20,27,13.55,0,,,70,Loyalton,4278,Month-to-Month,United States,5035-BVCXS,Stayed,0,0,Male,1,Fiber Optic,"39.637471, -120.226338",39.637471,-120.226338,0,75.9,0,0,0,,1,0,1,0,Credit Card,1,1822,0,Q3,0,4,0,California,0,0,0,11,866.4,0,149.05,0,1015.45,1,1,96118
-59,30,37.86,0,,,69,Loyalton,4021,One Year,United States,6064-PUPMC,Stayed,1,0,Male,1,DSL,"39.637471, -120.226338",39.637471,-120.226338,1,57.2,0,2,4,,0,1,0,1,Credit Card,1,1822,1,Q3,1,3,0,California,0,0,0,23,1423.35,0,870.78,0,2294.13,0,1,96118
-59,13,18.6,0,,,53,Loyalton,5640,Month-to-Month,United States,4298-OYIFC,Stayed,0,1,Male,1,Fiber Optic,"39.637471, -120.226338",39.637471,-120.226338,1,103.45,1,0,1,,0,0,1,1,Bank Withdrawal,1,1822,1,Q3,1,5,0,California,1,1,1,15,1539.8,140,279,0,1958.8,0,0,96118
-50,0,35.4,0,,,52,Loyalton,2691,One Year,United States,9617-UDPEU,Stayed,0,0,Female,0,,"39.637471, -120.226338",39.637471,-120.226338,0,19.25,0,0,0,,0,0,1,0,Credit Card,1,1822,0,Q3,0,3,0,California,0,0,0,22,412.55,0,778.8,0,1191.35,0,0,96118
-56,3,11.94,0,,,43,Markleeville,5036,Two Year,United States,3533-UVMOM,Stayed,0,1,Male,1,DSL,"38.735789, -119.85798",38.735789,-119.85798,1,70.95,0,0,4,,1,1,0,1,Bank Withdrawal,1,957,0,Q3,1,3,0,California,1,1,0,68,4741.45,0,811.92,0,5553.37,0,1,96120
-58,9,36.3,0,,,29,Markleeville,4252,Two Year,United States,6322-PJJDJ,Stayed,0,0,Male,1,Fiber Optic,"38.735789, -119.85798",38.735789,-119.85798,1,94.8,0,0,8,Offer B,1,0,1,1,Bank Withdrawal,1,957,0,Q3,1,4,0,California,1,1,1,49,4690.65,70,1778.7,0,6539.35,0,0,96120
-31,52,0,0,,,26,Markleeville,2421,Month-to-Month,United States,9842-EFSYY,Stayed,1,1,Female,1,Cable,"38.735789, -119.85798",38.735789,-119.85798,0,57.2,0,3,0,Offer E,1,1,1,0,Credit Card,0,957,0,Q3,0,3,0,California,1,1,1,4,223.75,0,0,0,223.75,0,1,96120
-51,0,35.2,0,,,76,Markleeville,4882,One Year,United States,4955-VCWBI,Stayed,1,0,Female,0,,"38.735789, -119.85798",38.735789,-119.85798,1,20,0,2,5,,0,0,0,1,Credit Card,1,957,0,Q3,1,5,0,California,0,0,0,43,817.95,0,1513.6,0,2331.55,0,0,96120
-39,3,37.5,0,,,31,Calpine,4633,Month-to-Month,United States,1478-VPOAD,Joined,0,0,Female,1,DSL,"39.672813, -120.456699",39.672813,-120.456699,0,43.8,0,0,0,Offer E,0,0,0,0,Bank Withdrawal,1,322,0,Q3,0,5,0,California,0,0,0,1,43.8,0,37.5,0,81.3,0,1,96124
-59,20,47.46,0,,,43,Calpine,4323,Two Year,United States,7197-VOJMM,Stayed,0,0,Male,1,DSL,"39.672813, -120.456699",39.672813,-120.456699,1,69.2,0,0,0,,1,1,1,1,Credit Card,1,322,1,Q3,0,3,0,California,1,1,0,67,4671.65,0,3179.82,0,7851.47,0,1,96124
-33,8,44.87,0,,,38,Calpine,4771,One Year,United States,0930-EHUZA,Stayed,0,1,Female,1,Cable,"39.672813, -120.456699",39.672813,-120.456699,0,76.35,0,0,0,,1,1,1,0,Credit Card,1,322,1,Q3,0,5,0,California,0,0,1,36,2606.35,0,1615.32,0,4221.67,0,1,96124
-41,0,17.12,0,,,21,Calpine,4747,Two Year,United States,3118-UHVVQ,Stayed,0,0,Female,0,,"39.672813, -120.456699",39.672813,-120.456699,1,25.8,1,0,8,Offer A,0,0,0,1,Credit Card,1,322,0,Q3,1,4,0,California,0,0,0,68,1911.5,0,1164.16,0,3075.66,0,0,96124
-20,0,41.64,0,,,70,Tulelake,3575,One Year,United States,2351-RRBUE,Stayed,0,0,Female,0,,"41.813521, -121.492666",41.813521,-121.492666,1,20.65,0,0,2,Offer E,0,0,0,1,Mailed Check,1,2595,0,Q3,1,4,0,California,0,0,0,7,134.05,0,291.48,0,425.53,1,0,96134
-46,26,0,0,,,69,Tulelake,3573,Month-to-Month,United States,7284-BUYEC,Stayed,0,0,Female,1,Cable,"41.813521, -121.492666",41.813521,-121.492666,0,50.95,0,0,0,Offer E,1,0,1,0,Credit Card,0,2595,0,Q3,0,5,0,California,1,1,1,5,229.4,0,0,0,229.4,0,1,96134
-27,0,4.16,0,,,54,Tulelake,4458,Month-to-Month,United States,3682-YEUWS,Stayed,1,0,Male,0,,"41.813521, -121.492666",41.813521,-121.492666,1,24.4,1,1,4,,0,0,1,1,Credit Card,1,2595,0,Q3,1,5,0,California,0,0,0,10,253.9,0,41.6,0,295.5,1,0,96134
-25,69,5.49,0,,,67,Tulelake,4761,One Year,United States,0083-PIVIK,Stayed,0,1,Male,1,DSL,"41.813521, -121.492666",41.813521,-121.492666,0,81.25,1,0,0,,1,1,0,0,Bank Withdrawal,1,2595,1,Q3,0,3,0,California,0,0,1,64,5567.55,40,351.36,0,5958.91,1,0,96134
-49,0,30.99,0,,,54,Boulevard,2776,Two Year,United States,3764-MNMOI,Stayed,0,0,Male,0,,"32.677097, -116.304991",32.677097,-116.304991,0,19.2,0,0,0,Offer B,0,0,0,0,Credit Card,1,1509,0,Q3,0,4,0,California,0,0,0,46,908.15,0,1425.54,0,2333.69,0,0,91905
-45,21,0,0,,,24,Boulevard,2973,Month-to-Month,United States,9026-LHEVG,Stayed,0,0,Female,1,DSL,"32.677097, -116.304991",32.677097,-116.304991,0,40.75,0,0,0,Offer E,1,0,0,0,Bank Withdrawal,0,1509,0,Q3,0,4,0,California,1,1,0,9,359.4,20,0,0,379.4,0,0,91905
-36,57,9.05,0,,,64,Boulevard,3274,One Year,United States,1956-YIFGE,Stayed,1,1,Male,1,Fiber Optic,"32.677097, -116.304991",32.677097,-116.304991,1,100.05,0,3,10,,1,0,1,1,Credit Card,1,1509,0,Q3,1,4,0,California,1,1,1,22,2090.25,0,199.1,0,2289.35,0,1,91905
-33,29,34.49,0,,,62,Desert Hot Springs,5976,Month-to-Month,United States,1170-SASML,Stayed,0,1,Female,1,Fiber Optic,"33.948558, -116.516976",33.948558,-116.516976,1,85.4,1,0,6,Offer A,1,0,1,1,Bank Withdrawal,1,22796,0,Q3,1,5,0,California,0,0,0,69,5869.4,0,2379.81,0,8249.21,0,1,92240
-51,0,35.52,0,,,67,Desert Hot Springs,2645,Two Year,United States,3812-LRZIR,Stayed,1,0,Female,0,,"33.948558, -116.516976",33.948558,-116.516976,1,24.5,1,1,1,,0,0,0,1,Bank Withdrawal,1,22796,0,Q3,1,3,0,California,0,0,0,27,761.95,0,959.04,0,1720.99,0,0,92240
-25,52,39.85,0,,,63,Desert Hot Springs,2926,Month-to-Month,United States,8992-OBVDG,Stayed,0,1,Male,1,DSL,"33.948558, -116.516976",33.948558,-116.516976,0,61.65,0,0,0,Offer D,0,0,0,0,Credit Card,1,22796,0,Q3,0,4,0,California,1,1,0,21,1393.6,0,836.85,0,2230.45,1,1,92240
-60,0,36.14,0,,,68,Desert Hot Springs,2111,One Year,United States,9347-AERRL,Stayed,0,0,Male,0,,"33.948558, -116.516976",33.948558,-116.516976,1,19.3,0,0,3,,0,0,0,1,Credit Card,1,22796,0,Q3,1,5,0,California,0,0,0,23,486.2,0,831.22,0,1317.42,0,0,92240
-31,29,18.42,0,,,28,Niland,6483,Two Year,United States,5248-KWLAR,Stayed,0,1,Male,1,DSL,"33.345825, -115.596574",33.345825,-115.596574,1,90.35,1,0,1,Offer A,1,1,0,1,Bank Withdrawal,1,2753,1,Q3,1,4,0,California,1,1,1,71,6325.25,0,1307.82,0,7633.07,0,1,92257
-42,2,34.98,0,,,76,Niland,5827,One Year,United States,9209-NWPGU,Stayed,0,0,Male,1,Cable,"33.345825, -115.596574",33.345825,-115.596574,0,65.4,0,0,0,Offer B,0,1,0,0,Bank Withdrawal,1,2753,1,Q3,0,3,0,California,0,0,1,44,2774.55,0,1539.12,0,4313.67,0,1,92257
-37,27,44.98,0,,,32,Niland,5230,Month-to-Month,United States,1471-GIQKQ,Joined,0,0,Female,1,DSL,"33.345825, -115.596574",33.345825,-115.596574,0,49.95,0,0,0,,1,0,0,0,Bank Withdrawal,1,2753,0,Q3,0,3,0,California,0,0,0,1,49.95,0,44.98,0,94.93,0,1,92257
-57,0,27.37,0,,,57,Wofford Heights,4462,Month-to-Month,United States,7874-ECPQJ,Stayed,1,0,Female,0,,"35.690535, -118.552784",35.690535,-118.552784,0,20.05,0,2,0,,0,0,1,0,Bank Withdrawal,1,2515,0,Q3,0,5,0,California,0,0,0,4,85.5,0,109.48,0,194.98,0,0,93285
-27,69,2.73,0,,,51,Wofford Heights,4162,Two Year,United States,6023-GSSXW,Stayed,0,0,Female,1,DSL,"35.690535, -118.552784",35.690535,-118.552784,1,61.45,0,0,1,,1,0,1,1,Credit Card,1,2515,0,Q3,1,5,0,California,1,1,0,69,4131.2,0,188.37,0,4319.57,1,1,93285
-34,0,4.15,0,,,22,Wofford Heights,5759,Month-to-Month,United States,6147-CBCRA,Stayed,0,0,Female,0,,"35.690535, -118.552784",35.690535,-118.552784,1,20.05,0,0,5,,0,0,0,1,Credit Card,1,2515,0,Q3,1,4,0,California,0,0,0,33,669.45,0,136.95,0,806.4,0,0,93285
-23,58,4.71,0,,,25,Bakersfield,4931,One Year,United States,9251-WNSOD,Stayed,0,1,Female,1,DSL,"35.16207, -119.194488",35.16207,-119.194488,1,75.1,1,0,10,Offer A,1,1,0,1,Mailed Check,1,20440,0,Q3,1,4,0,California,1,1,0,67,5064.45,0,315.57,0,5380.02,1,1,93311
-24,47,29.58,0,,,74,Bakersfield,5841,Two Year,United States,4006-HKYHO,Stayed,0,1,Male,1,DSL,"35.16207, -119.194488",35.16207,-119.194488,0,86.7,0,0,0,,1,1,1,0,Bank Withdrawal,1,20440,1,Q3,0,3,0,California,1,1,1,63,5309.5,0,1863.54,0,7173.04,1,1,93311
-26,0,6.88,0,,,71,Bakersfield,5918,Month-to-Month,United States,4396-KLSEH,Stayed,0,0,Male,0,,"35.16207, -119.194488",35.16207,-119.194488,0,19.85,0,0,0,Offer E,0,0,1,0,Bank Withdrawal,1,20440,0,Q3,0,5,0,California,0,0,0,4,63,0,27.52,0,90.52,1,0,93311
-43,52,42.93,0,,,50,Alturas,3857,Month-to-Month,United States,6818-DJXAA,Stayed,1,1,Female,1,Fiber Optic,"41.468877, -120.54229",41.468877,-120.54229,0,91.1,0,3,0,,0,0,1,0,Bank Withdrawal,1,5096,1,Q3,0,3,0,California,0,0,1,10,964.35,0,429.3,0,1393.65,0,1,96101
-45,6,25.56,0,,,24,Alturas,5965,Month-to-Month,United States,3420-YJLQT,Joined,0,0,Female,1,Fiber Optic,"41.468877, -120.54229",41.468877,-120.54229,0,79.55,1,0,0,Offer E,1,0,0,0,Bank Withdrawal,1,5096,0,Q3,0,4,0,California,0,0,0,2,151.75,0,51.12,0,202.87,0,1,96101
-27,0,11.57,0,,,29,Alturas,5962,Two Year,United States,5647-URDKA,Stayed,1,0,Male,0,,"41.468877, -120.54229",41.468877,-120.54229,1,19.7,0,1,8,,0,0,0,1,Credit Card,1,5096,0,Q3,1,4,0,California,0,0,0,8,130.25,0,92.56,0,222.81,1,0,96101
-29,85,27.37,0,,,80,Topaz,2200,Month-to-Month,United States,9143-CANJF,Stayed,1,0,Female,1,DSL,"38.636052, -119.489162",38.636052,-119.489162,1,55.15,0,3,7,,0,1,0,1,Bank Withdrawal,1,116,1,Q3,1,3,0,California,0,0,0,24,1319.85,0,656.88,0,1976.73,1,1,96133
-33,26,3.09,0,,,21,Topaz,5619,Two Year,United States,4973-MGTON,Stayed,0,1,Female,1,DSL,"38.636052, -119.489162",38.636052,-119.489162,1,84.4,0,0,0,,1,1,1,1,Credit Card,1,116,1,Q3,0,5,0,California,1,1,1,71,5969.3,0,219.39,0,6188.69,0,1,96133
-34,19,28.21,0,,,68,Topaz,4668,Two Year,United States,5702-KVQRD,Stayed,0,1,Male,1,DSL,"38.636052, -119.489162",38.636052,-119.489162,1,82.55,0,0,2,Offer A,0,1,1,1,Bank Withdrawal,1,116,1,Q3,1,3,0,California,1,1,1,71,5832.65,0,2002.91,0,7835.56,0,1,96133
-34,27,4.89,0,,,47,Jacumba,2711,Month-to-Month,United States,8148-BPLZQ,Stayed,0,0,Male,1,Cable,"32.649787, -116.2237",32.649787,-116.2237,0,49.8,0,0,0,,1,0,1,0,Bank Withdrawal,1,699,0,Q3,0,4,0,California,0,0,0,34,1734.2,70,166.26,0,1970.46,0,0,91934
-21,59,16.06,0,,,62,Jacumba,4504,Month-to-Month,United States,9108-EJFJP,Joined,0,0,Female,1,DSL,"32.649787, -116.2237",32.649787,-116.2237,1,53.55,0,0,6,Offer E,1,1,1,1,Credit Card,1,699,0,Q3,1,4,0,California,0,1,0,1,53.55,0,16.06,0,69.61,1,1,91934
-36,24,23.13,0,,,26,San Diego,5416,One Year,United States,0795-GMVQO,Stayed,0,1,Male,1,Fiber Optic,"32.741859, -117.090353",32.741859,-117.090353,1,109.9,1,0,1,,1,1,0,1,Credit Card,1,73006,0,Q3,1,4,0,California,1,1,1,67,7332.4,0,1549.71,0,8882.11,0,1,92105
-32,30,23.42,0,,,32,San Diego,4062,Month-to-Month,United States,9547-ITEFG,Stayed,1,1,Male,1,Fiber Optic,"32.741859, -117.090353",32.741859,-117.090353,1,102.6,1,3,8,Offer E,1,0,1,1,Credit Card,1,73006,0,Q3,1,5,0,California,1,1,1,9,897.75,0,210.78,0,1108.53,0,1,92105
-62,30,37.69,0,,,66,Holtville,5471,Month-to-Month,United States,4993-JCRGJ,Stayed,0,1,Male,1,Fiber Optic,"32.811001, -115.152865",32.811001,-115.152865,0,84.3,1,0,0,,0,0,1,0,Credit Card,1,8062,1,Q3,0,5,0,California,0,0,0,26,2281.6,0,979.94,0,3261.54,0,1,92250
-50,0,31.33,0,,,22,Holtville,4769,Month-to-Month,United States,6082-GLJIX,Stayed,0,0,Male,0,,"32.811001, -115.152865",32.811001,-115.152865,0,19.25,0,0,0,Offer D,0,0,0,0,Credit Card,1,8062,0,Q3,0,5,0,California,0,0,0,18,331.35,0,563.94,0,895.29,0,0,92250